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https://openalex.org/W4383706295
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https://zenodo.org/records/8128871/files/IBAST%200710.pdf
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English
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COMPARATIVE EFFECTIVENESS OF TREATMENT OF ORAL MUCOSAL HEMANGIOMAS WITH IQ-LASERS
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,023
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cc-by
| 3,423
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COMPARATIVE EFFECTIVENESS OF TREATMENT OF
ORAL MUCOSAL HEMANGIOMAS WITH IQ-LASERS Karimov M.A.1
Sadikov R.R.2
Karimkulov N.A.3
Nurmatova X.X.4
1 Department of Medicine, Namangan State
University, Namangan sh., Uzbekistan
2 Toshkent Medical Academy Tashkent City., Uzbekistan. 3 Andijan State Medical Institute, Andijan sh., Uzbekistan. 4 public health technician named after Kosonsoy Abu Ali ibn Sino
https://doi.org/10.5281/zenodo.8128871 Karimov M.A.1
Sadikov R.R.2
Karimkulov N.A.3
Nurmatova X.X.4
1 Department of Medicine, Namangan State
University, Namangan sh., Uzbekistan
2 Toshkent Medical Academy Tashkent City., Uzbekistan. 3 Andijan State Medical Institute, Andijan sh., Uzbekistan. 4 public health technician named after Kosonsoy Abu Ali ibn Sino
https://doi.org/10.5281/zenodo.8128871 Resume. This article describes the results of treatment of oral mucosal hemangioma in the
clinic, spread, modern diagnosis, stages of development, classification and modern methods of
treatment with IQ-lasers, as well as medicamentous treatment, sclerotic treatment and joint
treatment. The study analyzed the results of the treatment of 178 patients. Keywords. Oral mucosal hemangioma, IR-laser, sclerotic treatment, medicamentous
treatment. Introduction. Hemangioma is a safe tumor that has developed from good quality blood
vessels and is mainly observed in the first 18 months of a child's life, characterized by rapid growth
and invasion of surrounding tissues. Hemangioma (ga) changes color, consistency, and tissue shape
during growth, leading to varying degrees of cosmetic defects as well as functional impairment of
the limbs. Located around the oral cavity to suppuration, can be observed with complications such
as secondary infection as well as wound bleeding. The total incidence of Ga In newborn children is
10-15%, of which 40% is observed in the area of the area of the mouth circumference. In girls and
children, the comparative frequency is observed in a ratio of 5:1. 83% of gas located in the head
area call dysmorphophobia [4, 7, 15, 16]. Located in the deviation cavity, ga is often accompanied by
complications such as scarring, bleeding and pain syndrome. IBAST | Volume 3, Issue 7, June ECHNOLOGY
The fetal organism becomes relatively sensitive due to the formation of the vascular system
in the first 3 months of pregnancy. The process of vascular formation ends at the 7th month of
pregnancy, then the endothelial lining of the vessels appears [1, 9, 17]. Skin and mucous membrane
hemangiomas are manifested in the process of their development in 80% of cases in pink or bluish
spotting at birth. Often during this period, a congenital rash or confusion with postpartum bleeding
occurs. COMPARATIVE EFFECTIVENESS OF TREATMENT OF
ORAL MUCOSAL HEMANGIOMAS WITH IQ-LASERS Later, during the first 2 weeks after childbirth, there is an increase in the size of the weaving
and hemangioma. High-grade growth of GA is observed at 4 weeks (manifested in the appearance of
a red spot rising above the level of the skin or mucous membrane) [2, 8]. Ga growth develops in 4
stages: onset, proliferation, maturation, and involution [3, 5, 10]. Hemangiomas of the oral mucosa
(skin) usually grow rapidly within 18 months. In the Gada located on the skin, 15-20% absorption is
observed, involution for mucous membrane hemangiomas is not considered characteristic. Obgs
often cause a child's eating disorder due to the size or the presence of complications [9, 11]. According to data from many studies, the skin per 80% is observed in the head and neck of the
body, of which 40% corresponds to the area of the oral cavity [7, 14, 17]. 44 44 INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 Currently, there are more than 20 classifications of vascular tumors-hemangiomas
worldwide according to their shape, character, histological structure, complications and other
characteristics [13, 17]. Some of these are still used in the clinical practice of some clinics, such as the
simplified ga classification proposed by Kondrashin (1963).) [1, 11, 16, 17]. Simple capillary Simple hypertrophic Simple hypertrophic
Cavernous
Mixed Systemic hemangiomatosis International practice currently employs a classification adopted by the International Society
for the study of Vascular Anamalies (ISSVA), the Society for the study of vascular anamalies, at the
1996 Xi International Society for the study of vascular anamalies symposium in Rome [1,4,5,6,13]. In
2007, 2016, and 2018, This accepted classification included further replenishment [1, 10, 11]. Research objective. Improving the results of complex treatment of oral hemangiomas
using different wave range beams of the IR-laser device. Materials and inspection styles. Scientific work was carried out during 2015-2022 at
the Department of "surgical diseases" of the Tashkent Medical Academy (City Hospital No. 1)
and the Department of "Oncology and medical radiology" of the Andijan State Medical
Institute (Andijan branch of the Republican specialized scientific practical medical center of
oncology and radiology). In scientific research, Fdt with high energy lasers based on IR
radiation (SO2, NDYAG, Pulse dye laser) has been used in the treatment of hemangiomas
located in the oral cavity. In the research work, 178 patients were examined, of which 96 were treated by
selecting treatment tactics depending on the stage of development of oral hemangioma. The comparative group is made up of 82 patients, the base of the Department of
Oncology and medical radiology of the Tashkent Medical Academy and the Andijan State
Medical Institute is the branch of the Republican specialized oncology and radiology
scientific practical Medical Center Andijan and on the basis of various treatment
institutions of our Republic used all known methods of treatment (1. and 2. listed in
tables). IBAST | Volume 3, Issue 7, June The age contingent of patients is from the age of newborn to 60 years. 78% were for girls
and 22% for boys. Table 1. 45
ECHNOLOGY
Distribution of patients with hemangioma in groups by age. Main group
Comparative group
Age group
Number
of
patients
Frequency (%)
Number of
patients
Frequency (%)
Breast ages
59
61,4±4.9*
5
6,1±2,6
Preschool age
18
18,8±3,9*
38
46,3±5,6
School prep and junior
school age
11
11,4±3,2*
26
31,7±5,1
Senior
school
age,
adolescence
8
8,4±2,8
13
15,9±4,0
Total:
96
100
82
100 Distribution of patients with hemangioma in groups by age. 45 INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955
ISSN: 2750-3402
IBAST INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 * Р < 0,05 relative to the comparison group. Table 2. * Р < 0,05 relative to the comparison group. Table 2. Arrangement of hemangiomas in groups. Arrangement of hemangiomas in groups. Location
Main group
Comparative group
Number
%
Number
%
Language
13
13,5±3,4
10
12,2±3,6
Upper and lower lip
44
45,8±5,1
53
64,6±5,2*
Lunj
25
26,0±4,4*
16
19,6±4,3
Soft and hard palate
11
11,5±3,2
2
2,4±1,6
Milk
3
3,2±1,7
1
1,2±1,2
Total
96
100,0
82
100,0 * Р < 0,05 relative to the comparison group. All 178 patients with Obg si were treated with β-adrenoblocator (Propronalol). The main criterion for the appointment of a medicamentous treatment is the age of the
child, which should not exceed 6 months, after this age, the effectiveness of the
medicamentous treatment does not exceed 20%. Medicamentosis was often used in amounts of 1-2 mg/kg when undergoing
treatment. The course of treatment was carried out for at least 2 months and continued
for up to 6 months, when positive results were obtained. Before and during treatment, it
is imperative to control the cardiovascular activity of the patient, and such examination
methods as ECG, measurement of the number of heartbeats, blood pressure control and
exocardiogram were performed. Patient children should be under the supervision of a
cardiologist. Treatment was carried out in 90% outpatient, 10% inpatient conditions. A study of the long-term results of the use of β-adrenoblocators separately
showed that some patients experienced Bradycardia When using the drug. This was
manifested externally by the drowsiness and physical inactivity of the child (Table 3). IBAST | Volume 3, Issue 7, June Table 3. Results of treatment of patients with Obg with β-adrenoblocator (propronalol). INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 maserasia with scarring, in 18 patients bleeding due to frequent injury, while in 9
cases infection was recorded when ga was located in the oral cavity. 20 patients
complained of pain due to Ga injury. The presence of GA has led to functional changes in
the form of pain in 13 patients as well as difficulties in eating and swallowing food. For
example, a 12-year-old patient with tongue cavernous Gass has been noted to have a
change in taste perception. Gani caused deformities in 5 patients as a result of its growth
into members. In all patients with small-sized ga (up to 1 cm) and weak blood flow, treatment
with the Gaga so-2 laser ("scalpel-1" device) was performed during the first treatment
session. The exposure was carried out in remote mode using focused beams, which leads
to a minimal risk of bleeding. The output power of the so-2 laser radiation was 10-15 w,
the Surface power density (Ps) was 40-150 W/cm2 (average 136.66±1 W/cm2),
respectively, the surface energy density (Es) was achieved at mean values 6644.22±10
J/cm2 (1000 to 60000 J/cm2). In the process of visually controlled photocoagulation, the pathalogical tissue was
selectively affected to the limit of healthy tissue. During the operation, ga decreased in
size, flattened and changed its previous color. The operation process is completed by
moistening the coagulation with a solution of potassium permanganate or brilliant green
to the place where the Shell was formed. In order to protect the GAEs located in the lip
area from mechanical damage to the coagulation scabbard in the natural folds after the
procedure, only 6 patients had an aseptic ligament attached. In the post-laser application period, the laser does not require special attention to
the affected areas, once every 1-2 days it is enough to treat with one of the antiseptic
solutions (solution of briliant Green in 1% ethyl alcohol, 70% ethyl alcohol). In gas
located in the area of the corners of the lips, maseration, secondary infection fall, strict
adherence to hygiene measures and daily aseptic ligament renewal have been carried
out to prevent damage to the coagulation curtain. In a number of patients, coagulation of
the veil and punctate exudation along its circumference were recorded for 2-3 days. Table 1. Result
Up to 6 months old
After 6 months of age
Good
47%
20%
Satisfactory
42%
15%
Unsatisfactory
11%
65%
When choosing the type of laser in the treatment of Ga, we followed the following
criteria: sults of treatment of patients with Obg with β-adrenoblocator (propronalol). IBAST | Volume 3, Issue When choosing the type of laser in the treatment of Ga, we followed the following
criteria: ECHNOLOGY
A 10.6 µm wavelength so-2 laser allows for visually controlled coagulation and cut
and radical removal of hemangioma tissue. The surrounding tissue damage area is
minimal and does not exceed 300 µm. The main problem with the use of this type of laser
in the treatment of gas is poor hemostatic exposure to venous vessels 1 mm in diameter
and greater, as well as the presence of free blood at the site of exposure causing
inefficiency of the treatment. Thus, this type of laser is applied to cut and remove the IGs
in the stabilization growth phase, located in the area of the tip of the tongue and the lip. ECHNOLOGY
Children receiving treatment treatments have been referred with basic complaints
such as the presence of the derivative, cosmetic damage, functional disorders during
meals. In some cases, objective changes have also been observed: in 15 cases ga 46
ges have also INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955
ISSN: 2750-3402
IBAST INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 In
one case, due to damage to the coagulation curtain in the oral mucosa, a 5-month-old
child was observed to have a bleeding condition at a level that stopped with mechanical
pressure. IBAST | Volume 3, Issue 7, June It is noteworthy that only 35 patients showed local changes in the form of edema
lasting up to 1-3 days. After one-time photocoagulation with so-2 Laser, good and satisfactory results
were obtained in the treatment of 27 gas. In 3 patients observed to normal hypertrophic,
flat red spots remained after a single so-2 laser treatment, in general, a reduction in Ga
up to 1/3 of the initial size was observed. In 2 patients observed to cavernous so-2 Laser
photocoagulation, Ga sites with a diameter of 0.5-0.7 cm were retained that rose slightly
above the skin level. Repeated so-2 Laser photocaogulation treatments were carried out
in addition to 3 of the patients with such types of relapsed and residual ga parts. ECHNOLOGY
The best results in the treatment of kgs were obtained with satisfactory results
from the use of so-2 lasers (83.9%) and only pulsed diode lasers in capillary ga forms. ECHNOLOGY
The effectiveness of galari's treatment was assessed through visual and UTT data
output. The next treatment sessions of laser destruction are carried out depending on
whether the nourishing blood vessels of the GA are completely devascularized, as well as 47 ISSN: 2750-3402
IBAST INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 the effectiveness of additional methods of treatment, such as sclerotherapy,
general treatment, the use of local hormonal drugs. To devascularization level the rate of
blood flow in the GA and the level of blood supply is determined through the UTT
dopplerography examination. the effectiveness of additional methods of treatment, such as sclerotherapy, general treatment, the use of local hormonal drugs. To devascularization level the rate of
blood flow in the GA and the level of blood supply is determined through the UTT
dopplerography examination. Venous blood flow before treatment is 8.6±1.1 cm\SEC, 1.0±0.1 cm\SEC (R < 0.05)
after treatment; 18.7±2.2 cm\SEC before treatment in mixed gas, 2.1±0.1 cm\SEC (R <
0.05) after treatment. Conclusion: Color dopplerography examination in cases of increased arterial, venous
and mixed blood flow, against the background of medicamentous treatment, there will be
an indication to undergo sclerotic therapy procedures aimed at reducing the blood flow
rate to 5-10 cm/s and reduce the occurrence of complications during and after complex
treatment with IQ lasers. In the presence of weak venous or partially accelerated blood
flow in the deep tissues of the oral mucosa, the practice of laser coagulation is carried
out up to 7-15 times using a distance Diode Laser (up to 5 W, in continuous exposure,
energy 2-3 J) and interstitial radiation (3-5 W, energy up to 15 J). In the presence of
residual blood flow and in the case of outward growth of the hemangioma, laser
coagulation of so-2 in a moderately focused mode (power 7-10 W, Energy 20-30 J) will
be indicated. In the so-2 Laser pathological tissue cutting mode (power 10 W, Energy 50
J), there will be an indication for deformation in the lip and lunge area and surgical
correction of scars. References:
1.Гончарова Я.А. Гемангиомы раннего детского возраста. Тактика ведения //
Пластическая хирургия и косметология. — 2012. — № 1. — С. 140-145. 2.Коноплицкий Д.В. Классификационный алгоритм лечения гемангиом наружной
локализации у детей // Молодий вчений. 2015. 2—6, № 17. С. 618—622. 3.М. А. Каримов, 1Д. З. Мамарасулова, 2Р. Р. Садиков, 3Х. Х. Нурматова\РЕЗУЛЬТАТЫ
ЛЕЧЕНИЯ ГЕМАНГИОМ РОТОВОЙ ПОЛОСТИ Доктор ахборотномаси № 4 (97)—2020 с. 162-165
Ў References: IBAST | Volume 3, Issue 7, June 4.М.А.Каримов,
Р.Р.Садиков,
Х.Х.Нурматова. (2023). ОҒИЗ
БЎШЛИҒИ
ГЕМАНГИОМАЛАРИНИ КОМПЛЕКС ДАВОЛАШ НАТИЖАЛАРИ. EURASIAN JOURNAL OF
ACADEMIC RESEARCH, 3(4), 102–107. https://doi.org/10.5281/zenodo.7805172
5.Нурмеев И.Н., Миролжубов Л.М., Осипов А.Ю. и др. Вожможности комбинированного
лечения осложнённых гемангиом у детей. / Фундаментальные исследования. 2015. INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.95 9.Castaneda S., S. Melendez-Lopez, E. Garcia [et al.] / The Role of the Pharmacist in the
Treatment of Patients with Infantile Hemangioma Using Propranolol // Adv Ther. – 2016. Vol 33 №10
P 1831 1839 9.Castaneda S., S. Melendez-Lopez, E. Garcia [et al.] / The Role of the Pharmacist in the
T
t
t
f P ti
t
ith I f
til
H
i
U i
P
l l // Ad
Th
2016 neda S., S. Melendez-Lopez, E. Garcia [et al.] / The Role of the Pharmacist in the 9.Castaneda S., S. Melendez Lopez, E. Garcia [et al.] / The Role of the Pharmacist in the
Treatment of Patients with Infantile Hemangioma Using Propranolol // Adv Ther. – 2016. –
Vol. 33, № 10. – P. 1831–1839. Treatment of Patients with Infantile Hemangioma Using Propranolol // Adv Ther. – 2016. –
Vol. 33, № 10. – P. 1831–1839. 10.Dachlan, I., Wahdini, S. I., Putri, I. L., Seswandhana, M. R., Wicaksana, A., & Fauzi, A. R. (2020). Integrated propranolol, methylprednisolone, and surgery in managing a rare case of
infantile hemangioma with concurrent cleft lip and palate. Ann Med Surg (Lond), 56, 91-
94.Retrieved
from
https://www. ncbi.nlm.nih.gov/pubmed/32612824. doi:10.1016/j.amsu.2020.06.015 11.Goto, K., Ozeki, M., Yasue, S., Endo, S., & Fukao, T. (2020). A retrospective study of 2 or 3
mg/kg/day propranolol for infantile hemangioma. Pediatr Int, 62(6), 751-753. 11.Goto, K., Ozeki, M., Yasue, S., Endo, S., & Fukao, T. (2020). A retrospective study of 2 or 3
mg/kg/day propranolol for infantile hemangioma. Pediatr Int, 62(6), 751-753. 12.Hartmann F., A. Lockmann, L. L. Grönemeyer [et al.] / Nd:YAG and pulsed dye laser therapy
in infantile haemangiomas: a retrospective analysis of 271 treated haemangiomas in 149
children // J Eu.r Acad. Dermatol Venereol. – 2017. – Vol. 31, № 8. – P. 1372–1379. Doi:
10.1111/jdv.14074. Epub 2017 Jan 23. 13.Kagami, S. 1. Oral propranolol for infantile hemangiomas beyond the proliferative phase /
S. 1. Kagami // J Dermatol. – 2018. – Vol. 45, № 10. – P. 1199–1202. Doi: 10.1111/1346-
8138.14581. 12.Hartmann F., A. Lockmann, L. L. Grönemeyer [et al.] / Nd:YAG and pulsed dye laser therapy
in infantile haemangiomas: a retrospective analysis of 271 treated haemangiomas in 149
children // J Eu.r Acad. Dermatol Venereol. – 2017. – Vol. 31, № 8. – P. 1372–1379. Doi:
10.1111/jdv.14074. Epub 2017 Jan 23. 13.Kagami, S. 1. Oral propranolol for infantile hemangiomas beyond the proliferative phase /
S. INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.955 №1. стр.1208-1211. 6.Трапезникова Т.В., Хлебникова А.Н., Писклакова Т.П. Инфантильные гемангиомы:
абсолютные показания к лечению. Человек. Спорт. Медицина 2017. Т. 17, № 3. С. 52–60
59 7.Чижевская,
И.Д. Неинвазивный
метод
лечения
врожденных
гемангиом
челюстнолицевой области у детей / И.Д. Чижевская // Педиатрия. Восточная Европа. –
2015. – № 3. – С. 160–166. ECHNOLOGY
8.Admani S., Feldstein S., Gonzalez E.M., Friedlander S.F. Beta blockers: an innovation in the
treatment of infantile hemangiomas. J. Clin. Aesthet. Dermatol. 2014; 7(7): 37–45. 48 INTERNATIONAL BULLETIN OF APPLIED SCIENCE
AND TECHNOLOGY
UIF = 8.2 | SJIF = 5.95 1. Kagami // J Dermatol. – 2018. – Vol. 45, № 10. – P. 1199–1202. Doi: 10.1111/1346-
8138.14581. 14.Karimov M.A. Sadykov R.R., Sadykov R.A., Mahmudov G. Early fluorescence detection of
oropharengeal and esophageal cancer. https://doi.org/10.1093/annonc/mdz155.332 oropharengeal and esophageal cancer. https://doi.org/10.1093/annonc/mdz155.332
15.Karimov M.A... New approaches in the diagnosis of oral hemangiomas The American
Journal
of
Medical
Sciences
and
Pharmaceutical
Research
Doi:
https://doi.org/10.37547/TAJMSPR/ Volume02Issue08 August 20, 2020| Pages:50-57
16.Léauté-Labrèze C., Prey S., Ezzedine K. Infantile haemangioma: Part I. Pathophysiology,
epidemiology, clinical features, life cycle and associated structural abnormalities. J. Eur. Acad. Dermatol. Venereol. 2011; 25(11): 1245–53. doi: 10.1111/j.14683083.2011.04102.x. 17 Mossaad A
A Kotb M Abdelrahaman [et al ] / Post-surgical repair of cleft scar using p
g
p
g
p //
g/
/
/
15.Karimov M.A... New approaches in the diagnosis of oral hemangiomas The American
Journal
of
Medical
Sciences
and
Pharmaceutical
Research
Doi:
https://doi.org/10.37547/TAJMSPR/ Volume02Issue08 August 20, 2020| Pages:50-57
16.Léauté-Labrèze C., Prey S., Ezzedine K. Infantile haemangioma: Part I. Pathophysiology, 15.Karimov M.A... New approaches in the diagnosis of oral hemangiomas The American
Journal
of
Medical
Sciences
and
Pharmaceutical
Research
Doi:
https://doi.org/10.37547/TAJMSPR/ Volume02Issue08 August 20, 2020| Pages:50-57 16.Léauté-Labrèze C., Prey S., Ezzedine K. Infantile haemangioma: Part I. Pathophysiology,
epidemiology, clinical features, life cycle and associated structural abnormalities. J. Eur. Acad. Dermatol. Venereol. 2011; 25(11): 1245–53. doi: 10.1111/j.14683083.2011.04102.x. IBAST | Volume 3, Issue 7, June 17.Mossaad A., A. Kotb, M. Abdelrahaman [et al.] / Post-surgical repair of cleft scar using
fractional CO2 laser // Open Access Macedonian Journal of Medical Sciences. – 2018. – Vol. 6,
№ 7. – P. 1231–1234. 18.Wassef M., Blei F., Adams D., Alomari A., Baselga E., Berenstein A., et al.; ISSVA Board and
Scientific Committee. Vascular Anomalies Classification: Recommendations from the
International Society for the Study of Vascular Anomalies. Pediatrics. 2015; 136(1): e203--14. doi: 10.1542/peds.2014-3673. 49
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English
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Size-dependent melting point depression of nickel nanoparticles
|
Nanoscale advances
| 2,020
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cc-by
| 3,638
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Introduction Metal and metal oxide nanoparticles exhibit uniquely size-
dependent
properties
which
normally
follow
an
inverse
surface area to volume proportionality.1 This has a depressive
effect on the melting point, and has been shown experimentally
for many metals.2–9 This effect was rst predicted by P. Pawlow
in 190910 and demonstrated experimentally in 1954 by M. Takagi.11 Buffat et al. investigated the melting point depression
of spherical gold nanoparticles using the same ED method as
Takagi et al., and noted that this method could only determine
the range of melting points for an ensemble of particles.4 This
has long been a standard technology in determining nano-
particle melting points.12 It has been purported, however, that
measurements of melting points via ED becomes increasingly
inaccurate as nanoparticle size decreases due to line-broad-
ening.8 Determination of melting point depression has also
been undertaken through the use of nano-DSC, Lai et al. investigated this property of tin nanoparticles, determining the
melting point to be when there was an abrupt increase (“jump”)
in heat ow required to sustain the increasing temperature.8 We
apply a similar method as Zhang et al. in order to measure
individual nanoparticles by direct observation of nanoparticles
via TEM recognising record melting as an abrupt increase in
observed diameter.13 In a typical synthesis (synthesis 1) a 5% (w/v) nickel nitrate
solution was prepared by dissolving nickel nitrate hexahydrate
(11.25 mg, 38.67 mmol) in water (0.225 mL). A 5% (w/v) alkaline
NaBH4 solution was prepared in a similar fashion. Two reverse
microemulsions (RME-1 and RME-2) were made up of cyclo-
hexane (22.744 mL), 1-hexanol (0.3 mL) and TX-100 (1.731 mL,
2.50 mmol). To RME-1 under stirring 5% (w/v) nickel nitrate
solution (0.225 mL) was added so that W0 was equal to 5 or 1
respectively. To RME-2 under stirring 5% (w/v) alkaline NaBH4
(0.225 mL) solution was added. Both reverse microemulsions
were leto stir for 30 min to achieve homogeneity aer which
RME-2 was added dropwise to RME-1 with continuous stirring
under an inert (argon) atmosphere. The resulting reverse micro-
emulsion was leto stir for 3 hours to allow for nanoparticle
growth via Ostwald ripening. The nickel nanoparticles were
separated via centrifugation and washed with ethanol and
separately with toluene then dispersed in water (Fig. 2). aDepartment of Pure and Applied Chemistry, University of Strathclyde, 295 Cathedral
Street, Glasgow, G1 1XL, UK
bSchool of Chemistry, University of Bristol, Bristol, BS8 1TS, UK. E-mail: s.a.davis@
bristol.ac.uk; Simon.Hall@bristol.ac.uk
† Electronic
supplementary
information
(ESI)
available.
See
DOI:
10.1039/d0na00153h Synthesis Nickel nitrate hexahydrate (Extra Pure SLR), cyclohexane
($99.5%) and sodium hydroxide ($97% NaOH) were purchased
from Fisher Scientic. TX-100 (laboratory grade), 1-hexanol Open Access Article. Published on 21 April 2020. Downloaded on 10/24/2024 5:
This article is licensed under a Creative Commons Attribution 3.0 U Received 24th February 2020
Accepted 21st April 2020
DOI: 10.1039/d0na00153h
rsc.li/nanoscale-advances Received 24th February 2020
Accepted 21st April 2020 (98%) and NaBH4 ($96%) were purchased from Sigma-Aldrich. The reaction procedure was scaled down from the work of
Kumar et al.14 Four syntheses were conducted with different
reactant concentrations (ESI Table 1†). The size of the nickel
nanoparticles was controlled by varying the molar ratio of water
to surfactant (W0). Each reaction does however produce a range
of sizes (ESI Table 1 & ESI Fig. 1–4†), which we nd itself useful
in this study. Introduction These
reverse microemulsions continually collide and coalesce, mix-
ing their internal constituents – this allows the sodium boro-
hydride to reduce the nickel ions which then grow into
a nanoparticle within the microemulsions. The synthesis has
been visualized in Fig. 1. ss Article. Published on 21 April 2020. Downloaded on 10/24/2024 5:07:45 AM.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Cite this: Nanoscale Adv., 2020, 2,
2347 Cite this: Nanoscale Adv., 2020, 2,
2347 Alexander van Teijlingen,
a Sean A. Davis
*b and Simon R. Hall
*b We investigate the phase-transition behaviour of nickel nanoparticles (3–6 nm) via dynamic TEM. The
nanoparticles were synthesized within a reverse microemulsion and then monitored via dynamic TEM
simultaneously while undergoing controlled heating. The size-dependent melting point depression
experimentally observed is compared with, and is in good agreement with existing thermodynamic and
molecular dynamic predictions. Melting point characterization Phase-pure and oxide free nickel nanoparticles on carbon
coated copper TEM grids were prepared by drop-casting of
a colloidal suspension of nickel nanoparticles in toluene. Using
a Gatan heating stage (model number 628) with applied water This journal is © The Royal Society of Chemistry 2020 Nanoscale Adv., 2020, 2, 2347–2351 | 2347 View Article Online View Article Online Paper Nanoscale Advances Fig. 2
TEM images of (A) nickel nanoparticles encapsulated wit
a reverse microemulsions of TX-100/1-hexanol (d ¼ 100 nm) and
a single nickel nanoparticle (d ¼ 4.5 nm). 2
TEM images of (A) nickel nanoparticles encapsulat
i
l i
f TX 100/1 h
l (d
100 Fig. 1
Nickel nanoparticle synthesis procedure consisting of prepa
ration of two reverse microemulsions (TX-100 with cosurfactant 1
hexanol stabilizing the spherical structure), one with nickel(II) ion
within and another with sodium borohydride within. Open Access Article. Published on 21 April 2020. Downloaded on 10/24/2024 5:07:45 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 21 April 2020. Downloaded on 10/24/2024 5:07:45 AM. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 2
TEM images of (A) nickel nanoparticles encapsulated within
a reverse microemulsions of TX-100/1-hexanol (d ¼ 100 nm) and (B)
a single nickel nanoparticle (d ¼ 4.5 nm). measurements. Recording the expansion of nanoparticles
around the melting point allows the determination of this
physical property unambiguously. Nanoparticles were deter-
mined to have melted when three requirements had been met: 1. The average diameter of the spherical nanoparticle
increased by at least 4.3% (this percentage was chosen as it is
the difference in diameter for two equimolar spherical nickel
nanoparticles, one a solid and one a liquid with perfect wetting
on a substrate, densities 8.908 g cm3 and 7.81 g cm3
respectively). 1. The average diameter of the spherical nanoparticle
increased by at least 4.3% (this percentage was chosen as it is
the difference in diameter for two equimolar spherical nickel
nanoparticles, one a solid and one a liquid with perfect wetting
on a substrate, densities 8.908 g cm3 and 7.81 g cm3
respectively). Fig. 1
Nickel nanoparticle synthesis procedure consisting of prepa-
ration of two reverse microemulsions (TX-100 with cosurfactant 1-
hexanol stabilizing the spherical structure), one with nickel(II) ions
within and another with sodium borohydride within. Fig. Melting point characterization The orange trendline and markers display the
experimental data collected in this study, the vertical error bars show
a 50 C uncertainty in temperature and the horizontal error bars
show a 0.1 nm uncertainty in diameter. projected TEM image surface area of individual nanoparticles
(Fig. 3) and the diameter calculated according to (1). d ¼ 2
ffiffiffiffi
A
p
r
(1) (1) Fig. 3 shows the change in mean diameter as a function of
projected nanoparticle surface area, for a single nickel nano-
particle over increasing temperatures. There is an abrupt
increase at the melting point (925 C 25 C). The melting
point was taken as the temperature halfway between the upper
and lower points of the increase. This method is similar to the
nano-DSC method described by Lai et al.8 This process was
repeated for seven different nickel nanoparticles and the
determined melting points plotted in Fig. 4. This experimental
data is in good agreement with the MD studies and thermody-
namic models also shown in Fig. 4. nanoparticles,2 it is generally believed that it is an incomplete
model of solid–liquid phase transition in nanoparticles. More
sophisticated models, such as the liquid nucleation and growth
model (eqn (4) and (5)), which supposes that the liquid phase is
initiated at a surface (a discontinuity) and propagates inwards
towards the centre. At a critical radius (r*) an unstable equi-
librium is formed, where r ¼ r*. The temperature at which this
is formed marks the upper boundary of the melting range
(green area, Fig. 4), while the lower boundary is given by eqn
(5).17 Tm ¼ T0
1 1
d
(2) (2) The empirical relationship between diameter and melting
point can be described by eqn (2) where T0 denotes the bulk
melting point, d the diameter, Tm the melting point of the
nanoparticle and the melting point is inversely related to the
diameter. r* ¼
2gsvnmðsÞT0
DmHðT T0Þ
(4)
TmðdÞ ¼ T0
1
3
DmH
gsvnmðsÞ
r
glvnðlÞ
r
(5) (4) (5) TmðdÞ ¼ T0
1
4gsl
DmHrsd
(3) (3) Thermodynamically, for the solid-to-liquid phase trans-
formation to be energetically favourable, the sum of the ener-
gies of the newly formed solid–liquid and liquid–vapor
interfaces must be less than or equal to the energy of the solid–
vapor interface (eqn (6)). Melting point characterization 1
Nickel nanoparticle synthesis procedure consisting of prepa-
ration of two reverse microemulsions (TX-100 with cosurfactant 1-
hexanol stabilizing the spherical structure), one with nickel(II) ions
within and another with sodium borohydride within. 2. The melting point is clearly identied by a rapid and
sustained increase in size as opposed to gradual expansion due
to heating of a solid. cooling coupled to a JEOL-2100F TEM, we recorded the melting
point of eight different nickel nanoparticles over a temperature
range of 700–1100 C at a rate of 5 C min1. Nanoparticle
diameters were measured only when the video capture showed
clearly
de-ned
edges. The
heating
stage
independently
measured the temperature of the sample and therefore heating
effects from the electron beam are accounted for in our 3. The diameter of the liquid phase nanoparticle used to
deter-mine the melting point does not have overlapping error
bars with the diameter measurements of the solid nanoparticle. Images at different temperatures were analysed using the
so-ware package ImageJ2, Fiji distribution15,16 by recording the 2348 | Nanoscale Adv., 2020, 2, 2347–2351 This journal is © The Royal Society of Chemistry 2020 View Article Online Paper Nanoscale Advances Fig. 3
A line graph showing the diameter of a 4.3 nm nickel nano-
sphere over a temperature range of 700–1050 C, at intervals of 50 C. The solid nanoparticle diameter was taken as an average of 5
measurements between 700 C and 900 C. The red X in the centre
marks the melting point at 925 25 C, which was determined from
the abrupt, sustained and significant increase in nanoparticle diameter. Paper Fig. 4
A graph showing the results of evaluating the melting point
depression of nickel nanoparticles by four different methods. The red
line denotes the melting point of nickel nanoparticles according to the
empirical model (eqn (2)) from d ¼ 1 nm to d ¼ 6 nm with 1 nm
increments. The blue trendline and markers plot the melting point
results of the molecular dynamics study using the quantum-Sutton-
Chen (QSC) force field reported by Qi et al.3 The purple line denotes
values predict by the liquid-drop model24 with a b value given by
Hanszen et al.25 The black line and markers represent values for the
melting point as a function of size predicted by the Gibbs–Thompson
(eqn (3)). This journal is © The Royal Society of Chemistry 2020 Melting point characterization The green area shows the temperatures between the upper
and lower bounds of the liquid nucleation and growth model (eqn (4)
and (5)) – this is in very close agreement with the experimental data
between 3.5 nm and 5.3 nm, where most of the experimental data
points where collected. The orange trendline and markers display the
experimental data collected in this study, the vertical error bars show
a 50 C uncertainty in temperature and the horizontal error bars
show a 0.1 nm uncertainty in diameter. Fig. 3
A line graph showing the diameter of a 4.3 nm nickel nano-
sphere over a temperature range of 700–1050 C, at intervals of 50 C. The solid nanoparticle diameter was taken as an average of 5
measurements between 700 C and 900 C. The red X in the centre
marks the melting point at 925 25 C, which was determined from
the abrupt, sustained and significant increase in nanoparticle diameter. Fig. 3
A line graph showing the diameter of a 4.3 nm nickel nano-
sphere over a temperature range of 700–1050 C, at intervals of 50 C. The solid nanoparticle diameter was taken as an average of 5
measurements between 700 C and 900 C. The red X in the centre
marks the melting point at 925 25 C, which was determined from
the abrupt, sustained and significant increase in nanoparticle diameter. Fig. 4
A graph showing the results of evaluating the melting point
depression of nickel nanoparticles by four different methods. The red
line denotes the melting point of nickel nanoparticles according to the
empirical model (eqn (2)) from d ¼ 1 nm to d ¼ 6 nm with 1 nm
increments. The blue trendline and markers plot the melting point
results of the molecular dynamics study using the quantum-Sutton-
Chen (QSC) force field reported by Qi et al.3 The purple line denotes
values predict by the liquid-drop model24 with a b value given by
Hanszen et al.25 The black line and markers represent values for the
melting point as a function of size predicted by the Gibbs–Thompson
(eqn (3)). The green area shows the temperatures between the upper
and lower bounds of the liquid nucleation and growth model (eqn (4)
and (5)) – this is in very close agreement with the experimental data
between 3.5 nm and 5.3 nm, where most of the experimental data
points where collected. Acknowledgements where: (8)
(9)
The authors would like to acknowledge the Bristol Centre for
Functional NanoMaterials funded by the Engineering and
Physical Sciences Research Council (EPRSC) UK (grantsEP/
G036780/1 and EP/L015544). TEM studies were carried out in
the Chemistry Imaging Facility with equipment funded by UoB
and EPSRC (EP/K035746/1 and EP/M028216/1). (8)
(9)
The authors would like to acknowledge the Bristol Centre for
Functional NanoMaterials funded by the Engineering and
Physical Sciences Research Council (EPRSC) UK (grantsEP/
G036780/1 and EP/L015544). TEM studies were carried out in
the Chemistry Imaging Facility with equipment funded by UoB
and EPSRC (EP/K035746/1 and EP/M028216/1). and: (9) Conflicts of interest There are no conicts to declare. There are no conicts to declare. Utot ¼
X
i¼1
3
"X
isj
V
rij
C
ffiffiffiffiri
p
#
(7)
VðrÞ ¼
a
rij
n
(8)
ri ¼
X
a
rij
m
(9)
Tm ¼ Tþ þ T
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Tþ þ T
p
(10) Utot ¼
X
i¼1
3
"X
isj
V
rij
C
ffiffiffiffiri
p
#
(7)
VðrÞ ¼
a
rij
n
(8)
ri ¼
X
a
rij
m
(9)
Tm ¼ Tþ þ T
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Tþ þ T
p
(10) (7) Nanoscale Advances Paper A key limitation of thermodynamic models is that melting is
equivalent to stability such that changes in individual atoms in
a system are not considered and therefore cannot reveal the
mechanism of the melting process alone. In 2001 Qi et al. published a molecular dynamics study calculating the degree of
melting point depression in nickel nanoparticles.3 By super-
heating and super-cooling nickel nanoparticles under the QSC
potential (eqn (7)), they found the equilibrium melting
temperature according to eqn (10). The data presented in Fig. 4
sheds light onto the accuracy of some thermodynamic and
molecular dynamic models that have been used to predict the
melting point depression as a function of size in nickel,
showing that the liquid nucleation and growth model (green
area) to be the model that t best with the experimental data
(orange line). experiment and modelling to be tested over a larger size range. Future experiments may also include both heating/cooling
cycles where the properties of different nanoparticles can be
analysed at the 2nd, 3rd, 4th etc. cycle of heating as well as their
behaviour upon cooling.23 With sufficient distribution on the
grid, we speculate that this method would be appropriate to
measure the properties of completely different nanoparticles
simultaneously. Just as we have used it to study different sizes of
nickel nanoparticles simultaneously, it could be used to deter-
mine melting point depression in magnesium oxide and
aluminium oxide simultaneously or the sintering of any two or
more different nanoparticles. Melting point characterization There exist several proposed mechanisms in which melting
initialization and propagation in nanomaterials is described as
a function of interface energies and the enthalpy of fusion
(DmH). One of these models is the Gibbs–Thompson eqn (3),
which assumes an isolated spherical nanoparticle situated
within it's a liquid of its own type.7 While this model has some
success
in
predicting
melting
point
depression
in
our gsv $ gsl + glv
(6) (6) Nanoscale Adv., 2020, 2, 2347–2351 | 2349 This journal is © The Royal Society of Chemistry 2020 Paper
View Article Online View Article Online View Article Online Paper
Article Online Notes and references (10) Tm ¼ Tþ þ T
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Tþ þ T
p 1 D. K. Pattadar and F. P. Zamborini, J. Am. Chem. Soc., 2018,
140, 14126–14133. 1 D. K. Pattadar and F. P. Zamborini, J. Am. Chem. Soc., 2018,
140, 14126–14133. Experimental data presented herein (Fig. 4) have shown that
MD studies using the QSC force eld, while generally in
agreement with the experimental data,3,18,19 consistently over-
predict the melting points of all sizes of nickel nanoparticles
studied – a predictable outcome as their system was shown to
determine the melting point of bulk nickel to be 1487 C (32 C
higher than the real bulk melting point). This QSC force eld
has previously been used to accurately predict melting point
depression in gold,20 copper,6 platinum21 and iron.22 It is of note
that in each system the bulk melting point of each element was
overpredicted. Finally we compared the normalised (DT ¼ T/T0)
and undercooled (DT ¼ T0 T) QSC MD study and nd that,
while closer to the experimental data they over- and under-
predict the individual melting points respectively (ESI Fig. 5 and
6†). 2 W. Luo, W. Hu and S. Xiao, J. Phys. Chem. C, 2008, 112, 2359–
2369. 3 Y. Qi, T. Çain, W. L. Johnson and W. A. Goddard, J. Chem. Phys., 2001, 115, 385–394. 4 P. Buffat and J.-P. Borel, Phys. Rev. A, 1976, 13, 2287–2298. 5 K. Dick, T. Dhanasekaran, Z. Zhang and D. Meisel, J. Am. Chem. Soc., 2002, 124, 2312–2317. 6 H. H. Kart, H. Yildirim, S. Ozdemir Kart and T. Çaˇgin, Mater. Chem. Phys., 2014, 147, 204–212. y
7 J. Sun and S. L. Simon, Thermochim. Acta, 2007, 463, 32–40. 8 S. L. Lai, J. Y. Guo, V. Petrova, G. Ramanath and L. H. Allen,
Phys. Rev. Lett., 1996, 77, 99–102. 9 H. J. Kim, I. K. Beak, K. H. Kim and S. P. Jang, Trans. Korean
Soc. Mech. Eng. B, 2014, 38, 695–700. 10 P. Pawlow, Z. phys. Chem., 1909, 65, 545–548. 11 M. Takagi, J. Phys. Soc. Jpn., 1954, 9, 359–363. 2350 | Nanoscale Adv., 2020, 2, 2347–2351 Nanoscale Adv., 2020, 2, 2347–2351 | 2351 This journal is © The Royal Society of Chemistry 2020 Conclusions 12 J. Zhang, Y. Zheng, D. Zhao, S. Yang, L. Yang, Z. Liu,
R. Zhang, S. Wang, D. Zhang and L. Chen, J. Phys. Chem. C, 2016, 120, 10686–10690. In this study we have synthesized nickel nanoparticles of
varying diameter via a reverse microemulsion synthesis and for
the rst time we report experimental studies which complement
and validate previous modelling of nickel nanoparticle melting
point depression. We have used this method to report a detailed
investigation of the melting point depression in nickel nano-
particles. The method could be improved and expanded using
alternative TEM grids, such as silicon nitride grids, as they are
more stable than copper at elevated temperatures, allowing 13 M. Zhang, E. A. Olson, R. D. Twesten, J. G. Wen, L. H. Allen,
I. M. Robertson and I. Petrov, J. Mater. Res., 2005, 20, 1802–
1807. 14 A. Kumar, A. Saxena, A. De, R. Shankar and S. Mozumdar,
Adv. Nat. Sci.: Nanosci. Nanotechnol., 2013, 4, 25009. 15 J. Schindelin, I. Arganda-Carreras, E. Frise, V. Kaynig, 15 J. Schindelin, I. Arganda-Carreras, E. Frise, V. Kaynig,
M. Longair,
T. Pietzsch,
S. Preibisch,
C. Rueden,
S. Saalfeld,
B. Schmid,
J. Y. Tinevez,
D. J. White, This journal is © The Royal Society of Chemistry 2020 2350 | Nanoscale Adv., 2020, 2, 2347–2351 Paper Nanoscale Advances 20 Z. Qiao, H. Feng and J. Zhou, Phase Transitions, 2014, 87, 59–
70. V. Hartenstein, K. Eliceiri, P. Tomancak and A. Cardona, Nat. Methods, 2012, 9, 676–682. 16 C. T. Rueden, J. Schindelin, M. C. Hiner, B. E. DeZonia, 21 H. Akbarzadeh and G. A. Parsafar, Fluid Phase Equilib., 2009,
280, 16–21. A. E. Walter, E. T. Arena and K. W. Eliceiri, BMC Bioinf.,
2017, 18, 1–26. 22 T. Shen, W. Meng, Y. Wu and X. Lu, Appl. Surf. Sci., 2013, 277,
7–14. 17 G. Guenther and O. Guillon, J. Mater. Sci., 2014, 49, 7915–
7932. 23 H. Chamati and K. Gaminchev, in J. Phys.: Conf. Ser., IOP
Publishing, 2012, vol. 398, p. 012042. 18 T. D. Nguyen, C. C. Nguyen and V. H. Tran, RSC Adv., 2017, 7,
25406–25413. 24 K. K. Nanda, S. N. Sahu and S. N. Behera, Phys. Rev. A: At.,
Mol., Opt. Phys., 2002, 66, 132081–132088. 19 T. Çagin, Y. Qi, H. Li, Y. Kimura, H. Ikeda, W. L. Johnson and
W. A. Goddard III, MRS Symposium Ser., 1999, vol. 554, p. 43. 25 K.-J. Hanszen, Z. Phys., 1960, 157, 523–553. Nanoscale Adv., 2020, 2, 2347–2351 | 2351 This journal is © The Royal Society of Chemistry 2020
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Physical Distancing Measures and Walking Activity in Middle-aged and Older Residents in Changsha, China, During the COVID-19 Epidemic Period: Longitudinal Observational Study (Preprint)
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JOURNAL OF MEDICAL INTERNET RESEARCH JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al Original Paper Physical Distancing Measures and Walking Activity in Middle-aged
and Older Residents in Changsha, China, During the COVID-19
Epidemic Period: Longitudinal Observational Study Yilun Wang1, MD, PhD; Yuqing Zhang2,3, DSC; Kim Bennell4, PhD; Daniel Kenta White5, PT, SCD; Jie Wei2,3,6,
PhD; Ziying Wu1, MD; Hongyi He1, MD; Shaohui Liu6, MS; Xianghang Luo7,8, MD, PhD; Shuo Hu8,9, MD, PhD;
Chao Zeng1,2,3*, MD, PhD; Guanghua Lei1,8,10*, MD, PhD 1Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
2Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
3The Mongan Institute, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
4Centre for Health, Exercise and Sports Medicine, The University of Melbourne, Melbourne, Australia
5Department of Physical Therapy, University of Delaware, Newark, DE, United States
6Health Management Center, Xiangya Hospital, Central South University, Changsha, China
7Department of Endocrinology, Endocrinology Research Center, Xiangya Hospital, Central South University, Changsha, China
8National Clinical Research Center of Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
9Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
10Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China
*these authors contributed equally Corresponding Author:
Guanghua Lei, MD, PhD
Department of Orthopaedics
Xiangya Hospital
Central South University
Xiangya Road 87
Changsha, 410008
China
Phone: 86 0731 89753006
Email: lei_guanghua@csu.edu.cn http://www.jmir.org/2020/10/e21632/ J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 1
(page number not for citation purposes) 1Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
2Division of Rheumatology, Allergy, and Immunology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
3The Mongan Institute, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States
4Centre for Health, Exercise and Sports Medicine, The University of Melbourne, Melbourne, Australia
5Department of Physical Therapy, University of Delaware, Newark, DE, United States
6Health Management Center, Xiangya Hospital, Central South University, Changsha, China
7Department of Endocrinology, Endocrinology Research Center, Xiangya Hospital, Central South University, Changsha, China
8National Clinical Research Center of Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
9Department of Nuclear Medicine, Xiangya Hospital, Central South University, Changsha, China
10Hunan Key Laboratory of Joint Degeneration and Injury, Changsha, China
*these authors contributed equally Study Outcome The outcome variable was daily step counts recorded by the
accelerometer sensor in the smartphone and extracted by
WeChat. To be eligible for the current analysis of daily step
counts, we required participants to wear their smartphone for
≥10 hours on a given day, a standard convention for measuring
daily walking [18,19]. The smartphone wear time was calculated
as the difference between the times of the first recorded step
count and the last recorded step count each day. This algorithm
was used in the Activity Inequality Project to calculate daily
step counts for more than 700,000 individuals across 111
countries [19]. Participants with no valid daily step count were
excluded in the current analysis. We defined a low daily step
count as ≤1500 steps/day [8,9]. If a participant had ≥14 days of
low daily step counts over a 30-day period, we considered that
person as having experienced frequent low daily steps [8,9]. Using data collected from the Step Study, a longitudinal study
conducted among the urban residents of Changsha, China, we
therefore described the trends of daily steps around the
COVID-19 epidemic period in 2020 and compared them with
that of a similar period one year earlier. We examined the
relationships between several sociodemographic factors,
anthropometric factors, and comorbidity and the prevalence of
frequent low daily steps. We conducted two validation studies to assess the accuracy of
daily step counts collected from WeChat. To determine the
accuracy of steps measured at various walking speeds by iOS
and Android devices, we visually counted steps from 14 subjects
walking on a treadmill at 4.8, 6.4, 8.0, and 9.6 km/h while
subjects held/wore smartphones in different positions (ie, pants
pocket, hand, and arm). These methods are consistent with
previous studies [20-22]. We found step count accuracy to be
high, with intraclass correlation coefficients (ICCs) ranging
from 0.64 to 0.99. Second, we assessed the accuracy of step
counts extracted from WeChat in free-living conditions. Specifically, 36 participants from the Step Study were instructed
to wear both a Fitbit Charge 3 (Fitbit Inc), as the criterion
measure [23], and their personal smartphone for 7 consecutive
days [24]. The results also demonstrated a moderate to high KEYWORDS COVID-19; pandemic; physical distancing; steps; walking activity account; and (4) be willing and able to give consent. Individuals
with severe mental illness were ineligible. During each annual
physical checkup, participants were queried about their
sociodemographic
and
lifestyle
factors,
comorbidities,
health-related symptoms and signs (eg, joint pain), and ability
to perform daily activities. They also received clinical
examinations and laboratory tests, including physical function
tests (eg, lower limb muscle strength measurements). Abstract Background: Physical distancing measures taken to contain COVID-19 transmission may substantially reduce physical activity
levels and cause individuals to adopt a more sedentary lifestyle. Background: Physical distancing measures taken to contain COVID-19 transmission may substantially reduce physical activity
levels and cause individuals to adopt a more sedentary lifestyle. Objective: The objective of this study is to determine if there was any change in daily steps, an important component of daily
physical activity, and examine risk factors for frequent low daily steps during the COVID-19 epidemic. Methods: We used data collected from the Step Study, a population-based longitudinal study of walking activity among residents
aged ≥40 years in Changsha, China. Daily steps were collected via a smartphone linked to WeChat, a social networking platform. We plotted mean daily steps and the prevalence of low daily steps (≤1500 steps/day) 30 days before (reference period) and 30
days after (epidemic period) January 21, 2020 (date of the first COVID-19 case diagnosed in Changsha), and compared it with
the same corresponding period from 2019. We examined the association of risk factors with the prevalence of frequent low daily
steps (≤1500 steps/day for ≥14 days) using logistic regression. Results: Among 3544 participants (mean age 51.6 years; n=1226 females, 34.6%), mean daily steps dropped from 8097 to 5440
and the prevalence of low daily steps increased from 3% (2287/76,136 person-day) to 18.5% (12,951/70,183 person-day) during
the reference and epidemic periods, respectively. No such phenomenon was observed during the corresponding period in 2019. Older age (P for interaction=.001) and female sex (P for interaction<.001) were both associated with a higher prevalence of
frequent low daily steps and were more pronounced during the epidemic period. More education was associated with a lower
prevalence of frequent low daily steps during the reference period but not the epidemic period (P for interaction=.34). Body mass
index or comorbidity were not associated with frequent low daily steps during either period. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 1
(page number not for citation purposes) J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 1
(page number not for citation purposes) XSL•FO
RenderX XSL•FO
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RenderX Wang et al Introduction COVID-19 has caused morbidity and mortality worldwide [1]. To control this highly contagious infectious disease, many
countries have implemented “physical distancing” and
“shelter-in-place” measures to contain COVID-19 transmission
[2,3]. However, such measures may substantially reduce
physical activity levels and cause individuals to adopt a more
sedentary lifestyle [4]. For each participant, walking activity measured as daily step
counts was collected through a smartphone linked to WeChat. WeChat is a multipurpose social network platform (Tencent
Inc) with approximately 1.1 billion monthly active users in
China [17]. One of its apps can extract daily step count
information from the accelerometer sensor in a smartphone. Thus, if a participant is a WeChat user and wears a smartphone,
his/her step counts can be captured by WeChat’s app. There is ample evidence that regular physical activity is crucial
for health, with physical inactivity characterized as the fourth
leading cause of global mortality [5]. Results from the National
Health and Nutrition Examination Survey (NHANES) and the
Women’s Health Study both showed that a lower number of
daily steps, which is an important component of daily physical
activity, was significantly associated with higher all-cause
mortality [6,7]. Studies also demonstrated that individuals who
walked less than 1500 daily steps for 14 days were at a higher
risk of muscle mass loss and low insulin sensitivity [8,9]. To
date, several studies have reported changes in daily steps of
residents in areas affected by COVID-19 [10-14]; however,
none of these studies specifically described the prevalence of
frequent low daily steps (≤1500 steps/day for ≥14 days over
one month) [8,9], a strong predictor of poor health outcomes,
and examined its risk factors. JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al Conclusions: Daily steps of Changsha residents aged ≥40 years dropped significantly during the COVID-19 period, especially
among older adults and females. Although successful physical distancing, measured by the rapid downward trend in daily step
counts of residents, played a critical role in the containment of the COVID-19 epidemic, our findings of an increase in the
prevalence of frequent low daily steps raise concerns about unintended effects on physical activity. (J Med Internet Res 2020;22(10):e21632) doi: 10.2196/21632 J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 2
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ Statistical Analyses On January 22, 2020, one day after the first case of COVID-19
was diagnosed in Changsha (January 21, 2020, ie, the index
day) the municipal government issued an emergency notice to
implement physical distancing measures (ie, staying at home,
closing schools, working from home if possible, travelling only
when necessary, and cancelling mass gatherings) [26,27]. In
this analysis, we defined the time interval from January 22 to
February 20, 2020 (30 days after the index date), as the
COVID-19 epidemic period, and the time interval from
December 22, 2019, to January 20, 2020 (30 days before the
index date), as the reference period. Since the COVID-19
epidemic occurred around the holiday season of Chinese New
Year, for the purpose of comparison we also used data collected
between January 2 and March 3, 2019, which corresponded to
the same Chinese lunar calendar period. Details of the selection
of study periods are shown in Multimedia Appendix 2. All P values for interaction were two-sided and P for
interaction<.05 was considered statistically significant for all
tests. All statistical analyses were conducted using SAS (Version
9.4). Study Exposures Information on age, sex, educational level, height, weight, and
comorbidity were obtained from the annual physical checkup
visit. Body mass index was calculated. The modified Charlson
Comorbidity Index (CCI) was computed based on self-reported
comorbidities [25]. Similarly, prevalence ratios (PR) were calculated for the
prevalence of low daily steps (≤1500 steps/day) between the
two comparative time periods in 2019 and 2020, respectively
[30]. Finally, we estimated the prevalence of frequent low daily
steps (≤1500 steps/day for ≥14 days over 30 days) during
epidemic and reference periods and examined whether age, sex,
BMI, educational level, and comorbidity were associated with
the prevalence of frequent low daily steps using logistic
regression. We tested the additive effect measure of modification
of physical distancing with each of the risk factors mentioned
above by adding an interaction term in the regression model
[31]. Study Population The Step Study (registration number: ChiCTR1800017977) is
a population-based longitudinal study initiated in September
2018 in Changsha, China. The aims of the Step Study were to
describe patterns of walking activity, factors related to walking
activity, and its sequelae among the community-living
population. Participants in the Step Study comprised individuals
who had their annual physical checkup at Xiangya Hospital of
Central South University in Changsha, China [15,16]. To be
eligible for the Step Study, participants had to meet the
following criteria: (1) be a resident of Changsha; (2) be aged
≥40 years; (3) own a personal smartphone and have a WeChat http://www.jmir.org/2020/10/e21632/ XSL•FO
RenderX Wang et al JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al Wang et al in SAS (Version 9.4; SAS Institute) with identity links to
calculate the MD and its 95% CI between the epidemic and
reference periods. We added the REPEATED statement to
account for correlation of the repeated measurements of
individuals’ daily step counts [29]. agreement on step counts, with ICCs ranging from 0.67 to 0.81. Detailed information from these validation studies is shown in
Multimedia Appendix 1. Ethical Considerations This study was approved by the Ethics Committee of Xiangya
Hospital, Central South University (#201806910), and written
informed consent was obtained from study participants. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 3
(page number not for citation purposes) Results First, we plotted the mean daily steps from December 22, 2019,
to February 20, 2020 (around COVID-19 epidemic period), and
mean daily steps from January 2 to March 3, 2019 (historic
comparison period), respectively, using a 3-day moving average
smooth method [28]. Second, we used the same approach to
plot the prevalence of low daily steps (≤1500 steps/day) for the
corresponding periods. We calculated the mean difference (MD)
and its 95% confidence interval for daily steps using Generalized
Estimating Equations (GEE) between the epidemic period and
reference period in 2020, and the corresponding periods in 2019,
respectively. Specifically, we included each qualified daily step
count into the GEE model using the PROC GENMOD procedure A total of 7262 Changsha residents aged ≥40 years had a
physical checkup at the study center between September 2018
and January 2020, and 4145 of them (57.1%) had a WeChat
account and agreed to participate in the Step Study. Of these,
3544 with at least one valid daily step count during the study
period were included in the analysis (Table 1). The mean age
of participants was 51.6 (SD 8.9) years, 1226 (34.6%)
participants were females, and the mean BMI of participants
was 24.0 (SD 4.3) kg/m2. Overall, 2616 (73.8%) participants
were Android users, 765 (21.6%) were iOS users, and 163
(4.6%) participants’ phone types were unknown. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 3
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ XSL•FO
RenderX JOURNAL OF MEDICAL INTERNET RESEARCH Table 1. Baseline characteristics of included participants. Females (n=1226)
Males (n=2318)
Total sample (N=3544)
Characteristics
51.5 (9.0)
51.6 (8.8)
51.6 (8.9)
Age (years), mean (SD)
Age (years), n (%)
616 (50.2)
1117 (48.2)
1733 (48.9)
40-49
372 (30.3)
818 (35.3)
1190 (33.6)
50-59
181 (14.8)
271 (11.7)
452 (12.7)
60-70
57 (4.7)
112 (4.8)
169 (4.8)
≥70
22.5 (4.3)
24.8 (4.2)
24.0 (4.3)
BMI (kg/m2), mean (SD)a
BMI (kg/m2), n (%)b
865 (80.0)
1043 (49.2)
1908 (59.6)
<25
219 (20.0)
1075 (50.8)
1294 (40.4)
≥25
Education, n (%)b
236 (26.5)
328 (19.7)
564 (22.1)
High school or below
249 (27.9)
372 (22.4)
621 (24.3)
Junior college
407 (45.6)
962 (57.9)
1369 (53.6)
University or above
Charlson Comorbidity Index, n (%)
970 (79.1)
1789 (77.2)
2759 (77.8)
0
256 (20.9)
529 (22.8)
785 (22.2)
≥1
aN=3202. bN=2554. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 4
(page number not for citation purposes) Results As shown in Figure 1 and Table 2, daily steps (mean 8097
steps/day, range 6942-9153 steps/day) during the reference
period (30 days prior to the COVID-19 epidemic in 2020) were
similar to that during the corresponding period in 2019 (mean
7872 steps/day, range 6649-8912 steps/day). However, the daily
steps decreased substantially after implementing physical
distancing measures, from 8624 steps/day on the day before the
index day to 4121 steps/day on Day 4 after the index day; this
trend continued during the rest of the epidemic period. Compared with the reference period, the mean daily steps
dropped by 2678 steps (95% CI 2582-2763). However, this
trend was not observed during the corresponding period in 2019. g Table 1. Baseline characteristics of included participants. distancing measures, from 8624 steps/day on the day before the
index day to 4121 steps/day on Day 4 after the index day; this
trend continued during the rest of the epidemic period. Compared with the reference period, the mean daily steps
dropped by 2678 steps (95% CI 2582-2763). However, this
trend was not observed during the corresponding period in 2019. As shown in Figure 1 and Table 2, daily steps (mean 8097
steps/day, range 6942-9153 steps/day) during the reference
period (30 days prior to the COVID-19 epidemic in 2020) were
similar to that during the corresponding period in 2019 (mean
7872 steps/day, range 6649-8912 steps/day). However, the daily
steps decreased substantially after implementing physical J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 4
(page number not for citation purposes) J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 4
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(page number not for citation purposes) JOURNAL OF MEDICAL INTERNET RESEARCH Figure 1. Average daily step count around the Chinese Lunar New Year period among participants in 2019 and 2020. Day 0 represents the index date;
in 2020, this represents the date of the first COVID-19 case diagnosed in Changsha. in 2020, this represents the date of the first COVID-19 case diagnosed in Changsha. Table 2. Associations of time period with daily step count. 2020 daily step count
2019 daily step count
Time period
Mean difference (95% CI)a
Mean (SD)
Mean difference (95% CI)a
Mean (SD)
0 (reference)
8097 (4793)
0 (reference)
7872 (4842)
Reference
–2672 (–2763 to –2582)
5440 (4571)
–413 (–501 to –325)
7472 (4979)
Epidemic
aMean differences were adjusted for age and sex. Figure 2 and Table 3 present the prevalence of low daily steps
(≤1500 steps/day) in 2019 and 2020 The prevalence of low
(53/2693) on the day prior to the index date to 25.5% (639/2505)
on Day 4 after the index date; this trend continued during the Table 2. Associations of time period with daily step count. 2020 daily step count
2019 daily step count
Time period
Mean difference (95% CI)a
Mean (SD)
Mean difference (95% CI)a
Mean (SD)
0 (reference)
8097 (4793)
0 (reference)
7872 (4842)
Reference
–2672 (–2763 to –2582)
5440 (4571)
–413 (–501 to –325)
7472 (4979)
Epidemic
aMean differences were adjusted for age and sex. Table 2. Associations of time period with daily step count. aMean differences were adjusted for age and sex. aMean differences were adjusted for age and sex. (53/2693) on the day prior to the index date to 25.5% (639/2505)
on Day 4 after the index date; this trend continued during the
rest of the follow-up period. Compared with the reference
period, the PR of low daily steps was 6.2 (95% CI 5.8-6.7). However, no such trend was observed during the entire historic
comparison period in 2019. Figure 2 and Table 3 present the prevalence of low daily steps
(≤1500 steps/day) in 2019 and 2020. The prevalence of low
daily steps was similar during the reference period in 2020
(3.0%, 2287/76,136 person-day) and the corresponding period
in 2019 (3.3%, 1006/30,647 person-day). In contrast, the
prevalence of low daily steps increased substantially after
implementing physical distancing measures, from 2.0% J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 5
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RenderX JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al Figure 2. Prevalence of low daily step count (≤1500 steps/day) around the Chinese Lunar New Year period among participants in 2019 and 2020. Day
0 represents the index date; in 2020, this represents the date of the first COVID-19 case diagnosed in Changsha. g
y
p
(
p
y)
p
g p
p
y
0 represents the index date; in 2020, this represents the date of the first COVID-19 case diagnosed in Changsha. Table 3. Associations of time period with prevalence of low daily steps (≤1500 steps/day). 2020 low daily steps
2019 low daily steps
Time period
Prevalence ratio (95% CI)a
Person-day, n (%)
Prevalence ratio (95% CI)a
Person-day, n (%)
1.0 (reference)
2287 (3.0)
1.0 (reference)
1006 (3.3)
Reference
6.2 (5.8-6.7)
12,951 (18.5)
1.6 (1.4-1.7)
1488 (5.1)
Epidemic
aPrevalence ratios were adjusted for age and sex. As shown in Table 4, only 12 (0.4%) of 2879 participants had
walked less than ≤1500 steps/day for 14 days or more (frequent
low daily steps) during the 2020 reference period; however, the
prevalence of frequent low daily steps increased to 7.4%
(196/2655) during the COVID-19 epidemic period, after
physical distancing measures were implemented. Older age (P
for interaction=.001) and female sex (P for interaction<.001)
were both associated with a higher prevalence of frequent low
daily steps than their counterparts during the reference and
COVID-19 epidemic periods, and such associations were more
pronounced during the epidemic period. Participants with a
university education or more had a lower prevalence of frequent
low daily steps than those with only high school or less
education during the reference period but this was not observed
during the COVID-19 epidemic period. During the physical
distancing period, no significant interaction between education
and prevalence of frequent low daily steps was observed (P for
interaction=.34). There was no apparent association of either
BMI or CCI with the prevalence of frequent low daily steps
during either period. Table 3. Associations of time period with prevalence of low daily steps (≤1500 steps/day). 2020 low daily steps
2019 low daily steps
Time period
Prevalence ratio (95% CI)a
Person-day, n (%)
Prevalence ratio (95% CI)a
Person-day, n (%)
1.0 (reference)
2287 (3.0)
1.0 (reference)
1006 (3.3)
Reference
6.2 (5.8-6.7)
12,951 (18.5)
1.6 (1.4-1.7)
1488 (5.1)
Epidemic
aPrevalence ratios were adjusted for age and sex. Table 3. Associations of time period with prevalence of low daily steps (≤1500 steps/day). J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 6
(page number not for citation purposes) JOURNAL OF MEDICAL INTERNET RESEARCH aPrevalence ratios were adjusted for age and sex. As shown in Table 4, only 12 (0.4%) of 2879 participants had
walked less than ≤1500 steps/day for 14 days or more (frequent
low daily steps) during the 2020 reference period; however, the
prevalence of frequent low daily steps increased to 7.4%
(196/2655) during the COVID-19 epidemic period, after
physical distancing measures were implemented. Older age (P
for interaction=.001) and female sex (P for interaction<.001)
were both associated with a higher prevalence of frequent low
daily steps than their counterparts during the reference and
COVID-19 epidemic periods, and such associations were more pronounced during the epidemic period. Participants with a
university education or more had a lower prevalence of frequent
low daily steps than those with only high school or less
education during the reference period but this was not observed
during the COVID-19 epidemic period. During the physical
distancing period, no significant interaction between education
and prevalence of frequent low daily steps was observed (P for
interaction=.34). There was no apparent association of either
BMI or CCI with the prevalence of frequent low daily steps
during either period. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 6
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RenderX JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al Wang et al Table 4. Association of prevalence of frequent low daily steps cases (≤1500 steps/day for ≥14 days) and basic characteristics. Principal Findings Using objective data collected from the longitudinal Step Study,
we found that daily steps among middle-aged and older residents
in Changsha dropped rapidly and substantially (2672 fewer
daily steps on average) after implementing physical distancing
measures during the COVID-19 epidemic period. In addition,
more than 7% (196/2655) of residents had walked ≤1500
steps/day for ≥14 days over the one-month epidemic period
compared with 0.4% (12/2879) of residents in the month prior
to the epidemic. The reduction of steps/day during the
COVID-19 epidemic was more pronounced among older adults
and females. In addition, we found that the effect of implementation of
physical distancing measures on frequent low daily steps was
more pronounced among older adults and females. Previous
studies have examined associations between walking activities
and sociodemographic factors, anthropometric factors, and
comorbidity. The results from the NHANES report indicated
that those of advancing age (OR 1.95, per 16.7-year increments)
and female sex (OR 1.86) both had higher odds of walking less
than 5000 steps/day [32]. Another study found that education
was associated with increased walking activity, with one
additional year of education associated with a 560 daily steps JOURNAL OF MEDICAL INTERNET RESEARCH P values for
interaction
Epidemic period
Reference period
Characteristics
PR (95% CI)b
Cases, n (%)
Participants, n
PRa (95% CI)b
Cases, n (%)
Participants, n
N/A
N/A
196 (7.4)
2655
N/Ac
12 (0.4)
2879
Total
.001
Age (years)
N/A
1.0 (ref)
84 (5.7)
1470
1.0 (ref)d
1 (0.1)
1543
40-49
N/A
1.7 (1.2-2.3)
69 (7.9)
871
9.9 (1.2-0.0)
8 (0.8)
957
50-59
N/A
2.2 (1.5-3.4)
32 (12.5)
257
9.2 (0.8-102.6)
2 (0.7)
308
60-70
N/A
3.0 (1.6-5.7)
11 (19.3)
57
21.0 (1.3-331.8)
1 (1.4)
71
≥70
<.001
Sex
N/A
1.0 (ref)
75 (4.2)
1793
1.0 (ref)
7 (0.4)
1904
Males
N/A
3.4 (2.5-4.6)
121 (14.0)
862
2.2 (0.6-7.9)
5 (0.5)
975
Females
.250
Body mass index
N/A
1.0 (ref)
109 (7.7)
1415
1.0 (ref)
7 (0.5)
1557
<25
N/A
1.2 (0.9-1.7)
61 (6.2)
269
0.8 (0.2-3.2)
3 (0.3)
1006
≥25
.335
Education
N/A
1.0 (ref)
45 (11.6)
389
1.0 (ref)
6 (1.4)
441
High school or be-
low
N/A
0.7 (0.4-1.0)
31 (6.7)
460
0.3 (0.1-1.7)
2 (0.4)
522
Junior college
N/A
1.0 (0.7-1.4)
90 (7.9)
1134
0.2 (0.0-1.1)
2 (0.2)
1228
University or above
.345
Charlson Comorbidity Index
N/A
1.0 (ref)
150 (7.1)
2115
1.0 (ref)
9 (0.4)
2294
0
N/A
1.1 (0.7-1.5)
46 (8.5)
540
0.9 (0.2-3.8)
3 (0.5)
585
≥1
aPR: prevalence ratio. bPrevalence ratios were adjusted for age and sex. on of prevalence of frequent low daily steps cases (≤1500 steps/day for ≥14 days) and basic characteristics. used a wristwatch with an embedded accelerometer (Withings)
demonstrated a marked decrease in daily steps (from 25% to
54%) following the official dates of home confinement in
countries adopting a total lockdown [11]. Similar findings were
also reported in other countries [12-14]. Our results
demonstrated that such a change also occurred in the Chinese
population. Furthermore, we examined daily steps within the
same period in the previous year and observed no such change
during this period, which enabled us to minimize the potential
impact of the holiday season of Chinese New Year on daily
steps. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 7
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ Public Health Implications Physical distancing measures play a critical role in containing
COVID-19 transmission and monitoring population mobility
data can provide evidence as to whether people are complying
with these measures [37]; however, the impact of physical
distancing on other aspects of daily life should not be
overlooked. Recently, Hall and colleagues [4] commented that
“The world is experiencing an extraordinary, life-altering
challenge due to the COVID-19 pandemic. Many countries have
become accustomed to a new normal – ‘social distancing’ and
‘shelter-in-place’ are now a part of everyday vernacular and
life.” The authors warned that this health crisis has the potential
to further impact and accelerate the pandemic of physical
inactivity and sedentary behavior. Potential limitations of our study also deserve comment. First,
the WeChat app may underestimate daily step counts because
some individuals may not always carry their smartphone with
them [43], especially when participants were housebound. Thus,
some light walking activities at home may not be captured. However, one previous study reported that the average wear
time of smartphones among Chinese citizens was more than 13
hours during the day time, indicating that most walking activities
should be captured by a smartphone [19]. Second, although our
validation study demonstrated that daily step counts collected
from iOS and Android devices both showed close agreement
with actual step counts under controlled laboratory settings,
previous studies found that iOS and Android devices have
different accuracies in capturing the daily step count under
free-living conditions [44]. This could have led to
misclassification of daily step counts in this study. Third,
participants in our study were slightly younger (51.6 versus
54.8 years) and more likely to be male (65.4% versus 51.2%)
than those who are aged ≥40 years and live in Changsha,
according to the latest census data in 2010. However, our results
showed that the prevalence of frequent low daily steps increased
more among women and older people, suggesting that the
overall prevalence of frequent low steps among all residents in
Changsha aged ≥40 years may be even higher than what was
reported in our study. Fourth, participants in our study were
urban residents in Changsha who came to Xiangya Hospital for
their annual health checkup. The percentage of WeChat users
among these individuals (57.1%) was higher than that of the
population with the same age range in China (41.5%) [45]. Strengths and Limitations Several strengths of our study are noteworthy. First, we used
data from a large population-based longitudinal study (Step
Study),
which
allowed
not
only
investigation
of
COVID-19–related changes in daily step counts from over 3500
residents, but also inclusion of a historic comparison period
from the prior year to account for a secular trend in daily step
counts. Second, the study took advantage of a social network
platform (WeChat) to capture daily step count data via
smartphone in real time among the community-living
population. As a smartphone has become a daily necessity for
most adults, this approach allowed long-term monitoring of
daily step count trends. This contrasts to previous studies using
wearable devices (accelerometers) that generally only collect
step count data for a relatively short time (eg, a week or less)
[42]. It can be challenging to extrapolate such short-term data
to describe step count patterns over a long period owing to
various potential confounders [42]. Comparison With Previous Studies To date, several studies have reported changes in daily steps
during the COVID-19 epidemic [10-14]. One worldwide study
based on a smartphone app (Argus) showed that mean daily
steps in different regions decreased by 5.5% and 27.3% (287
and 1432 steps/day, respectively) within 10 and 30 days after
the COVID-19 pandemic was declared [10]. Another study that http://www.jmir.org/2020/10/e21632/ XSL•FO
RenderX XSL•FO
RenderX Wang et al JOURNAL OF MEDICAL INTERNET RESEARCH health issue. It is also unknown whether the observed decline
in daily walking is a temporary phenomenon that may revert
back to baseline levels after the disease is under control; thus,
further longitudinal studies are needed so that evidence-based
strategies can be developed and implemented to encourage
greater participation in regular physical activity. increase [33]. Our results corroborate these findings. However,
after the implementation of physical distancing measures, the
prevalence of frequent low daily steps among residents with
university or above education was similar to those with high
school or below education, suggesting both groups followed
physical distancing measures and reduced their outdoor walking
activities. Nevertheless, the magnitude of relative increase in
the prevalence of frequent low daily steps during the COVID-19
epidemic appeared to be greater among residents with university
or above education than among those with high school or below
education, indicating the former are more likely to follow
instructions and communicate effectively with health providers
[33,34]. Previous studies also showed that both BMI and
comorbidities (eg, hypertension and diabetes) were associated
with fewer daily steps [6,7,35,36], but this was not the case in
the present study, nor was any association modified by the
implementation of physical distancing measures. J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 8
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ Public Health Implications They
also call for further studies to evaluate whether the low levels
of walking activity observed following the implementation
physical distancing measures will be maintained and whether
they will have significant adverse impacts on health outcomes. to be an important predictor of mortality independent of step
intensity [6]. Authors' Contributions GL and CZ had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of
the data analysis. CZ and GL are joint corresponding authors. All authors have read the manuscript, provided critical feedback
on intellectual content, and approved the final manuscript. CZ, GL, YW, and YZ contributed to the concept and design. All
authors contibuted to the acquisition, analysis, or interpretation of data. YW, CZ, GL, and YZ drafted the manuscript. All authors
critically revised the manuscript for important intellectual content. YZ and JW contributed to statistical analysis. CZ, GL, and
JW obtained funding. YW, CZ, and GL provided administrative, technical, or material support. GL, YZ, and CZ provided
supervision. Conclusions Using data collected from a large population-based longitudinal
study, we demonstrated that walking activity, indicated by daily
step count, decreased rapidly and substantially during the
COVID-19 epidemic period among middle-aged and older adult Acknowledgments This work was supported by the National Natural Science Foundation of China (81772413, 81702207, 81702206, 81930071),
the National Health and Medical Research Council Principal Research Fellowship, the National Key Research and Development
Project (2018YFB1105705), and the Key Research and Development Program of Hunan Province (2018SK2070, 2018SK2071). No funding bodies had any role in the study design, data collection and analysis, decision to publish, or preparation of the
manuscript. The authors thank Xiaoxiao Li, Wei Li, Huizhong Long, Jiatian Li, Haochen Wang, Yuqing Wang, Ning Wang, Bei Xu, Zidan
Yang, Jing Wu, Zhenglei Zhu, and Xin Huang (Xiangya Hospital) for their contribution to this study. Conflicts of Interest None declared. Multimedia Appendix 1 Validation study. [DOCX File , 55 KB-Multimedia Appendix 1] Multimedia Appendix 2 Diagram of the study periods. Chinese New Year fell on January 25 in 2020 and February 5 in 2019. [PNG File , 234 KB-Multimedia Appendix 2] Public Health Implications Thus,
our findings may not be generalizable to residents living in other
parts of China, especially those living in rural areas. Finally,
we were unable to capture the intensity of steps (eg, slow versus
fast steps); however, total steps/day has recently been shown Our data showed that average daily steps among residents of
Changsha dropped by more than 30% (from 8097 to 5440)
during the COVID-19 epidemic period after implementation of
physical distancing measures. These data raise concerns about
the potential adverse effects of such measures on health and
well-being. Previous studies have showed that higher daily steps
are associated with better cardiometabolic profiles and lower
all-cause mortality [6,7,38]. Other studies have also found that
a decrease in daily steps of 2000 steps, irrespective of previous
habitual step counts, increases the risk of insulin sensitivity and
higher cardiovascular events [39,40]. Thus, our findings have
important implications for public health recommendations and
the prevention of other health crises during the COVID-19
pandemic. Furthermore, our data showed that the reduction in
daily steps is much more common among older adults and
females. In general, older adults and females are more likely to
develop sedentary behaviors, placing them at greater risk of
various diseases related to inactivity [32,41]; thus, the worsening
trend of physical inactivity during the COVID-19 epidemic
period compounds the risk of sequelae related to a sedentary
lifestyle. It is uncertain as to how long it will take to completely control
the COVID-19 pandemic worldwide. If similar trends toward
a sedentary lifestyle are seen in other countries, the avoidance
of further sedentary lifestyle behaviors and promotion of regular
physical activity during this time are an urgent global public XSL•FO
RenderX XSL•FO
RenderX Wang et al JOURNAL OF MEDICAL INTERNET RESEARCH Chinese residents living in urban areas. These results suggest
that appropriate strategies need to be taken to encourage
residents to actively engage in regular physical activity while
maintaining personal hygiene and physical distancing. They
also call for further studies to evaluate whether the low levels
of walking activity observed following the implementation
physical distancing measures will be maintained and whether
they will have significant adverse impacts on health outcomes. Chinese residents living in urban areas. These results suggest
that appropriate strategies need to be taken to encourage
residents to actively engage in regular physical activity while
maintaining personal hygiene and physical distancing. http://www.jmir.org/2020/10/e21632/ JOURNAL OF MEDICAL INTERNET RESEARCH Dose-response relationship between lower serum magnesium
level and higher prevalence of knee chondrocalcinosis. Arthritis Res Ther 2017 Oct 24;19(1):236 [FREE Full text] [doi:
10.1186/s13075-017-1450-6] [Medline: 29065924] 16. Zeng C, Wei J, Li H, Yang T, Zhang F, Pan D, et al. Relationship between Serum Magnesium Concentration and Radiographic
Knee Osteoarthritis. J Rheumatol 2015 Jul;42(7):1231-1236. [doi: 10.3899/jrheum.141414] [Medline: 26034158] 16. Zeng C, Wei J, Li H, Yang T, Zhang F, Pan D, et al. Relationship between Serum Magnesium Concentration and Radiographic
Knee Osteoarthritis. J Rheumatol 2015 Jul;42(7):1231-1236. [doi: 10.3899/jrheum.141414] [Medline: 26034158]
17. The number of WeChat users reached 1.1 billion in 2019. SOHU. URL: https://www.sohu.com/a/362122894_513553 17. The number of WeChat users reached 1.1 billion in 2019. SOHU. URL: https://www.sohu.com/a/362122894_513553
[accessed 2020-03-30] 18. Tudor-Locke C, Camhi SM, Troiano RP. A catalog of rules, variables, and definitions applied to accelerometer data in the
National Health and Nutrition Examination Survey, 2003-2006. Prev Chronic Dis 2012;9:E113 [FREE Full text] [doi:
10.5888/pcd9.110332] [Medline: 22698174] p
19. Althoff T, Sosič R, Hicks JL, King AC, Delp SL, Leskovec J. Large-scale physical activity data reveal worldwide activity
inequality. Nature 2017 Dec 20;547(7663):336-339 [FREE Full text] [doi: 10.1038/nature23018] [Medline: 28693034] 19. Althoff T, Sosič R, Hicks JL, King AC, Delp SL, Leskovec J. Large-scale physical activity data reveal worldwide activity
inequality. Nature 2017 Dec 20;547(7663):336-339 [FREE Full text] [doi: 10.1038/nature23018] [Medline: 28693034]
20. Höchsmann C, Knaier R, Eymann J, Hintermann J, Infanger D, Schmidt-Trucksäss A. Validity of activity trackers, 19. Althoff T, Sosič R, Hicks JL, King AC, Delp SL, Leskovec J. Large scale physical activity data reveal worldwide activity
inequality. Nature 2017 Dec 20;547(7663):336-339 [FREE Full text] [doi: 10.1038/nature23018] [Medline: 28693034]
20. Höchsmann C, Knaier R, Eymann J, Hintermann J, Infanger D, Schmidt-Trucksäss A. Validity of activity trackers,
smartphones, and phone applications to measure steps in various walking conditions. Scand J Med Sci Sports 2018
Jul;28(7):1818-1827. [doi: 10.1111/sms.13074] [Medline: 29460319] inequality. Nature 2017 Dec 20;547(7663):336 339 [FREE Full text] [doi: 10.1038/nature23018] [Medline: 28693034]
20. Höchsmann C, Knaier R, Eymann J, Hintermann J, Infanger D, Schmidt-Trucksäss A. Validity of activity trackers,
smartphones, and phone applications to measure steps in various walking conditions. Scand J Med Sci Sports 2018
Jul;28(7):1818-1827. [doi: 10.1111/sms.13074] [Medline: 29460319] 20. Höchsmann C, Knaier R, Eymann J, Hintermann J, Infanger D, Schmidt-Trucksäss A. Validity of activity trackers,
smartphones, and phone applications to measure steps in various walking conditions. Scand J Med Sci Sports 2018
Jul;28(7):1818-1827. JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al 8. Breen L, Stokes KA, Churchward-Venne TA, Moore DR, Baker SK, Smith K, et al. Two weeks of reduced activity decreases
leg lean mass and induces "anabolic resistance" of myofibrillar protein synthesis in healthy elderly. J Clin Endocrinol Metab
2013 Jun;98(6):2604-2612. [doi: 10.1210/jc.2013-1502] [Medline: 23589526] j
9. Knudsen SH, Hansen LS, Pedersen M, Dejgaard T, Hansen J, Hall GV, et al. Changes in insulin sensitivity precede changes
in body composition during 14 days of step reduction combined with overfeeding in healthy young men. J Appl Physiol
(1985) 2012 Jul;113(1):7-15. [doi: 10.1152/japplphysiol.00189.2011] [Medline: 22556394] (
)
;
( )
[
j pp p y
] [
]
10. Tison GH, Avram R, Kuhar P, Abreau S, Marcus GM, Pletcher MJ, et al. Worldwide Effect of COVID-19 on Physical
Activity: A Descriptive Study. Annals of Internal Medicine 2020 Jun 29:29. [doi: 10.7326/m20-2665] Avram R, Kuhar P, Abreau S, Marcus GM, Pletcher MJ, et al. Worldwide Effect of COVID-19 on Physic
A D
i ti
St d
A
l
f I t
l M di i
2020 J
29 29 [d i 10 7326/ 20 2665] Avram R, Kuhar P, Abreau S, Marcus GM, Pletcher MJ, et al. Worldwide Effect of COVID-19 on Physic
A Descriptive Study. Annals of Internal Medicine 2020 Jun 29:29. [doi: 10.7326/m20-2665] 11. Pépin JL, Bruno RM, Yang R, Vercamer V, Jouhaud P, Escourrou P, et al. Wearable Activity Trackers for Monitoring
Adherence to Home Confinement During the COVID-19 Pandemic Worldwide: Data Aggregation and Analysis. J Med
Internet Res 2020 Jun 19;22(6):e19787 [FREE Full text] [doi: 10.2196/19787] [Medline: 32501803] 12. Di Sebastiano KM, Chulak-Bozzer T, Vanderloo LM, Faulkner G. Don't Walk So Close to Me: Physical Distancing and
Adult Physical Activity in Canada. Front Psychol 2020;11:1895 [FREE Full text] [doi: 10.3389/fpsyg.2020.01895] [Medline:
32849110] 13. Sun S, Folarin AA, Ranjan Y, Rashid Z, Conde P, Stewart C, RADAR-CNS Consortium. Using Smartphones and Wearable
Devices to Monitor Behavioral Changes During COVID-19. J Med Internet Res 2020 Sep 25;22(9):e19992 [FREE Full
text] [doi: 10.2196/19992] [Medline: 32877352] 14. Vetrovsky T, Frybova T, Gant I, Semerad M, Cimler R, Bunc V, et al. The detrimental effect of COVID-19 nationwide
quarantine on accelerometer-assessed physical activity of heart failure patients. ESC Heart Fail 2020 Jul 22:1 [FREE Full
text] [doi: 10.1002/ehf2.12916] [Medline: 32696600] 15. Zeng C, Wei J, Terkeltaub R, Yang T, Choi HK, Wang Y, et al. JOURNAL OF MEDICAL INTERNET RESEARCH [doi: 10.1111/sms.13074] [Medline: 29460319] 21. Hekler EB, Buman MP, Grieco L, Rosenberger M, Winter SJ, Haskell W, et al. Validation of Physical Activity Tracking
via Android Smartphones Compared to ActiGraph Accelerometer: Laboratory-Based and Free-Living Validation Studies. JMIR mHealth uHealth 2015 Apr 15;3(2):e36 [FREE Full text] [doi: 10.2196/mhealth.3505] [Medline: 25881662] 22. Case MA, Burwick HA, Volpp KG, Patel MS. Accuracy of smartphone applications and wearable devices for tracking
physical activity data. JAMA 2015 Feb 10;313(6):625-626. [doi: 10.1001/jama.2014.17841] [Medline: 25668268] 22. Case MA, Burwick HA, Volpp KG, Patel MS. Accuracy of smartphone applications and wearable devices for tracking
physical activity data. JAMA 2015 Feb 10;313(6):625-626. [doi: 10.1001/jama.2014.17841] [Medline: 25668268]
23. Straiton N, Alharbi M, Bauman A, Neubeck L, Gullick J, Bhindi R, et al. The validity and reliability of consumer-grade
activity trackers in older, community-dwelling adults: A systematic review. Maturitas 2018 Jun;112:85-93. [doi:
10 1016/j maturitas 2018 03 016] [Medline: 29704922] physical activity data. JAMA 2015 Feb 10;313(6):625-626. [doi: 10.1001/jama.2014.17841] [Medline: 25668268]
23. Straiton N, Alharbi M, Bauman A, Neubeck L, Gullick J, Bhindi R, et al. The validity and reliability of consumer-grade
activity trackers in older, community-dwelling adults: A systematic review. Maturitas 2018 Jun;112:85-93. [doi:
10.1016/j.maturitas.2018.03.016] [Medline: 29704922] 23. Straiton N, Alharbi M, Bauman A, Neubeck L, Gullick J, Bhindi R, et al. The validity and reliability of consumer-grade
activity trackers in older, community-dwelling adults: A systematic review. Maturitas 2018 Jun;112:85-93. [doi:
10.1016/j.maturitas.2018.03.016] [Medline: 29704922] 24. Spence JC, Burgess J, Rodgers W, Murray T. Effect of pretesting on intentions and behaviour: a pedometer and walking
intervention. Psychol Health 2009 Sep;24(7):777-789. [doi: 10.1080/08870440801989938] [Medline: 20205026] 24. Spence JC, Burgess J, Rodgers W, Murray T. Effect of pretesting on intentions and behaviour: a pedometer and walking
intervention. Psychol Health 2009 Sep;24(7):777-789. [doi: 10.1080/08870440801989938] [Medline: 20205026] 25. Katz JN, Chang LC, Sangha O, Fossel AH, Bates DW. Can comorbidity be measured by questionnaire rather than medical
record review? Med Care 1996 Jan;34(1):73-84. [doi: 10.1097/00005650-199601000-00006] [Medline: 8551813] 25. Katz JN, Chang LC, Sangha O, Fossel AH, Bates DW. Can comorbidity be measured by questionnaire rather than medical
record review? Med Care 1996 Jan;34(1):73-84. [doi: 10.1097/00005650-199601000-00006] [Medline: 8551813] 26. Key points of prevention and control of COVID-2019 by Center for Disease Control and Prevention in Changsha city. Changsha Government. URL: http://www.changsha.gov.cn/jdhy/hygq/hygq/202001/t20200122_6403516.html [accessed
2020-03-15] 26. Key points of prevention and control of COVID-2019 by Center for Disease Control and Prevention in Changsha city. Changsha Government. References 1. Coronavirus disease (COVID-19) Pandemic. World Health Organization. URL: https://www.who.int/emergencies/diseases/
novel-coronavirus-2019 [accessed 2020-03-30] 2. Merriam-Webster. Social Distancing. 2020. URL: https://www.merriam-webster.com/dictionary/social%20distancing
[accessed 2020-03-30] 3. Miller K. Here's what a shelter in place order means during the coronavirus pandemic. Prevention. URL: https://www. prevention.com/health/amp31738348/shelter-in-place-ordercoronavirus/ [accessed 2020-03-30] 4. Hall G, Laddu DR, Phillips SA, Lavie CJ, Arena R. A tale of two pandemics: How will COVID-19 and global trends in
physical inactivity and sedentary behavior affect one another? Prog Cardiovasc Dis 2020 Apr 08:1 [FREE Full text] [doi:
10.1016/j.pcad.2020.04.005] [Medline: 32277997] 4. Hall G, Laddu DR, Phillips SA, Lavie CJ, Arena R. A tale of two pandemics: How will COVID-19 and global trends in
physical inactivity and sedentary behavior affect one another? Prog Cardiovasc Dis 2020 Apr 08:1 [FREE Full text] [doi:
10.1016/j.pcad.2020.04.005] [Medline: 32277997] j p
5. Global Health Risks: Mortality and Burden of Disease Attributable to Selected Major Risks. World Health Organization. URL: http://apps.who.int/iris/bitstream/10665/44203/1/9789241563871_eng.pdf [accessed 2020-04-05] 5. Global Health Risks: Mortality and Burden of Disease Attributable to Selected Major Risks. World Health Organization. URL: http://apps.who.int/iris/bitstream/10665/44203/1/9789241563871_eng.pdf [accessed 2020-04-05] 6. Saint-Maurice PF, Troiano RP, Bassett DR, Graubard BI, Carlson SA, Shiroma EJ, et al. Association of Daily Step Count
and Step Intensity With Mortality Among US Adults. JAMA 2020 Mar 24;323(12):1151-1160. [doi: 10.1001/jama.2020.1382]
[Medline: 32207799] 7. Lee I, Shiroma EJ, Kamada M, Bassett DR, Matthews CE, Buring JE. Association of Step Volume and Intensity With
All-Cause Mortality in Older Women. JAMA Intern Med 2019 May 29:1 [FREE Full text] [doi:
10.1001/jamainternmed.2019.0899] [Medline: 31141585] J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 9
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ XSL•FO
RenderX JOURNAL OF MEDICAL INTERNET RESEARCH 10.1111/sms.13653] [Medline: 32176397] 34. Goldman DP, Smith JP. Can patient self-management help explain the SES health gradient? Proc Natl Acad Sci U S A
2002 Aug 06;99(16):10929-10934. [doi: 10.1073/pnas.162086599] [Medline: 12140364] g
p
35. Sumner J, Uijtdewilligen L, Yee ACH, Xian SNH, Barreira TV, Sloan RA, et al. Volume and Intensity of Stepping Activity
and Cardiometabolic Risk Factors in a Multi-ethnic Asian Population. Int J Environ Res Public Health 2020 Jan 30;17(3):E863
[FREE Full text] [doi: 10.3390/ijerph17030863] [Medline: 32019086] 36. Schuna JM, Brouillette RM, Foil HC, Fontenot SL, Keller JN, Tudor-Locke C. Steps per day, peak cadence, body mass
index, and age in community-dwelling older adults. Med Sci Sports Exerc 2013 May;45(5):914-919. [doi:
10.1249/MSS.0b013e31827e47ac] [Medline: 23247705] 37. Buckee CO, Balsari S, Chan J, Crosas M, Dominici F, Gasser U, et al. Aggregated mobility data could help fight COVID-19. Science 2020 Apr 10;368(6487):145-146. [doi: 10.1126/science.abb8021] [Medline: 32205458] 37. Buckee CO, Balsari S, Chan J, Crosas M, Dominici F, Gasser U, et al. Aggregated mobility data could help fight COVID-19. Science 2020 Apr 10;368(6487):145-146. [doi: 10.1126/science.abb8021] [Medline: 32205458] p
(
)
38. Hajna S, Ross NA, Dasgupta K. Steps, moderate-to-vigorous physical activity, and cardiometabolic profiles. Prev Med p
(
)
Hajna S, Ross NA, Dasgupta K. Steps, moderate-to-vigorous physical activity, and cardiometabolic profil
2018 Feb;107:69-74 [FREE Full text] [doi: 10.1016/j.ypmed.2017.11.007] [Medline: 29126915] p
38. Hajna S, Ross NA, Dasgupta K. Steps, moderate-to-vigorous physical activity, and cardiometabolic profiles. Prev Med
2018 Feb;107:69-74 [FREE Full text] [doi: 10.1016/j.ypmed.2017.11.007] [Medline: 29126915] 38. Hajna S, Ross NA, Dasgupta K. Steps, moderate-to-vigorous physical activity, and cardiometabolic profiles. Prev Med
2018 Feb;107:69 74 [FREE Full text] [doi: 10 1016/j ypmed 2017 11 007] [Medline: 29126915] 39. Dwyer T, Ponsonby A, Ukoumunne OC, Pezic A, Venn A, Dunstan D, et al. Association of change in daily step count over
five years with insulin sensitivity and adiposity: population based cohort study. BMJ 2011 Jan 13;342(jan13 1):c7249-c7249. [doi: 10.1136/bmj.c7249] [Medline: 21233153] 39. Dwyer T, Ponsonby A, Ukoumunne OC, Pezic A, Venn A, Dunstan D, et al. Association of change in daily step count over
five years with insulin sensitivity and adiposity: population based cohort study. BMJ 2011 Jan 13;342(jan13 1):c7249-c7249. [doi: 10.1136/bmj.c7249] [Medline: 21233153] 40. Yates T, Haffner SM, Schulte PJ, Thomas L, Huffman KM, Bales CW, et al. Association between change in daily ambulatory
activity and cardiovascular events in people with impaired glucose tolerance (NAVIGATOR trial): a cohort analysis. Lancet
2014 Mar 22;383(9922):1059-1066. 10.1111/sms.13653] [Medline: 32176397] [doi: 10.1016/S0140-6736(13)62061-9] [Medline: 24361242] 40. Yates T, Haffner SM, Schulte PJ, Thomas L, Huffman KM, Bales CW, et al. Association between change in daily ambulatory
activity and cardiovascular events in people with impaired glucose tolerance (NAVIGATOR trial): a cohort analysis. Lancet
2014 Mar 22;383(9922):1059-1066. [doi: 10.1016/S0140-6736(13)62061-9] [Medline: 24361242] 41. Varona-Pérez P, Pérez-Jiménez D, Alfonso-Sagué K, García-Pérez RM, Bonet-Gorbea M, Fernández-González J. Patterns
of Physical Activity and Associated Factors in Cubans Aged 15-69 Years. MEDICC Rev 2016 Oct;18(4):20-25. [Medline:
27829650] 41. Varona-Pérez P, Pérez-Jiménez D, Alfonso-Sagué K, García-Pérez RM, Bonet-Gorbea M, Fernández-González J. Patterns
of Physical Activity and Associated Factors in Cubans Aged 15-69 Years. MEDICC Rev 2016 Oct;18(4):20-25. [Medline:
27829650] 42. Shephard RJ, Park H, Park S, Aoyagi Y. Objective Longitudinal Measures of Physical Activity and Bone Health in Older
Japanese: the Nakanojo Study. J Am Geriatr Soc 2017 Apr;65(4):800-807. [doi: 10.1111/jgs.14553] [Medline: 27943243] 42. Shephard RJ, Park H, Park S, Aoyagi Y. Objective Longitudinal Measures of Physical Activity and Bone Health in Older
Japanese: the Nakanojo Study. J Am Geriatr Soc 2017 Apr;65(4):800-807. [doi: 10.1111/jgs.14553] [Medline: 27943243] 43. Duncan MJ, Wunderlich K, Zhao Y, Faulkner G. Walk this way: validity evidence of iphone health application step count
in laboratory and free-living conditions. J Sports Sci 2018 Aug;36(15):1695-1704. [doi: 10.1080/02640414.2017.1409855]
[Medline: 29179653] 43. Duncan MJ, Wunderlich K, Zhao Y, Faulkner G. Walk this way: validity evidence of iphone health application step count
in laboratory and free-living conditions. J Sports Sci 2018 Aug;36(15):1695-1704. [doi: 10.1080/02640414.2017.1409855]
[Medline: 29179653] 44. Fuller D, Colwell E, Low J, Orychock K, Tobin MA, Simango B, et al. Reliability and Validity of Commercially Available
Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review. JMIR mHealth uHealth
2020 Sep 08;8(9):e18694 [FREE Full text] [doi: 10.2196/18694] [Medline: 32897239] 44. Fuller D, Colwell E, Low J, Orychock K, Tobin MA, Simango B, et al. Reliability and Validity of Commercially Available
Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review. JMIR mHealth uHealth
2020 Sep 08;8(9):e18694 [FREE Full text] [doi: 10.2196/18694] [Medline: 32897239] p
( )
45. The 46th China Statistical Report on Internet Development. CNNIC. URL: https://www.cnnic.net.cn/hlwfzyj/hlwxzbg/
hlwtjbg/202009/t20200929_71257.htm [accessed 2020-09-30] 45. The 46th China Statistical Report on Internet Development. CNNIC. URL: https://www.cnnic.net.cn/hlwfzyj/hlwxzbg/
hlwtjbg/202009/t20200929_71257.htm [accessed 2020-09-30] Abbreviations
CCI: Charlson Comorbidity Index
GEE: Generalized Estimating Equations
ICC: intraclass correlation coefficients
MD: mean difference
NHANES: National Health and Nutrition Examination Survey
PR: prevalence ratio JOURNAL OF MEDICAL INTERNET RESEARCH URL: http://www.changsha.gov.cn/jdhy/hygq/hygq/202001/t20200122_6403516.html [accessed
2020-03-15] 27. Take epidemic prevention and control as the top priority during COVID-2019 in Changsha city. Changsha Gpvernment. URL: http://www.changsha.gov.cn/szf/ywdt/zwdt/202001/t20200122_6403423.html [accessed 2020-03-15] 27. Take epidemic prevention and control as the top priority during COVID-2019 in Changsha city. Changsha Gpvernment. URL: http://www.changsha.gov.cn/szf/ywdt/zwdt/202001/t20200122_6403423.html [accessed 2020-03-15] 28. Harmsen SM, Chang YH, Hattrup SJ. Simple Moving Average: A Method of Reporting Evolving Complication Rates. Orthopedics 2016 Sep 01;39(5):e869-e876. [doi: 10.3928/01477447-20160517-02] [Medline: 27220115] 28. Harmsen SM, Chang YH, Hattrup SJ. Simple Moving Average: A Method of Reporting Evolving Complication Rates. Orthopedics 2016 Sep 01;39(5):e869-e876. [doi: 10.3928/01477447-20160517-02] [Medline: 27220115]
29. Orelien J. Model Fitting in PROC GENMOD. SAS. URL: https://support.sas.com/resources/papers/proceedings/proceedings/
sugi26/p264-26 pdf [accessed 2020-10-21] 28. Harmsen SM, Chang YH, Hattrup SJ. Simple Moving Average: A Method of Reporting Evolving Complication Rates. Orthopedics 2016 Sep 01;39(5):e869-e876. [doi: 10.3928/01477447-20160517-02] [Medline: 27220115]
29
Orelien J Model Fitting in PROC GENMOD SAS URL: https://support sas com/resources/papers/proceedings/proceedings/ g
p
p
30. Spiegelman D, Hertzmark E. Easy SAS calculations for risk or prevalence ratios and differences. Am J Epidemiol 2005
Aug 01;162(3):199-200. [doi: 10.1093/aje/kwi188] [Medline: 15987728] 30. Spiegelman D, Hertzmark E. Easy SAS calculations for risk or prevalence ratios and differences. Am J Epidemiol 2005
Aug 01;162(3):199-200. [doi: 10.1093/aje/kwi188] [Medline: 15987728] J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 10
(page number not for citation purposes) J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 10
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ XSL•FO
RenderX JOURNAL OF MEDICAL INTERNET RESEARCH Wang et al 31. Rothman K. Chapter 11, Measuring Interaction. In: Epidemiology, An Introduction. New York: Oxford University Press;
2012. 32. Sisson SB, Camhi SM, Tudor-Locke C, Johnson WD, Katzmarzyk PT. Characteristics of step-defined physical activity
categories in U.S. adults. Am J Health Promot 2012 Jan;26(3):152-159. [doi: 10.4278/ajhp.100326-QUAN-95] [Medline:
22208412] 33. Kari JT, Viinikainen J, Böckerman P, Tammelin TH, Pitkänen N, Lehtimäki T, et al. Education leads to a more physically
active lifestyle: Evidence based on Mendelian randomization. Scand J Med Sci Sports 2020 Jul;30(7):1194-1204. [doi:
10.1111/sms.13653] [Medline: 32176397] J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 12
(page number not for citation purposes) Abbreviations Abbreviations
CCI: Charlson Comorbidity Index
GEE: Generalized Estimating Equations
ICC: intraclass correlation coefficients
MD: mean difference
NHANES: National Health and Nutrition Examination Survey
PR: prevalence ratio J Med Internet Res 2020 | vol. 22 | iss. 10 | e21632 | p. 11
(page number not for citation purposes) http://www.jmir.org/2020/10/e21632/ http://www.jmir.org/2020/10/e21632/ Wang et al JOURNAL OF MEDICAL INTERNET RESEARCH Edited by G Eysenbach; submitted 19.06.20; peer-reviewed by M Alharbi, H Sasai; comments to author 12.09.20; r
received 01.10.20; accepted 02.10.20; published 26.10.20 Please cite as:
Wang Y, Zhang Y, Bennell K, White DK, Wei J, Wu Z, He H, Liu S, Luo X, Hu S, Zeng C, Lei G
Physical Distancing Measures and Walking Activity in Middle-aged and Older Residents in Changsha, China, During the COVID-19
Epidemic Period: Longitudinal Observational Study
J Med Internet Res 2020;22(10):e21632
URL: http://www.jmir.org/2020/10/e21632/
doi: 10.2196/21632
PMID: 33027035 Please cite as:
Wang Y, Zhang Y, Bennell K, White DK, Wei J, Wu Z, He H, Liu S, Luo X, Hu S, Zeng C, Lei G
Physical Distancing Measures and Walking Activity in Middle-aged and Older Residents in Changsha, China, During the COVID-19
Epidemic Period: Longitudinal Observational Study
J Med Internet Res 2020;22(10):e21632
URL: http://www.jmir.org/2020/10/e21632/
doi: 10.2196/21632
PMID: 33027035 ©Yilun Wang, Yuqing Zhang, Kim Bennell, Daniel Kenta White, Jie Wei, Ziying Wu, Hongyi He, Shaohui Liu, Xianghang Luo,
Shuo Hu, Chao Zeng, Guanghua Lei. Originally published in the Journal of Medical Internet Research (http://www.jmir.org),
26.10.2020. This is an open-access article distributed under the terms of the Creative Commons Attribution License
(https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic
information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be
included. ©Yilun Wang, Yuqing Zhang, Kim Bennell, Daniel Kenta White, Jie Wei, Ziying Wu, Hongyi He, Shaohui Liu, Xianghang Luo,
Shuo Hu, Chao Zeng, Guanghua Lei. Originally published in the Journal of Medical Internet Research (http://www.jmir.org),
26.10.2020. This is an open-access article distributed under the terms of the Creative Commons Attribution License
(https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work, first published in the Journal of Medical Internet Research, is properly cited. Please cite as:
Wang Y, Zhang Y, Bennell K, White DK, Wei J, Wu Z, He H, Liu S, Luo X, Hu S, Zeng C, Lei G
Physical Distancing Measures and Walking Activity in Middle-aged and Older Residents in Changsha, China, During the COVID-19
Epidemic Period: Longitudinal Observational Study
J Med Internet Res 2020;22(10):e21632
URL: http://www.jmir.org/2020/10/e21632/
doi: 10.2196/21632
PMID: 33027035 Abbreviations The complete bibliographic
information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be
included. http://www.jmir.org/2020/10/e21632/ http://www.jmir.org/2020/10/e21632/ XSL•FO
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Kirghiz, Kyrgyz
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A roadmap to make Peru regional power in Latin America
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Iberoamerikanskie tetradi
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Aceptado: 24.12.2021 Para citar: Sánchez, Wilder Alejandro. “Una hoja de ruta para transformar a Perú en una potencia
de Latinoamérica” [A roadmap to make Peru regional power in Latin America]. Cuadernos Iberoamericanos 9,
no. 4 (2021): 146-159. https://doi.org/10.46272/2409-3416-2021-9-4-146-159. [In Spanish] № 4 № 4 Том IX 2021: 146-159 Ибероамериканские тетради Политика • Política Artículo de investigación https://doi.org/10.46272/2409-3416-2021-9-4-146-159 © Wilder Alejandro Sánchez, 2021 © Wilder Alejandro Sánchez, 2021 E-mail: wilder.a.sanchez@gmail.com Wilder Alejandro Sánchez, analista de temas de geopolítica y defensa
Para la correspondencia: DC 20016, Washington, D.C., P.O. Box 9747 Wilder Alejandro Sánchez, analista de temas de geopolítica y defensa
Para la correspondencia: DC 20016, Washington, D.C., P.O. Box 9747
E-mail: wilder.a.sanchez@gmail.com
Recibido: 17.11.2021
Revisado: 08.12.2021
Aceptado: 24.12.2021 Accepted: 24.12.2021 For citation: Sánchez, Wilder Alejandro. “Una hoja de ruta para transformar a Perú en una potencia
de Latinoamérica” [A roadmap to make Peru regional power in Latin America]. Cuadernos Iberoamericanos 9,
no. 4 (2021): 146-159. https://doi.org/10.46272/2409-3416-2021-9-4-146-159. [In Spanish] Declaración de divulgación: El autor declara que no existe ningún
potencial conflicto de interés. Declaración de divulgación: El autor declara que no existe ningún
potencial conflicto de interés. Research article https://doi.org/10.46272/2409-3416-2021-9-4-146-159 → Resumen La República del Perú celebró su bicentenario el 28 julio de 2021
con inestabilidad política, problemas económicos, un movimiento
narco-terrorista, alrededor de un millón de refugiados venezolanos,
y la pandemia del COVID-19. Aunque la nación andina tiene muchos
aspectos a su favor que deberían ayudar a que el país tenga una mayor
imagen internacional, el peso geopolítico de Perú es limitado. En
este ensayo, discutiremos los principales factores que son tomados
en cuenta para catalogar a un país como una potencia regional. Asimismo, se ofrecerá una hoja de ruta que el Perú puede utilizar
para incrementar su imagen internacional de cara al tricentenario. Estas recomendaciones incluyen que las Fuerzas Armadas peruanas
tengan un rol de liderazgo en las misiones de paz de la Organización
de las Naciones Unidas (ONU); que el Perú tome a la Comunidad
Andina de Naciones (CAN) bajo su dirección para que el bloque
obtenga más relevancia, además de sugerencias estilo “soft power.”
Igualmente, es necesario que, en el Perú, no solo el Poder Ejecutivo,
sino también los diferentes sectores estratégicos, tengan la ambición
de lograr que el país llegue a ser una potencia regional. En el 2021, en
una Latinoamérica fragmentada, sin claros líderes regionales, y con
problemas como la pandemia y la situación en Venezuela, hay lugar
para el surgimiento de una nueva potencia regional. El Perú podría
alcanzar ese lugar, si es que tiene la ambición y visión estratégica
a largo plazo para lograrlo. 146 Vol. IX 2021: 146-159 Cuadernos Iberoamericanos No. 4 © Wilder Alejandro Sánchez, 2021 E-mail: wilder.a.sanchez@gmail.com → Palabras clave Perú,
política
exterior,
desarrollo,
estrategia,
Latinoamérica,
diplomacia, influencia, pax Inca Introducción La República del Perú celebró su bicentenario de independencia el 28 de julio
de 2021, a pesar de que ésta es una fecha histórica y motivo de celebración para la nación
sudamericana, heredera del Imperio de los Incas, la situación del país no es la ideal. La pandemia del Coronavirus (COVID-19), ahora en sus variantes Delta, Lambda (descubierta
por primera vez en el Perú), Mu y Omicrón, ha golpeado duramente a la sociedad y afectado
la economía nacional; mientras tanto el país mantiene su larga tradición de inestabilidad
política y de corrupción en los más altos niveles del gobierno. Una muestra de dicha
inestabilidad son los cuatro presidentes que gobernaron el país durante el período
presidencial del 2016-2021. A nivel internacional, el Perú tiene buenas relaciones con sus cinco países
vecinos, no obstante, las históricas tensiones con Chile; también es sede de la Comunidad
Andina de Naciones y país miembro de los principales bloques regionales como la Alianza
del Pacífico, un bloque de economías emergentes en Latinoamérica. Históricamente, ha
habido peruanos que han ocupado altos cargos en organizaciones internacionales como
Javier Pérez de Cuéllar, quien fue secretario general de las Naciones Unidas en la década
de los ochenta. En cuanto a la economía peruana, previa a la pandemia, ha permanecido
en franco crecimiento gracias a su industria y producción minera de cobre, oro, plata,
zinc, hierro, entre otros metales. El país también exporta petróleo, gas, y es reconocido
mundialmente por su riqueza natural, es uno de los mayores exportadores de productos
agrícolas tales como quinua, papa y arándanos, y por sus atracciones turísticas, como
la ciudadela de Machu Picchu. Sin embargo, a pesar de estos logros y de tener una imagen positiva para
atraer inversiones, Perú no es considerado como aún una potencia regional. Si aplicamos
los índices creados para catalogar a los países como “potencias mundiales,” “potencias
medianas,” o “potencias regionales,” a lo mucho, hoy en día el Perú sería una potencia
secundaria en el hemisferio occidental. ¿Por qué es que, dos siglos después de lograr su
independencia de la corona española, Perú no ha podido retomar el lugar protagónico
a nivel internacional que ocupó durante el Imperio de los Incas?, y mirando al futuro, ¿cómo
se podría cambiar esta situación para que, de cara al tricentenario de su independencia,
la nación andina sea reconocida como una potencia sudamericana? Estas preguntas son
el eje de este análisis. → Abstract The Republic of Peru marked its bicentennial on July 28, 2021 with
political instability, economic problems, a narco-terrorist movement,
around one million Venezuelan refugees, and the COVID-19 pandemic. Although the Andean nation has many resources to obtain a greater
international role, Peru’s geopolitical weight is limited. The article
discusses the main factors that are taken into account to classify
a country as a regional power. Moreover, a roadmap is offered for
Peru to improve its international image for the tercentennial. These
recommendations include ensuring the leading role of the Peruvian
armed forces in United Nations (UN) peacekeeping missions;
The Andean Community of Nations under the leadership of Peru to
ensure its greatest relevance, as well as “soft power” proposals. Likewise, it is necessary that in Peru, not only the executive power,
but also the different governmental agencies and civilian sectors,
strive towards making their homeland a regional power. In 2021,
in a fragmented Latin America, with no clear regional leader, and with
problems such as the pandemic and the situation in Venezuela, there
is room for the new regional power to emerge. Peru could take the role,
if it has the ambition and a long-term strategic vision. 147 Том IX 2021: 146-159 № 4 № 4 Ибероамериканские тетради → Keywords Peru, foreign policy, development, strategy, Latin America, diplomacy,
influence, Pax Inca Disclosure statement: No potential conflict of interest was reported
by the author. No. 4 Vol. IX 2021: 146-159 Vol. IX 2021: 146-159 Vol. IX 2021: 146-159 Es interesante notar que el término Pax no se ha aplicado a un país Latinoamericano. Este ensayo teoriza que, si Perú se vuelve una potencia regional, esto traería consecuencias
positivas para el resto de la región, creando una Pax Inca en Latinoamérica. Desde 1438 hasta 1532, cuando ocurrió la llegada de los conquistadores españoles,
el Imperio de los Incas conquistó un tercio de Sudamérica, gobernando desde lo que hoy en día
es Ecuador en el norte, hasta regiones del norte de Argentina y Chile en el sur, abarcando gran
parte de los actuales territorios de Perú y Bolivia. Hoy en día, lejos de ser equivalente a un imperio
o una potencia mundial, la República del Perú tiene poca influencia a nivel internacional. Cambiar esta situación requerirá no solo crecimiento económico y desarrollo social, tiempo y
esfuerzo, sino también ambición y una visión a largo plazo para elevar la imagen del país andino. Introducción Mucho se ha escrito sobre los aspectos que hacen que un país sea considerado
como un poder mundial – como lo son la República Popular China, la Federación Rusa,
y los Estados Unidos – o para que un país sea una potencia regional con aspiraciones
mundiales – como Alemania, Corea del Sur, India, Japón y en el hemisferio occidental Brasil. Sin embargo, también es importante analizar qué es lo que necesita hacer un país para
transformarse en una potencia regional y qué significa tener este título. 148 Cuadernos Iberoamericanos Construcción de una potencia regional Las características que definen a una potencia mundial y a una potencia regional es
un tema que ha sido discutido por académicos y analistas, tomando a varios países como
casos de estudio. Sin embargo, términos como “potencia “mundial,” y “potencia regional,”
siguen siendo difíciles de definir, especialmente en el globalizado mundo de la postguerra fría. Como lo argumenta Defte Nolte, se puede decir que hay una “falta en general, de instrumentos
analíticos para identificar y comparar a los países regionales, y para diferenciar a las potencias
regionales de potenciales mundiales y medianas. Tal vez la diferencia involucra los términos,
“potencia” y “región,” que son contextualizados de manera diferente en la teoría de relaciones
internacionales, con “gran variación en sus significados,” explica Nolte.1 Como resultado, si se
suman dos conceptos ambiguos y complejos, los problemas semánticos se van a acumular,
dificultando un eficiente análisis o la creación de un apropiado catálogo de los países.2 Martha Ardila cataloga a los países de de la siguienta manera: “potencia (gran
potencia), potencia media (PM), potencia regional (PR) y potencia regional secundaria (PRS).”3
Mientras tanto, Marcos Pablo Moloeznik clasifica a los países como: las potencias mundiales;
las potencias medias, y las potencias regionales. “Ambas, potencias medias y regionales
se ubican, estructuralmente, entre las potencias mundiales o centrales (rubro que incluye
a las superpotencias) y los Estados menores o periféricos,” explica Moloeznik.4 El lector se
dará cuenta que se utilizan adjetivos genéricos como “media,” “gran,” y “secundaria” para
catalogar a los países. Algunas de las características usuales que son utilizadas para definir a una gran
potencia. “El concepto de potencia es un referente geopolítico que incluye aspectos militares,
políticos y económicos, el cual hace alusión a un conjunto de países y a su jerarquización en
el sistema internacional.”5 Los países se diferencian en “la capacidad de proyectar su poder
militar en diferentes regiones del mundo y en la posibilidad de ejercer su influencia política
en forma global.”6 Por otro lado, Nolte propone una lista de temas a tomar en consideración para
definir a un “gran poder regional”: – Un país que es geográficamente parte de una región específica – Un país que tiene mucha influencia en asuntos regionales – Un país que tiene mucha influencia en asuntos regionales – Un país que, a diferencia de un “poder medio” también puede volverse un poder
mundial, además de ser una potencia regional.7 1
1
Nolte 2010, 883. № 4 Том IX 2021: 146-159 Том IX 2021: 146-159 De igual importancia es la intención de un gobierno de tener una mayor presencia
en la geopolítica internacional. Es necesario tener “la pretensión de liderar; la influencia
en la geopolítica e identidad, la disposición de recursos naturales, organizativos e
ideológicos para la proyección de poder,” como otras características esenciales. También
es importante la conexión económica, política y cultural con la región y la influencia en
la estructura de gobernanza regional.1 También se han publicado varios análisis que discuten
las potencias regionales emergentes, con un enfoque en Latinoamérica. Argentina es
analizada como una potencia regional durante los gobiernos de Néstor Kirchner (2003–2007),
Cristina Fernández de Kirchner (2007–2015), y Mauricio Macri (2015–2019), argumentando que
“la geografía, el número de habitantes, el acceso a las tecnologías, las capacidades militares
y económicas, normativas y diplomáticas comenzaron a ser consideradas algunas de las más
relevantes a la hora de categorizar a un estado como ‘potencia regional’.”2 La política exterior de un país, incluyendo la membresía a organizaciones de elite
regionales, es vital para volverse una potencia regional. Al analizar tres administraciones
argentinas, se menciona como “la administración Macri asumió en relación con su
posicionamiento en tanto potencia emergente: y el ingreso a Argentina a la Organización
de Cooperación y Desarrollo Económico (OCDE).” También, “otra de las características
que un poder regional debería detentar es aquella referida a la experiencia negociadora
en la integración con los países vecinos y la capacidad de articular allí los instrumentos
domésticos y regionales para mejorar las relaciones con los mismos.”3 La palabra liderazgo es de vital importancia para un país que quiere transformarse
en potencia. Es decir, una potencia lidera “proyectos de integración, concertación y
cooperación en términos militares, económicos y políticos. Dentro de ellos, los de seguridad
adquieren un especial significado, bien sea como complejo o como comunidad
de seguridad.”4 En este contexto una potencia es reconocida como tal no solo por su poder
militar y económico, sino también porque toma la iniciativa y un rol protagónico en temas
de interés regional, siendo seguido y apoyado por otros gobiernos regionales. Aquí hay un detalle críticamente importante y relevante para nuestro análisis:
el reconocimiento por parte de los demás gobiernos. № 4 En otras palabras, no es suficiente
que un país se autodefina, o actúe como una potencia; otros estados regionales deben
comenzar a ver a dicho estado como un líder, apoyar sus iniciativas, y buscar aliarse
a dicho estado en diferentes áreas; un país se vuelve una potencia cuando otros estados
lo reconocen como tal. Finalmente, el simplemente hablar del “gobierno” o “estado” en alusión a un país
no es suficiente, ya que usualmente se asume que se refiere solamente al poder ejecutivo y
ministerios como cancillería, comercio exterior y defensa. Sin embargo, para estructurar la
política exterior se incluyen otros niveles de gobierno como el poder legislativo, electoral y
de organizaciones sociales, así como la dinámica público-privada. Construcción de una potencia regional 2 Ibid. 3 Ardila 2014, 89. 4 Moloeznik 2012, 197. 5 Ardila 2014, 89. 6 Ibid. 7 Nolte 2010, 889. 1
Nolte 2010, 883. 2 Ibid. 3 Ardila 2014, 89. 4 Moloeznik 2012, 197. 5 Ardila 2014, 89. 6 Ibid. 7 Nolte 2010, 889. 1
Nolte 2010, 883. 2 Ibid. 3 Ardila 2014, 89. 4 Moloeznik 2012, 197. 5 Ardila 2014, 89. 6 Ibid. 7 Nolte 2010, 889. 149 Ибероамериканские тетради № 4 1
Ardila 2012, 297.
2 González 2019, 307.
3 Ibid., 338
4 Ardila 2012, 297. No. 4 Vol. IX 2021: 146-159 Vol. IX 2021: 146-159 drásticamente y, la combinación de las políticas regionales de Brasil y Venezuela significaría
el fin de la influencia histórica de Washington sobre Latinoamérica y el Caribe. drásticamente y, la combinación de las políticas regionales de Brasil y Venezuela significaría
el fin de la influencia histórica de Washington sobre Latinoamérica y el Caribe. En ese entonces, Brasil era una potencia económica, y bajo la presidencia de Lula da
Silva, lideraba la integración regional. Gracias a Brasil fueron creados dos bloques: la Unión
de Naciones Sudamericanas (UNASUR) y la Comunidad de Estados Latinoamericanos y
del Caribe (CELAC)1 Es más, Brasil era parte de un grupo de países que pretendía reformar
el Consejo de Seguridad de las Naciones Unidas para expandir sus miembros permanentes
y tener un representante por región. Brasil era el favorito para representar a Latinoamérica
y el Caribe. Hay tres razones principales por las que Brasil era visto como actor
global de Latinoamérica: “1) por su política exterior de largo plazo y el altamente
profesionalizado servicio exterior que actúa con independencia del Ejecutivo; 2) por sus
relaciones comerciales divididas en partes iguales entre Europa, EE. UU., América Latina y Asia,
y 3) por su larga presencia y activa participación en foros y negociaciones internacionales.”2 Sin embargo, el análisis citado en el párrafo anterior fue escrito en el 2013, antes
de la crisis política del 2015 que terminó con la vacancia de la entonces presidente Dilma
Rousseff, y una nueva crisis financiera brasilera que ha sido exacerbada por la pandemia. También hay que agregar la presidencia de Jair Bolsonaro (electo el 2018) ha cambiado
la orientación y objetivos de la política exterior del país, ya que Brasilia se enfoca más en
Estados Unidos y Europa, y menos en sus vecinos geográficos, con excepción de Venezuela.3
Brasil ha sido elegido para representar a Latinoamérica y el Caribe como miembro no
permanente del Consejo de la ONU para el periodo 2022–2023, y la economía brasilera
sigue siendo fuerte, particularmente si es comparada con varios países vecinos. Similarmente, hace una década, Venezuela, con el ex-presidente Hugo Chávez aún
en control del país, se había vuelto una potencia regional gracias al alto precio del petróleo,
que permitió a Caracas financiar varios ambiciosos proyectos, como la compra de armamento
y la creación de Petrocaribe. 1
Jorge Marirrodriga, “Brasil impulsa un organismo común de defensa suramericano,” El País, May
23, 2008, https://elpais.com/internacional/2008/05/24/actualidad/1211580001_850215.html.
También ver: Martín Granovsky, “La Celac en diez claves,” Foro de Sao Paulo, December 3, 2011,
https://forodesaopaulo.org/la-celac-en-diez-claves/.
2
Casado et al. 2013 25. 4 Estefania Pozzo, “Opinión: Crisis económica en Argentina: el problema no es solo la inflación,
también los salarios,” Washington Post, August 9, 2021, https://www.washingtonpost.com/es/
post-opinion/2021/08/09/crisis-economica-argentina-sueldos-inflacion-dolar-fernandez-
macri/. 3 Sánchez 2020. ¿Hay potencias en América Latina en la actualidad? En el 2011, la respuesta a esta pregunta hubiera sido relativamente fácil de responder. En ese entonces, se especulaba que la geopolítica de las Américas iba a cambiar 1
Ardila 2012, 297. 2 González 2019, 307. 3 Ibid., 338
4 Ardila 2012, 297. 1
Ardila 2012, 297. 2 González 2019, 307. 3 Ibid., 338
4 Ardila 2012, 297. 150 Cuadernos Iberoamericanos No. 4 p
p
2 Casado et al. 2013, 25. No. 4 Con Chávez como líder, Venezuela creó la Alternativa Bolivariana
para las Américas (ALBA), con varios países regionales como miembros. La situación es diferente hoy en día, Venezuela atraviesa por una crisis socioeconómica
muy fuerte, que ha resultado en una crisis migratoria, algunos gobiernos han limitado sus
relaciones con el gobierno de Nicolás Maduro. Aunque el gobierno de Maduro se mantiene
en el poder, y tiene aliados regionales como Bolivia, Cuba y Nicaragua, y algunos países
caribeños, su peso internacional es actualmente diferente al de hace algunos años. Entre tanto Argentina sigue siendo vista como un líder en MERCOSUR, pero
la pandemia del COVID-19 y la actual presidencia del presidente Alberto Fernández
comenzaron casi paralelamente, esta realidad afecta un análisis sobre la política exterior
Argentina durante la era Fernández.4 Cabe recalcar que en los dos últimos años se han presentado sucesivas protestas
en la región, que han estremecido a los gobiernos regionales. Tres ejemplos ocurrieron en
2019: Chile, que antes era visto como una isla de estabilidad, sufrió de violentas protestas 151 Ибероамериканские тетради Том IX 2021: 146-159 № 4 que forzaron al gobierno a convocar a un referéndum para re-escribir la constitución.1
Igualmente, violentas protestas en Ecuador obligaron al entonces-presidente Lenin Moreno
a escapar de Quito y temporalmente reubicarse en Guayaquil.2 Mientras tanto, en Bolivia
las protestas luego de las elecciones presidenciales del 2019 terminaron en la renuncia
del entonces Presidente Evo Morales.3 que forzaron al gobierno a convocar a un referéndum para re-escribir la constitución.1
Igualmente, violentas protestas en Ecuador obligaron al entonces-presidente Lenin Moreno
a escapar de Quito y temporalmente reubicarse en Guayaquil.2 Mientras tanto, en Bolivia
las protestas luego de las elecciones presidenciales del 2019 terminaron en la renuncia
del entonces Presidente Evo Morales.3 Existen otros candidatos, como Colombia y México para Latinoamérica, y
Jamaica en el Caribe. Aunque estos países tienen una buena imagen regional, a pesar
de sus problemas, el autor de este análisis argumentaría que no han aparecido nuevos
gobernantes que tengan la intención de incrementar el peso de sus países a nivel regional. No. 4 La pandemia del COVID-19 y sus consecuencias socio-económicas son argumentos
válidos para explicar por qué no hay un país líder en Latinoamérica hoy en día; por otro lado
es precisamente en medio de una crisis cuando los gobernantes, no solo presidentes sino
también ministros, jefes de institutos de salud y hasta jefes militares, con visiones amplias
deben aparecer para guiar no solo al país sino también a la región a través de estos tiempos
turbulentos, promoviendo la cooperación y políticas de salud unificadas y efectivas. En
otras palabras, hasta ahora, la pandemia ha sido una oportunidad no aprovechada para
promover la cooperación latinoamericana y ver si algún individuo, o gobierno, puede alzarse
para convertirse en un líder regional durante esta tormenta. 1
“Protestas en Chile: la histórica marcha de más de un millón de personas que tomó las calles
de Santiago,” BBC News Mundo, October 26, 2019, https://www.bbc.com/mundo/noticias-
america-latina-50190029.
2 “Crisis en Ecuador: continúan las protestas mientras el gobierno y el movimiento indígena se
preparan para dialogar este domingo,” BBC News Mundo, October 11, 2019,
https://www.bbc.com/mundo/noticias-america-latina-50009459.
3 Ciara Nugent, “Bolivian President Evo Morales Has Resigned After Nearly 14 Years in Power.
Here’s What to Know,” Time, November 11, 2019, https://time.com/5723753/bolivia-evo-morales-
resigns/.
4 Jacqueline Fowks, “La economía en Perú cayó un 11% en 2020, el mayor retroceso en 30 años,”
El País, February 15, 2021, https://elpais.com/economia/2021-02-16/la-economia-en-peru-
cayo-un-11-en-2020-el-mayor-retroceso-en-30-anos.htm.
5 “Migración venezolana genera impacto fiscal de US$ 35 millones en Perú,” Gestión, July 27, 2021,
https://gestion.pe/peru/migracion-venezolana-genera-impacto-fiscal-de-us-35-millones-
en-peru-noticia/.
6 “La economía peruana registrará uno de los mayores crecimientos a nivel mundial entre el 2021
y 2022 y fortalecerá sus cuentas fiscales,” Ministerio de Economía y Finanzas (Perú), August 27,
2021, https://www.mef.gob.pe/index.php/?option=com_content&view=article&id=7134&Itemid=1
01108&lang=es. g
4 Jacqueline Fowks, “La economía en Perú cayó un 11% en 2020, el mayor retroceso en 30 años,”
El País, February 15, 2021, https://elpais.com/economia/2021-02-16/la-economia-en-peru-
cayo-un-11-en-2020-el-mayor-retroceso-en-30-anos.htm. p
6 “La economía peruana registrará uno de los mayores crecimientos a nivel mundial entre el 2021
y 2022 y fortalecerá sus cuentas fiscales,” Ministerio de Economía y Finanzas (Perú), August 27,
2021, https://www.mef.gob.pe/index.php/?option=com_content&view=article&id=7134&Itemid=1
01108&lang=es. 1
“Protestas en Chile: la histórica marcha de más de un millón de personas que tomó las calles
de Santiago,” BBC News Mundo, October 26, 2019, https://www.bbc.com/mundo/noticias-
america-latina-50190029. y
y
5 “Migración venezolana genera impacto fiscal de US$ 35 millones en Perú,” Gestión, July 27, 2021,
https://gestion.pe/peru/migracion-venezolana-genera-impacto-fiscal-de-us-35-millones-
en-peru-noticia/. p
3 Ciara Nugent, “Bolivian President Evo Morales Has Resigned After Nearly 14 Years in Power.
Here’s What to Know,” Time, November 11, 2019, https://time.com/5723753/bolivia-evo-morales-
resigns/. 1
1
Alberto Vergara, “El fujimorismo ha sido un mal innecesario para Perú,” The New York Times,
October 22, 2018, https://www.nytimes.com/es/2018/10/22/espanol/opinion/opinion-
fujimorismo-innecesario-peru.html. También ver: “¿Realmente es Keiko Fujimori la mujer más
poderosa de Perú?” France 24, September 12, 2019, https://www.france24.com/es/20190912-
keiko-fujimori-mujer-poderosa-peru.
2 “Así fue el camino de Pedro Pablo Kuczynski hasta la renuncia: los escándalos que
lo sacudieron,” CNN Español, March 21, 2018, https://cnnespanol.cnn.com/2018/03/21/
kuczynski-renuncia-escandalos-odebrecht-vacancia-indulto/.
3 “Peruvian Congress votes to impeach President Martín Vizcarra,” BBC News, November 10, 2020,
https://www.bbc.com/news/world-latin-america-54872826.
4 Stefano Pozzebon et al., “Peru’s interim president resigns after just five days,” CNN, November 15,
2020, https://www.cnn.com/2020/11/15/americas/peru-interim-president-resigns-intl/index.html.
5 Dan Collyns, “Peru’s congress elects Francisco Sagasti as new interim president,” The Guardian,
November 16, 2020, https://www.theguardian.com/world/2020/nov/16/perus-congress-elects-
francisco-sagasti-as-new-interim-president.
6 Stefanie Eschenbacher, and Marco Aquino, “Peru leftist Castillo claims election win as Fujimori
fights result,” Reuters, June 16, 2021, https://www.reuters.com/world/americas/perus-castillo-
leads-election-with-501-votes-after-all-ballots-tallied-2021-06-15/. No. 4 Vol. IX 2021: 146-159 Vol. IX 2021: 146-159 Para el año 2022, la economía mantendrá su dinamismo y se proyecta que crecería
4,8%, impulsada por el incremento del gasto privado, el avance de las exportaciones
(ante la mayor producción de Mina Justa y el inicio gradual de Quellaveco) y la mejora
de la demanda externa, en un entorno de mayor control de la pandemia y vacunación
masiva de la población. Por otro lado, Perú aún tiene un fuerte sector económico informal. A su vez, el país
depende de su industria minera, agricultora y ganadera para mantener a la economía
creciendo y aún más, el país andino no es productor y exportador de productos
manufacturados a gran escala. A nivel político la inestabilidad sigue siendo un problema. Esto es una pena ya
que se esperaba que luego de la dictadura de Alberto Fujimori (1990–2000), habría más
estabilidad y buena gobernanza. En los últimos años la corrupción y los intereses de partidos
políticos como Fuerza Popular liderado por Keiko Fujimori, política e hija del ex-dictador
Fujimori, han impedido que los presidentes puedan gobernar.1 Por ejemplo, el presidente
Pedro Pablo Kuczynski no pudo cumplir su mandato presidencial, gobernando solamente
de 2016 a 2018. El jefe de estado sobrevivió dos procesos de vacancia, organizados
por congresistas aliados de Fujimori, sin embargo tuvo que renunciar por acusaciones
de sobornos y corrupción.2 Él fue reemplazado por su vicepresidente, el moqueguano
Martin Vizcarra, quien tampoco pudo terminar el mandato, gobernando del 23 de marzo
de 2018 al 9 de Noviembre del 2020.3 Debido a dos mociones de censura llevadas
a cabo por los congresistas fujimoristas, Vizcarra renunció al cargo, siendo reemplazado
por Manuel Merino, quien solamente gobernó por menos de una semana, del 10 al 15
de noviembre del 2020. Cuadernos Iberoamericanos Cuadernos Iberoamericanos Bicentenario del Perú La República del Perú recibió el bicentenario con celebraciones patrióticas,
optimismo, problemas y desafíos. La famosa frase del país sudamericano “el Perú es más
grande que sus problemas” es muy apropiada hoy en día. Ciertamente la pandemia del COVID-19, sigue siendo un grave problema. A pesar
de tener uno de los programas de cuarentena más fuertes de la región, más de 200 mil
peruanos han fallecido hasta la fecha. Además, se necesitará de más tiempo para que
el programa nacional de vacunación cubra toda la población con las dos dosis, o hasta
una tercera dosis. Es importante mencionar que la economía ha sido afectada por dos crisis, que
ocurrieron muy cercanas una a la otra.4 La otra crisis comenzó antes de la pandemia: debido
a la situación en Venezuela, más de un millón de refugiados venezolanos salieron de su patria
en busca de una mejor vida y ahora viven en Perú.5 A pesar de todo, en temas económicos
el Ministerio de Economía y Finanzas ha reportado que para el 2021 “se elevó la proyección
de crecimiento del PBI a 10,5%, como resultado de la fuerte recuperación de la actividad
económica impulsada tanto por factores externos como internos.”6 Asimismo, 152 1
Álvaro Cordero, “Canciller de Perú, Héctor Béjar, renuncia a menos de un mes en el cargo,”
France24, August 18, 2021, https://www.france24.com/es/am%C3%A9rica-latina/20210818-
peru-renuncia-canciller-bejar-marina.
2 “Maritime Dispute (Peru v. Chile),” International Court of Justice, accessed September 20, 2021,
https://www.icj-cij.org/en/case/137.
3 Perú no tiene reelección presidencial directa, se tiene que esperar por lo menos un periodo
presidencial.
4 “Declaración del Grupo de Lima,” Comunicado de Prensa, Ministerio de Relaciones Exteriores
(Perú), September 15, 2018, https://www.gob.pe/institucion/rree/noticias/19021-declaracion-
del-grupo-de-lima. No. 4 En temas de política exterior, ya ha ocurrido la primera baja, ya que el Ministro
de Relaciones Exteriores Héctor Béjar renunció después de 19 días como Canciller (29 de julio
al 17 de agosto del 2021), debido a controversiales comentarios que hizo, antes de asumir
el cargo, sobre el rol de la Marina de Guerra durante el conflicto interno peruano.1 Su sucesor
fue Óscar José Maúrtua de Romaña, quien asumió el cargo el 20 de Agosto 2021; Maúrtua es
diplomático de carrera, fue Embajador de Perú en Canadá, Bolivia, Tailandia, Laos y Ecuador
entre otros, además de ex Canciller de la República (2005–2006). En temas de seguridad y defensa, la situación no ha variado en años recientes. Perú
mantiene buenas relaciones con sus cinco países vecinos (Bolivia, Brasil, Chile, Colombia y
Ecuador) a pesar de que con Santiago existe el legado de la Guerra del Pacifico del Siglo XIX. En 2014, la Corte Internacional de Justicia emitió un veredicto que puso final a una disputa
del límite marítimo entre los dos países.2 En cuestión de seguridad interna, se producen protestas con regularidad y
la inseguridad ciudadana sigue siendo un problema grave. Además, el grupo Militarizado
Partido Comunista del Perú, MPCP (otrora conocido como Sendero Luminoso), aún existe,
aunque su área de operaciones es muy limitada, es decir comprende ciertas zonas andinas
y amazónicas del país. Este autor argumenta que lo que falta en Perú es un análisis pausado previo a
la toma de decisiones en política interna y externa. La inestabilidad política demuestra
que los planes de un gobierno no duran más que cinco años, equivalentes a un periodo
presidencial.3 La situación es peor aún para los cancilleres y otros ministros, que tienen
una vida muy corta en el cargo, usualmente no más de dos años, y en casos extremos,
solamente unas semanas. En esta realidad, es imposible crear planes a largo plazo, mucho
menos una hoja de ruta para mejorar la imagen del país a nivel internacional. La excepción
a la regla es la economía, ya que los presidentes peruanos del siglo XXI no han afectado
la dependencia económica que el gobierno tiene en la industria minera, ni han modificado
el modelo económico con el fin de conservar la atractiva imagen del Perú para atraer
a inversionistas extranjeros. No. 4 Esto ocurrió debido a masivas protestas populares causadas
por el repudio de la población a la corrupción de las clases gobernantes y la salida
de Vizcarra; Merino renunció en desgracia.4 El congresista Francisco Sagasti fue elegido
por el Congreso para terminar el mandato presidencial de Kuczynski, cuyo periodo fue
de julio 2016 a julio 2021.5 Sagasti gobernó del 17 de noviembre del 2020 hasta el 28 de julio del 2021, cuando
entregó el mando a Pedro Castillo, quien ganó las elecciones del 2021, derrotando a Keiko
Fujimori en segunda vuelta.6 Algunas ideas de Castillo son vistas con preocupación por
las clases altas, mientras que se espera que los partidos aliados a Fujimori continúen con
su bien conocida estrategia de no dejar gobernar al Presidente de la República de turno e
impedir que lleve a cabo a su plan de gobierno, y fomentar el repudio popular para intentar
vacarlo, como ya ocurrió con otros ex-jefes de estado. A la fecha, el presidente Castillo, aunque tiene el apoyo de gran parte de la población
peruana, ha tenido problemas para gobernar, ya que el Congreso es controlado por partidos 153 Ибероамериканские тетради № 4 Том IX 2021: 146-159 Том IX 2021: 146-159 de oposición. En temas de política exterior, ya ha ocurrido la primera baja, ya que el Ministro
de Relaciones Exteriores Héctor Béjar renunció después de 19 días como Canciller (29 de julio
al 17 de agosto del 2021), debido a controversiales comentarios que hizo, antes de asumir
el cargo, sobre el rol de la Marina de Guerra durante el conflicto interno peruano.1 Su sucesor
fue Óscar José Maúrtua de Romaña, quien asumió el cargo el 20 de Agosto 2021; Maúrtua es
diplomático de carrera, fue Embajador de Perú en Canadá, Bolivia, Tailandia, Laos y Ecuador
entre otros, además de ex Canciller de la República (2005–2006). de oposición. No. 4 Sin embargo, la protección del modelo económico no es
suficiente para crear una visión internacional o planes de desarrollo a largo plazo. 1
“Jefe de Estado presidió ceremonia de Afirmado del Pabellón Nacional del Buque
Multipropósito BAP Pisco,” Marina de Guerra del Perú, June 6, 2018, https://www.marina.mil.pe/
es/noticia/jefe-de-estado-presidio-ceremonia-de-afirmado-del-pabellon-nacional-del-
buque-multiproposito-bap-pisco/; “Peru signs deal for 20 KAI KT-1 basic trainers,” Flight Global,
November 8, 2012, https://www.flightglobal.com/peru-signs-deal-for-20-kai-kt-1-basic-
trainers/107766.article; “China donará materiales militares a Perú valorizados en US$ 7 millones,”
Gestión (Perú), June 8, 2019, https://gestion.pe/peru/politica/china-donara-materiales-
militares-peru-valorizados-us-7-millones-nndc-269584-noticia/.
2 La Carta Democrática Interamericana fue adoptada por aclamación en una Asamblea
General extraordinaria de la OEA celebrada en Lima el 11 de septiembre de 2001. Pax Inca 1.0 El Ensayo suscrito por el autor en 2013 para el Centro Argentino de Estudios
Internacionales (CAEI), abordó sugerencias sobre como Perú podía mejorar su desempeño
internacional de cara al bicentenario del 2021. Estas recomendaciones incluyeron: – La organización de conferencias sobre el desminado humanitario, una misión
en la que las fuerzas peruanas están muy envueltas; adicionalmente el
fortalecimiento de las operaciones de paz de la Organización de las Naciones
Unidas. En este contexto Perú también promovió la creación del Grupo de Lima;4 – Destacar el rol de la nación en los bloques multinacionales: Perú es miembro
de entidades como la Organización de Estados Americanos, la Comunidad 154 Cuadernos Iberoamericanos No. 4 Vol. IX 2021: 146-159 de Estados Latinoamericanos y Caribeños, la Comunidad Andina, la Alianza
del Pacífico, y el Grupo de Lima, entre otros. de Estados Latinoamericanos y Caribeños, la Comunidad Andina, la Alianza
del Pacífico, y el Grupo de Lima, entre otros. – Reestructuración y fortalecimiento del contingente militar: El astillero estatal SIMA
está construyendo buques de transporte y buques patrulla para la Marina
de Guerra del Perú (MGP).1 – Difusión de la riqueza cultural y recursos minerales. p
2 La Carta Democrática Interamericana fue adoptada por aclamación en una Asam
General extraordinaria de la OEA celebrada en Lima el 11 de septiembre de 2001. Pax Inca v2.0: Perú rumbo al tricentenario Esta versión ofrece una proyección de largo alcance sobre análisis previo,
cuyo fondo pueda ser consolidado y cuya forma pueda ser modificada dependiendo
de las nuevas realidades del país, región y mundo. Tomando en consideración los escritos
académicos revisados en la tercera sección, estas propuestas incluyen: académicos revisados en la tercera sección, estas propuestas incluyen: – Crear el Plan de Desarrollo de la República hacia el 2121: “Plan Inca 2121,” con
objetivos de corto, mediano y largo plazo: el propósito es garantizar la estabilidad
y permanencia ante las eventualidades políticas de los gobernantes de turno. Para
un enfoque pragmático se han determinado cuatro etapas generales: Estudios,
análisis y elaboración; difusión, ejecución y evaluación del Plan de desarrollo;
posicionamiento regional y, finalmente, consolidación de logros y liderazgo regional. – Promover centros de formación diplomática y experticia internacional para que
los ciudadanos peruanos accedan e integren Organizaciones Internacionales
como la Organización de Estados Americanos, Naciones Unidas, Corte
Internacional de Justicia, el Tribunal Penal Internacional, o el Banco Mundial. – Liderar la labor de la Comunidad Andina de Naciones para lograr roles regionales. La sede oficial debe ser aprovechada de mejor manera. – Fomentar a Lima como la sede de los tratados multinacionales tal como se lo ha
realizado en anteriores ocasiones (Carta Democrática Interamericana, Creación
del Grupo de Lima)2 Existen localidades amazónicas cuyas características
intrínsecas pueden favorecer la firma de tratados internacionales en defensa de
la flora y fauna silvestre. – La exportación de gas o minerales en la actualidad pueden ser complementadas
con otros productos como: los arándanos, el cacao, quinua, papas y
plátanos entre otros, así como con líneas de productos exóticos o productos
manufacturados; – Modernizar e incrementar la infraestructura pública. Un buen ejemplo son
los sistemas portuarios. Debido a la ubicación geográfica del Perú, el país
puede ser un punto clave del tráfico marítimo por el Océano Pacifico en 155 Ибероамериканские тетради Том IX 2021: 146-159 Том IX 2021: 146-159 № 4 dirección al Canal de Panamá. El puerto del Callao y los terminales portuarios
de Salaverry, Chancay y San Martín deben recibir mayor inversión para este fin.1 dirección al Canal de Panamá. Pax Inca v2.0: Perú rumbo al tricentenario El puerto del Callao y los terminales portuarios
de Salaverry, Chancay y San Martín deben recibir mayor inversión para este fin.1 – Tener un rol más grande en operaciones de paz de la ONU: Esto no solo significa
contribuir con personal de tropas sino también con personal que esté preparado
para comandar y liderar las misiones de paz. Por ejemplo el ejército brasilero
comandó las misiones de paz en Haití (MINUSTAH) y ahora en la República
Democrática del Congo (MONUSCO).2 El Centro de Entrenamiento y Capacitación
Para Operaciones de Paz (CECOPAZ) de Perú puede especializarse en
el entrenamiento diferentes zonas geográficas y traer personal militar de países
vecinos para entrenarlos, o enviar instructores al exterior; – Poseer una Base permanente en la Antártida. Esto ayudaría a que Perú sea
considerado como un miembro más activo de la comunidad internacional en
la Antártida. Además desde esta Base, los científicos y académicos peruanos
podrían impulsar estudios científicos.3 – Crear el centro del estudio de la quinua, similar al Centro Internacional de la Papa
(International Potato Center, ubicado en Lima), con la finalidad de potenciar
el consumo de este importante grano. De igual manera, se deben promover
los centros de idiomas indígenas como el quechua y el aimara. Ya existen varios
centros de estudio de estas lenguas en Perú, sin embargo, se deben crear nuevas
alianzas entre éstos y entidades educativas internacionales. Cast o 0 0, 5
2 El Teniente General Marcos De Sá Affonso Da Costa, de Brasil, fue nombrado como
el comandante de MONUSCO en Abril del 2021. Da Costa es el sucesor del Teniente
General Ricardo Augusto Ferreira Costa Neves, también de Brasil, que comando a la fuerza
hasta el 31 de Marzo del 2021. “Lieutenant General Marcos De Sá Affonso Da Costa of Brazil -
Force Commander for the United Nations Organization Stabilization Mission in the Democratic
Republic of the Congo (MONUSCO),” United Nations – Secretary General, April 8, 2021.
3 Sánchez and Tielemans, 2015.
4
Chile Colombia México y Perú 1
Castillo 2020, 15. Conclusión Este análisis, una continuación de un ensayo escrito por el autor en el 2013, propone
estrategias para que la República del Perú se convierta en una potencia regional media en
Latinoamérica. Para que un país sea considerado como una potencia regional, hay muchos
elementos a considerar. El poder económico, militar, cultural, el “soft power,” y la influencia
que tiene un gobierno sobre otros. Para el autor de este análisis, todo comienza con la ambición de, no
solo del gobierno en turno, sino también de otras autoridades locales, jefes militares, grupos
empresariales y la población en general, que aspiran a lograr que su país sea reconocido
como una potencia y a que se tracen los lineamientos y objetivos para tal fin. El Imperio de los Incas dominó gran parte de Sudamérica; sus construcciones y otros
logros son estudiados y alabados hoy en día. Por otro lado, tras dos siglos de independencia,
el Perú aún tiene pendiente posicionarse a nivel internacional. Los problemas políticos
internos, las débiles relaciones diplomáticas, entre otros son algunos de los impedimentos
para que el país andino gane el título de potencia regional latinoamericana. Sin embargo,
este autor argumenta que el mayor impedimento es la falta de planificación estratégica
de largo alcance. Para crear una Pax Inca en Latinoamérica, Perú tiene las herramientas
necesarias, pero aún queda irresuelta la articulación estatal. No. 4 Vol. IX 2021: 146-159 Vol. IX 2021: 146-159 Para ello Perú goza de buenas relaciones con Brasil y Colombia, desde 1974, las tres
armadas realizan ejercicios y operaciones conjuntas, la iniciativa se llama BRACOLPER, en
la triple frontera amazónica.1 De igual manera, el gobierno peruano debe buscar a otros
países en Sudamérica, y también en Centroamérica y el Caribe con los que puede crear
alianzas estratégicas, aparte de sus países vecinos. Otros analistas han discutido la importancia del “poder blando” o “soft power,”
es decir las acciones no-militares que un gobierno puede llevar a cabo para incidir en
las acciones o decisiones de otros actores. Perú en ese sentido tiene mucho que ofrecer:
la creación de un centro internacional de la quinua, y un centro internacional de lenguas
como el quechua y el aimara son buenas iniciativas. Estos centros pueden firmar acuerdos
académicos y de investigación con universidades y centros de estudio de la región, por
ejemplo, en Bolivia, un país con el que Perú tiene relaciones históricas muy cercanas. Este
tipo de proyectos educacionales y científicos incrementarían las relaciones con otros países. 1
Julieta Pelcastre, “Brazil, Colombia, Peru Sail Together in Bracolper 2021,” Diálogo, August 17,
2021, https://dialogo-americas.com/articles/brazil-colombia-peru-sail-together-in-
bracolper-2021/#.YT-ni3spBH4. Discusión La segunda sección de este análisis enumeró los aspectos que son discutidos por
académicos y analistas para determinar cómo se cataloga a un país. Por ende, la calificación
de potencia regional secundaria para Perú es apropiada. El desempeño peruano en sus
relaciones regionales tuvo su mejor momento en la conformación del Grupo de Lima, ya que
el Perú demostró su liderazgo para, temporalmente, unir a la región de cara a la situación en
Venezuela, sin embargo, esta iniciativa parece ya estar disolviéndose. A la vez, a pesar de tener
una economía en crecimiento, especialmente antes de la pandemia, Lima no ha tomado un rol
de líder de la Alianza del Pacífico, un bloque de cuatro países con economías similares.4 De cara al futuro, hay que recordar que, a pesar de sus problemas, el país Andino
tiene varios elementos que lo pueden ayudar a tener un rol más influyente y significativo en
la política regional. Sin embargo, es menester un accionar articulado y de amplio espectro. Es decir, no es un plan que únicamente esté anclado a un periodo presidencial, sino a un
objetivo centenario. Más aún, el interés de obtener esta distinción no lo debe tener solamente
el presidente y sus ministros, ésta es una tarea conjunta entre el estado, la sociedad civil y los
sectores productivos privados en áreas de impulsar la marca “Made in Perú”. Otro punto crucial es el reconocimiento regional como en su momento lo tuvo Brasil,
para ello es necesario impulsar una agenda en conjunto cuyas iniciativas sean de interés
para otros estados. 156 Cuadernos Iberoamericanos Ardila Ardila, Martha. “Características de inserción internacional de potencias regionales latinoamericanas.
A propósito de Colombia y Venezuela.” Oasis 19 (2014): 87–101. → Referencias / References Sánchez, Wilder Alejandro. “La política exterior de Brasil y la eterna búsqueda de la integración
latinoamericana.” Cuadernos Iberoamericanos 8, no. 3 (2020): 10–23. Sánchez, Wilder Alejandro. “La política exterior de Brasil y la eterna búsqueda de la integración
latinoamericana.” Cuadernos Iberoamericanos 8, no. 3 (2020): 10–23. Исследовательская статья Принята к публикации: 24.12.2021 Для цитирования: Sánchez, Wilder Alejandro. “Una hoja de ruta para transformar a Perú en una potencia
de Latinoamérica” [A roadmap to make Peru regional power in Latin America]. Cuadernos Iberoamericanos 9,
no. 4 (2021): 146-159. https://doi.org/10.46272/2409-3416-2021-9-4-146-159. [In Spanish] → Referencias / References 157
Ardila Ardila, Martha. “Características de inserción internacional de potencias regionales latinoamericanas. A propósito de Colombia y Venezuela.” Oasis 19 (2014): 87–101. Ardila Ardila, Martha. “Potencia regional secundaria en definición: Colombia entre Sur y Centroamérica.”
Papel Político 17, no. 1 (2012): 293–319. González Bergez, Tomás. “La política exterior argentina hacia América Latina: ¿una potencia
regional emergente?” Pensamiento Propio, no. 49–50 (2019): 303–350. Moloeznik, Marcos Pablo. “Potencias medias y potencias regionales en el sistema político
internacional de Guerra Fría y Posguerra Fría (Propuesta de dos modelos teóricos).” Espiral, Estudios sobre
Estado y Sociedad, vol. XIX, no. 55 (2012): 193–200. Nolte, Detlef. “How to compare regional powers: analytical concepts and research topics.” Review of
International Studies 36 (2010): 881–901. 1
Julieta Pelcastre, “Brazil, Colombia, Peru Sail Together in Bracolper 2021,” Diálogo, August 17,
2021, https://dialogo-americas.com/articles/brazil-colombia-peru-sail-together-in-
bracolper-2021/#.YT-ni3spBH4. Ardila Ardila, Martha. “Características de inserción internacional de potencias regionales latinoamericanas. A propósito de Colombia y Venezuela.” Oasis 19 (2014): 87–101. Ardila Ardila, Martha. “Potencia regional secundaria en definición: Colombia entre Sur y Centroamérica.”
Papel Político 17, no. 1 (2012): 293–319. Ardila Ardila, Martha. “Potencia regional secundaria en definición: Colombia entre Sur y Centroamérica.”
Papel Político 17, no. 1 (2012): 293–319. González Bergez, Tomás. “La política exterior argentina hacia América Latina: ¿una potencia
regional emergente?” Pensamiento Propio, no. 49–50 (2019): 303–350. González Bergez, Tomás. “La política exterior argentina hacia América Latina: ¿una potencia
regional emergente?” Pensamiento Propio, no. 49–50 (2019): 303–350. Moloeznik, Marcos Pablo. “Potencias medias y potencias regionales en el sistema político
internacional de Guerra Fría y Posguerra Fría (Propuesta de dos modelos teóricos).” Espiral, Estudios sobre
Estado y Sociedad, vol. XIX, no. 55 (2012): 193–200. Moloeznik, Marcos Pablo. “Potencias medias y potencias regionales en el sistema político
internacional de Guerra Fría y Posguerra Fría (Propuesta de dos modelos teóricos).” Espiral, Estudios sobr
Estado y Sociedad, vol. XIX, no. 55 (2012): 193–200. Nolte, Detlef. “How to compare regional powers: analytical concepts and research topics.” Review of
International Studies 36 (2010): 881–901. Nolte, Detlef. “How to compare regional powers: analytical concepts and research topics.” Review of
International Studies 36 (2010): 881–901. 157 № 4 Том IX 2021: 146-159 Ибероамериканские тетради Sánchez, Wilder Alejandro, and Tielemans, Otto Raul. “Reinvigorating Peru’s role in Antarctic geopolitics.” The
Polar Journal, Opinion 5, no. 1 (2015): 101–112. Sánchez, Wilder Alejandro, and Tielemans, Otto Raul. “Reinvigorating Peru’s role in Antarctic geopolitics.” The
Polar Journal, Opinion 5, no. 1 (2015): 101–112. © У. Алехандро Санчес, 2021 E-mail: wilder.a.sanchez@gmail.com Уайлдер Алехандро Санчес, аналитик по вопросам обороны и
геополитики Для корреспонденции: DC 20016, США, Вашингтон, округ Колумбия, п/я
9747 Статья поступила в редакцию: 17.11.2021 Доработана после рецензирования: 08.12.2021 Доработана после рецензирования: 08.12.2021 Принята к публикации: 24.12.2021 Cuadernos Iberoamericanos Cuadernos Iberoamericanos Cuadernos Iberoamericanos No. 4 No. 4 региональных лидеров и с такими проблемами, как пандемия и си-
туация в Венесуэле, есть место для появления новой региональной
державы. Перу могло бы занять это место при наличии амбиций и
долгосрочного стратегического видения для достижения этой цели. → Аннотация 28 июля 2021 года Республика Перу отметила свое двухсотлетие по-
литической нестабильностью, экономическими проблемами, нар-
ко-террористическим движением, наплывом около миллиона ве-
несуэльских беженцев и пандемией COVID-19. Хотя андская нация
обладает многими возможностями, способными улучшить междуна-
родный имидж страны, геополитический вес Перу ограничен. В ста-
тье рассматриваются основные факторы, которые учитываются
при классификации страны как региональной державы. Кроме того,
предлагается дорожная карта, которую Перу может использовать
для улучшения своего международного имиджа к трехсотлетию. Среди рекомендаций можно отметить обеспечение ведущей роли
перуанских вооруженных сил в миротворческих миссиях Органи-
зации Объединенных Наций (ООН); Андское сообщество наций под
руководством Перу для обеспечения его наибольшей значимости, а
также предложения в духе «мягкой силы». Также необходимо, чтобы в
Перу не только исполнительная власть, но и различные стратегиче-
ские секторы стремились превратить страну в региональную дер-
жаву. В 2021 году в раздробленной Латинской Америке, без четких 158 Vol. IX 2021: 146-159 Vol. IX 2021: 146-159 → Ключевые слова Перу, внешняя политика, развитие, стратегия, Латинская Америка,
дипломатия, влияние, империя инков Конфликт интересов: Автор заявляет об отсутствии потенциально-
го конфликта интересов. 159
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Cistatina C sérica: uma alternativa prática para avaliação de função renal?
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3 Setor de Glomerulopa
tias, Disciplina de Nefro
logia, Departamento de
Medicina, UNIFESP. 2 Laboratório de Imu
nopatologia Renal e
Glomerulopatias, Setor
de Glomerulopatias, Uni
versidade Federal de São
Paulo (UNIFESP). Resumo Data de submissão: 02/12/2010
Data de aprovação: 14/02/2011 Correspondência para:
Gianna Mastroianni
Kirsztajn
Disciplina de Nefrologia da
UNIFESP
Rua Botucatu, 740, Vila
Clementino
São Paulo – SP – Brasil
CEP: 04023-900
E-mail: gianna@nefro. epm.br Resumo A taxa de filtração glomerular é o principal
indicador de função renal em indivíduos
saudáveis e doentes. Apesar de todo o de
senvolvimento da medicina em nossos dias,
ainda há dificuldade para definir-se essa taxa
com precisão na prática diária. Marcadores
precoces de lesão renal são importantes, por
que a taxa de filtração glomerular se reduz
antes do aparecimento dos sintomas ou si
nais de insuficiência renal. A cistatina C tem
sido apontada como uma alternativa, mas
ainda não foi testada em muitas condições. Vantagens e desvantagens desse marcador
foram aqui discutidas. Embora a determina
ção sérica da cistatina C comece a ser usada
na prática clínica em todo o mundo, ainda
não foram completamente esclarecidas suas
limitações ou as situações em que está de fa
to indicada sua aplicação; por outro lado,
a creatinina sérica (e sua depuração) é um
marcador laboratorial facilmente acessível,
de baixo custo, cujas limitações são bem co
nhecidas, que pode ser usado de forma roti
neira para avaliação de função renal. Glomerular filtration rate is the main
marker of renal function in healthy in
dividuals and patients. Despite incon
testable advances in medicine, it is still
difficult to define precisely this test in
clinical practice. Early markers of renal
lesion are important, because glomerular
filtration rate usually decreases before
the first chronic renal failure symptoms
or signs appear. Cystatin C has been
pointed as an alternative, but it was not
tested in many diseases. Advantages and
disadvantages of this marker are dis
cussed. Although serum cystatin C de
termination is increasingly being used
in clinical practice worldwide, its limi
tations as well as the conditions its use
is in fact indicated are not adequately
established; on the other hand serum
creatinine (and creatinine clearance) is
an easily available and low cost labo
ratory marker with well-known limita
tions that can be used routinely in the
assessment of renal function. Ivana Cláudia Gabriel1
Sonia Kiyomi Nishida2
Gianna Mastroianni
Kirsztajn3 1Hospital do Servidor
Público Estadual (HSPE). 2 Laboratório de Imu
nopatologia Renal e
Glomerulopatias, Setor
de Glomerulopatias, Uni
versidade Federal de São
Paulo (UNIFESP). Palavras-chave: cistatina c, creatinina, taxa
de filtração glomerular, insuficiência renal
crônica. Keywords: cystatin c, creatinine, glom
erular filtration rate, Chronic renal
failure. Artigo de Atualização | Update Article Artigo de Atualização | Update Article Data de submissão: 02/12/2010
Data de aprovação: 14/02/2011 Os autores declaram a
inexistência de conflitos de
interesse. O referido estudo foi
realizado no Setor de
Glomerulopatias do
Departamento de Medicina
(Nefrologia) da Unifesp. Como determinar a TFG Até o momento, apenas substâncias exógenas têm si
do consideradas como marcadores ideais para a de
terminação da TFG, entre elas destacam-se a inulina,
o ácido etilenodiaminotetracético (EDTA), o ácido
etilenodiaminopentacético (DTPA), o iotalamato e,
recentemente, o iohexol. Entretanto, o uso de tais
substâncias é limitado a alguns protocolos ou situa
ções em que a informação precisa sobre a função re
nal é mandatória, uma vez que as técnicas são caras,
requerem tempo prolongado para sua realização e
não são práticas para uso rotineiro.2-5 Com o intuito de superar essas limitações, muitas
fórmulas têm sido desenvolvidas para estimar a depu
ração de creatinina, utilizando a concentração sérica
de creatinina e dados antropométricos.11,12 Em 1973,
Cockcroft e Gault publicaram uma fórmula que leva
va em consideração a idade e o peso, mas não a raça. Tal equação foi desenvolvida primariamente em indi
víduos do sexo masculino e a extensão de sua aplica
bilidade para o sexo feminino foi feita por meio de um
ajuste arbitrário de 85%.12 Os resultados não foram
corrigidos para a área de superfície corpórea e foram
expressos em mL/min. A fórmula de Cockcroft-Gault
foi rapidamente difundida e aceita, em virtude da fa
cilidade de seu cálculo e aplicabilidade clínica;7,12 en
tretanto, sabe-se que tal fórmula superestima a TFG
em virtude da secreção tubular de creatinina, particu
larmente na presença de proteinúria.7,12 Marcadores endógenos são de determinação
menos complexa e oferecem resultados mais rápi
dos. Atualmente, a creatinina sérica é o marcador en
dógeno mais comumente utilizado na prática clínica,
seja por meio de sua determinação sérica isolada ou
em conjunto com a coleta de urina de 24 horas para
a determinação da depuração de creatinina. A con
centração da creatinina plasmática, um derivado da
creatina muscular, com massa molecular de 113 Da,1
está inversamente relacionada à TFG. Entretanto,
muitos fatores limitam sua acurácia, uma vez que a
concentração sérica da mesma é reflexo de sua pro
dução, é proporcional à massa muscular e é influen
ciada pela idade e sexo.1-4 Isso favorece uma consi
derável variação intra e interindividual, justificando
o nível plasmático mais elevado em adultos que em
crianças e em homens que em mulheres, bem como
um aumento significante com o crescimento linear
em crianças.6,7 Ao contrário, indivíduos que perdem
massa muscular evoluem com redução na produ
ção de creatinina e, consequentemente, em seu nível
plasmático. Introdução tais órgãos, resultando em complicações
como hipertensão arterial, desnutrição,
anemia, osteodistrofia, neuropatia e uma
qualidade de vida insatisfatória.1-3 A avaliação precisa do nível de função re
nal é a chave para o diagnóstico, a moni
torização e o manejo das doenças renais,
bem como para o cálculo adequado de
doses das drogas que são excretadas pelos
rins. É fato bem estabelecido que a função
renal declina de maneira progressiva na
maioria das enfermidades que acometem O referido estudo foi
realizado no Setor de
Glomerulopatias do
Departamento de Medicina
(Nefrologia) da Unifesp. A taxa de filtração glomerular (TFG),
definida como clearance de uma subs
tância presente no plasma, metabolizada
exclusivamente pelos rins e filtrada livre
mente pelos glomérulos,4 é o principal 261 Cistatina C sérica na avaliação de função renal A estimativa da TFG em indivíduos idosos é extre
mamente difícil. É fato bem estabelecido que a função
renal declina com o aumento da idade. Alguns estudos
mostraram que o número de glomérulos se reduz de
aproximadamente 1 milhão por rim para 600.000 ou
menos em torno da 8a década, resultando em uma di
minuição na área de filtração e na permeabilidade da
membrana basal glomerular, que, por sua vez, não é
refletida pelo aumento da creatinina, em virtude da
redução da massa muscular que ocorre em idosos.8-10. indicador de função renal. Sabe-se também que a
TFG se reduz antes do aparecimento dos sintomas de
insuficiência renal. A substância ideal a ser utilizada para sua deter
minação deve apresentar as seguintes características:
ritmo de produção estável, manutenção constante
do seu nível circulante que não deve ser influenciado
por outras doenças, livre filtração pelos glomérulos e
ausência de interferência tubular, como secreção ou
reabsorção.2,4,5 Outro fator que interfere na utilização da crea
tinina como marcador ideal da TFG é o fato de ser
secretada pelos túbulos renais, superestimando, dessa
forma, a TFG.4,5 Em condições normais, a depuração
tubular de creatinina corresponde a aproximadamen
te 10 a 20% da depuração renal dessa substância.2
Como o percentual de creatinina depurada do plas
ma por secreção depende de seu nível plasmático e da
massa de tecido tubular funcionante, em algumas si
tuações a depuração tubular da creatinina pode atin
gir 50 a 70% da depuração renal. Cistatina C A cistatina C é uma proteína catiônica não glicosilada,
cujo ponto isoelétrico é 9,3.15 Sua massa molecular é de
13.359 Da, sendo um constituinte da superfamília das
cistatinas, que, por sua vez, é composta por 12 proteí
nas (Tabela 1).15,16 É um potente inibidor de proteases
cisteínicas (como as catepsinas humanas B, H e L),17
composta de 120 aminoácidos dispostos em uma cadeia
polipeptídica simples, cuja sequência foi determinada
em 1981.6,7,15,17 É sintetizada como uma pré-proteína.17
Estudos subsequentes demonstraram que a cistatina C
é produzida num ritmo constante por todas as células
nucleadas e está presente nos líquidos biológicos.1-6,18 Na população pediátrica, tem-se demonstrado
vantagem da cistatina C sobre a creatinina sérica,
particularmente na detecção de mudanças pequenas
e precoces na TFG, uma vez que, nessa população, a
massa muscular reduzida, principalmente em crianças
com idade inferior a 4 anos, resulta em um valor mui
to baixo de creatinina sérica.32 A concentração sérica
de cistatina C está elevada no primeiro dia de vida,
evoluindo com uma rápida redução nas semanas se
guintes. Por outro lado, a concentração de creatinina
sérica aumenta com a idade, até o início da adoles
cência, em virtude do ganho de massa muscular que
ocorre com o crescimento.26 Ela é livremente filtrada pelos glomérulos (em
virtude de seu baixo peso molecular em combinação
com uma carga elétrica positiva)4,5,19 e, segundo es
tudos iniciais, sua concentração sérica independe da
idade, sexo, dieta, massa muscular e peso corporal.5,16-
20 Dessa forma, não foi relatada diferença relevante
entre os valores de referência para o sexo feminino e
o masculino. Em crianças saudáveis, a concentração
de cistatina C se estabiliza no segundo ano de vida e o
valor de referência é idêntico ao dos adultos.7,15 Mais recentemente, Bokenkamp et al.33 relataram
que a cistatina C sérica é maior em crianças submeti
das a transplante renal que em crianças portadoras de
outras doenças renais, embora a TFG seja semelhante. Em função desse achado, levantou-se a hipótese de que
a imunossupressão seria o principal fator com poten
cial de influenciar tais resultados, uma vez que todos os
pacientes receberam prednisona e ciclosporina A. A cistatina C é quase completamente catabolizada
no túbulo proximal, assim como outras proteínas de
baixo peso molecular. Como determinar a TFG Associado a isso, alguns fatores externos
interferem em sua determinação analítica, entre os
quais citam-se outras substâncias endógenas (glico
se, bilirrubinas, ácido úrico, triglicerídeos, cetonas e
proteínas plasmáticas) e alguns medicamentos (ce
falosporinas, sulfas e cimetidina), que inibem sua
secreção tubular, elevando o nível sérico sem afetar
a TFG.1,2,6 Em 1999, uma equação matemática mais com
plexa foi publicada, baseada na análise dos dados
obtidos por meio do estudo Modification of Diet in
Renal Disease (MDRD).7,12-14 A estimativa da TFG
baseada no MDRD levava em consideração dados de
idade, sexo, etnia, creatinina sérica, nitrogênio urei
co e albumina sérica. Um ano mais tarde, uma ver
são simplificada da equação do MDRD original foi
apresentada, utilizando apenas dados de idade, sexo,
etnia e creatinina sérica.7,12,14 Essa equação foi inclu
ída como marcador da TFG nas Practice Guidelines
for Chronic Kidney Disease, publicadas em 2002 pe
lo Kidney Disease Outcomes Quality Initiative of the
National Kidney Foundation (K/DOQI).7 J Bras Nefrol 2011;33(2):261-267 262 Cistatina C sérica na avaliação de função renal Nos últimos anos, diversas proteínas plasmáticas
de baixo peso molecular vêm sendo estudadas com o
intuito de se identificar um melhor marcador de TFG. Em 1985, demonstrou-se que a cistatina C é ao me
nos equivalente à creatinina sérica, como marcador
de função renal.5 O gene que codifica a cistatina C foi sequenciado e
localiza-se no cromossomo 20.21,24 A estrutura do ge
ne parece ser do tipo housekeeping, que é compatível
com um ritmo de produção estável pela maioria das
células nucleadas.7,15,22,24,25 Os aspectos aqui expostos introduziram a ideia de
que os níveis séricos de cistatina C seriam indicado
res melhores da TFG que a creatinina, fato esse que
vem sendo confirmado por uma série de estudos.3,5,8-
10,15,18,26-29 Por outro lado, alguns poucos estudos não
evidenciaram diferença significante entre as determi
nações sanguíneas de cistatina C e de creatinina para
esse fim.5,30,31 Cistatina C Porém, ao contrário dessas (co
mo a ß2-microglobulina que tem 11,8 kDa),21 seu nível
sérico parece não ser afetado por outras condições ex
trarrenais, como inflamação e neoplasias.3,7,15,22 Por ser
reabsorvida e metabolizada a nível tubular, 22,23 a cistati
na C não retorna à circulação em sua forma intacta e sua
concentração urinária é praticamente indetectável.3,24 Bjarnadóttir et al.,34 procurando desvendar a even
tual contribuição de uma dessas medicações sobre os
níveis de cistatina C, realizaram um estudo in vitro
no qual células HeLa foram expostas a diferentes con
centrações de dexametasona. Foi, então, observado
um aumento dose-dependente na produção de cistati
na C por células expostas ao corticoide. Família 1
Família 2
Família 3
Cistatinas
intracelulares
Cistatinas
extracelulares
Cistatinas
intravasculares e/ou
transcelulares
Cistatina A
Cistatinas C,
D, E, F, G
LMW-cininogênio
Cistatina B
Cistatina S
HMW-cininogênio
Cistatina SA
Cistatina SN
Tabela 1
Superfamília das cistatinas humanas Tabela 1
Superfamília das cistatinas humanas Em 2001, Risch et al.35 publicaram estudo pros
pectivo realizado com o intuito de esclarecer a influ
ência da imunossupressão com glicocorticoide sobre
a concentração sérica da cistatina C em pacientes
submetidos a transplante renal. Nesse trabalho, 20
pacientes recebendo baixa dose de corticoide foram
comparados a 20 pacientes em uso de ciclosporina
isolada e 20 pacientes tratados com ciclosporina em
associação com azatioprina. Além disso, 13 pacientes
receberam um curso rápido de altas doses de metil
prednisolona. Esse estudo demonstrou que pacientes J Bras Nefrol 2011;33(2):261-267 263 Cistatina C sérica na avaliação de função renal recebendo corticoide apresentavam níveis séricos de
cistatina C superiores aos dos grupos que não re
ceberam tal imunossupressor. Além disso, os níveis
de cistatina C foram significativamente maiores no
grupo que recebeu altas doses de metilprednisolona
quando comparado aos do grupo que recebeu baixa
dose de prednisona. Esse achado demonstra uma re
lação dose-dependente, embora tal aumento tenha
sido transitório, uma vez que, em média, 8 dias após
a suspensão da metilprednisolona, a concentração
sérica de cistatina C havia retornado ao nível basal. na avaliação da função renal. Cistatina C Em estudo recente, en
volvendo um grande número de pacientes com doença
renal crônica moderada a severa, a cistatina C sérica,
diferentemente da creatinina sérica, não foi afetada pe
lo conteúdo proteico da dieta independente de mudan
ças na TFG, indicando que a cistatina pode fornecer
estimativas mais precisas da TFG que a creatinina em
pacientes com ingestão reduzida de proteínas.43 Há in
dícios de que os níveis de cistatina C não são afetados
pela desnutrição, enquanto os de creatinina caem, fa
zendo com que a TFG seja superestimada.44 Cistatina C parece ser também uma alternativa na
avaliação da função renal em indivíduos com grande
massa muscular, quando se suspeita de déficit de função
renal discreto.45 Nesse último estudo, foi possível obser
var que peso corporal e massa magra não se correlacio
naram com os níveis séricos de cistatina. Também em
indivíduos obesos, existem dificuldades para avaliar a
função renal e a falta de consenso entre os estudos. Na
avaliação de obesos, constatou-se que a adiposidade está
associada aos níveis séricos de cistatina. Contrariando
as expectativas de que seria um marcador adequado,
contatou-se que, nesse grupo, fórmulas baseadas na cis
tatina C superestimam a TFG nos níveis de índice de
massa corporal (IMC) mais elevados.46 Alguns outros trabalhos evidenciaram elevação no
nível sérico de cistatina C relacionada a altas doses de
corticoide, em pacientes portadores de asma brônqui
ca, hemorragia subaracnoidea e oftalmopatia severa
secundária à Doença de Graves.36-39 Entretanto, os
mecanismos envolvidos nessas mudanças ainda não
estão bem esclarecidos. Por outro lado, em 2002, foram publicados dados
de um estudo realizado com crianças portadoras de
síndrome nefrótica idiopática, córtico-sensível, trata
das de acordo com o protocolo do German Working
Group for Pediatric Nephrology, segundo os quais a
concentração sérica de cistatina C não foi afetada pe
la administração de altas doses de corticoide.40 É fato conhecido que a função tireoideana pode
interferir no nível sérico de creatinina. Foi demons
trado que os pacientes com hipotireoidismo apresen
tavam níveis de creatinina mais elevados, enquanto
pacientes com hipertireoidismo apresentavam níveis
menores. Após o tratamento e consequente estado de
eutireoidismo, os níveis se reduziram e se elevaram,
respectivamente. Diante disso, estudos foram rea
lizados com o intuito de se identificar uma possível
interferência dos hormônios tireoideanos sobre os ní
veis de cistatina C. J Bras Nefrol 2011;33(2):261-267 Cistatina C Observou-se que, ao contrário do
que ocorre com a creatinina, a concentração sérica de
cistatina C é menor no estado de hipotireoidismo e
maior no hipertireoidismo, quando comparada àque
la observada no estado de eutireoidismo. Vale salientar que, também no caso da cistatina C,
como vem acontecendo com a creatinina sérica, fo
ram desenvolvidas fórmulas nos últimos anos com o
objetivo de melhor avaliar a função renal, estimando
a TFG,20,22,27,47-51 como listado Tabela 2. Tabela 2
Equações para a estimativa da
taxa de filtração glomerular com
base na cistatina C sérica (mg/L)
isoladamente ou em combinação com
a creatinina sérica (mg/dL)
Autores
Fórmulas propostas
Hoek et al.20
TFG = -4,32 + 80,35 x 1/ cistatina
Tan et al.22
TFG = 87,1 / cistatina - 6,87
Rule et al.27
TFG = 66,8 x cistatina -1,30
Grubb et al.47
TFG = 99,19 x cistatina -1,713 x 0,823
(se sexo feminino)
Grubb et al.48
TFG = 87,62 x cistatina-1,693 x 0,94
(se sexo feminino)
MacIsaac et al.49
TFG = 86,7 / cistatina - 4,2
Larsson et al.50
TFG = 77,239 x cistatina -1,2623
Stevens et al.51
TFG = 177,6 x creatinina-0,65x
cistatina-0,57x idade-0,20x 0,82 (se
sexo feminino) x 1,11 (se raça
negra) Tabela 2
Equações para a estimativa da
taxa de filtração glomerular com
base na cistatina C sérica (mg/L)
isoladamente ou em combinação com
a creatinina sérica (mg/dL) Possíveis explicações para esses achados baseiam-
se nos efeitos dos hormônios tireoideanos sobre a he
modinâmica renal, a homeostase renal de sal e água
e o transporte tubular ativo de sódio, potássio e íons
hidrogênio. No que se refere à creatinina, é possível
que sua secreção tubular esteja reduzida no hipoti
reoidismo e aumentada no estado oposto. Referências 1. Stevens LA, Coresh J, Greene T, Levey AS. Assessing
kidney function – measured and estimated glomerular
filtration rate. N Engl J Med 2006; 354:2473-83. 1. Stevens LA, Coresh J, Greene T, Levey AS. Assessing
kidney function – measured and estimated glomerular
filtration rate. N Engl J Med 2006; 354:2473-83. Os idosos representam hoje uma grande preocu
pação no que se refere à determinação da TFG. Em
revisão sistemática recente da literatura,59 concluiu-se
que não existe ainda um método preciso para avaliar
a função renal nesse grupo de indivíduos, mas a cis
tatina C, assim como as fórmulas de Cockcroft-Gault
e MDRD são parâmetros úteis – embora as evidên
cias favoráveis a um ou outro marcador ainda sejam
insuficientes. 2. Hojs R, Bevc S, Ekart R, Gorenjak M, Puklavec L. Serum
cystatin C as an endogenous marker of renal function in
patients with mild to moderate impairment of kidney
function. Nephrol Dial Transplant 2006; 21:1855-62. 2. Hojs R, Bevc S, Ekart R, Gorenjak M, Puklavec L. Serum
cystatin C as an endogenous marker of renal function in
patients with mild to moderate impairment of kidney
function. Nephrol Dial Transplant 2006; 21:1855-62. 3. Martinez IKH, Simón DJ. Utilidad clínica de la cistatina
C como marcador de función renal. An Med Asoc Med
Hosp ABC 2003; 48:216-22. 3. Martinez IKH, Simón DJ. Utilidad clínica de la cistatina
C como marcador de función renal. An Med Asoc Med
Hosp ABC 2003; 48:216-22. p
4. Deinum J, Derk FHM. Cystatin for estimation of
glomerular filtration rate? Lancet 2000; 6:1624-5. 4. Deinum J, Derk FHM. Cystatin for estimation of
glomerular filtration rate? Lancet 2000; 6:1624-5. 5. Dharnidharka VR, Kwon C, Stevens G. Serum cystatin
C is superior to serum creatinine as a marker of kidney
function: A meta-analysis. Am J Kidney Dis 2002;
40:221-6. Por fim, uma condição em que a utilização da cis
tatina C parece particularmente promissora é a lesão
renal aguda, na qual tem-se revelado um biomarcador
preciso para detecção precoce e, em populações sele
cionadas, mostrou-se superior à creatinina em alguns
estudos; de qualquer forma, os resultados ainda são
inconsistentes. Os investigadores questionam ainda se
ela é custo-efetiva em relação à creatinina e se os dois
testes teriam papéis complementares.60 6. Bökenkamp A, Domanetzki M, Zinck R, Schumann
G, Byrd D, Brodenl J. Cystatin C – A new marker of
glomerular filtration rate in children independent of age
and height. Cistatina C Já no que
tange à cistatina C, como o estado tireoideano in
fluencia o metabolismo geral, ele pode influenciar a
sua produção.41,42 Outro aspecto que exige atenção é a interferência
da ingestão de proteínas e mesmo do estado nutricional J Bras Nefrol 2011;33(2):261-267 264 Cistatina C sérica na avaliação de função renal Algumas dessas fórmulas que envolvem a cistati
na C apresentaram, segundo os investigadores que as
utilizaram, melhor desempenho que equações que uti
lizam a creatinina20,47,48 ou foram similares.27,49 Para
alguns, a combinação das dosagens séricas de crea
tinina e cistatina C em fórmulas foi a melhor opção,
particularmente quando foram levados em conta da
dos demográficos.51-54 Porém, não há consenso ainda
quanto à superioridade das fórmulas que envolvem a
cistatina, nem mesmo a combinação dos dois marca
dores, considerando-se que, possivelmente, elas não
são adequadas para uso em diferentes populações,
como testado por Urbaniak et al.55 de referência variam conforme o kit e cada laborató
rio deve fazer a verificação dos valores de referência. No Brasil, esse exame não está disponível na maioria
dos serviços e seu custo ainda é elevado; em alguns
laboratórios de qualidade reconhecida no país que
realizam tal exame, o custo é de aproximadamente
oito vezes o da creatinina. Considerações finais A determinação sérica da cistatina C começa a ser usa
da na prática clínica em todo o mundo, mas ainda não
foram completamente esclarecidas suas limitações ou
as situações em que está de fato indicada sua aplica
ção. Aqui procuramos mostrar as vantagens e desvan
tagens já conhecidas desse teste laboratorial, que tem
sido visto como promissor na avaliação da TFG. Deve-se ter em mente, entretanto, que foram rea
lizados ou estão em andamento numerosos estudos,
para se definir melhor o papel da cistatina C. Um
desses demonstrou, recentemente, que ela identifi
cou com maior precisão que a creatinina sérica quais
indivíduos evoluiriam com complicações cardiovas
culares numa grande população com doença renal
crônica, divisando-se assim que a cistatina C pode
ser um importante marcador de risco nesse grupo de
indivíduos.56,57 Eriksen et al. argumentam com base
nos resultados que encontraram, avaliando um grupo
de indivíduos bastante representativo, que estimativas
da TFG baseadas na cistatina C não são superiores às
da creatinina quando se fala da população geral, e
que o melhor desempenho anteriormente descrito na
identificação de risco cardiovascular pode dever-se a
outros fatores que não a TFG em si.58 Vale salientar que sua determinação ainda é de al
to custo em nosso meio, o que se constitui em mais
um motivo para estar atento à sua real contribuição
no acompanhamento de diferentes doenças/distúrbios
renais. Enquanto tais aspectos não estiverem bem
estabelecidos, aconselhamos não desprezar outros
testes, como a dosagem sérica de creatinina, cujas li
mitações são bem conhecidas e podem, ao menos em
parte, ser contornadas. Referências Clin
Chem 2002; 48:2297-8. 15. Filler G, Bökenkamp A, Hofmann W, Le Bricon T,
Martínez-Brú C, Grugg A. Cystatin C as a marker of
GFR—history, indications, and future research. Clin
Biochem 2005; 38:1-8. 31. Daniel JP, Chantrel F, Offner M, Moulin B, Hannedouche
T. Comparison of cystatin C, creatinine and creatinine
clearance vs. GFR for detection of renal failure in renal
transplant patients. Ren Fail 2004; 26:253-7. 32. Laterza OF, Price CP, Scott MG. Cystatin C. An
improved estimator of glomerular filtration rate? Clin
Chem 2002; 48:699-707. 16. Shimizu-Tokiwa A, Kobata M, Io H, Kobayashi N,
Shou I, Funabiki K, et al. Serum cystatin C is a more
sensitive marker of glomerular function than serum
creatinine. Nephron 2002; 92:224-6. 33. Bokenkamp A, Domanetzki M, Zinck R, Schumann
G, Byrd D, Brodehl J. Cystatin C serum concentrations
underestimate glomerular filtration rate in renal
transplant recipients. Clin Chem 1999; 45:18668. 7. Abrahamson M, Mason RW, Hansson H, Buttle DJ,
Grubb A, Ohlsson K. Human cystatin C – Role of the
N-terminal segment in the inhibition of human cysteine
proteinases and in its inactivation by leucocyte elastase. Biochem J 1991; 273:621-6. 34. Bjarnadóttir M, Grubb A, Ólafsson I. Promoter-
mediated, dexamethasone-induced increase in cystatin
C production by HeLa cells. Scand J Clin Lab Invest
1995; 55:617-23. 18. Jung K, Jung M. Cystatin C. A promising marker of
glomerular filtration rate to replace creatinine. Nephron
1995; 70:370-1. 35. Risch L, Herklotz R, Blumberg A, Huber A. Effects of
glucocorticoid immunosupression on serum cystatin C
concentrations in renal transplant patients. Clin Chem
2001; 47:2055-9. 19. Curhan G. Cystatin C. A marker of renal function or
something more? Clin Chem 2005; 51:294. 20. Hoek FJ, Kempermen FAW, Krediet RT. A comparison
between cystatic C, plasma creatinine and the Cockcroft
and Gault for the estimation of glomerular filtration
rate. Nephrol Dial Transplant 2003; 18:2024-31. 36. Risch L, Huber AR. Glucocorticoids and increased
serum cystatin C concentrations. Clin Chim Acta 2002;
320:113-34. 37. Risch L, Saely C, Reist U, Reist K, Hefti M, Huber
A. Course of glomerular filtration rate markers in
patients receiving high-dose glucocorticoids following
subarachnoidal hemorrhage. Clin Chim Acta 2005;
360:205-7. 21. Bökenkamp A, Grabensee A, Stoffel-Wagner B, Hasan
C, Henne T, Offner G, et al. The ß2-microblobulin/
cystatin C ratio – a potential marker of post-transplant
lymphoproliferative disease. Clin Nephrol 2001;
58:417-22. 38. Referências Pediatrics 1998; 101(5):875-81. 7. Rosenthal SH, Bökenkamp A, Hofmann W. How to
estimate GFR-serum creatinine, serum cystatin C or
equations? Clin Biochem 2007; 4:153-61. 8. Finney H, Bates CJ, Price CP. Plasma cystatin C
determinations in a healthy elderly population. Arch
Gerontol Geriatr 1999; 29:75-94. Do ponto de vista prático, vale lembrar que a de
terminação da cistatina C, como marcador direto de
função renal, pode ser feita em soro ou plasma, nas
mesmas condições de coleta da creatinina. Os valores 9. Ognibene A, Mannucci E, Caldini A, Terreni A, Brogi
M, Bardini G, et al. Cystatin C reference values and
aging. Clin Biochem 2006; 39:658-61. J Bras Nefrol 2011;33(2):261-267 265 Cistatina C sérica na avaliação de função renal concentration in children. Pediatr Nephrol 1998;
12:125-9. 10. Burkhardt H, Bojarsky G, Gladisch R. Diagnostic
efficiency of cystatin C and creatinine as markers of
reduced glomerular filtration rate in the elderly. Clin
Chem Lab Med 2002; 40:1135-8. 27. Rule AD, Bergstralh EJ, Slezak JM, Bergert J, Larson
TS. Glomerular filtration rate estimated by cystatin C
among different clinical presentations. Kidney Int 2006;
69:399-405. 11. Sjöström P, Tidman M, Jones I. Determination of the
production rate and non-renal clearance of cystatin C
and estimation of the glomerular filtration rate from
the serum concentration of cystatin C in humans. Scand
F Clin Lab Invest 2005; 65:111-24. 28. Filler G, Priem F, Lepage N, Sinha P, Vollmer I, Clark
H, et al. ß-trace protein, cystatin C, ß2-microglobulin,
and creatinine compared for detecting impaired
glomerular filtration rates in children. Clin Chem
2002; 48:729-36. 12. Poggio ED, Hall PM. Estimation of glomerular
filtration rate by creatinine – based formulas: any room
for improvement? Nephrol Self-Assessment Program
2006; 5:131-40. 29. Nitta K, Hayashi T, Uchida K, Honda K, Tsukada
M, Sekine S, et al. Serum cystatin C concentration as
a marker of glomerular filtration rate in patients with
various renal diseases. Intern Med 2002; 41:931-5. 13. Seronie-Vivien S, Toullec S, Malard L, Thomas F,
Chatelut E. Contribution of the MDRD equation and
of cystatin C for renal function estimates in cancer
patients. Med Oncol 2006; 23:63-73. 30. Willems HL, Hilbrands LB, Van De Calseyde JF,
Monnens LA, Swink DW. Is serum cystatin C the
marker of choice to predict glomerular filtration
rate in paediatric patients? Ann Clin Biochem 2003;
40(Pt 1):60-4. 14. Lupovitch A. More accurate alternatives to serum
creatinine for evaluating glomerular filtration rate. Referências Manetti L, Genovesi M, Grasso L, Lupi I, Morselli
LL, Martino E. Early effects of methylprednisolone
infusion on serum cystatin C in patients with severe
Graves’ophthalmopathy. Clin
Chim
Acta
2005;
356:227-8. 22. Tan GD, LEWIS AV, James TJ, Altmann P, Taylor
RP, Levy JC. Clinical usefulness of cystatin C for
the estimation of glomerular filtration rate in type 1
diabetes: reproducibility and accuracy compared with
standard measures and iohexol clearance. Diabetes
Care 2002; 25:2004-9. 39. Cimerman N, Brguljan PM, Krasovel M, Suskovic S,
Kos J. Serum cystatin C, a potent inhibitor of cysteine
proteinases, is elevated in asthmatic patients. Clin Chim
Acta 2000; 300:83-95. 23. Seco ML, Rus A, Sierra M, Caballero M, Borque L. Determination of serum cystatin C in patients with
essential hypertension. Nephron 1999; 81:446-7. yp
p
;
24. Uchida K, Gotoh A. Measurement of cystatin C and
creatinine in urine. Clin Chim Acta 2002; 323:121-8. 40. Bokenkamp A, van Wijk JAE, Lentze MJ, Stoffel-
Wagner B. Effect of corticosteroid therapy on serum
cystatin C and ß2-microglobulin concentrations. Clin
Chem 2002; 48:1123-6. 25. Demirtas S, Akan O, Can M, Elmali E, Akan H. Cystatin
C can be affected by nonrenal factors: A preliminary
study on leukemia. Clin Biochem 2006; 39:115-8. 41. Hollander JG, Wulkan RW, Mantel MJ, Berghout A. Is cystatin C a marker of glomerular filtration rate in
thyroid dysfunction? Clin Chem 2003; 49:1558-9. 26. Bökenkamp A, Domanetzki M, Zinck R, Schumann
G, Brodehl J. Reference values for cystatin C serum J Bras Nefrol 2011;33(2):261-267 266 Cistatina C sérica na avaliação de função renal 42. Manetti L, Pardini E, Genovesi M, Campomori A,
Grasso L, Morselli LL, et al. Thyroid function differently
affects serum cystatin C and creatinine concentrations. J Endocrinol Invest 2005; 28:346-9. 51. Stevens LA, Coresh J, Schmid CH, Feldman HI, Froissart
M, Kusek J, et al. Estimating GFR using serum cystatin
C alone and in combination with serum creatinine: a
pooled analysis of 3,418 individuals with CKD. Am J
Kidney Dis 2008; 51:395-406. 43. Tangri N, Stevens LA, Schmid CH, Zhang YL, Beck
GJ, Greene T, Coresh J, Levey AS. Changes in dietary
protein intake has no effect on serum cystatin C levels
independent of the glomerular filtration rate. Kidney
Int 2011; 79:471-7. 52. Rigalleau V, Beauvieux MC, Lasseur C, Chauveau P,
Raffaitin C, Perlemoine C, et al. Referências The combination of
cystatin C and serum creatinine improves the monitoring
of kidney function in patients with diabetes and chronic
kidney disease. Clin Chem 2007; 53:1988-9. 44. Hari P, Bagga A, Mahajan P, Lakshmy R. Effect of
malnutrition on serum creatinine and cystatin C levels. Pediatr Nephrol 2007; 22:1757-61. 53. Ma YC, Zuo L, Chen JH, Luo Q, Yu XQ, Li Y, et
al. Improved GFR estimation by combined creatinine
and cystatin C measurements. Kidney Int 2007;
72:1535-42. p
45. Baxmann AC, Ahmed MS, Marques NC, Menon VB,
Pereira AB, Kirsztajn GM, et al. Influence of muscle
mass and physical activity on serum and urinary
creatinine and serum cystatin C. Clin J Am Soc Nephrol
2008; 3:348-54. 54. Tidman M, Sjostrom P, Jones I. A comparison of GFR
estimating formulae based upon s-cystatin C and
s-creatinine and a combination of the two. Nephrol
Dial Transplant 2008; 23:154-60. 46. Vupputuri S, Fox CS, Coresh J, Woodward M, Muntner
P. Differential estimation of CKD using creatinine-
versus cystatin C-based estimating equations by
category of body mass index. Am J Kidney Dis 2009;
53:993-1001 55. Urbaniak J, Weyde W, Smolska D, Zagocka E, Klak R,
Kusztal M, et al. S-cystatin C formulae or combination
of scystatin C and s-creatinine formulae do not improve
prediction of GFR. Nephrol Dial Transplant 2008;
23:2425-6. 47. Grubb A, Bjork J, Lindstrom V, Sterner G, Bondesson
P, Nyman U. A cystatin C-based formula without
anthropometric
variables
estimates
glomerular
filtration rate better than creatinine clearance using
the Cockcroft-Gault formula. Scand J Clin Lab Invest
2005; 65:153-62. 56. Peralta CA, Katz R, Sarnak MJ, Ix J, Fried LF, De Boer
I, Palmas W, et al. Cystatin C identifies chronic kidney
disease patients at higher risk for complications. J Am
Soc Nephrol 2011; 22:147-55. 57. Wu CK, Lin JW, Caffrey JL, Chang MH, Hwang JJ, Lin
YS. Cystatin C and long-term mortality among subjects
with normal creatinine-based estimated glomerular
filtration rates: NHANES III (Third National Health
and Nutrition Examination Survey). J Am Coll Cardiol
2010; 56:1930-6. 48. Grubb A, Nyman U, Bjork J, Lindstrom V, Rippe B,
Sterner G, et al. Simple cystatin C-based prediction
equations for glomerular filtration rate compared with
the modification of diet in renal disease prediction
equation for adults and the Schwartz and the Counahan-
Barratt prediction equations for children. Clin Chem
2005; 51:1420-31. 58. Referências Eriksen BO, Mathisen UD, Melsom T, Ingebretsen OC,
Jenssen TG, Njølstad I, et al. Cystatin C is not a better
estimator of GFR than plasma creatinine in the general
population. Kidney Int 2010; 78:1305-11. 49. MacIsaac RJ, Tsalamandris C, Thomas MC, Premaratne
E, Panagiotopoulos S, Smith TJ, et al. Estimating
glomerular filtration rate in diabetes: a comparison of
cystatin-C- and creatinine-based methods. Diabetologia
2006; 49:1686-9. 59. Van Pottelbergh G, Van Heden L, Matheï C, Degryse J. Methods to evaluate renal function in elderly patients:
a systematic literature review. Age Ageing 2010;
39:542-8. 50. Larsson A, Malm J, Grubb A, Hansson LO. Calculation
of glomerular filtration rate expressed in mL/min from
plasma cystatin C values in mg/L. Scand J Clin Lab
Invest 2004; 64:25-30. 60. Bagshaw SM, Bellomo R. Cystatin C in acute kidney
injury. Curr Opin Crit Care. Epub ahead of print 2010
Aug 21. J Bras Nefrol 2011;33(2):261-267 267
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Nursing students’experience of flipped classroom combined with problem-based learning in a paediatric nursing course: a qualitative study
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Abstract Background Problem-based learning (PBL) is a student-centred approach that triggers learning by presenting
problems cenarios early in the learning process.Flipped classrooms have been used in various disciplines using
various models.Pre-class e- learning in aflipped classrooms can enrich knowledge acquisition in PBL teaching. This
study was conducted to explore nursing students’experience of flipped classroom combined with problem-based
learning in a paediatric nursing course. Method This descriptive qualitative study was conducted between January and June 2022.Semi-structured
interviews were conducted with nursing students who were participated in flipped classrooms combined with
PBL teaching in a paediatric nursing course at Soochow university in China. Nursing students were selected using a
purposive sampling method until no new data were generated (n = 16). Results We identified ten sub-themes and four higher-order themes based on these sub-themes: (1)stimulating
interest in learning and enhancing autonomous learning,(2)improving independent thinking and problem-solving
skills,(3)cultivating team work spirit, and (4) gaining knowledge and improving skills.The findings of our research
contribute to show the effectiveness of the flipped classroom combined with PBL in a paediatric nursing course. Conclusion The flipped classroom combined with PBL in a paediatric nursing course can enhances communication
and cooperation abilities among nursing students, promoting common progress and the comprehensive
development of nursing students. Keywords Nursing students, Flipped classroom, Problem-based learning, Qualitative study †Zhi Hong Ni and Jie Huang contributed equally to this work. BMC Nursing BMC Nursing BMC Nursing Ni et al. BMC Nursing (2024) 23:88
https://doi.org/10.1186/s12912-024-01744-z Open Access Nursing students’experience of flipped
classroom combined with problem-based
learning in a paediatric nursing course:
a qualitative study Zhi Hong Ni1*†, Jie Huang1†, Dao Ping Yang1 and Jing Wang1 Zhi Hong Ni1*†, Jie Huang1†, Dao Ping Yang1 and Jing Wang1 †Zhi Hong Ni and Jie Huang contributed equally to this work. *Correspondence:
Zhi Hong Ni
nizhihong8888@163.com
1Children’s Hospital of Soochow University, No. 92, Zhong nan St,
215025 Suzhou, China *Correspondence:
Zhi Hong Ni
nizhihong8888@163.com
1Children’s Hospital of Soochow University, No. 92, Zhong nan St,
215025 Suzhou, China *Correspondence:
Zhi Hong Ni
nizhihong8888@163.com
1Children’s Hospital of Soochow University, No. 92, Zhong nan St,
215025 Suzhou, China © The Author(s) 2024. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use,
sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and
the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included
in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The
Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available
in this article, unless otherwise stated in a credit line to the data. Introduction Flipped classrooms have been used in various disci
plines using various models. In nursing education, one
of the most important teaching methods with the advan
tage of improving nursing students’ clinical performance
and higher-level thinking abilities, PBLcan be used as an
in-class activity in flipped classrooms. However, to some
extent, Pre-class e- learning in a flipped classrooms can
enrich knowledge acquisition in PBL teaching [16]. Few
studies have investigated the combination of flipped
classrooms and PBL in paediatric nursing education. [17–18]. Introduction
Problem-based learning (PBL) is a student-centred
approach that triggers learning by presenting prob
lems cenarios early in the learning process [1]. Barrows
defined PBL as “learning that results from the process
of working toward the understanding or resolution of a
problem” [2], Four critical conditions for a deep approach
to learning are encompassed within the PBL approach:
a well-structured knowledge base, active learning, col
laborative learner interaction, and a context designed to
promote internal motivation through the provision of
pragmatic goals (Margetson, 1994).Each student group
addresses this problem in the presence of a facilitator [3]. The role of the problems cenario is to encourage stu
dents to activate their prior knowledge and stimulate
their interest in the subject matter [4], thereby engaging
the students in active discussions and creating a posi
tive learning environment [5]. Several factors affect the
quality of PBL scenario and its effectiveness in stimulat
ing discussions. These factors include the reality of the
scenarios, variety of experiences, degree of challenge,
supporting group work, and ability to activate prior
knowledge [6].PBL aims to help students define their new
learning needs. Problem-based learning (PBL) is a student-centred
approach that triggers learning by presenting prob
lems cenarios early in the learning process [1]. Barrows
defined PBL as “learning that results from the process
of working toward the understanding or resolution of a
problem” [2], Four critical conditions for a deep approach
to learning are encompassed within the PBL approach:
a well-structured knowledge base, active learning, col
laborative learner interaction, and a context designed to
promote internal motivation through the provision of
pragmatic goals (Margetson, 1994).Each student group
addresses this problem in the presence of a facilitator [3].h Paediatric Nursing course is one of nursing programs’
most important core courses. The course aims to build
students’ knowledge systems for caring for paediatric
patients and cultivate their professional skills to assess,
analyse, andsolve clinical problems. Introduction Paediatric Nursing
aims to study the laws of children’s growth and develop
ment and improve children’s physical and mental health
and disease care measures. Individual gender and age
differences among the children are significant. There
fore, the knowledge points of paediatric disease nursing
are relatively complex, and nursing students experience
certain learning difficulties.Traditional in-class lectures
are not conducive to the cultivation of students’ thinking
abilities and are unable to promote the connection of the
oretical knowledge and clinical practice skills. In view of
the advantages and benefits of PBL and the flipped class
room, these methods may be suitable for changing the
traditional classroom to meet the needs of the students,
and a combination of these methods may produce better
outcomes in the teaching of Paediatric Nursing.h The role of the problems cenario is to encourage stu
dents to activate their prior knowledge and stimulate
their interest in the subject matter [4], thereby engaging
the students in active discussions and creating a posi
tive learning environment [5]. Several factors affect the
quality of PBL scenario and its effectiveness in stimulat
ing discussions. These factors include the reality of the
scenarios, variety of experiences, degree of challenge,
supporting group work, and ability to activate prior
knowledge [6].PBL aims to help students define their new
learning needs. PBL is widely used in health professionals’ education
[7]. where real-world scenarios provide the stimulus
for a deeper understanding of both the theoretical and
practical concepts in focus. Thus, PBL is a promising
pedagogical model for nursing education [8]. Through
PBL, students practice and develop problem-solving,
self-directed learning, and collaborative skills, which are
important professional skills for registered nurses. Thus,
teamwork and collaborative skills are taught as part of
PBL-based education. The aim of this study was to explore nursing students’
experiences of applyingl flipped classrooms combined with PBL in a paediatric
nursing course.We conducted a flipped classroom com
bined with problem-based learning in a paediatric nurs
ing course, and conducted interviews to understand
students’experiences after taking the course to provide a
reference for further improvement of the paediatric nurs
ing course. PBL has been provento improve nursing students’
application of theory lessons in clinical practice, learn
ing motivation, critical thinking, self-learning capabili
ties, and satisfaction with teaching [9–10]. As a result of
recent developments in the fields of Internet technolo
gies, social networks, and learning management systems,
educators are increasingly using flipped classrooms. Ni et al. BMC Nursing (2024) 23:88 Page 2 of 9 Ni et al. BMC Nursing Introduction The flipped classroom is a blended learning methodol
ogy that combines e-learning and face-to-face classroom
techniques [11]. It is intended to improve the efficacy
of classroom learning by allowing students to control
the timing and pace of their online learning and maxi
mise their opportunities for active learning by engaging
in class discussions and collaborative exercises in the
company of peers and instructors [12]. Previous studies
have demonstrated that, compared to traditional lecture-
based classrooms, flipped classrooms are more effective
in improving academic performance and appraisal of the
course, as well as in developing engagement and higher-
level thinking skills in nursing students [13–15]. Online pre-class teaching session To capture nursing students’ experiences of the pae
diatric flipped classroom combined with PBLcoursesin
real-time,we conducted one-on-one interviews with
nursing students after they completed the paediatric
problem-based learning programme.Only the nurs
ing students and interviewers were present during the
interviews. No other participants were allowed to enter
the interview room.Each interview lasted 30–45 min. Data were collected continuously until no new events
occurred, thereby achieving data saturation [22].Audio
recordings were used to collect data and field notes were
taken after each interview. Each student entered the Paediatric Nursing for autono
mous learning through an online course. Students must
watch videos, complete homework, and take online tests
independently before class. Students can participate in
the platform’s interactive forum,an online communica
tion platform for consultation if they encounter problems
duringonline learning. Data collection
Th The interviews were conducted in a quiet classroom
at Soochow University. The qualitative data collec
tion method included semi-structured, face-to-face
interviews.A senior researcher (NZH) performed the
interviews and trained less-experienced co-workers. NZH is an experienced Ph.D.teacher. Moreover, all
researchers in this study were experienced in performing
qualitative research. Initially, preliminary interviews were
conducted with five students. The data from the prelimi
nary interviews were not included in this study but were
used to modify the interview structure according to the
preliminary outcomes. The final interviews used in this
study included the following items: Teaching Steps [21]:Flipped Classroom includes online
pre-class teaching session and offline in-Class PBL teach
ing sessions. Teachers created teaching videos, determined teach
ing materials, prepared teaching tasks based on course
knowledge points, arranged for the students to com
plete learning tasks with the help of the online learning
platform, and conducted PBL group in-class teaching
in the PBL classroom so that the students can carry out
learning activities such as discussion and sharing in the
classroom. The nursing studentswere asked:(1)What are your
thoughts and reflections after attending the paediatric
flipped classroom combined with the PBL course?(2)
What do you think is the impact on learning after attend
ing the paediatric flipped classroom combined with PBL
course? Methods
Designh The study used a qualitative descriptive design employing
interviews [19]. The interview data were analysed using
qualitative content analysis [20].Qualitative research as
a systematic and subjective approach leads to increased
insight, understanding and awareness of human experi
ences. Therefore, to discover and explain dimensions of
the phenomenon in question and reveala deep under
standing of the social world of the participants, an induc
tive qualitative research approach is most suitable. Ni et al. BMC Nursing (2024) 23:88 Page 3 of 9 Page 3 of 9 Ni et al. BMC Nursing (2024) 23:88 Ni et al. BMC Nursing Offline in-class PBL teaching sessions
(1)Building a PBL case base. Before the class began, teachers carefully selected and
adapted real clinical cases together with medical and
nursing staff, according to the requirements of the teach
ing objectives, to form a PBL teaching case library. (2) Formation of PBL student groups. Setting
Thi This study used a qualitative design to analyse nurs
ing students’experiences of flipped classrooms com
bined with PBL teaching in a paediatric nursing course. All interviews were conducted between September and
December 2022 in a classroom at Soochow university. Purposive sampling was used to enrol nursing students
who attended a flipped classroom combined with PBL in
a paediatric nursing course. Participants and procedure Each group hadeightto ten pupils. Students with different
characteristics were reasonably matched based on gen
der, learning capacity, personality, and other factors. Each group hadeightto ten pupils. Students with different
characteristics were reasonably matched based on gen
der, learning capacity, personality, and other factors. (3) Conducting PBL teaching.Students worked in small
groups, each with an instructor, and were provided with
cases in acts and sections. Students presented the prob
lems to be solved in thecase scenario and discussed them
in small groups to propose ways to solve the problems. (4) Students reported, the teacher summarised, and
students reported the results of the case discussions in
groups. The teacher remarked on and summarised the
reports from each group, briefly summarised the knowl
edge in correlation with the problems encountered by the
students in their autonomous learning, and explained and
answered questions about the students’ error-prone and
confusing areas as well as common difficult problems. As previously mentioned, the purposive sampling
method was used to select participants. All the partici
pants were undergraduate nursing students in their third
year who attended a flipped classroom combined with
PBL in a paediatric nursing course and met the follow
ing inclusion criteria: the participants were (1) under
graduate nursing students enrolled in 2020, (2) who
participated in a flipped classroom combined with a PBL
paediatric nursing course, and (3) who voluntarily par
ticipated in this study. After applying the selection crite
ria, a total of 16 nursing students(12 female students and
10 male students) aged 20−21 years were enrolled in this
study. (3) Conducting PBL teaching.Students worked in small
groups, each with an instructor, and were provided with
cases in acts and sections. Students presented the prob
lems to be solved in thecase scenario and discussed them
in small groups to propose ways to solve the problems. (4) Students reported, the teacher summarised, and
students reported the results of the case discussions in
groups. The teacher remarked on and summarised the
reports from each group, briefly summarised the knowl
edge in correlation with the problems encountered by the
students in their autonomous learning, and explained and
answered questions about the students’ error-prone and
confusing areas as well as common difficult problems. Resultsh Through data analysis, we identified the following four
themes:(1)stimulating interest in learning and enhancin
gautonomous learning; (2)improving independent think
ing and problem-solving skills; (3)cultivatinga teamwork
spirit; and (4) gaining knowledge and improving skills
(Table 1). Each theme is described below with supporting
quotes from the participants. Proactively learning Before class, the nursing students searched for materi
als and discussed them with group members through the
teaching content and cases posted by the teacher, thereby
creating a strong learning atmosphere. ‘Before class, I try my best to understand the learning
content and search for knowledge according to the tasks
assigned by the teacher.Because I need to report on the
class,I hope to vividly explain what I understand and
learn. I will search for extended knowledge online and
practice many times beforeclass.’—Participant 16. ‘Before class, the teacher assigned paediatric cases for
us to think about, to answer the questions, I searched a
lot of literature and actively thought’.—Participant 6. ‘I liked the combination of flipped classroom and PBL
course teaching. In the course, we organised discussions
and speeches; therefore, we must carefully study the rel
evant knowledge before class.—Participant 3.hl Ethical considerationsh This study was performed in compliance with the estab
lished ethical guidelines expressed in the Declaration of
Helsinki.This study was approved by the Ethics Com
mittee of the Children’s Hospital of Soochow University
(approval no. #2021cs196).At the time of the study,the
authors had no student–teacher relationship with
involved participants. Verbal and written informed con
sent was obtained fromall participants before the inter
view took place. All participants were informed of their
right to withdraw from the study at any time, without
giving any reason for withdrawal. All participants were
provideda guarantee of confidentiality by coding the
transcripts and assigning each quotation a code. The combination of the flipped classroom and PBL
course teaching can improve students’interest in learn
ing. During pre-class preparation and learning in the
class, students are able to proactively identify problems
and actively discuss and solve them. ‘I think this teaching method will encourage us to learn
the paediatric course ourselves, actively collect various
knowledge related to the paediatric nursing course, and
make learning more proactive’.—Participant 1. I think the flipped classroom combined with PBL
course teaching is very interesting, which can better
motivate students and exercise our ability to learn inde
pendently.—Participant 8. Data analysis
h
l For the qualitative content analysis [20]the interviews
were first transcribed word-by-word, and then the inter
view notes were compiled. Data analysis was conducted Ni et al. BMC Nursing (2024) 23:88 Page 4 of 9 Page 4 of 9 Ni et al. BMC Nursing Stimulate learning interest and enhance autonomous
learning Stimulate learning interest and enhance autonomous
learning using the NVIVO software (QST International, Cam
bridge, MA, USA).The investigators read the tran
scripts to familiarise themselves with the data. Then
they extracted the most relevant words and phrases to
describe the nursing students’experiences in paediat
ric flipped classrooms combined with PBL course. The
investigators read all transcripts and extracted sentences
that conveyed the most meaningful information regard
ing the nursing students’experiences. This was followed
by the preparation of coding sheets, grouping of the data,
and creation and abstraction of categories. Data categori
sation was performed multiple times by investigators
who worked closely together until the four main catego
ries were identified. As a confirmatory test, the four cate
gories were shown to the caregivers, who agreed that the
results accurately represented their experiences [20]. Improve independent thinking and problem-solving skills
Independently think about problems Improve independent thinking and problem-solving skills
Independently think about problems understand what they do not understand in the course of
classroom discussion. Improve independent thinking and problem-solving skills
Independently think about problems A flipped classroom combined with PBL course teaching
is no longer a teacher’s lecture but student-centred teach
ing, which can enable students to develop the habit of
independent thinking and analysis of problems. ‘In PBL class, everyone can answer questions and solve
problems with each other. If there are any problems, they
can be solved through group discussions. If they cannot
be solved within the group, they can work together with
the teacher or with the entire class to solve them. This is
very good.’—Participant 10. ‘Discovering their strengths and weaknesses while
reported from other groups is also an improvement for
oneself’.—Participant 2. During normal classes, it is necessary to follow teach
ers’ ideas, and areas that are not understood are easily
overlooked. ‘We will preview before class based on the learning
materialsreleased by the teacher, and check the materials
for any questions we cannot understand’.—Participant 5. ‘Because PBL discussions require everyone in the
group to raise questions, it is necessary to read thepae
diatric nursing textbooks and identify the areas of your
doubts’.—Participant 13. ‘In group discussions and speeches, everyone has their
own opinions, which has helped me develop the habit of
diligent thinking’.—Participant 11. ‘Combining the case study and analysis provided by the
teacher expanded our thinking’.—Participant 7. ‘I can learn from this classroom feedback what I need
to strengthen and do. I won’t feel defeated; just treat it as
a constructive thing.—Participant 16. Students believe that it is very important to be able to
think about problems actively rather than passively lis
tening to teachers’ indoctrination when combining PBL
teaching with a flipped classroom. PBL coursescan broaden students’knowledge horizon
tally and deepen their understanding of disease knowl
edge vertically. Most students believe that PBL course
methods are novel and diverseand can stimulate interest
and deepen their understanding. l
‘In the paediatric nursing course learning,it gave me
the feeling I had before, which was to think proactively’.—
Participant 4. ‘For example, there is PBL teaching for children with
congenital heart disease. The teacher will notify us in
advance and let us find pictures of congenital heart dis
ease, such as cardiac vascular anatomy, angiography, etc.,
and share them in class. Active learning atmosphere Flipped classrooms combined with PBL course teaching
adopta group teaching mode. Under the teacher’s guid
ance, students freely expressed their opinions. Most stu
dents expressed that an active teaching atmosphere made
them more willing to participate in learning activities.h ‘The teacher’s humourous and witty language, appro
priate guidance, and positive responses from team mem
bers made the entire classroom atmosphere more lively. Different people have different thinking patterns, and
their emphasis on answering questions varies. Therefore,
I have a more comprehensive understanding of the learn
ing pointsafter class’.—Participant 12. Table 1 Themes and Sub-themes
Themes
Sub-themes
(1) Stimulate learning interest
and
enhance autonomous learning
Proactively learning
Active learning atmosphere
(2) Improve independent think
ing and problem-solving skills
Independently think about problems
Positive thinking
(3) Cultivate teamwork spirit
Thinking collision and supplement
missing knowledge
Proactively and enhance
communication
Gurop collaboration and team growth
(4) Gain knowledge and im
prove skills
Knowledge Extension
Improvement of cognitive skills Table 1 Themes and Sub-themes
Themes
Sub-themes
(1) Stimulate learning interest
and
enhance autonomous learning
Proactively learning
Active learning atmosphere
(2) Improve independent think
ing and problem-solving skills
Independently think about problems
Positive thinking
(3) Cultivate teamwork spirit
Thinking collision and supplement
missing knowledge
Proactively and enhance
communication
Gurop collaboration and team growth
(4) Gain knowledge and im
prove skills
Knowledge Extension
Improvement of cognitive skills Table 1 Themes and Sub-themes ‘We gathered with the teachertogether to discuss the
case, which brought us closer to the teacher. The entire
format and atmosphere are also relatively relaxed; just
like a few friends gather to discuss and learn, the teacher
can have a deeper understanding of each student.—Par
ticipant 15. Page 5 of 9 Page 5 of 9 Ni et al. BMC Nursing (2024) 23:88 (2024) 23:88 Ni et al. BMC Nursing Improve independent thinking and problem-solving skills
Independently think about problems This teachingmethod can help us
understand the formation of congenital heart disease and
other knowledge.—Participant 2. ‘During the problem discussion section,the teacher
asked a question, and she asked us to review the materi
als ourselves and think for ourselves. We would check the
materials ourselves in and out of class, which would feel
better.—Participant 14. p
Thinking collision and supplement missing knowledge ‘In PBL class, my attention is very focused. We will
identify problems together and then thinkabout and
discuss them with classmates. Compared with regular
classes, this can improve thinking ability.—Participant
11. During the PBL discussion process, it is possible to iden
tify and fill in gaps, supplement overlooked knowledge,
and comprehensively grasp the course content. ‘Sometimes, I may not notice the questions raised by
other classmates, so I tend to pay more attention in the
study. Sometimes, I feel that other classmates’ideas are
not correct, and I also bring them up to them.’—Partici
pant 4. ‘When we learned the PBL course about children’s
respiratory disease and bronchopneumonia, the teacher
asked us how to observe the changes of hypoxia in chil
dren with pneumonia according to the on-site case study. We all expressed our own opinions, and the teacher also
encouraged us to share our ideas so that we could have
our own ideas.—Participant 9. ‘During the discussion, if some students have differ
ent opinions, they will also raise them, and everyone will
have a collision of ideas so that the answer will be more
comprehensive’.—Participant 15. Positive thinking ‘I feel that after attending the PBL course, I have gained
a deeper understanding of paediatricdiseases, and a
clearer understanding and observation of clinical mani
festations’.—Participant 6. Most students realised that teachers are not simply
imparting knowledge but rather combining practi
cal cases and specific clinical nursing problems, asking
students questions, and guiding them to find answers,
thereby triggering positive thinking among students. Proactively and enhance communicationh Students proposed that, compared with traditional
teaching, flipped classrooms combined with PBL cur
riculum teaching are more willing to ask questions and Through PBL discussions, students can get along harmo
niously and better understand each other. Ni et al. BMC Nursing (2024) 23:88 Ni et al. BMC Nursing (2024) 23:88 Page 6 of 9 Ni et al. BMC Nursing (202 Ni et al. BMC Nursing more effective but also promote everyone to develop
good learning habits’.—Participant 15. ‘When we discussed the question, we raised the
question and then solved the question, which leads to
dialogue and gradually becomes familiar with them’.—
Participant 7. Gain knowledge and improve skills
Knowledge extensionhl ‘I tend to be distracted in my study. There will be a
question-answering session in the flipped classroom that
will improve my interest in learning. It’s very good’.—Par
ticipant 9. The flipped classroom combines PBL course teaching,
which encourages students to find diversified teach
ing resources and prepare fully before class. During the
teaching process, the teacher helps students compre
hensively learn the course from multiple perspectives,
such as theoretical knowledge, clinical applications,
and patient needs, thereby helping them expand their
knowledge.h Gurop collaboration and team growthl In a flipped classroom that combines PBL course learn
ing, team members conduct preclass previews accord
ing to a course planorganised by the team leader. This
requires independent access to relevant materials, prob
lem-solving, and, more importantly, a reasonable division
of labour among team members to share learning meth
ods with each other. The teacher also guided us on the concept of neona
tal developmental care, which is not mentioned in our
paediatric nursing book but has important clinical sig
nificance. The flipped classroom combined with the PBL
course not only allows us to focus on books but also
broadens our horizons..’—Participant 14. ‘Classmates study together to divide and collaborate,
check materials, write reports, etc., and then several
classmates discuss learning outcomes together, which is
better than learning alone’.—Participant 3. ‘Flipped classrooms that combine PBL courses with
paediatric cases usually involve knowledge from multiple
disciplines. By discussing and learning about this case,
we can not only learn the knowledge within the textbook
but also expand it to other knowledge outside the text
book, which helps us integrate knowledge from various
disciplines’.—Participant 3. ‘We work together as a group of classmates, each of
whom has their strengths and can learn from them to
make up for my weaknesses. As a member of the group,
I must also conscientiously complete the relevant con
tent.—Participant 1. ‘Although we have all assigned learning tasks, each
stage requires everyone to discuss and learn together,
communicate with each other, and reach an agreement’.—
Participant 12. Discussion
Th
d This study explored nursing students’experiences of
flipped classrooms combined with PBL in a paediat
ric nursing course and found that nursing students
stimulated learning interest and enhanced autonomous
learning,improved independent thinking and problem-
solving skills,cultivated teamwork spirit, and gained
knowledge and improved skills after attending a flipped
classroom combined with PBL in a paediatric nursing
course [23–24]. f
The flipped classroom combines PBL course-teach
ing methods to develop students’skills in various areas,
such as problem-solving, time management, teamwork,
higher-level thinking, and the ability to obtain and evalu
ate information and use it to construct knowledge flex
ibly [36–37].However, a drawback of the PBL teaching
method is the lack of systematically acquired informa
tion [38–39], and the lack of effective teaching resources
can significantly affect PBL teaching. This study used an
online course platform to fully meet students’self-study
needs before and after classes. It was combined with
offline PBL teaching to fully integrate the optimal online
and offline teaching resources for the flipped classroom
model, which improved students’ problem-solving and
clinical thinking abilities while promoting the systemati
sation and integrity of knowledge acquisition andachiev
ing good teaching results. Compared to the traditional teaching mode, through a
flipped classroom combined with PBL course learning,
students can complete learning within a certain range
according to their own schedule, freely choose learning
places, and ensure that they can complete the course in
a better state [25]. Hanet al proposed that in a flipped
classroom, improving the learning effect is conducive for
students who are good at managing time [26]. Therefore,
to ensure the effectiveness of students’self-directed learn
ing, teachers must strengthen the supervision and guid
ance of students’ self-directed learning and implement
personalised self-directed learning. The traditional teaching model advocates the leading
role of teachers, neglecting students’initiative and creativ
ity [13]. Before entering the flipped classroom,mastery of
the content increases students’ intuitive learning skills
and confidence to perform classroom activities [27]. Studies have also shown that flipped classrooms improve
students’ self-directed learning readiness and increase
their satisfaction [28]. There is evidence suggesting that
the flipped classroom approach positively affects stu
dents’ motivation and significantly improves self directed
readiness skills [29–30].The flipped classroom teaching
model combined with PBL can develop nursing students’
interest in learning and meet learners’ needs. Improvement of cognitive skills Flipped classrooms combined with PBL teaching can
shorten the process of disease knowledge development
from theoretical learning to practical applications. Some
students mentioned that disease knowledge and nursing
measures learned in flipped classrooms combined PBL
courses could help them achieve better results in clinical
health education and nursing practice. When I encounter problems that I don’t understand, I
will consult with my group members and actively learn to
improve my learning outcomes.’—Participant 14. In the class, team members collaborate and answer
questions in an interactive manner. This shared learning
method can promote the overall growth of teams. They
realised that listening to the opinions of other team mem
bers can help them achieve alternative ways of thinking
and enhance their thinking processes. ‘By studying cases of various paediatric diseases, we
can connect knowledge with practical applications, so
that we can directly apply the medical knowledge we
have learned to clinical cases’.—Participant 12.hl ‘By adopting this teaching method, we can have a more
comprehensive understanding of our own shortcomings
and blind knowledge spots, which can help us think more
comprehensively and effectively’.—Participant 8.hfl ‘Through flipped classroom combined with PBL course
teaching, I think that when nursing patients with such
diseases, I can find their nursing problems quickly, which
is more targeted. Patients also think that I am a profes
sional.—Participant 2. f
‘The biggest difference between flipped classroom com
bined with PBL teaching and regular teaching is that it
requires our active cooperation. From the preparation
of materials, we need to combine the outline and case
studies to review relevant materials and actively com
municate with other students so that everyone can work
together to reach the best conclusion.—Participant 13. Most students have a strong sense of benefit from the
combination of flipped classrooms and PBL teaching
and can gain useful knowledge and experiences from the
curriculum. ‘For the flipped classroom teaching combined with PBL
course teaching, I think I have mastered a lot of knowl
edge in the classroom. During the internship, when I
performed a physical examination for children, I felt that
my professional knowledge was very comprehensive and ‘Engaging in self-learning, discussion, and raising one’s
own questions or opinions on a certain issue among
group participants can not only make group learning Ni et al. BMC Nursing (2024) 23:88 (2024) 23:88 Page 7 of 9 Page 7 of 9 Ni et al. BMC Nursing more confident. Improvement of cognitive skills I can answer all the questions asked by
the children’s families.—Participant 5. combined with PBL improved students’ learning out
comes to some extent by actively discussing issues and
reducing classroom-learning loopholes. ‘I think that compared with ordinary teaching, Flipped
classroom combined with PBL course teaching course is
very helpful to me. This enables me to better understand
the clinical manifestations, nursing problems, and nurs
ing measures of paediatric diseases.—Participant 8. In this study, students raised questions in classroom
discussions and engaged in brainstorming through
group discussions, which was beneficial for promoting
mutual learning and progress among students as well as
enhancing communication between teachers and class
mates. Research has shown that group discussions can
help students experience a spirit of teamwork and culti
vate team qualities [33–34]. Schlairetetal [35]. proposed
that flipped classrooms allow teachers sufficient time to
observe students’learning and provide targeted guidance. Therefore, teachers, in addition to preparing well before
class, should not ignore effective guidance for students.hl Data availability
Th d
h The data that support the findings of this study are available from the
corresponding author upon reasonable request. Acknowledgements The authors wish to express our profound gratitude to all the nursing students
who volunteered to participate in the study. 12. Sangestani G, Khatiban M. Comparison of problem-based learning and
lecture-based learning in midwifery. Nurse Educ Today. 2013;33(8):791–5. https://doi.org/10.1016/j.nedt.2012.03.010. 12. Sangestani G, Khatiban M. Comparison of problem-based learning and
lecture-based learning in midwifery. Nurse Educ Today. 2013;33(8):791–5. https://doi.org/10.1016/j.nedt.2012.03.010. Funding As an important core educational course in the nurs
ing profession, paediatric nursing not only emphasises
the mastery of basic knowledge and concepts but also
focuses on the cultivation of students’ clinical thinking
and practical problem-solving abilities. Based on real
clinicalsituations, the flipped classroom combined with
PBL encourages students to find, analyse, and solve prob
lems in the process of independent exploration, which
isconducive to promoting the cultivation of students’
clinical thinking ability and shortening the distance
between school and the clinic [43]. We found that stu
dents can obtain a greatsense of self-satisfaction in the
process of independent analysis and problem-solving,
whichis beneficial for promoting their self-improvement
and increasing their interest inlearning. Moreover, the
university stage is a key period of life development, and
having good communication and cooperation skills is the
basis for nursing students to improve their comprehen
sive quality, clinical nurse-patient communication skills,
and health careteam cooperation skills [44]. The authors thank the Suzhou Medical CollegeUndergraduate Teaching
Projectfor funding this study (No.202106). References This study has both strengths and limitations. One
strength is that the setting and the different stages of the
research process, namely,data collection and analysis,
were clearly described so that readers could follow the
process, enhancing the credibility and transferability of
this study. Quotations directly lifted from the interviews
were included in the results section to illustrate that each
category originated from the student’s perspective, thus
creating transparency in the content analysis. 1. Norman GR, Schmidt HG. Revisiting ‘Effectiveness of problem-based learning
curricula: theory, practice and paper darts’. Med Educ. 2016;50(8):793–7. https://doi.org/10.1111/medu.12800. 1. Norman GR, Schmidt HG. Revisiting ‘Effectiveness of problem-based learning
curricula: theory, practice and paper darts’. Med Educ. 2016;50(8):793–7. https://doi.org/10.1111/medu.12800. 2. Barrows HS. A taxonomy of problem-based learningmethods. Med Educ. 1986;20:481–6. 3. Demirören M, Turan S, Öztuna D. Medical students’ self-efficacy in problem-
based learning and its relationship with self-regulated learning. Med Educ
Online. 2016;21:30049. https://doi.org/10.3402/meo.v21.30049.l 4. Merisier S, Larue C, Boyer L. How does questioning influence nursing stu
dents’ clinical reasoning in problem-based learning? A scoping review. Nurse
Educ Today. 2018;65:108–15. https://doi.org/10.1016/j.nedt.2018.03.006. y
g
j
5. Compton RM, Owilli AO, Norlin EE, Hubbard Murdoch NL. Does problem-
based learning in nursing education Empower Learning? Nurse Educ Pract. 2020;44:102752. https://doi.org/10.1016/j.nepr.2020.102752. This study used the purposive sampling method,
which can limit the transferability of the results. However,researchers attempted to use maximum varia
tion by considering the participants’ characteristics
regarding age,gender, and a proportional number of par
ticipants for qualitative studies were used. 6. Azer SA, Peterson R, Guerrero AP, Edgren G. Twelve tips forconstructing
problem-based learning cases. Med Teach. 2012;34(5):361–7. https://doi.org/
10.3109/0142159X.2011.613500. 7. Servant-Miklos VFC, Woods NN, Dolmans DHJM. Celebrating 50 years of
problem-b.ased learning: progress, pitfalls and possibilities. Adv Health
Sci Educ Theory Pract. 2019;24(5):849–51. https://doi.org/10.1007/
s10459-019-09947-9. 8. Bodagh N, Bloomfield J, Birch P, Ricketts W. Problem-based learning: a review. Br J Hosp Med (Lond). 2017;78(11):C167–70. https://doi.org/10.12968/
hmed.2017.78.11.C167.f 8. Bodagh N, Bloomfield J, Birch P, Ricketts W. Problem-based learning: a review. Br J Hosp Med (Lond). 2017;78(11):C167–70. https://doi.org/10.12968/
hmed.2017.78.11.C167.f Conclusionhl The flipped classroom combined with PBL in a paediatric
nursing course can stimulate learning interest, enhance
autonomous learning,improve independent thinking
and problem-solving skills,cultivate teamwork spirit,
gain knowledgeand improve skills. Which is beneficial
for promoting nursing students’ self-improvement and
increasing their interest inlearning. 9. Ding Y, Zhang P. Practice and effectiveness of web-based problem-based
learning approach in a large class-size system: a comparative study. Nurse
Educ Pract. 2018;31:161–4. https://doi.org/10.1016/j.nepr.2018.06.009. 9. Ding Y, Zhang P. Practice and effectiveness of web-based problem-based
learning approach in a large class-size system: a comparative study. Nurse
Educ Pract. 2018;31:161–4. https://doi.org/10.1016/j.nepr.2018.06.009. 10. Kong LN, Qin B, Zhou YQ, Mou SY, Gao HM. The effectiveness of problem-
based learning on development of nursing students’ critical thinking: a sys
tematic review and meta-analysis. Int J Nurs Stud. 2014;51(3):458–69. https://
doi.org/10.1016/j.ijnurstu.2013.06.009. 10. Kong LN, Qin B, Zhou YQ, Mou SY, Gao HM. The effectiveness of problem-
based learning on development of nursing students’ critical thinking: a sys
tematic review and meta-analysis. Int J Nurs Stud. 2014;51(3):458–69. https://
doi.org/10.1016/j.ijnurstu.2013.06.009. 11. Youngkin CA. The flipped classroom: practices and opportunities for health
sciences librarians. Med Ref Serv Q. 2014;33(4):367–74. https://doi.org/10.108
0/02763869.2014.957073. Competing interests Competing interests
The authors declare no competing interests. Competing interests
The authors declare no competing interests. p
g
The authors declare no competing interests. Received: 16 September 2023 / Accepted: 18 January 2024 Received: 16 September 2023 / Accepted: 18 January 2024 Discussion
Th
d nursing
students can choose the most proper ways to obtain new
knowledge [31].h The flipped classroom teaching model combined
with PBL was recognised by the students, and the tra
ditional teaching model based on a teacher’s lecture
could give full play to the teacher’s organizational role
in classroom teaching. However, it ignores students’
initiative,creativity, and cognitive subject roles, which
is not conducive to improving their interest in learning
and autonomous learning abilities. Furthermore, there is
insufficient teacher-student and student-student commu
nication, and the classroom atmosphere is not active in
the traditional teaching model [40].hl The flipped classroom combined with PBL not only
promotes students’ autonomous learning of basic
concepts and knowledge beforehand by using online
resources, but, especially in the process of finding
answers andsolving problems based on PBL cases, stu
dents also need to retrieve andlearn relevant knowledge
independently. This is conducive to promoting students’
subjective initiatives and improving their autonomous
learning ability, in line with the results of Zeng andZhao
[41–42]. This study transforms the role of teachers into that of
initiators and coordinators of the curriculum and trans
forms teacher-centred education into putting students
at the centre creates an environment and atmosphere for
active learning. Mortensen and Nicholson [32]proposed that active
learning could promote students’independent think
ing and increase their creativity. The results of this
study showed that the flipped classroom teaching model Ni et al. BMC Nursing (2024) 23:88 Ni et al. BMC Nursing (2024) 23:88 Page 8 of 9 Consent for publication
Not applicable. Consent for publication
Not applicable. g
The authors wish to express our profound gratitude to all the nursing students
who volunteered to participate in the study. Ethics approval and consent to participate This study was performed in compliance with the established ethical
guidelines expressed in the Declaration of Helsinki.This study was approved
by the Ethics Committee of the Children’s Hospital of Soochow University
(approval no. #2021cs196).Informed consent was signed by each participant
before being interviewed and was coded to maintain anonymity. Author contributions 13. Shiau S, Kahn LG, Platt J, Li C, Guzman JT, Kornhauser ZG, Keyes KM, Martins
SS. Evaluation of a flipped classroom approach to learning introductory
epidemiology. BMC Med Educ. 2018;18(1):63. https://doi.org/10.1186/
s12909-018-1150-1. 13. Shiau S, Kahn LG, Platt J, Li C, Guzman JT, Kornhauser ZG, Keyes KM, Martins
SS. Evaluation of a flipped classroom approach to learning introductory
epidemiology. BMC Med Educ. 2018;18(1):63. https://doi.org/10.1186/
s12909-018-1150-1. All authors participated in the study design. NZHcollected the clinical data,
and data analysis was conducted by all the investigators.HJ wrote and revised
the draft and subsequent manuscripts. WJ and YDPassisted with drafting and
revising the manuscript. All authors read and approved the final manuscript. Page 9 of 9 Page 9 of 9 Ni et al. BMC Nursing (2024) 23:88 Ni et al. BMC Nursing Ni et al. BMC Nursing (2024) 23:88 (2024) 23:88 32. Mortensen CJ, Nicholson AM. The flipped classroom stimulates greater learn
ing and is a modern 21st century approach to teaching today’s undergradu
ates. J Anim Sci. 2015;93(7):3722–31. https://doi.org/10.2527/jas.2015-9087. 14. Dong Y, Yin H, Du S, Wang A. The effects of flipped classroom characterized
by situational and collaborative learning in a community nursing course: A
quasi-experimental design. Nurse Educ Today. 2021 t;105:105037. https://doi. org/10.1016/j.nedt.2021.105037. 33. Missildine K, Fountain R, Summers L, Gosselin K. Flipping the classroom to
improve student performance and satisfaction. J Nurs Educ. 2013;52(10):597–
9. https://doi.org/10.3928/01484834-20130919-03. 15. Özbay Ö, Çınar S. Effectiveness of flipped classroom teaching models in
nursing education: a systematic review. Nurse Educ Today. 2021;102:104922. https://doi.org/10.1016/j.nedt.2021.104922. p
g
34. Critz CM, Knight D. Using the flipped classroom in graduate nurs
ing education. Nurse Educ. 2013;38(5):210–3. https://doi.org/10.1097/
NNE.0b013e3182a0e56a.l 16. Hurtubise L, Hall E, Sheridan L, Han H. The flipped Classroom in Medical
Education: engaging students to build competency. J Med Educ Curric Dev. 2015;27. https://doi.org/10.4137/JMECD.S23895. 2:JMECD.S23895. 35. Schlairet MC, Green R, Benton MJ. The flipped classroom: strategies for an
undergraduate nursing course. Nurse Educ. 2014;39(6):321–5. https://doi. org/10.1097/NNE.0000000000000096. 17. Hu X, Zhang H, Song Y, Wu C, Yang Q, Shi Z, Zhang X, Chen W. Implemen
tation of flipped classroom combined with problem-based learning: an
approach to promote learning about hyperthyroidism in the endocrinol
ogy internship. BMC Med Educ. 2019;19(1):290. https://doi.org/10.1186/
s12909-019-1714-8. 36. Gao X, Wang L, Deng J, Wan C, Mu D. The effect of the problem based learn
ing teaching model combined with mind mapping on nursing teaching: a
meta-analysis. Nurse Educ Today. 2022;111:105306. https://doi.org/10.1016/j. nedt.2022.105306. Author contributions 18. Chi M, Wang N, Wu Q, Cheng M, Zhu C, Wang X, Hou Y. Implementation
of the flipped Classroom combined with problem-based learning in a
medical nursing course: a Quasi-experimental Design. Healthc (Basel). 2022;10(12):2572. https://doi.org/10.3390/healthcare10122572. 37. Hung W, Dolmans DHJM, van Merriënboer JJG. A review to identify key per
spectives in PBL meta-analyses and reviews: trends, gaps and future research
directions. Adv Health Sci Educ Theory Pract. 2019;24(5):943–57. https://doi. org/10.1007/s10459-019-09945-x. 19. Polit DF, Beck CT. Generalization in quantitative and qualitative research:
myths and strategies. Int J Nurs Stud. 2010;47(11):1451–8. https://doi. org/10.1016/j.ijnurstu.2010.06.004. g
38. Neville A, Norman G, White R. McMaster at 50: lessons learned from five
decades of PBL. Adv Health Sci Educ Theory Pract. 2019;24(5):853–63. https://
doi.org/10.1007/s10459-019-09908-2. 20. Elo S, Kyngäs H. The qualitative content analysis process. J Adv Nurs. 2008;62(1):107–15. https://doi.org/10.1111/j.1365-2648.2007.04569.x. g
39. Noordegraaf-Eelens L, Kloeg J, Noordzij G. PBL and sustainable education:
addressing the problem of isolation. Adv Health Sci Educ Theory Pract. 2019;24(5):971–9. https://doi.org/10.1007/s10459-019-09927-z.f 21. Chi M, Wang N, Wu Q, Cheng M, Zhu C, Wang X, Hou Y. Implementation
of the flipped Classroom combined with problem-based learning in a
medical nursing course: a Quasi-experimental Design. Healthc (Basel). 2022;10(12):2572. https://doi.org/10.3390/healthcare10122572. 40. Ma Y, Lu X. The effectiveness of problem-based learning in pediatric medical
education in China: a meta-analysis of randomized controlled trials. Med
(Baltim). 2019;98(2):e14052. https://doi.org/10.1097/MD.0000000000014052. 40. Ma Y, Lu X. The effectiveness of problem-based learning in pediatric medical
education in China: a meta-analysis of randomized controlled trials. Med
(Baltim). 2019;98(2):e14052. https://doi.org/10.1097/MD.0000000000014052. g
22. FitzGerald K, Seale NS. KerinsCA J Dent Educ. 2008;72(3):299–304.l 41. Zeng J, Liu L, Tong X, Gao L, Zhou L, Guo A, Tan L. Application of blended
teaching model based on SPOC and TBL in dermatology and venereology. BMC Med Educ. 2021;21(1):606. https://doi.org/10.1186/s12909-021-03042-7.f 41. Zeng J, Liu L, Tong X, Gao L, Zhou L, Guo A, Tan L. Application of blended
teaching model based on SPOC and TBL in dermatology and venereology. BMC Med Educ. 2021;21(1):606. https://doi.org/10.1186/s12909-021-03042-7.f 23. Betihavas V, Bridgman H, Kornhaber R, Cross M. The evidence for ‘flipping
out’: a systematic review of the flipped classroom in nursing education. Nurse Educ Today. 2016;38:15–21. https://doi.org/10.1016/j.nedt.2015.12.010 42. Zhao W, He L, Deng W, Zhu J, Su A, Zhang Y. The effectiveness of the com
bined problem-based learning (PBL) and case-based learning (CBL) teaching
method in the clinical practical teaching of thyroid disease. BMC Med Educ. 2020;20(1):381. https://doi.org/10.1186/s12909-020-02306-y. 24. Author contributions Oliver R, Luther L. Flipping the graduate nursing Classroom: an
integrative review. J Nurs Educ. 2020;59(6):305–10. https://doi. org/10.3928/01484834-20200520-02. 42. Zhao W, He L, Deng W, Zhu J, Su A, Zhang Y. The effectiveness of the com
bined problem-based learning (PBL) and case-based learning (CBL) teaching
method in the clinical practical teaching of thyroid disease. BMC Med Educ. 2020;20(1):381. https://doi.org/10.1186/s12909-020-02306-y. 25. Billings DM. Flipping’ the Classroom. Am J Nurs. 2016;116(9):52–6. https://doi. org/10.1097/01.NAJ.0000494696.86240.35. 43. Wosinski J, Belcher AE, Dürrenberger Y, Allin AC, Stormacq C, Gerson L. Facilitating problem-based learning among undergraduate nursing students:
a qualitative systematic review. Nurse Educ Today. 2018;60:67–74. https://doi. org/10.1016/j.nedt.2017.08.015. 43. Wosinski J, Belcher AE, Dürrenberger Y, Allin AC, Stormacq C, Gerson L. Facilitating problem-based learning among undergraduate nursing students:
a qualitative systematic review. Nurse Educ Today. 2018;60:67–74. https://doi. org/10.1016/j.nedt.2017.08.015. 26. Klein HnE. Pre-class Learning methods for flipped classrooms. Am J Pharm
Educ. 2019;83(1):6922. https://doi.org/10.5688/ajpe6922. 27. Doğan DA, Serpici A. Nursing students’ fear of negative evaluation and per
ceptions of clinical decision-making. J Nurs Educ. 2023;62(6):325–31. https://
doi.org/10.3928/01484834-20221011-02. 44. Li Y, Wang X, Zhu XR, Zhu YX, Sun J. Effectiveness of problem-based learning
on the professional communication competencies of nursing students and
nurses: a systematic review. Nurse Educ Pract. 2019;37:45–55. https://doi. org/10.1016/j.nepr.2019.04.015. 28. Ng EKL. Student engagement in flipped classroom in nursing educa
tion: an integrative review. Nurse Educ Pract. 2023;68:103585. https://doi. org/10.1016/j.nepr.2023.103585. 29. Missildine K, Fountain R, Summers L, Gosselin K. Flipping the classroom to
improve student performance and satisfaction. J Nurs Educ. 2013;52(10):597–
9. https://doi.org/10.3928/01484834-20130919-03. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. g
30. Chen F, Lui AM, Martinelli SM. A systematic review of the effectiveness of
flipped classrooms in medical education. Med Educ. 2017;51(6):585–97. 30. Chen F, Lui AM, Martinelli SM. A systematic review of the effectiveness of
flipped classrooms in medical education. Med Educ. 2017;51(6):585–97. 31. Gu J, Tang L, Liu X, Xu J. Promoting pre-service teacher students’ learning
Engagement: design-based research in a flipped Classroom. Front Psychol. 2022;13:810275. https://doi.org/10.3389/fpsyg.2022.810275. 31. Gu J, Tang L, Liu X, Xu J. Promoting pre-service teacher students’ learning
Engagement: design-based research in a flipped Classroom. Front Psychol. 2022;13:810275. https://doi.org/10.3389/fpsyg.2022.810275.
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Feature Selection on Handwriting Biometrics: Security Aspects of Artificial Forgeries
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To cite this version: Karl Kümmel, Tobias Scheidat, Claus Vielhauer, Jana Dittmann. Feature Selection on Handwriting
Biometrics: Security Aspects of Artificial Forgeries. 13th International Conference on Communications
and Multimedia Security (CMS), Sep 2012, Canterbury, United Kingdom. pp.16-25, 10.1007/978-3-
642-32805-3_2. hal-01540894 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-01540894
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abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License Feature Selection on Handwriting Biometrics: Security
Aspects of Artificial Forgeries Feature Selection on Handwriting Biometrics: Security
Aspects of Artificial Forgeries
Karl Kümmel1,2, Tobias Scheidat1,2, Claus Vielhauer1 and Jana Dittmann2
1Brandenburg University of Applied Sciences, Germany
{karl.kuemmel,tobias.scheidat,claus.vielhauer}@fh-brandenburg.de
2Otto-von-Guericke University Magdeburg, Germany
{tobias.scheidat,jana.dittmann}@iti.cs.uni-magdeburg.de Karl Kümmel1,2, Tobias Scheidat1,2, Claus Vielhauer1 and Jana Dittmann2 1Brandenburg University of Applied Sciences, Germany
karl.kuemmel,tobias.scheidat,claus.vielhauer}@fh-brandenburg.de
2Otto-von-Guericke University Magdeburg, Germany
{tobias.scheidat,jana.dittmann}@iti.cs.uni-magdeburg.de 1Brandenburg University of Applied Sciences, Germany
{karl.kuemmel,tobias.scheidat,claus.vielhauer}@fh-brandenburg.de
2Otto-von-Guericke University Magdeburg, Germany
{tobias.scheidat,jana.dittmann}@iti.cs.uni-magdeburg.de Abstract. A lot of improvements were introduced lately in order to increase the
verification performance of biometric user authentication systems. One method,
besides many others, is the selection of specific features for each user during
the verification process. In this paper we present a security analysis of a user
specific bit mask vector, which was originally introduced to improve verifica-
tion performance on a Biometric Hash algorithm for dynamic handwriting. Therefore, we use a reverse engineering attack method to generate artificial
handwriting data and calculate error rates to examine the impact on the verifica-
tion performance. Our goal is to study the effect of a feature selection by a
mask vector on artificial data in comparison to genuine handwriting data. Our
first experimental results show an average decrease of the equal error rate, gen-
erate by the artificial data, by approx. 64%. In comparison, equal error rates of
random attacks, using verification data of another user, decreases by an average
of approx. 27%. Keywords: Biometrics, dynamic handwriting, feature selection, security analy-
sis, reverse engineering 1
Introduction and Motivation Biometric user authentication is an important field in IT security today. It relies on
personal physiological or behavioral characteristics of a person. The purpose of a
generic biometric system is to determine and/or verify a person’s identity based on at
least one biometric modality (i.e. fingerprint, iris, voice etc.). Like in every other au-
thentication system, i.e. knowledge based (password or PIN), it is crucial to protect
the reference data (templates) from being misused. A variety of biometric template
protection methods were introduced during the last years to prevent the misuse of
biometric data. Jain et al. categorize in [1] a selection of template protection schemes
for several biometric modalities and describe their advantages and disadvantages. Besides security issues, authentication performance is also a key requirement to bio-
metric authentication systems. During the last years a lot of research in almost every
biometric authentication algorithm and modality is done to improve user authentica-
tion performance. Many of which rely on the concept of feature selection. For exam- ple, Fratric et al. propose in [2] a novel method of feature extraction from face images
to improve recognition accuracy. They use a so-called local binary linear discriminant
analysis (LBLDA), which combines the good characteristics of both methods LDA
and local feature extraction. Hollingsworth et al. introduce in [3] a method where
potential fragile iris code bits are masked to increase the separation between the
match and non-match distributions in iris based authentication systems. A further technique to improve user authentication performance is biometric fu-
sion. Rathgeb et al. describe in [4] a generic fusion technique for iris recognition at
bit-level (called Selective Bit Fusion) to improve accuracy and processing time. Nageshkumar et al. propose in [5] an authentication method for a multimodal biomet-
ric identification system using the two traits face and palmprint. Specific feature selection is, besides many others, another method to improve au-
thentication performance, whereby useful features are determined during a feature
selection process. In this context, useful features are those which positively affect the
user authentication and biometric hash generation performance. In [6] Kumar et al. show that an evaluation and selection of useful biometric features can improve the
recognition accuracy. They used a correlation based feature selection (CFS) for bi-
modal biometric systems and analyzed the classification performance. Makrushin et
al. compare in [7] different feature selection strategies to determine sophisticated
features. 2
Biometric Hash Algorithm The Biometric Hash algorithm for dynamic handwriting (hereafter BioHash) is ini-
tially introduced by Vielhauer et al. in [9] and enhanced in [10] in order to generate
stable individual biometric hash values as well as to perform biometric verification
based on the hashes. Generally, the raw data of each dynamic handwriting sample
consists of a time dependent sequence of physical values derived from a digitizer
device (e.g. Tablet PC, signature tablet). The data consist of five values per sample
point: pen tip positions x(t) and y(t), pen tip pressure p(t) and pen orientation angles
altitude Φ(t) and azimuth Θ(t). A so-called Interval Matrix IM is determined by the BioHash algorithm during the
enrollment process for each user separately. The IM calculation is based on raw data
of the writer and the parameters Tolerance Factor and Tolerance Vector. From each
raw data sample derived from each person during the enrollment process, a statistical
feature vector (static and dynamic features) is calculated with a dimensionality of k
(k=131 in the reference implementation used in this paper). The IM consists of a vec-
tor containing the length of a mapping interval for each feature and an offset value
vector. Both vectors are calculated based on an analysis of intra-class variability of
the user using its statistical feature vectors acquired during enrollment session. The Biometric Hash algorithm provides two possibilities to parameterize the hash
generation by scaling the mapping intervals stored in the IM: Tolerance Factor TF and
Tolerance Vector TV. The Tolerance Factor TF is a global hash generation parameter,
which is a scalar value. Using the TF, it is possible to scale the mapping intervals for
all features by one global factor. In contrast to the TF, the aim of the Tolerance Vec-
tor TV is to provide an individual scaling of the mapping interval of each statistical
feature separately. Thus, the dimensionality of TV is also k. TV can be calculated indi-
vidually for each user or globally by a group of users, e.g. either based on a disjoint
group of users, but also on all or a selection of enrolled persons. Based on one statistical feature vector derived from the enrollment data and the us-
ers’ individual IM the so-called interval mapping function determines the reference
hash vector bref of a user. 2
Biometric Hash Algorithm Therefore, the feature dependent interval lengths and offsets
provided by IM are used to map each of the k statistical features to the corresponding
hash value. Each further biometric hash is calculated in the same manner, independ-
ently if it is used for biometric verification or hash generation application. For verifi-
cation, the hash vector b derived from the currently presented handwriting sample is
compared against the reference hash vector bref by Hamming distance measurement. For more details of the single calculation steps, the interested reader is referred to
reference [10]. 1
Introduction and Motivation It has been shown that forward and backward selection algorithms have al-
ways better results than considered heuristics. We introduced in [8] a much simpler feature selection method which leads to simi-
lar findings compared to [7]. A user specific bit mask is generated during the enroll-
ment process to enable/disable certain features within the verification process. In this work we focus on the security perspective of this user specific bit mask ap-
plied on a Biometric Hash algorithm for dynamic handwriting [10] with respect to a
specific attack scenario. We analyze whether a potential attack gains any advantages
or disadvantages when a user mask vector is used during the verification process. In
order to perform a security analysis, we use a reverse engineering attack method in-
troduced in [11] and [12] to check the security affects of a user specific bit mask vec-
tor. Since we already observed in [11] and [12] that computer generated handwriting
samples of this attack method are not as good as human forgeries, we like to examine
if a selective feature approach may affect the false acceptance characteristics of syn-
thetically generated data. Secondly, we like to compare the behavior of the system’s
verification performance using artificial verification data similar to genuine verifica-
tion data under feature selection approach. The structure of the paper is as follows. In section 2 the Biometric Hash algorithm
for dynamic handwriting is shortly presented. The user specific feature mask and its
generation are described in section 3. A reverse engineering attack method based on a
spline interpolation technique is introduced in section 4. Experimental results are
shown in section 5 and a conclusion and possible future prospects are given in the last
section. 3
Feature Mask Vector In addition to the reference BioHash vector bref and the corresponding Interval Matrix
IM, we generate a k dimensional (k=131) feature mask vector MV for each user. MV
is created during the feature selection process after the enrollment. The main idea of creating a feature mask vector is to select or deselect specific features. If a bit is set to
1, the represented feature is considered during the verification process and if it is set
to 0, it is not taken into account. To create a user specific feature mask vector MV raw data samples s0, s1, …, sn,
which are not used during the enrollment process, are required. The identifier n indi-
cates the maximum number of used samples. Three steps have to be executed to gen-
erate MV. Firstly, feature vectors fv0, fv1, …, fvn are determined based on the raw data
samples s0, s1, …, sn. Secondly, feature vector fv0, fv1, …, fvn of each user are mapped
to BioHash vectors b0, b1, …, bn using the corresponding Interval Matrix IM of the
user. Within the last step, one feature mask vector MV for each user are determined by
an element-wise comparison of each BioHash vector b0, b1, …, bn and reference Bio-
Hash bref. If a certain number of values at position i is equal, the corresponding i-th bit
of MV is set to 1; otherwise it is set to 0. The result is a k-dimensional feature mask
vector MV. This vector is a new part of the reference data of each user and therefore
stored together with corresponding Interval Matrix IM and BioHash bref, for example
in a database or on a Smart Card. During the verification process only selected fea-
tures, which are marked by “ones” within MV, are considered. This method allows a simplistic user specific enabling or disabling of used fea-
tures. We come in [8] to the first conclusion that the application of feature mask vec-
tor MV leads to improved recognition accuracy. In our tests, the equal error rates
(EER see section 5.1) decreases noticeable by approximately three percentage points. Furthermore, the reproducibility of generated biometric hashes increases in all tests
considerable. The average increase of the reproduction rate (RR see section 5.1) is
approx. 26%. 3
Feature Mask Vector These results show that a simple feature selection strategy is able to
substantial increase the biometric hash generation as well as the user authentication
performance. 4
Reverse Engineering based Attack Method In previous work ([11] and [12]) we introduced a method for constructing biometric
raw data from given reference data. This method is based on the following conditions. A potential attacker has compromised a biometric based verification system and has
access and knowledge to username, reference BioHash bRef, and Interval Matrix (IM)
for each registered individual. The operating principle of the BioHash algorithm is
openly published and is accessible for everyone who is interested in (Kerkhoff princi-
ples). The attacker’s aim is to generate synthetic raw data that produces a BioHash
batt, which is almost identical to the reference BioHash bref. He determines the differ-
ences by calculating the Hamming Distance between them. Consequently, he tries to
provoke a false-acceptance using his artificially generated raw data. In [11] we determined the following vulnerability of the Biometric Hash algorithm. When BioHash bref and corresponding Interval Matrix IM are given, a reverse map-
ping to create a feature vector fvcalc can be performed. Due to the fact that fvcalc is
determined from bref and corresponding IM, it can be mapped with help of IM to bref
again and therefore be used to reconstruct raw data, based on it. If an attacker takes advantage of this vulnerability (reverse mapping) he can reduce his work on recon-
structing raw data based on that calculated feature vector fvcalc, i.e. in feature space
rather than on the BioHash. Feature
Vector
ncalc
Basic Raw
Data
Construction
Feature
Vector
Calculation
Basic Raw
Data
Structure
BioHash bref
Interval Matrix (IM)
Additional
Feature
Integration
Reconstructed
Raw Data
Step 1
Step 2
Step 3
PRNG
Seed
Fig. 1. Illustration of steps 1 to 3 of the raw data generation approach Fig. 1. Illustration of steps 1 to 3 of the raw data generation approach Figure 1 illustrates the three main steps of the attack method to generate raw data. Step 1 implies the calculation of fvcalc using reference BioHash bref and corresponding
IM. Within step 2 a spline interpolation function generates a basic raw data structure. This is done based on specific feature elements of fvcalc, which contains the amount of
maxima and minima for horizontal pen movement signal X respectively vertical pen
movement signal Y. All splines are set randomly using a pseudo random number
generator (PRNG), which requires a seed value. The implementation of additional
feature into the basic raw data structure is done in step 3. 4
Reverse Engineering based Attack Method These additional features
represent minimum, maximum and average of pressure and angle values. The algo-
rithm simply sets an arbitrary chosen sample point and marks it with the maximum or
minimum value. All other sample points are set in a way that the sum matches the
average value. This procedure can be done for pressure and both angle values. The
result of all three steps is a set of synthetic raw data of an artificial handwriting signal. Due to the reverse engineering algorithm the shape of genuine handwriting signals
and artificial handwriting signals do not look similar at all (see figure 2). A detailed
description on the algorithm is described in [11] and [12]. Fig. 2. Original genuine handwriting signal (left) and artificial handwriting signal (right) Fig. 2. Original genuine handwriting signal (left) and artificial handwriting signal (right) 5.1
Methodology In order to demonstrate the improved verification performance of an applied user
specific feature mask vector MV on the BioHash algorithm, we compare the verifica-
tion performance with and without applied MV. Afterwards we use the raw data,
which is generated by the attack method described in section 4, to test the security
impact of an applied MV. Therefore, biometric error rates FRR, FAR and EER are
calculated for both settings. The ratio between the number of false rejections of au-
thentic persons and the total number of tests is described by the false rejection rate
(FRR). The FAR (false acceptance rate) is the ratio between number of false accep-
tances of non-authentic persons and the entire number of authentication attempts. The
equal error rate (EER) is a common measurement in biometrics for a comparative
analysis of the verification performance. EER denotes the point in error characteris-
tics, where FRR and FAR yield identical value. Furthermore, we calculate the false
acceptance rate caused by the reverse engineering attack method and corresponding
equal error rate (EERre). The FARre is the ratio between number of false acceptance of
artificially generated imposter data (attack raw data) and the entire number of authen-
tication attempts. Consequently, EERre donates the point in error characteristics where
FRR and FARre yield identical value. We also evaluate the reproducibility rate (RR) and collision rate (CR) for both set-
tings including the attack data; these values are related sums of identical reproduced
hashes in genuine and both imposter trials (see [12]). Because of the reciprocal effect
of RR and CR, a tuning of the system to improve RR leads to a degradation of CR and
vice versa. Therefore, the collision reproduction rate (CRR, [12]) is selected as a hash
generation quality criterion. The CRR is defined in the following equation, whereas
CR and RR are equally weighted. ))
1(
(
2
1
RR
CR
CRR
−
+
=
(1) ))
1(
(
2
1
RR
CR
CRR
−
+
= (1) CRre and CRRre describe collision rate and collision reproduction rate of the attack
data, which is generated by the reverse engineering attack method. 5
Experimental Evaluation In this section we describe our methodology and setup for the experimental evaluation
and show first results on the verification and security performance of the user specific
feature mask vector MV in context of reverse engineering based attacks. 5.2
Experimental Settings The biometric database of our initial tests consists of 39 subjects, which have donated
30 handwriting samples in three sessions with an interval of at least one month be-
tween two sessions. Within a session a user provides 10 handwritten samples for five
different semantics (5850 test samples overall). These semantics are “Free chosen Pseudonym” (pseudonym), “Free chosen Symbol” (symbol), “Answer to the Question:
Where are you from?” (place), “Fixed 5 digit PIN: 77993” (public PIN) and “Free
chosen 5 digit PIN” (secret PIN). It has been observed in [10] that semantics produce
similar recognition accuracy compared to handwriting signatures, without disclosing
the true identity of the writer. All samples were captured under similar laboratory
conditions using a Toshiba M200 Portege tablet PC. The handwriting samples ac-
quired during the first session are used as enrollment data in order to determine the
reference BioHash bref as well as to generate the Interval Matrix IM. The samples of
the second session are used for tuning of the Tolerance Factor TF and feature selec-
tion in terms of feature mask vector calculation. Finally, the data collected within the
third session are used for evaluation. Ten raw data samples are generated by the attack
method for each user based on its reference data BioHash bref and IM (39 users times
10 test samples). These test samples are used to calculate EERre, CRre, and CRRre. In addition, an attempt of one user to be verified as another one is considered as an
imposter trial (random attack). Each test implies 390 genuine trials, where reference
data of a user is matched against its own verification data (39 user times 10 test sam-
ples) and 14,820 imposter trials (random attacks), where reference data of a user is
matched against all other verification data except its own (38 user claims times 39
actual users times 10 test samples). Within the feature extraction process of the Bio-
Hash algorithm 131 features are calculated based on the handwritten samples. Table 1. Tolerance factor (TF) values used during the evaluation
Semantic
TF in CRR mode
TF in EER mode
Public PIN
1.50
1.00
Secret PIN
1.75
1.00
Pseudonym
2.50
1.25
Symbol
3.50
1.50
Place
2.50
1.25 Table 1. Tolerance factor (TF) values used during the evaluation Since all features are considered equally, the tolerance vector TV is set to (1, …, 1). 5.3
Experimental Results Table 2 shows equal error rates (EER and EERre) of all semantics with and without
applied MV. By comparing the first columns of each section, where the EER is pre-
sented for all semantics, a decrease of all EER is clearly noticeable. The highest drop
of 4.67 percentage points (relative drop of 42.61%) is caused by the semantic pseudo-
nym. Similar results are recorded by the EERre. The highest drop of 2.2 percentage
points (relative drop of 46.8%) is achieved by semantic pseudonym. Semantic public
PIN even reaches an EERre of 0%. In one case a slightly increase of the EERre of 0.2
percentage points occurs (semantic place). Table 3 shows reproduction rates, collision rates and collision reproduction rates of
all semantic classes with and without applied specific feature mask vector MV. If a
MV is used all reproduction rates increases significantly by an average of approxi-
mately 19%, whereas the collision rates also increase by an average of 31%. Table 2. Equal error rates (EER) of all semantic classes (in %) with and without applied MV. No MV
MV
Semantic
EER
EERre
EER
EERre
Public PIN
17.46
2.56
13.25
0.00
Secret PIN
12.71
1.41
11.54
0.25
Pseudonym
10.96
4.70
6.29
2.50
Symbol
9.45
1.86
6.44
1.35
Place
9.79
2.30
7.09
2.50 Table 2. Equal error rates (EER) of all semantic classes (in %) with and without applied MV. The largest reproduction rate increase is obtained by the semantic public PIN
(51.79% up to 72.54%) and the highest reproduction rate was achieved by semantic
symbol (94.35%). Collision rates of associated attack test samples are in almost every
semantic zero. Within semantic symbol a slightly collision rate of 0.76% is recorded
during the experimental tests. Table 3. Collision reproduction rates (CRR/CRRre), reproduction rates (RR) and collision rates
(CR/CRre) of all semantic classes (in %) with and without user specific feature mask vector
MV. 5.2
Experimental Settings Thus, the tolerance factor (TF) is the main parameter for controlling hash generation
as well as verification performance. In previous work [7] we already determined tol-
erance factor values of the same evaluation data for two scenarios, lowest EER (EER
mode) and highest RR (CRR mode), in all semantics. According to these results of the
previous test, based on all 131 features, the TF values are set as shown in table 1. Feature mask vectors are generated for each user in all semantic classes separately,
as described in section 3, using the evaluation data of the second session. During the
MV generation, only if all values at a specific position i of all BioHash vectors are
equal, then MVi is set to 1. The minimal, average and maximal amounts of selected
features are determined to show how many features are actually used during the veri-
fication or hash generation process. Note that the evaluation protocol leads to a realis-
tic scenario since the reference data has already undergone an aging of at least 2
month compared to the evaluation data. 5.3
Experimental Results No MV
MV
Semantic
RR
CR
CRre
CRR
CRRre
RR
CR
CRre
CRR
CRRre
Public PIN
51.79
5.10
0.00
26.65
24.10
72.54
8.34
0.00
17.88
13.71
Secret PIN
60.00
4.85
0.00
22.42
20.00
78.20
9.17
0.00
15.48
10.89
Pseudonym
71.02
4.33
0.00
16.65
14.48
84.61
5.84
0.00
10.61
7.69
Symbol
86.92
5.40
0.00
9.24
6.53
94.35
6.72
0.76
6.18
3.20
Place
71.02
4.06
0.00
16.52
14.48
87.17
5.57
0.00
9.19
6.41
Table 4 shows the minimal, average and maximal amount of selected features rep-
resented by the feature mask vector in each semantic class for both scenarios (verifi- Table 4 shows the minimal, average and maximal amount of selected features rep-
resented by the feature mask vector in each semantic class for both scenarios (verifi- cation and hash generation mode). The minimal amount (87) of features used during a
verification process is obtained by semantic public PIN within the EER mode. In
CRR mode the number of used features is always higher than in EER mode. The av-
erage amount of selected features over all semantics in EER mode is 122 and in CRR
mode 128. Table 4. Minimal, average and maximal amount of selected features for each semantic in both
scenarios (verification and hash generation mode) Table 4. Minimal, average and maximal amount of selected features for each semantic in both
scenarios (verification and hash generation mode)
Public PIN
Secret PIN
Pseudonym
Symbol
Place
Mode
EER
CRR
EER
CRR
EER
CRR
EER
CRR
EER
CRR
Min. 87
96
89
107
103
120
113
126
107
123
Avg. 120
126
120
127
123
128
125
130
122
128
Max. 129
131
130
131
131
131
131
131
131
131 Table 4. Minimal, average and maximal amount of selected features for each semantic in both
scenarios (verification and hash generation mode) References 1. Jain, A. K., Nandakumar, K., Nagar, A.: Biometric Template Security. In EURASIP Jour-
nal on Advances in Signal Processing, Article ID 579416 (2008) 2. Fratric, I., Ribaric S.: Local Binary LDA for Face Recognition. In Proceedings of the 3rd
European Workshop on Biometrics and Identity Management (BioID2011), pp. 144-155,
Germany, Brandenburg (2011) 3. Hollingsworth, K.P., Bowyer, K.W., Flynn, P.J.: The Best Bits in an Iris Code. IEEE
Transactions on Pattern Analysis and Machine Intelligence Volume 31 Issue 6, 964-973
(2009) 4. Rathgeb, C., Uhl, A., Wild, P.: Combining Selective Best Bits of Iris-Codes. In Proceed-
ings of the 3rd European Workshop on Biometrics and Identity Management (BioID2011),
pp. 127-137, Germany, Brandenburg (2011) 5. Nageshkumar, M.; Mahesh, P., Swamy, M. S.: An Efficient Secure Multimodal Biometric
Fusion Using Palmprint and Face Image. International Journal of Computer Science Is-
sues, IJCSI, Volume 2, pp. 49-53 (2009) 6. Kumar, A., Zhang, D.: Biometric Recognition using Feature Selection and Combination. In: Audio- and Video-Based Biometric Person Authentication, LNCS 3546, pp. 813-822
(2005) 7. Makrushin, A., Scheidat, T., Vielhauer, C.: Handwriting Biometrics: Feature Selection
based Improvements in Authentication and Hash Generation Accuracy. In Proceedings of
the 3rd European Workshop on Biometrics and Identity Management (BioID2011), pp. 37-
48, Germany, Brandenburg (2011) 8. Kümmel, K.; Scheidat, T.; Arndt, C., Vielhauer, C.: Feature Selection by User Specific
Feature Mask on a Biometric Hash Algorithm for Dynamic Handwriting. In Proceedings
of the 12th Joint IFIP TC6 and TC11 Conference on Communications and Multimedia Se-
curity, pp. 85-93 (2011) 9. Vielhauer, C., Steinmetz, R., Mayerhöfer, A., “Biometric Hash based on Statistical Fea-
tures of Online Signature”. In Proceedings of the International Conference on Pattern Rec-
ognition (ICPR), Quebec City, Canada, Vol. 1 (2002) 10. Vielhauer, C.: Biometric User Authentication for IT Security: From Fundamentals to
Handwriting, Springer, New York (2006) 11. Kümmel, K., Vielhauer, C.: Potentielle Rückführbarkeit eines biometrischen Hashes für
Handschriften. In Proceedings of the D-A-CH Security Conference, pp. 66-77, Klagenfurt,
Germany (2010) 12. Kümmel, K., Vielhauer, C., Scheidat, T., Franke, D., Dittmann, J.: Handwriting Biometric
Hash Attack: A Genetic Algorithm with User Interaction for Raw Data Reconstruction. In
Proceedings of the 11th Joint IFIP TC6/TC11 International Conference on Communica-
tions and Multimedia Security, pp. 178-190, Austria (2010) 13. Scheidat, T., Vielhauer, C., Dittmann, J.: Advanced Studies on Reproducibility of Biomet-
ric Hashes. In Proceedings of the First Workshop on Biometrics and Identity Management
(BIOID 2008), pp. 6
Conclusion and Future Work The content of this document is under the sole responsibility of the authors. We also like to thank the StepOver GmbH for supporting the project “OptiBio-
HashEmbedded”. Acknowledgements. This work is supported by the German Federal Ministry of Edu-
cation and Research (BMBF), project “OptiBioHashEmbedded” under grant number
17N3109. The content of this document is under the sole responsibility of the authors. p
y
We also like to thank the StepOver GmbH for supporting the project “OptiBio-
HashEmbedded”. 6
Conclusion and Future Work 6 In this work we study the security impact of an applied user specific feature mask
vector MV introduced in [8] on a Biometric Hash algorithm for dynamic handwriting
[10]. Therefore, we use a reverse engineering attack method introduced in [11] and
[12] to generate attack test samples for each user. Our goal was to see if the feature
mask vector MV has any affect on artificial data and if so, are the results similar to
genuine verification data. Within the experimental tests, equal error rates for both
settings, with and without applied MV, were evaluated. First results indicate that an
applied feature mask vector reduces the false acceptance rates caused by the attack
test samples significantly. Consequently, this leads to a decrease of EERre in almost
every semantic class by an average of approx. 64%. Compared to the decrease caused
by the MV on the EER of random attacks (average drop by 27%), artificial data are
more effected. It seems that an applied feature mask vector has even a greater security
impact on artificially generated data then on genuine data and random attacks. Colli-
sion rates caused by the artificial generated data (in almost every semantic 0%) sup-
port this assumption. These results point out, that an applied specific feature mask
vector improves not only the verification but also the security performance of the
Biometric Hash algorithm by reducing error rates imposed by artificial samples. Nev-
ertheless, a slightly increase of an EERre of 0.2 percentage points and a minor colli-
sion rate of 0.76% during an applied MV needs to be studied further. In order to sub-
stantiate the first experimental results further tests, using more individuals and a
greater amount of attack test samples, have to be carried out. Also the reverse engi-
neering method can be improved to generate more efficient imposter data in order to
execute a more sophisticated security performance test. One possible research direc-
tion here could be a composition of handwriting signals from sets of base letter struc-
ture components with the pseudorandom spline function. This method may also lead
to more realistic looking artificial handwriting data then those which were generated
by the actual reverse engineering method. Acknowledgements. This work is supported by the German Federal Ministry of Edu-
cation and Research (BMBF), project “OptiBioHashEmbedded” under grant number
17N3109. References 150-159, Roskilde University, Denmark (2008)
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A qualitative exploration of the human resource policy implications of voluntary counselling and testing scale-up in Kenya: applying a model for policy analysis
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Abstract Background: Kenya experienced rapid scale up of HIV testing and counselling services in government health
services from 2001. We set out to examine the human resource policy implications of scaling up HIV testing and
counselling in Kenya and to analyse the resultant policy against a recognised theoretical framework of health
policy reform (policy analysis triangle). Methods: Qualitative methods were used to gain in-depth insights from policy makers who shaped scale up. This
included 22 in-depth interviews with Voluntary Counselling and Testing (VCT) task force members, critical analysis
of 53 sets of minutes and diary notes. We explore points of consensus and conflict amongst policymakers in Kenya
and analyse this content to assess who favoured and resisted new policies, how scale up was achieved and the
importance of the local context in which scale up occurred. Results: The scale up of VCT in Kenya had a number of human resource policy implications resulting from the
introduction of lay counsellors and their authorisation to conduct rapid HIV testing using newly introduced rapid
testing technologies. Our findings indicate that three key groups of actors were critical: laboratory professionals,
counselling associations and the Ministry of Health. Strategic alliances between donors, NGOs and these three key
groups underpinned the process. The process of reaching consensus required compromise and time commitment
but was critical to a unified nationwide approach. Policies around quality assurance were integral in ensuring
standardisation of content and approach. Conclusion: The introduction and scale up of new health service initiatives such as HIV voluntary counselling and
testing necessitates changes to existing health systems and modification of entrenched interests around
professional counselling and laboratory testing. Our methodological approach enabled exploration of complexities
of scale up of HIV testing and counselling in Kenya. We argue that a better understanding of the diverse actors,
the context and the process, is required to mitigate risks and maximise impact. to the HIV epidemic [1,2]. 2008 saw the launch of new
task shifting guidelines [3] with a number of countries
reporting the success of this approach in HIV services
generally [4,5] and in HIV counselling and testing speci-
fically [6,7]. However, as new cadres of staff emerge,
concerns remain over the professional recognition of lay
staff, their training and supervisory support as well as
quality assurance mechanisms [8,9]. Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 A qualitative exploration of the human resource
policy implications of voluntary counselling and
testing scale-up in Kenya: applying a model for
policy analysis Miriam Taegtmeyer1*, Tim Martineau2, Jane H Namwebya3, Annrita Ikahu4, Carol W Ngare5, James Sakwa6,
David G Lalloo1 and Sally Theobald2 © 2011 Taegtmeyer et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. RESEARCH ARTICLE Open Access © 2011 Taegtmeyer et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. * Correspondence: M.Taegtmeyer@liverpool.ac.uk
1Clinical Group, Liverpool School of Tropical Medicine, Liverpool, UK
Full list of author information is available at the end of the article Background
h While the
authors’ involvement in the process may have led to
subjectivity, the close ‘insider’ involvement allowed
unique insights, grounded in a reflexive approach. Awareness of the difficulties, dilemmas and potential
biases of the methodology meant that steps were taken
to mitigate them. Open-ended questions followed by
probes were used in interviews to enable participants’
own views to be clearly expressed. The roles of indivi-
duals within the group are examined reflexively in the
analytical process to assess their influence on policy and
in shaping strategies for VCT scale up. In 2000, when this work commenced, an estimated 2.2
million adult Kenyans were infected with HIV [15]. Pre-
valence rates showed significant regional and rural/
urban variations, average urban prevalence was (10%)
nearly twice that in rural areas (5-6%) and some districts
in Nyanza province had prevalence rates in excess of
30% [16]. Kenya is an example of a country where task
shifting has been employed to facilitate the rapid scale
up of client-initiated counselling and testing services in
government health facilities [17,18] and high prevalence
areas were targeted in the initial phase of scale up. The
introduction in 2000 of rapid HIV testing technology
that enabled whole blood from a finger prick to be used
for testing made it possible for lay counsellors to con-
duct HIV testing with rapid and reliable results [19]. Kenya then saw a rapid increase in the availability of
VCT from 3 sites in 2000 to over 400 registered sites in
early 2004 [17]. Purposive sampling was employed to recruit intervie-
wees with rich and relevant experience [24]. Intervie-
wees ranged from those with first hand experiences
establishing VCT programmes, to technical advisors,
donors and Ministry of Health (MoH) officials. Not all
were permanent members of the taskforce but all were
key political drivers of the scale up process. A total of
22 interviews were conducted, 14 of whom were task-
force members. Interviews were conducted in English by
MT between March and May 2004 and were audio-
taped with concomitant note-taking. Informed consent
was obtained and participants’ details were anonymised
and coded. However, the gender and position of partici-
pants means that many would be able to recognise not
only their own inputs but also those of fellow members
of the VCT taskforce. Wherever possible (given the time
delay) results were sent to participants for feedback and
‘participant checking’, thus ensuring quality control. Background
h The expansion of voluntary counselling and testing for
HIV (VCT) has implications for human resources. There has been increasing global recognition of the
need for task shifting (whereby medical tasks are dele-
gated to less specialised health care workers) in response Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 2 of 10 Kenya, like many resource-poor countries, has a
chronically under-resourced health care system and a
high prevalence of poverty [10]. In the public sector in
2004, there were 3 doctors and 49 nurses per 100 000
population and more than half of all health personnel
were based in urban areas [11]. The average health cen-
tre has no laboratory staff and a district hospital having
an average of only 4 technicians and technologists. Kenya continues to lose large numbers of qualified
health care workers, including high numbers of labora-
tory staff every year [12]. On the one hand the Govern-
ment of Kenya is committed to scale up of access to
HIV services, on the other hand donors are unwilling to
fund salaries and a recent International Monetary Fund
moratorium on hiring of civil servants means that
despite increasing workloads, the government is not able
to hire additional health professionals [13,14]. attitudes of human resources for VCT scale up [21,22]. Methods which were carried out simultaneously
included participant observation, review of minutes of
taskforce meetings and individual in-depth interviews
with key informants all conducted by the principal
investigator (MT). Scale-up occurred across the country
and so the whole of Kenya may therefore be seen as the
study area. With the exception of a one week retreat in
2001, all taskforce meetings were held in Nairobi and
this
is
where
the
policymaker
interviews
were
conducted. A total of 53 sets of minutes, representing all of the
taskforce meetings held between Sept 2000 and July
2004 were reviewed. Close to 80% (42/53) of these had
matching diary notes. Consideration was given to the
interaction of the individuals as well as the group pro-
cesses and decisions in analysis of diary notes. MT was
thus both a participant and an observer [23], and ‘insi-
ders’ (co-authors who were members of the VCT task-
force - AI, JHN, CN, JS) as well as ‘outsiders’ were
included in the qualitative analysis process. Background
h Feedback was received from 15 of 22 interviewees (some
were no longer contactable), who indicated they were
happy with the way their views were identified and por-
trayed. For these participants, details of gender and The Kenyan scenario represents the kind of challenges
that health policymakers are faced with in many
resource poor countries: the need to increase the flex-
ibility of health services provision balanced with the
need for quality and professionalism. New HIV services
are provided in a fast-changing context with wide reach-
ing implications for human resources. Kenya has a
chronically under-resourced health care system [20]. Staffing implications need to be understood in the con-
text of serious shortages, mal-distribution of staff and
financing constraints [1]. We set out to explore the
complex interactions between the key actors, the con-
text they operated in and the processes that evolved as
human resources policies for the scale up of HIV testing
and counselling (HTC) were developed. Methods Qualitative research methodologies were employed,
appropriate to exploring policymakers’ perceptions and Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 3 of 10 location are provided with illustrative quotations; for
others these details are not included to maintain
confidentiality. the actors. This model, or variants of it, continues to be
used in resource poor contexts for analysis of health
policy [30-32]. In our analysis, too, particular attention
was paid to the complex inter-relationships between the
actors (forming the centre of the triangle) and the con-
text, processes and content. All 22 interviews were included in the analysis. Data
analysis commenced during the data collection period
allowing emerging issues to be included in subsequent
interviews and issues from participant observation to be
included in the interview guide. Once complete, the
data were analysed using a thematic framework [25],
integrating themes from interviews with those from par-
ticipant observations and diary notes enabling cross con-
nections to be made. Our analysis was informed by
conceptual and empirical work by Walt and Gilson
[26,27] and Buse [28], who developed a simplified analy-
tical model, called the ‘health policy triangle’ (see Figure
1). The model was developed to address the problem
that the focus of most policy analysis at the time - in
this case related to health reform - was on the content
of the policy. Like Reich [29] they believed that policy
change is a highly political process and therefore actors
were at the centre of the process. In addition, attention
should be paid to the processes of developing policy
including how the policy issue arises (agenda setting),
how decisions are made in the development and finally
how the policy is implemented. Finally, all this takes
place with a particular context (for example, the particu-
lar role of the state, within a specific cultures and the
current economic situation), which along with the policy
content formed the three apices of the triangle around All study participants provided written informed con-
sent and were informed of the study by the VCT task-
force at the Kenyan National AIDS and STD Control
Programme, which gave explicit permission for meeting
minutes to be reviewed. Ethical approval was obtained
from the Kenya Medical Research Institute for opera-
tional research on the scale up of VCT. Methods This specific
study also received institutional approval from the Liver-
pool School of Tropical Medicine Research Ethics Com-
mittee (ref 03.62). Results Data was synthesized from all the different qualitative
methods employed, the results shed light on the difficul-
ties faced in instigating task shifting policy. The health
policy triangle (see Figure 1) is used to graphically illus-
trate and structure the findings. The findings are thus
presented against the four areas in the triangle: ‘context’,
‘actors’, ‘process’ and ‘content’. Key actors and their interests in task shifting The VCT taskforce was established with donor fund-
ing for initial meetings under MoH leadership in late
2000 and was convened by NASCOP. While the back-
bone of membership was MoH officials, donors and
their implementing partners, a number of technical Table 1 contains a summary of the key actors and their
interests in task shifting. The strategic alliance between
donors (who did not support salaries for government
staff) and the central Ministry of Health (who were not Table 1 Key actors and their potential impact on task shifting policy
Actor
Engagement with taskforce
Interest regarding scale up and
task shifting policy
Potential
support for
lay counsellor
testing*
Evidence of support or
opposition to task shifting
Ministry of
Health (central)
Limited but aware
Use existing salary lines: encourage
task shifting
+++
Agrees to meetings with all
players
Ministry of
Health (NACC)
Limited but aware
No significant engagement. Supportive if CBOs and NGOs using
lay counsellors
+
National AIDS Strategy sets targets
for scale up
No significant involvement in the
processes
Ministry of
Health
(NASCOP)
Convened taskforce in 2001
Host meetings
Open as many sites as possible with
wide geographic coverage
++
Provides enabling policy
environment
Open wording to appease all
players
Accepts variety of financial
contributions
Ministry of
Health
(provincial and
district level)
Occasionally invited to meetings
Ensure quality of sites in districts
Pragmatic: work within existing
resources
Maintain good relationships and a
motivated workforce
++++
Provides services and input
practical advice into policy
development
Seeks additional donor support
Laboratory
associations
Individuals attend meetings on behalf
of other actors (e.g. if working for a
donor but also an association
member). Context of VCT scale up in Kenya At this point it is impossible for a major redirection
of health personnel into VCT.” (Male donor, key
informant interview.) “We have had a non-replacement policy within the
hospitals and within most of the MoH now for years. At this point it is impossible for a major redirection
of health personnel into VCT.” (Male donor, key
informant interview.) Context of VCT scale up in Kenya In late 2000 a consultative meeting [19] on VCT set the
agenda for scale up, outlined government strategy and
reviewed the results of pilot studies conducted in Kenya
[33] as well as experience with rapid testing from else-
where. Key to the discussion was the availability of new
rapid testing technologies. These were easy to conduct
by lay people, meaning that specialised laboratory train-
ing was not necessary, did not require electricity or
external reagents and gave results in 15 minutes, thus
enabling the giving of results immediately after testing. In 2001 a national taskforce convened to oversee VCT
services in Kenya. From the outset it intended to
actively promote task shifting such that the burden of
extra work created by HIV counselling and testing was
distributed throughout the different categories of staff
and maximum benefit was gained from the use of lay
counsellors. With this in mind a new combined role,
designated ‘VCT counsellor’, was conceived and a uni-
fied curriculum for training was published by the
National AIDS and STD Control Programme (NAS-
COP). This covered counselling skills, rapid HIV testing
using whole blood and quality assurance [34]. It was
open to health care professionals as well as lay
counsellors. Figure 1 Policy analysis of VCT scale up (adapted from Walt
and Gilson 1994). Over 2500 VCT counsellors were trained and certified
and 900 new sites opened in the following six years. The majority (80%) of these VCT sites were located in Figure 1 Policy analysis of VCT scale up (adapted from Walt
and Gilson 1994). Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 4 of 10 in a position to hire new staff) was instrumental in
encouraging task shifting. government health facilities. At the same time HIV test-
ing in clinical settings was increasing in Kenya with
antenatal clinics and hospitals incorporating provider-
initiated HIV testing and counselling (PITC) as a rou-
tine standard of care. Health facilities trying to find
ways to provide HIV counselling and testing in addition
to their existing clinical services were experiencing sig-
nificant new human resource challenges. “We have had a non-replacement policy within the
hospitals and within most of the MoH now for years. Key actors and their interests in task shifting Not formally engaged in taskforce
until 2003
Maintain quality of tests
Maintain professionalism in testing
Create jobs for unemployed
laboratory technicians and
technologists
-
Engages senior Ministry of Health
officials and at times national
newspapers to try to prevent task
shifting
Counselling
associations
Only one (of two possible)
counselling associations engaged in
taskforce
Recognition for counselling as a
profession
Maintain quality of counselling
Maintain a monopoly on recognised
training institutions
Continue current curricula on
theories of counselling
+
Disagree with length and focus of
training curriculum
Approach central Ministry of
Health directly to request
counselling recognised as a cadre
in the Ministry
Donors and
their
implementing
partners
Provided driving force for taskforce
establishment, including funds for
secretariat
No funding for government salaries:
encourage task shifting but varying
approaches to incentives for lay
counsellors
Report high client flow
Report high numbers of sites opened
+++
Funding to government directly
to convene taskforce, collect data
etc. Influence through support to
implementing partners whose
remit is policy change
Influence through support to
NGO/CBOs
*+indicates support of lay counsellor testing and - indicates lack of support Table 1 Key actors and their potential impact on task shifting policy *+indicates support of lay counsellor testing and - indicates lack of support Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 5 of 10 trainees as ‘VCT counsellors’ as distinct from ‘profes-
sional counsellors’ the associations shared training curri-
cula with the national committee, took part in the
process of developing a unified curriculum and encour-
aged as many as possible to attend their own or other
recognised VCT counsellor training courses, whilst try-
ing to maintain prime position in this market. advisors, laboratory and counselling experts with experi-
ence in HIV testing and other key stakeholders were
invited to attend either from the onset or at various
stages over the course of the next few years (seen in the
first column of table 1). The inclusion of individuals
with experience at the district level allowed human
resource lessons, pilot studies and operational research
to shape policy development. A number of large international non-governmental
organisations and smaller local organizations, funded by
donors, were involved in the provision of VCT services
or technical support including procurement, logistics,
counselling and testing and social marketing. Some were
tasked by their donors to work with government staff,
whilst others provided independent services. Key actors and their interests in task shifting Donor poli-
cies generally restricted direct salary support to govern-
ment staff but organisations were able to give technical
and quality support. A number of the smaller organisa-
tions established mechanisms for donor funds to be rou-
ted through NGOs most of whom also had a vested
interest in sustaining their own funds. The relationship
between donors as taskforce drivers who promoted the
scale up of lay counsellors and concerns around sustain-
ability were openly debated in Kenya, where donors had
high expectations of the speed of scale up and pushed
the lay counsellor agenda from early on without formal
assessment of longer-term sustainability (see table 1). p p
y
p
Professional associations were also influential, but had
a potential to undermine moves towards task shifting. Traditionally, both laboratory and counselling associa-
tions have been involved in HIV testing and counselling. Both expressed concerns that scale up and task shifting
might compromise quality. The two associations looked
at quality from two different angles. Whereas the coun-
selling association did not mind lay counsellors conduct-
ing the testing, they were concerned over the length and
content of the counselling training. On the other hand,
the laboratory association were less concerned with this
and more opposed to lay counsellors conducting testing. Laboratory operations are regulated by the Kenya Medi-
cal Laboratory Technicians and Technologists Board
under an Act of Parliament and personnel may join the
Association of Kenya Medical Laboratory Scientific Offi-
cers [35] that acted as advocates for its members, rather
like a union [36]. Initial taskforce meetings agreeing the
VCT guidelines included a number of laboratory profes-
sionals who were members, but not official representa-
tives, of the board and association. Like many cadres of
health professionals in Kenya there are a significant
number of unemployed laboratory staff, as well as an
employment embargo, which according to some was
imposed by the International Monetary Fund [37,38]. The association did not see the use of task shifting as
being in the best interests of it members, the majority of
whom saw HIV testing as the prerogative of laboratory
technicians and technologists. They referred to the VCT
guidelines, which state that they should conduct testing
where available, to reinforce their arguments. Processes in task shifting
Th
f
hi The process of reaching consensus on task shifting suffi-
cient for the publication of unified national guidelines
and curriculum involved lengthy discussions. The task-
force took a number of pragmatic early decisions based
on the results of a pilot study [39]. They were: to use
health professionals selected from all cadres already on
the government pay roll, to come up with a uniform
training curriculum and to allow non-laboratory staff to
conduct testing. The development of the training manual for VCT
counsellors was a contentious issue in the VCT task-
force and between counselling organisations, the MoH,
international agencies and technical advisors (subcom-
mittee minutes 2001). The development of the manual
to the satisfaction of all parties with different views took
almost two years to complete. There was disagreement
on the length of training, counselling organizations
wanted longer training, government agreed to a two-
week training and some technical and donor agencies
pushed for two-day training on testing alone. The last
two groups were concerned that time away from service
provision for training would exacerbate existing
shortages. There was also disagreement on the content
of counselling. The professional counsellors were push-
ing for a training that was grounded in counselling the-
ories leaving them able to conduct fully client-centred “it rightly belongs to the lab people to test.” (Labora-
tory technologist, key informant interview.) “it rightly belongs to the lab people to test.” (Labora-
tory technologist, key informant interview.) “it rightly belongs to the lab people to test.” (Labora-
tory technologist, key informant interview.) The government does not currently recognize the
counselling profession as a cadre in the MoH. As well
as theory-based university courses in counselling psy-
chology there are many registered counselling organisa-
tions. Two large associations of professional counsellors
undertake generic training to certificate, higher diploma
and Master’s level. These organisations saw HIV testing
as an opportunity to promote counselling as a profes-
sion. They underscored its central role in HIV services
and encouraged members to learn how to conduct rapid
testing. Once happy with the move to rename the new Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 6 of 10 country, the issue was brought to the attention of the
central MoH who tried to placate both sides, changing
the wording of the guidelines to add ‘or any other per-
son authorised by the Minister of Health’. therapeutic sessions. Others argued for an approach that
was still client-centred but focused on exploring indivi-
dual HIV risk issues and others still wanted a simplified
training that taught counselling through providing trai-
nees with lists of statements and questions on pre-
printed cards that were to be used to guide the sessions. The disparate elements, content, curricula and theories
of adult education were brought together in a participa-
tory process and a manual was published in 2002. “because the government has supported VCT scale up
knowing that we don’t have enough lab people to
cope.” (Female programme officer, Nairobi, KII.) At the Annual Conference of Laboratory Scientific
Officers in Kakamega in October 2002, data from imple-
menting partners VCT sites were presented that con-
firmed that lay counsellors who conducted testing were
getting a 99.6% level of accuracy according to rigorous
external quality assurance [40]. Despite this and due in
part to a lack of clear statement from leadership, the
dispute continued to rage. Variously described in inter-
views as a ’turf war’ a ’threat to professionalism’ and ’a
concern over quality standards’, the deliberations over
who should conduct testing almost brought VCT scale
up to a halt and reached the press in August 2003 with
articles raising quality concerns about non-laboratory
personnel testing. “it rightly belongs to the lab people to test.” (Labora-
tory technologist, key informant interview.) Popular daily national papers includ-
ing the Nation, Standard and East African carried
almost daily articles on the debate with headings such
as ‘Sincerity Lacking in VCTs’, ‘The Big Issue: Panic
over HIV testing’; ‘Fix it now, VCT debate getting out
of control’ and ‘Government defends VCTs’ (Figure 2). The debate was intended to air the concerns of the
Association about the professional erosion of the labora-
tory staff but actually gave a platform for donors to
sponsor articles explaining quality assurance procedures
and stimulated public interest in VCT sites. Acrimonious debates in the taskforce (recurring theme
in taskforce minutes Nov 2000 - Sept 2003) dominated
the decisions on whether health workers (primarily
nurses) or counsellors should provide the counselling
and testing. Some committee members argued that it
was wrong to divert health workers from clinical duties;
others argued that medical diagnoses should remain the
prerogative of clinicians and HIV testing the prerogative
of laboratory technicians and technologists (diary notes,
March 7-9th, 2001; Guidelines Retreat). There has been
an evolution over time in response to these concerns. Initially health workers provided VCT services delivered
in health facilities, and lay or non-medical counsellors
provided services in stand-alone or community sites. By
2005 lay counsellors were employed to work as VCT
counsellors in health facilities but government funding
for these finished in 2009. By 2011, few remained in
place. Instead health workers provide HIV testing and
counselling as part of ‘provider-initiated testing and
counselling’ (PITC) in health facilities and lay counsel-
lors are employed in stand-alone VCT sites, mobile, out-
reach and door-to-door HIV testing and counselling
programmes. Senior laboratory staff who have been on a
training course train and certify VCT counsellors in
HIV rapid testing, supervise the VCT counsellors doing
testing and support the district medical laboratory in-
charges to provide quality assurance mechanisms in
VCT sites. In the end, the agreed wording for the guide-
lines was: Despite this the conflict was barely noticed outside
Nairobi. In fact some of the district and provincial inter-
viewees thought the bad publicity may have stimulated Figure 2 Sample VCT newspaper headlines August and
September 2003. “All HIV testing for VCT should be done by labora-
tory technologists or technicians. However, in some
locations and settings this is not possible. “it rightly belongs to the lab people to test.” (Labora-
tory technologist, key informant interview.) If they have
successfully completed an accredited training in test-
ing procedures and are supervised by a laboratory
technologist/technician, other health workers may
perform simple rapid tests for VCT purposes.” Practically however, only a proportion of testing was
conducted by laboratory personnel. A few large stand-
alone sites were able to hire one technician or technolo-
gist, but most sites, including health facilities, were con-
ducting in-room testing by health care workers
(participant observation, diary notes Nov 21st 2001). Some time after VCT was well established in the Figure 2 Sample VCT newspaper headlines August and
September 2003. Figure 2 Sample VCT newspaper headlines August and
September 2003. Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 7 of 10 interest in VCT. Most had good working relationships
between the routine laboratory staff and VCT. understand why someone would serve only 8 or 15 cli-
ents. Those who tried to perform both roles were fru-
strated and overworked. This resulted in internal
conflict or frustrated clients as VCT service opening
times became irregular in order to fit round other work
expectations. “At national level there has been a lot of politics but
in our area so far no problem.” (District Medical
Officer of Health, KII.) Subsequently the lack of promotional structures and
of recognition for counselling as a cadre threatened the
task shifting policies as far as the use of other health
professionals was concerned and increasingly opened
the door for lay counsellors to provide services in health
facilities. The laboratory members interviewed would have wel-
comed their inclusion in planning, in study design to
evaluate quality, and in early stages of roll-out. The
omission of the official representatives of the profes-
sional association and senior laboratory personnel work-
ing with the government was felt to be an error. However, there were still those who felt that an early
official lab presence may have inhibited scale up in the
public sector. On the other hand, policies around quality assurance
were integral to the scale-up strategy in Kenya [18] and
were central in guiding how to task shift to lay counsel-
lors, many of whom were volunteers. The guidelines
and training curriculum became a key element of the
subsequent site registration and quality assurance sys-
tems. “VCT are manned from all directions. Some are pub-
lic health technicians, some are nurses etc.” (Male,
programme officer, KII.) There was an awareness that similar HIV counselling
programmes had failed in the past due to the impact of
dual roles (doing counselling as well as nursing) on pro-
vider stress, high attrition rates and inconsistent service
delivery. This led to deliberate policies on the preven-
tion of counsellor burn out through a policy of manda-
tory attendance at support supervision sessions. Furthermore lay personnel and ‘volunteer counsellors’
were encouraged to apply for training positions and to
provide services with NGO support. Despite efforts to
mitigate the impact of task shifting on strained
resources, concerns arose not only about the lack of
deliberate policy but also about the lack of clear line
management structures that ensued. Staff reported to -
and were evaluated by - their former bosses in their
main discipline, many of whom were not versed in the
expectations or job descriptions for VCT counsellors. This created tensions. For example, counsellors were
told to see a max of 8-15 clients per day. A departmen-
tal head who had over 50 patients waiting to be served
in another department by one nurse/midwife could not The registration system then formed the basis of a
comprehensive quality assurance programme that
included supervision of counselling and testing, continu-
ing education, laboratory-based testing using dried
blood spots and inspection of sites. In late 2003 a
National Quality Assurance Team was established,
including laboratory supervisory staff, who visited all
sites annually. The team found high standards of testing
in registered sites [40] and reported high client confi-
dence in the approach used. “It is important for the client and the counsellor to
do their thing together and for the client to watch. Then clients have absolute confidence in their
results.” (Male, laboratory, KII.) “it rightly belongs to the lab people to test.” (Labora-
tory technologist, key informant interview.) Within a year of the establishment of the task-
force, the guidelines had been disseminated throughout
Kenya and an enforced registration system meant that
all VCT sites should be operating under the same stan-
dards (Report on piloting of registration system VCT
taskforce minutes Nov 7th 2001). Only registered sites
could access the free HIV test kits funded by a World
Bank loan [41] in exchange for data on client uptake. A
national data form was developed and registered sites
completed a form for each individual. “If they were on the taskforce earlier it might have
affected scale up. Depending on how strong they were
or how forceful of their point of view it could have
blocked expansion.” (Female, donor, KII.) Content of task shifting The initial strategies for VCT scale up did not make
task shifting policies for VCT explicit. Assumptions
were made that health care workers, taken from a num-
ber of different cadres, would perform dual roles. “The government took a loan from the World Bank
for the purchase of test kits. It helped us. Free kits
probably accelerated the process and allowed us to
control it.” (Male MoH taskforce member, KII.) “VCT are manned from all directions. Some are pub-
lic health technicians, some are nurses etc.” (Male,
programme officer, KII.) Discussion Our findings indicate that programmers have to deal
with more than the content (the technical components) Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 8 of 10 of a policy in order to get it successfully implemented. A
qualitative approach has revealed multiple complex
layers as individuals and groups with their own personal
and political histories and interactions all play a role. Our methodology and our policy analysis, that was not
restricted to the policy content, but included all four
components of the policy triangle, have enabled an in-
depth understanding of the human resource implica-
tions of VCT scale up from the perspective of the full
breadth of task force members, including representative,
experienced service providers. First we need to be clear
about the actors and their interests (which may or may
not be supportive). Next we need to understand the
context as this might influence the interests of the
actors (for example an employment embargo heighten-
ing the opposition of the lab staff to task-shifting). Finally, with a better understanding of the actors and
the context and the potential risks involved, the content
and the process can be better planned. These findings
have resonance for the provision of new services, such
as new rapid diagnostic tests or new care pathways in
many settings. indicated that the success of task shifting in Kenya was
in part due to the quality assurance systems for HIV
testing. While the introduction of task shifting for HIV
counselling and testing in Kenya has enabled rapid scale
up of services, it was the flexibility around who conducts
testing that allowed expansion into non-medical areas,
outreach services and non-government facilities. This
flexibility was possible through the scale up of one uni-
fied regulatory and quality assurance system [18]. Qual-
ity assurance systems for VCT scale up in Kenya are
thus both part of the context (as they were planned as
part of scale up from the outset) and the content as
policies evolved and new systems piloted as scale up
progressed. p
g
In 2005 Kenyan unified guidelines broadened the
scope of HIV testing further to include all health cadres
with minimal training [43]. Here, even more so than in
VCT, rapid expansion has threatened the quality of ser-
vices, both in Kenya and globally [44,45]. Discussion External qual-
ity assurance systems for testing and counselling are not
maintained in provider-initiated HIV testing and coun-
selling to the same standard as those in VCT sites. Test-
ing sites do not conduct proficiency panels and do not
send dried blood spots from rapid tests to reference
laboratories (personal communication, NASCOP, 2008). Indeed there is no national picture of where testing is
conducted, who is doing the testing and what the qual-
ity of ward and clinic-based testing is. It has also
become the expectation that every health care worker
will do counselling in every clinical setting. While this
has increased the rates of HIV testing and counselling,
it has also led to missed opportunities for prevention
messages and created a coercive atmosphere around
testing in some settings [44,46]. Involving lay counsel-
lors in busy clinics conducting HTC has been a success-
ful approach in Botswana [47] and may yet have a role
to play in PITC scale up with a renewed focus on uni-
versal access to HTC. Issues of sustainability, quality
assurance of testing and the use of lay counsellors are
still debated and local actors, processes and content are
vital components in understanding how these opportu-
nities can be maximised in different contexts. y
g
Despite staffing shortages, medical training colleges in
many resource-poor countries continue to produce
health care workers, without significant overlapping
skills, who strive to maintain high standards. These
health care workers are understandably protective of
professional boundaries and this protectionism has the
potential to threaten or even deliberately sabotage the
move to task shifting. The advent of a new testing tech-
nology which could be performed without extensive
laboratory training clearly raised concerns among
laboratory workers Kenya. The VCT taskforce com-
pounded this by failing to engage adequately with all the
officially recognized groups (Board and Association) of
laboratory seniors. A better understanding of the pre-
ceding political conflicts between the Association and
the Board as well as of the positions and legitimate con-
cerns of the members would have allowed a smoother
path to scale up. Some members’ concerns may have
been rooted in their training. Discussion As a result, despite docu-
mented high standards of lay counsellors conducting
testing [40], the professional associations diverted time
and attention away from supervision and the establish-
ment of comprehensive quality assurance systems for
HIV testing in all settings (including provider-initiated
HIV testing and counselling) to do battle with VCT. Time has shown that their concerns over quality of test-
ing are justified in the absence of comprehensive and
funded systems of training, certification, data recording
and external retesting of samples. Author details
1Cli i
l G 15. National Council for Population and Development: Demographic Health
Survey Maryland: Marco International Inc 1999; 1998. 1Clinical Group, Liverpool School of Tropical Medicine, Liverpool, UK. 2International Health Group, Liverpool School of Tropical Medicine, Liverpool,
UK. 3Family Health International, Nairobi, Kenya. 4Counselling Department,
Liverpool VCT, Treatment & Care, Nairobi, Kenya. 5Quality Assurance
Coordinator, National AIDS and STD Control Programme, Nairobi, Kenya. 6Elected Chair, Association of Kenya Medical Laboratory Scientific Officers,
Nairobi, Kenya. y
y
16. Kenya: Ministry of Planning and National Development: Demographic Health
Survey 2003 Nairobi Central Bureau of Statistics; 2004. Survey 2003 Nairobi Central Bureau of Statistics; 2004. 17. Kenya Ministry of Health: AIDS in Kenya: trends, interventions 17. Kenya Ministry of Health: AIDS in Kenya: trends, interventions and impact
Nairobi: National AIDS and STD Control Programme; 2005. Nairobi: National AIDS and STD Control Programme; 2005. 18. Marum E, Taegtmeyer M, Chebet K: Scale-up of v
and testing in Kenya. JAMA 2006, 296:859-62. 18. Marum E, Taegtmeyer M, Chebet K: Scale-up of voluntary HIV counselin
and testing in Kenya. JAMA 2006, 296:859-62. 19. Proceedings of the Consultative Technical Meeting on HIV Voluntary
Counselling and Testing VCT. [http://www.fhi.org/en/hivaids/pub/archive/
confrpts/pro_consult_tech_meeting_hiv_vct.htm], accessed on July 4th
2011. Acknowledgements
Th
h
ld lik 10. World Health Organisation: Country profile: Kenya [document on the
Internet]. Geneva: WHO; 2006 [http://www.who.int/hac/crises/ken/
Kenya_may06.pdf], [cited 2011 Jan 12].. The authors would like to thank all interview participants as well as all
members of the VCT taskforce, the Kenya Medical Laboratory Technicians
and Technologists Board, the Association of Kenya Medical Laboratory
Scientific Officers, the Kenyan Association of Professional Counsellors and the
staff of Liverpool VCT Treatment and Care, Kenya. All gave of their time and
insights whether directly or indirectly. Important feedback from interview
participants was incorporated in the paper and many read and critically
appraised earlier drafts of this document. The authors wish to thank them all
for very helpful comments. While this study did not receive direct donor
funding the programmes it describes were funded by numerous donors
including USAID, The US Centers for Diseases Control and the UK’s
Department for International Development (DfID). Kenya_may06.pdf], [cited 2011 Jan 12].. 11. Republic of Kenya Ministry of Health: Report on Human Resources
mapping and Verification Exercise. Nairobi; 2005. 12. Chankova S, Muchiri S, Kombe G: Health workforce attrition in the public
sector in Kenya: a look at the reasons. Human Resources for Health 2009,
7:58. 13. International Monetary Fund: Country report: Kenya poverty reduction strategy
paper [document on the Internet] Washington DC: IMF; 2005 [http://www. imf.org/external/pubs/ft/scr/2005/cr0511.pdf], [cited 2011 April 5].. 14. Ambrose S: Preserving disorder: IMF policies and Kenya’s health care crisis
Pambazuka 2006, 257[http://pambazuka.org/en/category/features/34800],
News[cited 8th April 2011]. Conclusion Our findings are still relevant today as new approaches
to HTC are scaled up within health systems and staff
struggle to balance the human resources requirements
with the need to maintain quality of service and labora-
tory and counselling professionalism. Our analysis
shows that the use of lay counsellors and health care
workers from a number of cadres to conduct counsel-
ling as well as testing in Kenya served to strengthen
rather than undermine primary care without diverting
significant resources from laboratories or depleting any In keeping with findings from Zambia and Cameroon
we highlight the importance of clearly re-defining roles
and task-shifting procedures [6,42]. Our data also Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Page 9 of 10 access to antiretroviral therapy in Thyolo, Malawi through task shifting
and decentralization of HIV/AIDS care. Trop Med Int Health 2010,
12:1413-20. one cadre. Concentrating only on the content or techni-
cal side of programme scale up is likely to fail, whatever
the approach to HTC scale up that is being used. A cri-
tical and informed analysis of context and actors and
the prioritisation of quality assurance are central to the
successful scale up of HIV services. 8. Brentlinger PE, Assan A, Mudender F, Ghee AE, Vallejo Torres J, Martínez
Martínez P, Bacon O, Bastos R, Manuel R, Ramirez Li L, McKinney C,
Nelson LJ: Task shifting in Mozambique: cross-sectional evaluation of
non-physician clinicians’ performance in HIV/AIDS care. Human Resources
for Health 2010, 8:23. 9. Fulton BD, Scheffler RM, Sparkes SP, Auh EY, Vujicic M, Soucat A: Health
workforce skill mix and task shifting in low income countries: a review
of recent evidence. Human Resources for Health 2011, 9(1):1. Authors’ contributions MT conceived and designed the study, conducted the interviews, analysed
the data and wrote the paper. ST designed the study, reviewed data analysis
and critically appraised the document. DGL contributed to the analysis and
read and critically reviewed the document. AI, JHN, CW and J were
intimately involved in the scale up of VCT that the paper describes and read
and critically appraised the document. TM contributed to the writing of the
paper and read and critically appraised later versions. All authors have read
and approved the final version of this manuscript. 20. World Health Organisation: Country profile: Kenya [document on the Internet]
Geneva: WHO; 2006 [http://www.who.int/hac/crises/ken/Kenya_may06.pdf],
[cited 2007 Jan 12].. 21. Brewer J, Hunter A: Foundations of multimethod research. Thousand
Oaks: Sage Publications; 2006. 22. Silverman D: Interpreting qualitative data. London: Sage Publications;
2006. Conflict of interests
Th
h
d
l
h 23. Elliott J: Using narrative in social research: qualitative and quantitative
approaches. London: Sage Publications; 2005. The authors declare that they have no competing interests. The authors declare that they have no competing interests. 24. Ritchie J, Lewis J, Elam G: Designing and selecting samples. In Qualitative
research practice: a guide for social science students and researchers. Edited
by: Ritchie J, Lewis J. London: Sage Publications; 2003:77-108. Received: 15 April 2011 Accepted: 18 October 2011
Published: 18 October 2011 Received: 15 April 2011 Accepted: 18 October 2011
Published: 18 October 2011 Received: 15 April 2011 Accepted: 18 October 2011
Published: 18 October 2011 25. Pope C, Ziebland S, Mays N: Qualitative research in health care. Analysing
qualitative data. BMJ 2000, 320:114-6. References 1. Callaghan M, Ford N, Schneider H: A systematic review of task-shifting for
HIV treatment and care in Africa. Human Resources for Health 2010, 8(1):8. 1. Callaghan M, Ford N, Schneider H: A systematic review of task-shifting for
HIV treatment and care in Africa. Human Resources for Health 2010, 8(1):8. 26. Walt G, Gilson L: Reforming the health sector in developing countries:
the central role of policy analysis. Health Policy and Planning 1994,
9:353-370. 2. Samb B, Celletti F, Holloway J, Van Damme W, De Cock KM, Dybul M:
Rapid expansion of the health workforce in response to the HIV
epidemic. N Engl J Med 2007, 357:2510-4. 27. Walt G, Shiffman J, Schneider H, Murray SF, Brugha R, Gilson L: ’Doing’
health policy analysis: methodological and conceptual reflections and
challenges. Health Policy Planning 2008, 23(5):308-17. 3. World Health Organisation: Task shifting: Global recommendations and
guidelines. Geneva: WHO; 2008 [http://www.who.int/healthsystems/
task_shifting/en/index.html], [cited 24th March 2008].. 28. Buse K, Mays N, Walt G: Making Health Policy. Maidenhead: Open
University Press; 2004. task_shifting/en/index.html], [cited 24th March 2008].. 4. Mullan F, Frehywot S: Non-physician clinicians in 47 sub-Saharan African
countries. Lancet 2007, 370:2158-63. 29. Reich M: The politics of health sector reform in developing countries:
three cases of pharmaceutical policy. Working Paper 10 Harvard School of
Public Health, Boston; 1994. 5. Makombe SD, Jahn A, Tweya H, Chuka S, Yu JK, Hochgesang M, Aberle-
Grasse J, Pasulani O, Schouten EJ, Kamoto K, Harries AD: A national survey
of the impact of rapid scale-up of antiretroviral therapy on health-care
workers in Malawi: effects on human resources and survival. Bull World
Health Organ 2007, 85:851-7. 30. Pearson M, Zwi AB, Buckley N: Prospective policy analysis: how an
epistemic community informed policymaking on intentional self
poisoning in Sri Lanka Health Research Policy and Systems. 2010, 8:19. 31. Buse K, Lalji N, Mayhew SH, Imran M, Hawkes SJ: Political feasibility of
scaling-up five evidence-informed HIV interventions in Pakistan: a policy
analysis. Sex Transm Infect 2009, 85(Suppl_2):ii37-ii42. 6. Sanjana P, Torpey K, Schwarzwalder A, Simumba C, Kasonde P, Nyirenda L,
Kapanda P, Kakungu-Simpungwe M, Kabaso M, Thompson C: Task-shifting
HIV counselling and testing services in Zambia: the role of lay
counsellors. Hum Resour Health 2009, 7:44. 6. Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 Njeru MK, Blystad A, Shayo EH, Nyamongo IK, Fylkesnes K: Practicing
provider-initiated HIV testing in high prevalence settings: consent
concerns and missed preventive opportunities. BMC Health Serv Res 2011,
11:87. 45. Evans C, Ndirangu E: The nursing implications of routine provider-
initiated HIV testing and counselling in sub-Saharan Africa: a critical
review of new policy guidance from WHO/UNAIDS. Int J Nurs Stud 2009,
46(5):723-31. 46. Hardon A, Kageha E, Kinsman J, Kyaddondo D, Wanyenze R,
Obermeyer CM: Dynamics of care, situations of choice: HIV tests in times
of ART. Med Anthropol 2011, 30(2):183-201. 46. Hardon A, Kageha E, Kinsman J, Kyaddondo D, Wanyenze R,
Obermeyer CM: Dynamics of care, situations of choice: HIV tests in times
of ART. Med Anthropol 2011, 30(2):183-201. 47. Steen TW, Seipone K, Gomez Fde L, Anderson MG, Kejelepula M,
Keapoletswe K, Moffat HJ: Two and a half years of routine HIV testing in
Botswana. J Acquir Immune Defic Syndr 2007, 44(4):484-8. 47. Steen TW, Seipone K, Gomez Fde L, Anderson MG, Kejelepula M,
Keapoletswe K, Moffat HJ: Two and a half years of routine HIV testing in
Botswana. J Acquir Immune Defic Syndr 2007, 44(4):484-8. Taegtmeyer et al. BMC Public Health 2011, 11:812
http://www.biomedcentral.com/1471-2458/11/812 33. Arthur GR, Ngatia G, Rachier C, Mutemi R, Odhiambo J, Gilks CF: The role
for government health centers in provision of same-day voluntary HIV
counseling and testing in Kenya. J Acquir Immune Defic Syndr 2005,
40(3):329-35. 34. Eden A, Taegtmeyer M: Kenya national manual for training counsellors in
voluntary counselling and testing for HIV. Nairobi: National AIDS and STD
Control Programme; 2003. 35. Association of Kenya Medical Laboratory Scientific Officers: [website on the
Internet] Nairobi AKMLSO; 2003 [http://www.akmlso.or.ke], [cited 2007 Aug
21].. 36. Siringi S: Kenya government’s shake up of health services provokes
anger. The Lancet 2001, 358:1248. 37. Ambrose S: IMF Policies and their impact on education, health and
women’s rights in Kenya. [report on the internet] Action AID 2009 [http://
www.actionaid.org/sites/files/actionaid/aaik_imf_policies.pdf], [cited Jan
2011],. 38. Center for Global Development: Does the IMF constrain health spending
in poor countries? Evidence and an agenda for action. Report of the
working group on IMF programs and health spending [document on the
Internet] Washington DC: Center for Global Development; 2007 [http://
www.cgdev.org/doc/IMF/IMF_Report.pdf], [cited Jan 2008].. 39. Arthur G: HIV/AIDS care in high-prevalence, resource-poor settings:
strengthening the care continuum through design, implementation and
evaluation of a voluntary counselling and testing service. MD [thesis]
Liverpool University 2003. 40. Tukei P, Mutura C: Quality assurance of HIV testing within VCT. Proceedings of the 12th Association of Kenya Medical Laboratory Scientific
Officers Conference; 2002 Sept 11-14; Kakamega, Kenya AKMLSO; 2002. 41. World Bank: Project appraisal document on a proposed credit to the
Republic of Kenya for the Decentralised Reproductive Health and HIV/
AIDS Project. [document on the Internet]. Washington: World Bank; 2000
[http://go.worldbank.org/PTW6MMQR20], [updated 2000 Nov 16; cited 2011
Mar 22].. 42. Yakam JC, Gruénais ME: Involving new actors to achieve ART scaling-up:
difficulties in an HIV/AIDS counselling and testing centre in Cameroon. Int Nurs Rev 2009, 56(1):50-7. 43. Kenya Ministry of Public Health and Sanitation: Guidelines for HIV testing and
counselling in Kenya Nairobi: National AIDS and STD Control Programme;
2008. 43. Kenya Ministry of Public Health and Sanitation: Guidelines for HIV testing and
counselling in Kenya Nairobi: National AIDS and STD Control Programme;
2008. 44. Njeru MK, Blystad A, Shayo EH, Nyamongo IK, Fylkesnes K: Practicing
provider-initiated HIV testing in high prevalence settings: consent
concerns and missed preventive opportunities. BMC Health Serv Res 2011,
11:87. 44. References Sanjana P, Torpey K, Schwarzwalder A, Simumba C, Kasonde P, Nyirenda L,
Kapanda P, Kakungu-Simpungwe M, Kabaso M, Thompson C: Task-shifting
HIV counselling and testing services in Zambia: the role of lay
counsellors. Hum Resour Health 2009, 7:44. 32. George A, Menotti EP, Rivera D, Marsh DR: Community case management
in Nicaragua: lessons in fostering adoption and expanding
implementation. Health Policy Plan 2011, 26(4):327-37. 7. Bemelmans M, Van Den Akker T, Ford N, Philips M, Zachariah R, Harries A,
Schouten E, Hermann K, Mwagomba B, Massaquoi M: Providing universal Page 10 of 10 Page 10 of 10 Taegtmeyer et al. BMC Public Health 2011, 11:812
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أثر استخدام استراتيجية التعليم المتمايز في تنمية المهارات النحوية في مقرر اللغة العربية لدى طلبة الأقسام العلمية بكلية التربية – صنعاء
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Journal of Curriculum
and Teaching Methodology
Volume (1), Issue (16): 30 Dec 2022
P: 91 - 121
ISSN: 2790-7333
مجلة
املناهج
وطرق التدريس
( املجلد1
،)
( العدد16
) :
30
ديسمبر2022م
ص :
91
-
121 Journal of Curriculum
and Teaching Methodology
Volume (1), Issue (16): 30 Dec 2022
P: 91 - 121
ISSN: 2790-7333
مجلة
املناهج
وطرق التدريس
( املجلد1
،)
( العدد16
) :
30
ديسمبر2022م
ص :
91
-
121 ISSN: 2790-7333
مجلة
املناهج
وطرق التدريس
( املجلد1
،)
( العدد16
) :
30
ديسمبر2022م
ص :
91
-
121 Journal of Curriculum
and Teaching Methodology
Volume (1), Issue (16): 30 Dec 2022
P: 91 - 121 Journal of Curriculum
and Teaching Methodology
Volume (1), Issue (16): 30 Dec 2022
P: 91 - 121 The effect of using the differentiated education strategy in developing
grammatical skills in the Arabic language course among students of the
scientific departments of the College of Education- Sana’a إبراهيم إسماعيل عباس الجعدي
كلية التربية||
جامعة صنعاء|| اليمن املستخلص :هدفت الدراسة إلى معرفة أثر استخدام استراتيجية التعليم املتمايز
في تنمية املهارات النحوية في مقرر اللغة العربية لدى
طلبة األقسام العلمية بكلي ة التربية–
صنعاء، معتمدة على املنهجين (الوصفي وشبه التجريبي)، ولتحقيق هدف الدراسة، أعدّ الباحث
قائمة باملهارات النحوية، وبرنامجً ا تعليميًا مصممً ا وفق استراتيجية التعليم املتمايز، واختبارًا تحصيليًا، وتكونت عينة الدراسة ا مليدانية
( من41) طالبًا وطالبة من ط( لبة األقسام العلمية مستوى أول املسجلين بقسمي (الرياضيات وعلوم الحياة) في العام الجامعي2021
م–
2022
)
، مثلوا مجموعة تجريبية واحدة، تم تدريسهم املهارات النحوية املقررة عليهم في كتاب (اللغة العربية102
) باستخدام استراتيجية
التعليم املتمايز، و أسفرت نتائج الدر( اسة عن وجود فروق دالة إحصائيًا عند مستوى الداللة0.05
) بين متوسطي درجات املجموعة
التجريبية في التطبيقين (القبلي والبعدي) الختبار املهارات النحوية على مستوى االختبار ككل وعلى مستوى كل مهارة مستقلة لصالح
التطبيق البعدي، يُعزى إلى تدريس املهارات النحوية باست
راتيجية التعليم املتمايز ، وأوص ى الباحث بتضمين استراتيجية التعليم املتمايز
.ضمن طرائق التدريس الحديثة لتدريسها في كليات التربية
الكلمات املفتاحية:استراتيجية–التعليم املتمايز–املهارات النحوية //www.ajsrp.com
:
https
:
Available at //www.ajsrp.com
:
https
:
Available at DOI: https://doi.org/10.26389/AJSRP.D150822 (
91
) //www.ajsrp.com
:
https
:
Available at Faculty of Education || Sana'a University || Yemen Abstract: The study aimed to know the effect of using the differentiated education strategy in developing grammatical skills
in the Arabic language course among students of the scientific departments of the College of Education- Sana’a، based on
the two approaches (descriptive and quasi-experimental). differentiated education، achievement test، The sample of the
field study consisted of (41) male and female students from the first-level scientific departments who were registered in the
two departments (Mathematics and Life Sciences) in the academic year (2021 AD- 2022 AD)، they represented one
experimental group who were taught the grammatical skills prescribed to them in the book (Arabic Language 102) using the
strategy differentiated education، The results of the study revealed that there were statistically significant differences at the
significance level (0.05) between the mean scores of the experimental group in the two applications (pre and post) to test
the grammatical skills at the test level as a whole and at the level of each independent skill in favor of the post application،
attributed to the teaching of grammatical skills using the differentiated education strategy. The researcher recommended
the inclusion of a differentiated education strategy within modern teaching methods to be taught in colleges of education. Keywords: Strategy- differentiated education- grammatical skills. أثر استخدام استراتيجية التعليم املتمايز في تنمية املهارات النحوية في مقرر اللغة
العربية لدى طل بة األقسام العلمية بكلية التربية– صنعاء املقدمة. م
إن هللا شرف اللغة العربية على سائر اللغات بأن جعلها لغة القرآن الكريم املُعجز املُتَعبَّد بتالوته قال تعالى :
ِ{وَإِنَّهُ لَتَنْزِيلُ رَبِّ الْعَاملَِينَ ، نَزَلَ بِهِ الرُّوحُ األْ َمِينُ ، عَلَ ى قَلْبِكَ لِتَكُونَ مِنَ املْ ُنْذِ رِينَ ، ب} ٍلِسَ انٍ عَرَبِيٍّ مُ بِين الشعراء [
192
-
195
]، ف
اللغة العربية من أهم الدعا ُئم األساسية التي تقوم عليها الحياة العربية اإلسالمية؛ فهي ت ميز اإلنسان عن
،غيره من سائر املخلوقات و هي قوام الحياة، ومطلب أساس ي للفرد، فضالً عن أنها سجل لتراث الشعوب وثقافتهم
.وحضارتهم ولهذا فإن تعليم اللغة العربية منذ بداية املراحل الدراسية يهدف إلى تمكي ن الدارس من مهاراتها، عن طريق
تزويده باملهارات األساسية ومساعدته على اكتساب ممارساتها الصحيحة، والتدرج في تنميتها على امتداد املراحل
التعليمية، بحيث يصل الطالب في نهاية هذه املرحلة إلى مستوى لُغوي يمكنه من استخدام اللغة بشكل يساعده على
مواصلة الدراسة في امل،راحل التعليمية التالية (الناقة، شي العيد2009
،م4
.) ويُعد النحو أهم فروع اللغة العربية؛ الرتباطه بتقويم اللسان من الخطأ عند الحديث والقراءة، وتقويم
القلم من الخطأ عند الكتابة، فهو مرتبط بصحة الجملة التي تُعد األساس لسالمة اللغة العربية، ومن شأنه الحفاظ
عل يها من االضمحالل، ويُعِدُّ دارسِ يه على أُسس علمية تمكنهم من الحفاظ على لغتهم نطقً ا وكتابة، وتظهر أهمية
النحو بصورة أوضح عندما نعرف األسباب التي وُضع من أجلها كعلم له قواعد والتي من أهمها الباعث الديني الذي
يهدف إلى أداء نصوص القرآن الكريم والحديث أداءً سلي مًا بعد شيوع اللحن على ألسنة الناس، وملّا كان للنحو هذه
األهمية بين فروع اللغة العربية تأتي أهمية دراسته في املناهج التعليمية؛ ملا له من أثر كبير في تصحيح أخطاء
اللسان، فهو يعين الدارسين على الحديث والكتابة بلغة صحيحة وسليمة، ويمكنهم من استخدام اللغة استخد امًا
،سليمً ا في يُسر ومهارة في املواقف اللغوية املختلفة (الحبيش ي2008
،م1
.) وتُعد منزلة النحو من العلوم األخرى بمثابة الدستور من القوانين الحديثة، فهو مَ ثَلها الذي تعود إليه في
جميع مسائلها، فال نجد علمً ا من هذه العلوم مستقالً عن النحو، أو يسترشد بغير نوره و هداه، والنحو علم يُعرف به
.حقائق املعاني إن القواعد النحوية تنمي العديد من مهارات اللغة وتزداد أهميتها لتقاطعها مع املهارات اللغوية األربع؛ لذا
ُي عدُّ مقرر اللغة العربية عنصرًا رئيسً ا في منظومة االتِّصال اللغَويّ الفاعل، فبدون إتقان مهاراته ال يمكن أن يكون
ٌهناك فهْمٌ وإفهامٌ سليم ، فبوّابة النّجاح اللغويّ تمرُّ عبر مراعاةِ قوانين املهارات
النحوية
األساسية، وذلك من خالل
إدراكِ أوجه العالقات بين الجُ مَ ل، والقدرةِ على ضبْط الكلمات وإعرابها بصورةٍ تقود إلى سالمة اللغة،
وصحّ ة
األساليب املستخدمة، وتقويم اللسان من
ٍالزّلل، األمر الذي يؤدّي إلى فهْم املعاني، وإفهامها لآلخرين بكل كفاءة
.ٍواقتدار لذا احتلّت املهارات
النحوية
مكانةً متميزةً لدى القائمين على برامج اإلعداد اللغوي في املرحلة الجامعيّة؛
حيثُ جاء على رأس أولويَّات أهداف تعليم النَّحو :تدريب الطلبة على مهارات
التّفكير النَّحويّ بما تشتمل عليه من
تمييز، وفهم، وتحليل، وتركيب، وإصدار أحكام، والقدرة على استخدام مهاراته بتمكّ نٍ وفاعليّة و اقتدار
(عبد الباري :
212، ص5). DOI: https://doi.org/10.26389/AJSRP.D150822 جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م املقدمة. و لقد أشار العديد من التربويين
إلى
أن السبب الرئيس في الضعف
ال
نحوي يعود إلى فشل طرائق التدريس
التقليدية في معالجة ضعف الطلبة في النحو وشيوع األخطاء بينهم، إذ أخفقت في تحقيق أهدافها، وغرست روح
كراهية القواعد النحوية الجامدة في نفوس الطلبة؛ ملعاناتهم في استظهارها، مما أدى إلى ظهور اتجاهات جديدة تدعو
إلى تطبيق طرائق واس
تراتيجيات تدريس حديثة (العربي، والعقيلي :
1986
،م24
.) و لقد أشار العديد من التربويين
إلى
أن السبب الرئيس في الضعف
ال نحوي يعود إلى فشل طرائق التدريس
التقليدية في معالجة ضعف الطلبة في النحو وشيوع األخطاء بينهم، إذ أخفقت في تحقيق أهدافها، وغرست روح
كراهية القواعد النحوية الجامدة في نفوس الطلبة؛ ملعاناتهم في استظهارها، مما أدى إلى ظهور اتجاهات جديدة تدعو
إلى تطبيق طرائق واس
تراتيجيات تدريس حديثة (العربي، والعقيلي :
1986
،م24
.)
والتعليم الجامعي هو مرحلة التخصص واإلعداد العملي في كافة مستويات حاجات املجتمع املختلفة حاضره
ومستقبله بما يساير التطور في العصر الحديث (كامل :
2005م، ص136
)
، ويتطلب ضمان نوعية التعليم الجامعي
بناء برامج ت ًعليمية في ضوء احتياجات الطلبة وقدراتهم وإمكانياتهم العقلية والنفسية سواء
كانوا متفوقين وموهوبين
أم بطيئ
ي
.التعلم والتعليم الجامعي هو مرحلة التخصص واإلعداد العملي في كافة مستويات حاجات املجتمع املختلفة حاضره
ومستقبله بما يساير التطور في العصر الحديث (كامل :
2005م، ص136
)
، ويتطلب ضمان نوعية التعليم الجامعي
بناء برامج ت ًعليمية في ضوء احتياجات الطلبة وقدراتهم وإمكانياتهم العقلية والنفسية سواء
كانوا متفوقين وموهوبين
أم بطيئ
ي
.التعلم وبناءً على
ّما سبق فال بد من تنوع استراتيجيات التدريس الحديثة تبعًا لتغي ر النظرة إلى طبيعة عملية
التعليم، فبعد أن كانت تعتمد على الحفظ والتسمي ع اتسعت لتشمل املستويات اإلدراكية املعرفية، مما يتطلب
إيجابية املتعلم في التعليم؛ بهدف إظهار قدرات الطلبة الكامنة واالرتقاء بها، ولم تعد األساليب التقليدية في التدريس
،تالئم الحياة املعاصرة
وبالتالي ظهرت طرائق حديثة عملت على تغيير النظرة من املتعلم إلى علم
النحو وتحبيبه إليه
،وإكسابه مهاراته
ومن ها استراتيجية التعليم املتمايز التي تساعد على اكتساب العديد من املهارات العقلية واالجتماعية
والحركية، وتتمثل مهمة املعلم في إتاحة الفرصة للمتعلمين لتحصيل املعرفة بأنفسهم، واملشاركة بفاعلية في كافة
أنشطة التعليم، واإل.قبال على ذلك برغبة ونشاط حتى يعتادوا االستقالل في الفكر والعمل واالعتماد على الذات
و ًالتدريس املتمايز يأخذ أشكاال ً عدة، فقد يكون التدريس وفق
ا لنظرية الذكاءات املتعددة،
ًوقد يكون وفق ا
ألنماط املتعلمين، فمنهم :
السمعي، والبصري، والحركي، والحس ي، واللفظي، وقد يأخذ شكل التعلم التعاوني إذا ارتأى
املعلم تنظيم املهام وتوزيعها وفق اهتمامات املتعلمين. املقدمة. َ وتزدادُ أهمِّيَّة املهارات النحوية لدى طلبة املرحلة الجامعيّة، الذين وصلوا إلى مستوى عقليّ يسمح لهم
ٍبإتقان هذه املهارات وتوظيفها ألولئكَ امللتحقين بكليات جامعة صنعاء، الذين يُؤمَّل منهم أن يضطلعوا بأدوار
مستقبليةٍ رئيسةٍ في تيسير تعليمها وتعلّمها (عبده :
2009م، ص5) . (
92
) جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م وعلى الطلبة أن يكرسوا جهودهم لتحقيق أعلى مستويات اإلنجاز األكاديمي، ويبذلوا جهودهم وإبد اعاتهم
ّوصوالً إلى مستوى التمك ،ن واإلتقان، شريطة أن يتوفر في كل نظام تعليمي خبرات وقيادات تعليمية رفيعة ومخلصة
وإداريون أكفاء، وإمكانات مادية مناسبة، وبيئة ثرية للعمل يسودها روح الفريق املتعاون واملتسامح، واملصلحة العامة
"فوق كل اعتبار (شحاتة، والنجار :
2003م، ص5) . وعلى الرغم من تطوير مناهج النحو في الوطن العربي بالتركيز على املفاهيم النحوية الوظيفية لتخليص
القواعد النحوية من األغالل والقيود والعلل والخالفات وتعدد اآلراء، إالّ أن مالمحَ الواقع الذي أثبتته الدراسات
ُوالبحوث السابقة ت
شير إلى أنّ ثمةّ ضعفً ا وا ضحً ا في املهارات
النحوية
وال سيما لدى طلبة الجامعات، ويدلُّ على هذا
ًالضَّعْفِ كثرة أخطائهم النحوية تحدُّ ث .ا وكتابةً، بصورة تقلّلُ من قدرتهم على فهم املعاني وإفهامها لآلخرين
(عافش ي :
1997م، ص9). املقدمة. وال يقتصر التمايز في التدريس على مجال واحد، فقد يتمايز
التدريس في األهداف، واألساليب واالستراتيجيات، ومصادر التعلم، واملخرجات،
كأن يكتفي بمخرجات محدودة
يحققها بعض الطلب
ة،
ًفي حين يطلب من آخرين مخرجات أكثر عمق.ا (عبيدات وأبو السميد :
2007
)
و
أكدت العديد من الدراسات على أهمية توظيف استراتيجية التعليم املتمايز في العملية التعليمية كدراسة
(أحمد :
2019
)
التي هدفت إلى معرفة فاعلية برنامج قائم على مدخل التعليم املتمايز لتنمية مهار
ات القراءة، ودراسة
(أبو شباب :
2019
)
التي هدفت إلى التعرف على فاعلية برنامج تدريبي مستند إلى التعليم املتمايز في تحسين مستوى
التحصيل في مادة الرياضيات ،وأظهرت دراسة (عمار حسن :
2016
)، ودراسة (النبهان والكنعاني :
2016
)
، ودراسة
(األحمد والجهيمي :
2015) فاعلية ال
تعليم املتمايز في العملية التعليمية ، وهذا ما دفع الباحث إلى بناء برنامج تعليمي
.مصمّ م وفق استراتيجية التعليم املتمايز في تنمية املهارات النحوية لدى طلبة األقسام العلمية بكلية التربية صنعاء أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
93
) الجعدي جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م مشكلة الدراسة : وفي ضوء ما أشارت إليه نتائج مجمل الدِّ راسات والبحوث إلى
َّأن ثمَّ ة
ًا ضعْف
ًا بيِّن في مهارات
النحو لدى طلبة
الجامعات؛ كالضعف في تحديد العالقة بين مكوِّنات التركيب
،اللغوي وتعليل ضبط بعض
،الكلمات
والتمييز بين
املوقع اإلعرابي والحكم
،اإلعرابي وتوظيف الكلمة داخل التركيب
ّالل غوي
ٍبشكل
، ٍصحيح وتحليل التّركيب الل غوي إلى
عناصره
،الرئيسة وإعادة
،بنائه وتصويب األخطاء
.النَّحوية وفي ضوء ذلك يمكن صياغة مشكلة الدراسة في السؤال
الرئيس اآلتي: ما أثر استخدام استراتيجية التعليم املتمايز في تنمية املهارات النحوية في مقرر اللغة العربية
لدى طلبة
األقسام العلمية بكلية التربية– صنعاء؟. ويتفرع منه األسئلة اآلتية :
1-
امل ما هارات
النحوية
الالزمة
ل
طلبة األقسام العلمية
بكلية التربية– صنعاء؟
2-
ما صورة برنامج قائم على استراتيجية التعليم املتمايز في تنمية املهارات
النحوية
لدى طلبة األقسام العلمية
بكلية التربية– صنعاء؟ 3-
ما أثر
تدريس البرنا مج القائم على استراتيجية التعليم املتمايز في تنمية املهارات
النحوية
لدى طلبة األقسام
العلمية بكلية التربية– صنعاء؟ العلمية بكلية التربية– صنعاء؟ فرضيات الدراسة :
ولإلجابة عن أسئلة الدراسة تم صياغة فرضي
ة الدراسة اآلتية :
-
توجد فروق دالة إحصائيًا عند
مستوى الداللة (
0.05
)بين متوسطي درجات املجموعة التجريبية في التطبيقين
(القبلي والبعدي )الختبار املهارات النحوية على مستوى االختبار ككل وعلى مستوى كل مهارة مستقلة لصالح
التطبيق
،البعدي
يُعزى إلى تدريس املهارات النحوية باستراتيجية التعليم املتمايز. فرضيات الدراسة :
ولإلجابة عن أسئلة الدراسة تم صياغة فرضي
ة الدراسة اآلتية :
-
توجد فروق دالة إحصائيًا عند
مستوى الداللة (
0.05
)بين متوسطي درجات املجموعة التجريبية في التطبيقين
(القبلي والبعدي )الختبار املهارات النحوية على مستوى االختبار ككل وعلى مستوى كل مهارة مستقلة لصالح
التطبيق
،البعدي
يُعزى إلى تدريس املهارات النحوية باستراتيجية التعليم املتمايز. أهداف الدراسة : ت
هدف الدراسة إلى :
1-
تحديد املها رات
النحوية
( في مقرر اللغة العربية102
) الالزمة لطلبة األقسام العلمية بكلية التربية–
.صنعاء
2-
بناء برنامج تعليمي قائم على استراتيجية التعليم املتمايز لتنمية املهارات
النحوية
لدى طلبة األقسام العلمية
بكلية التربية–
.صنعاء ت
هدف الدراسة إلى :
1-
تحديد املها رات
النحوية
( في مقرر اللغة العربية102
) الالزمة لطلبة األقسام العلمية بكلية التربية–
.صنعاء
2-
بناء برنامج تعليمي قائم على استراتيجية التعليم املتمايز لتنمية املهارات
النحوية
لدى طلبة األقسام العلمية
بكلية التربية–
.صنعاء 3-
التعرف على أثر تدريس البرنامج التعل
يمي
القائم على استراتيجية التعليم املتمايز في تنمية املهارات
النحوية
لدى طلبة األقسام العلمية بكلية التربية–
.صنعاء 3-
التعرف على أثر تدريس البرنامج التعل
يمي
القائم على استراتيجية التعليم املتمايز في تنمية املهارات
النحوية
لدى طلبة األقسام العلمية بكلية التربية–
.صنعاء تنبع أهمية الدراسة من اآلتي :
-
ُت عد هذه الدراسة–
حسب علم الباحث–
الدراسة األولى في جامعة صنعاء، التي تناول
ت تدريس املهارات
النحوية
في مقرر
( اللغة العربية102
)
على طلبة األقسام العلمية بكلية التربية–
صنعاء باستراتيجية التعليم
.املتمايز آ
-
ُت عد هذه الدراسة–
حسب علم الباحث–
الدراسة األولى في جامعة صنعاء، التي تناول
ت تدريس املهارات
النحوية
في مقرر
( اللغة العربية102
)
على طلبة األقسام العلمية بكلية التربية–
صنعاء باستراتيجية التعليم
.املتمايز م
-
تناولت الدراسة جانبًا مهمًا من جوانب املعرفة التطبيقية في اللغة العربية وهو "املهارات
النحوية." -
تناولت الدراسة جانبًا مهمًا من جوانب املعرفة التطبيقية في اللغة العربية وهو "املهارات
النحوية." أثر استخدا
م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية(
94
) الجعدي (
94
) (
94
) جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م -
ُت
فيد واضعي مقررات اللغة العربية في الجامعات ا
ليمنية ومطوّريها في األقسام اللغوية املتخصّصة :
ُحيث ت قدم
لهم الدراسة الحالية عددًا من املوجهات التي يمكن اإلفادة منها في توجيه مقررات اللغة العربية؛ عبر تحديد
املهارات
النحوية
( في مقرر اللغة العربية102
) لدى طلبة األقسام العلمية بكلية التربية–
صنعاء باستر اتيجية
ُالتعليم املتمايز، وإعداد أداة لقياسها، وتبني املعالجات التَّعليميَّة، التي تتَّسِ ق مع طبيعتها، وت.سهم في تنميتها -
ُت
فيد واضعي مقررات اللغة العربية في الجامعات ا
ليمنية ومطوّريها في األقسام اللغوية املتخصّصة :
ُحيث ت قدم
لهم الدراسة الحالية عددًا من املوجهات التي يمكن اإلفادة منها في توجيه مقررات اللغة العربية؛ عبر تحديد
املهارات
النحوية
( في مقرر اللغة العربية102
) لدى طلبة األقسام العلمية بكلية التربية–
صنعاء باستر اتيجية
ُالتعليم املتمايز، وإعداد أداة لقياسها، وتبني املعالجات التَّعليميَّة، التي تتَّسِ ق مع طبيعتها، وت.سهم في تنميتها -
ُت
فيد القائمين على تدريس مقرر اللغة العربية من أعضاء هيئة التدريس :
ُحيث ت ًقدِّ مُ لهم الدراسة دليال
إجرائيًا، يوضّ ح كيفيَّة استخدام البر.نامج القائم على استراتيجية التعليم املتمايز -
ُت
فيد القائمين على تدريس مقرر اللغة العربية من أعضاء هيئة التدريس :
ُحيث ت ًقدِّ مُ لهم الدراسة دليال
إجرائيًا، يوضّ ح كيفيَّة استخدام البر.نامج القائم على استراتيجية التعليم املتمايز -
ُي.ؤّمّ ل أنْ تسهمَ الدراسة الحالية في إِثراء البحوث والدراسات املرتبطة بتعليم مهارات اللغة العربية -
ُي.ؤّمّ ل أنْ تسهمَ الدراسة الحالية في إِثراء البحوث والدراسات املرتبطة بتعليم مهارات اللغة العربية م
-
.تفتح املجال للباحثين، إلجراء العديد من الدراسات املشابهة في متغيرات مختلفة -
.تفتح املجال للباحثين، إلجراء العديد من الدراسات املشابهة في متغيرات مختلفة حدود الدراسة : اقتصرت الدراسة على ال
حدود اآلتية : اقتصرت الدراسة على ال
حدود اآلتية :
الحدود املوضوعية :املوضوعات النحوية املقررة في كتاب
( اللغة العربية102
) املقرر على طلبة األقسام
العلمية املستوى
األول في
كلية التربية– صنعاء.
الحدود املوضوعية :املوضوعات النحوية املقررة في كتاب
( اللغة العربية102
) املقرر على طلبة األقسام
العلمية املستوى
األول في
كلية التربية– صنعاء.
الحدود البشرية :عينة من طلبة
املستوى
األول في األقسام العلمية: (رياضيات – علوم
.)حياة
الحدود املكان
ية :
كلية التربية– صنعاء.
الحدود البشرية :عينة من طلبة
املستوى
األول في األقسام العلمية: (رياضيات – علوم
.)حياة
الحدود املكان
ية :
كلية التربية– صنعاء. م
الحدود الزمانية :الفصل الدراس ي الثاني من العام الجامعي (
2021م –
2022
). مصطلحات الدراسة : -
األثر :األثر لغة :
ّبقية الش يء، وجمعها آثار، وأثر الجرح أثر يبقى بعدما يبرأ، وأث ًر في الش يء ترك فيه أثر ا. (ابن
منظور، ص ص49
-
53
). o
األثـر اصطال ًاح :"هو نتيج
ة
،تترتب على حادث أو ظاهرة في عالقة سببية أو أثر حالة من اإلشباع، أو عدم اإلشباع
ُكما يقال عن األثر أنه التأث ُر بصفةِ شخص أو التأث
ر بفكرةٍ عامة"
،. (العاليلي1974م، ص8
.) أا
o
ويُعرّف األثر إجرائيًا بأنه :قياس الفرق بين ما تتقنه مجموعة الدراسة من طلبة
األقسام العلمية بكلية التربية
صنعاء من املهارات النحوية قبل تطبيق التجربة، وبين ما تتقنه بعد تطبيق التجربة، وتدريسهم املهارات النحوية
.باستخدام استراتيجية التعليم املتمايز -
ال
ستراتيجية :
ّعر
ف (عطية) االستراتيجية بأنها :خط السير املوصل إلى الهدف، وتشمل جميع
الخطوات
،األساسية التي يصفها املدرس من أجل تحقيق أهداف املنهج، فيدخل فيها كل فعل أو إجراء له غاية أو غرض
ُلذلك فإن االستراتيجية بمعناها العام ت ّمث.ل كل ما يفعله املعلم لتحقيق أهداف املنهج
،(عطية2009
،م
ص138
) -
ال
ستراتيجية :
ّعر
ف (عطية) االستراتيجية بأنها :خط السير املوصل إلى الهدف، وتشمل جميع
الخطوات
،األساسية التي يصفها املدرس من أجل تحقيق أهداف املنهج، فيدخل فيها كل فعل أو إجراء له غاية أو غرض
ُلذلك فإن االستراتيجية بمعناها العام ت ّمث.ل كل ما يفعله املعلم لتحقيق أهداف املنهج
،(عطية2009
،م
ص138
) o
ُوت ّعر
ف االستراتيجية إجرائيًا بأنها :خطوات وإجرا ءات محددة ومخططة مسبقً ا لتدريس طلبة عينة الدراسة
املهارات النحوية ب.استراتيجية التعليم املتمايز o
ُوت ّعر
ف االستراتيجية إجرائيًا بأنها :خطوات وإجرا ءات محددة ومخططة مسبقً ا لتدريس طلبة عينة الدراسة
املهارات النحوية ب.استراتيجية التعليم املتمايز -
التعليم املتمايز :عرفه (اللقاني والجمل) بأنه :
أسلوب يعتمد على التنوع، حيث توجد الفروق الفردية بين تالميذ
الص
ف الواحد، األمر الذي يعني أن اعتماد املعلم على طريقة
واحدة ال يؤدي بالضرورة إلى تعلم الجميع بالقدر
ًوالنوع نفسيهما. ومن هنا فاملعلم مطالب بأن يستخدم عديد
ا
من الطرق، من أجل توفير مواقف تعليمية
.متنوعة، ومناسبة ألكبر عدد ممكن من التالميذ
،(اللقاني، والجمل2003م، ص92
) -
التعليم املتمايز :عرفه (اللقاني والجمل) بأنه :
أسلوب يعتمد على التنوع، حيث توجد الفروق الفردية بين تالميذ
الص
ف الواحد، األمر الذي يعني أن اعتماد املعلم على طريقة
واحدة ال يؤدي بالضرورة إلى تعلم الجميع بالقدر
ًوالنوع نفسيهما. مصطلحات الدراسة : ومن هنا فاملعلم مطالب بأن يستخدم عديد
ا
من الطرق، من أجل توفير مواقف تعليمية
.متنوعة، ومناسبة ألكبر عدد ممكن من التالميذ
،(اللقاني، والجمل2003م، ص92
) أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
95
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م o
ُوي ّعر
ف التعليم املتمايز إجرائيًا بأنه :است راتيجية تعليمية حديثة تهدف إلى توفير بيئة تعليمية مناسبة لجميع
الطلبة، وتراعي االختالفات بين طلبة عينة الدراسة كل حسب مستواه في جميع النواحي من حيث ما لدى كل
ّواحد منهم من خبرات ومهارات واهتمامات، ونقطة البداية لكل
.على حدة -
التنمية :لغة :مشتقة من الفعل نما ً، ومنه نما املال يعني نماء. ،(الجوهري1987م، ص1691
)
o
التنمية
اصطالحً ا : ُي ّف عر( ها شحاتة والنجار2003م، ص157
) بأنها :
رفع مستوى أداء الطالب في مواقف تعليمية
تعلمية مختلفة، وتتحدد التنمية بزيادة متوسط الدرجات التي يحصلون عليها بعد تدريبهم على برنامج محدد. o
ُوت ّعر
ف التنمية إجرائيًا بأنها :
التغيير املطلوب الوصول إليه لدى عينة الدراسة من طلبة األقسام العلمية بكلية
التربية صنعاء بعد تدريسهم
املهارات النحوية ب.استراتيجية التعليم املتمايز -
التنمية :لغة :مشتقة من الفعل نما ً، ومنه نما املال يعني نماء. ،(الجوهري1987م، ص1691
)
o
التنمية
اصطالحً ا : ُي ّف عر( ها شحاتة والنجار2003م، ص157
) بأنها :
رفع مستوى أداء الطالب في مواقف تعليمية
تعلمية مختلفة، وتتحدد التنمية بزيادة متوسط الدرجات التي يحصلون عليها بعد تدريبهم على برنامج محدد. o
ُوت ّعر
ف التنمية إجرائيًا بأنها :
التغيير املطلوب الوصول إليه لدى عينة الدراسة من طلبة األقسام العلمية بكلية
التربية صنعاء بعد تدريسهم
املهارات النحوية ب.استراتيجية التعليم املتمايز o
ُوت ّعر
ف التنمية إجرائيًا بأنها :
التغيير املطلوب الوصول إليه لدى عينة الدراسة من طلبة األقسام العلمية بكلية
التربية صنعاء بعد تدريسهم
املهارات النحوية ب.استراتيجية التعليم املتمايز -
املهارات النحوية :
تُعرّف املهارة ًلغة بأنها :جمع مهارة وتعني :
الحذق في الش يء واإل
جادة فيه (الفيروز أبادي :
1993
،م137
) . -
املهارات النحوية :
تُعرّف املهارة ًلغة بأنها :جمع مهارة وتعني :
الحذق في الش يء واإل
جادة فيه (الفيروز أبادي :
1993
،م137
) . مصطلحات الدراسة : o
وتُعرّف املهارة ًاصطالحا بأنها :
ٌأداءٌ سهل
ٌدقيق
ٌقائم
ًعلى ما يتعلمه اإلنسان حركي ًا وعقلي ا، مع توفير الوقت
والجهد والتكاليف (اللقاني، والجمل :
1996م، ص187
) . o
وتُعرّف املهارة ًاصطالحا بأنها :
ٌأداءٌ سهل
ٌدقيق
ٌقائم
ًعلى ما يتعلمه اإلنسان حركي ًا وعقلي ا، مع توفير الوقت
والجهد والتكاليف (اللقاني، والجمل :
1996م، ص187
) . o
ُوت ّعر ًف املهارة إجرائي
ا بأنها :
قدرة عينة
الدراسة
من
طلبة األ
قسام العلمية بكلية التربية- صنعاء
على أداء عمل
.معين بدقة وإتقان مع االقتصاد في الوقت والجهد o
ُوت ّعر ًف املهارة إجرائي
ا بأنها :
قدرة عينة
الدراسة
من
طلبة األ
قسام العلمية بكلية التربية- صنعاء
على أداء عمل
.معين بدقة وإتقان مع االقتصاد في الوقت والجهد ا
-
النحو :
ًلغة :هو "القصد والطريق، ُي قال (نحَ ا نَحوَه) أي قَصَدَ قَصدَ ه، وَنَحَ ا بَصَرَهُ إليه صَرَفَ ، وبابُها عَدَ ا (وانحَ نَى
َبَصَره عَدَ لَهُ) ونَحاهُ عن موضعه فَت."نحَ ى
(الرازي :
2005م، ص320
) -
النحو :
ًلغة :هو "القصد والطريق، ُي قال (نحَ ا نَحوَه) أي قَصَدَ قَصدَ ه، وَنَحَ ا بَصَرَهُ إليه صَرَفَ ، وبابُها عَدَ ا (وانحَ نَى
َبَصَره عَدَ لَهُ) ونَحاهُ عن موضعه فَت."نحَ ى
(الرازي :
2005م، ص320
) o
ّوفي االصطالح عر
فه ابن جني (ت :
392هـ) بأنه :
ّ"انْتِحَ اءُ سَ مْ ت كالم العرب، في تصرفه من إعراب وغيره، كالت ثنية
ّوالجمع والت ّحقير والت ّكسير واإلضافة والن ّسب والت ركيب وغير ذلك، ليلحق من ليس من أهل اللغة العربية بأهلها
في الفصاحة، ف ّينطق بها، وإن لم يكن منهم، أو إن شذ
بعضهم عنها رد به إليها، وهو في األصل مصدر شائع، أي
."نحوت نحواً، كقولك قصدت قصداً، ثم خص به انتحاء هذا القبيل من العلم (ابن جني :
1913م، ص34
)
o
وتُعرَّف املهارات النحوية إجرائياً بأنها :
مجموعة املؤشرات السلوكية الدالة على قدرة عينة الدراسة من طلبة
األقسام العلمية بكلية التربية–
صنعاء على األداء اللغوي الصحيح للنصوص املكتوبة من خالل تطبيقه ملهارات
ُالنحو املحددة بي ُسرٍ وس .هولة 2- اإلطار النظري والدراسات السابقة. 2- اإلطار النظري والدراسات السابقة. 1-
اإلطار النظري : أهمية استراتيجية التعليم املتمايز : م
هناك جوانب عدة تؤكد أهمية التدريس املتمايز، وهي كاآلتي
،(الحليس ي2012م، ص54
) :
-
ُي)عزز التدريس املتمايز مبدأ (التعليم حق للجميع، وعبارة (املقاس الوا.)حد ال يصلح للجميع
-
ُي
راعي األنماط املختلفة للتعلم (سمعي-
بصري–
منطقي– اجتماعي-
.)حس ي
-
ُي
شبع ميول واتجاهات الطلبة
؛ مما يعزز الدافعية، ويرفع مستوى التحدي لديهم، وينمي االبتكار،
.واإلبداع
-
.يقوم على التكامل بين االستراتيجيات التعليمية املختلفة -
ُي
حقق شروط ا ّلتعل ّم الفع.ال
ًويرى الباحث أن استراتيجية التعليم املتمايز أصبحت حاجة
ًملحة
؛
لتحقيق أهداف املناهج الدراسية؛ حيث
تعمل على تحقيق مبدأ تكافؤ الفرص التعليمية بين الطلب
ة
في عملية التعليم، وتزيد من دافعيتهم نحو
ه ، وتزيد من
ُفعالية وجودة عملية التعليم، وت
لبي احتي
اجات
هم
.في املهارات واالهتمامات، والقدرات والذكاءات واالتجاهات وامليول مفهوم التعليم املتمايز : مم
عرفه (الحليس ي) بأنه :
تحديد احتياجات املتعلمين املختلفة ومعلوماتهم السابقة واستعداداتهم للتعلم
ُومستواهم اللغوي وميولهم وأنماط تعلمهم امل ّفض لة، ثم االستجابة لذلك في عملية التدريس، أي عملية تنويع
للتدريس، وهو عملية تعليم وتعلم طلبة بينهم اختالفات كثيرة في ص
ف
.دراس ي واحد (الحلي،س ي2012م، ص47
)
وعَرَّفته (كوجك وآخرون) بأنه :ابتكار طرق متعددة تُوفر للتالميذ على اختالف قدراتهم،
وميولهم
واهتماماتهم،
،واحتياجاتهم التعليمية فرصًا متكافئة لفهم واستيعاب املفاهيم واستخدامها في مواقف الحياة اليومية
كما تسمح للتالميذ بتحمل مسئولية تعلمهم من.خالل تعليم وتعلم األقران والتعلم التعاوني (كوجك وآخرون :
2008م، ص24
) الجعدي (
96
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م و عرفت (توملينسون،
2001م، ص5)
التعليم املتمايز بأنه :
إعادة تنظيم ما يجري في غرفة الصف؛ لكي تتوفر
للمتعلمين خيارات متعددة للوصول إلى املعلومة، وتكوين األفكار، والتعبير عما تعلموه، وبمعنى آخر
يوفر التعليم
ًاملتمايز سبال مختلفة للتمكن من املحتوى ومعالجة تكوين األفكار، وتطوير منتجات تمكن كل متعلم من التعلم
.بفعالية ًويتبين من التعاريف السابقة أن التعليم املتمايز يهدف إلى رفع مستوى جميع الطلبة وصوال لتحقيق
مخرجات تعليمية واحدة
؛ ب
استخدام أساليب مت نوعة، مع األخذ بعين االعتبار اختالف الطلبة في القدرات
.واالهتمامات وغيرها أهداف التعليم املتمايز : م م
من أهداف التعليم املتمايز، اآلتي
Heacox
،
D. (2002).p11)
) :
1-
.تطوير مهمات تتسم بالتحدي واالحتواء لكل متعلم
2-
تطوير أنشطة تعليمية تعتمد على املوضوعات واملفاهيم الجو
هرية والعمليات واملهارات املهمة،
وكذلك تطوير
.طرق متعددة لعرض عملية التعلم
3-
.توفير مداخل تتسم باملرونة لكل من املحتوى والتدريس واملخرجات
4-
االستجابة ملستويات االستعداد لدى الطلب
ة
، واالحتياجات التدريسية واالهتمامات
.في عملية التعلم
5-
التوافق مع معايير ومتطلبات ا.ملنهج لكل متعلم
6-
توفير الفرص للطلب
ة
.للعمل وفق طرق تدريس مختلفة
ويرى الباحث أن استراتيجية التعليم املتمايز تهدف إلى رفع مستوى التحصيل العلمي عند الطلب
ة ، وزرع
الثقة بأنفسهم،
.واالبتعاد عن اإلحباط والشعور باليأس مميزات استراتيجية التعليم املتمايز :
من مميزات استراتيجية التعليم املتمايز اآلتي)
Hall (2009)..p460
) :
-
.تُمَ كن املعلمين من فتح فرص تعلم لجميع الطالب من خالل تقديم خبرات متنوعة
-
ُت.ساعد املعلمين على فهم واستخدام التقييم بصورة جيدة كما ينبغي أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
97
) الجعدي (
97
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م -
ُت ضيف استراتيجيات تعليمية جديدة للمعلمين، وتستحدث تقنيات
ت
ساعده
م على التركيز على أساسيات
.املنهج -
ُت ضيف استراتيجيات تعليمية جديدة للمعلمين، وتستحدث تقنيات
ت
ساعده م على التركيز على أساسيات
.املنهج -
ُت
طابق متطلبات املناهج بطريقة ذات معنى لتحقيق نجاح الطلب
ة. ويذكر (أمجد الراعي،
2014م، ص22) بعض مميزات استراتيجية التعليم املتمايز، منها :
-
ُت .ساعد املعلمين على فهم واستخدام التقييم بصورة أفضل -
ُت
طابق متطلبات املناهج بطريقة ذات معنى لتحقيق نجاح الطلب
ة. ويذكر (أمجد الراعي،
2014م، ص22) بعض مميزات استراتيجية التعليم املتمايز، منها :
-
ُت .ساعد املعلمين على فهم واستخدام التقييم بصورة أفضل -
تنال رضا كل من املتعلمين و
املعل.مين
ويضيف (محسن عطية،
2009م، ص460) مميزات أخرى الستراتيجية التعليم املتمايز، وهي كاآلتي :
-
ُت
وفر لك
ل
.طالب أو مجموعة طالب متطلبات التعليم التي تالئمهم -
ُت
وفر لك
ل
.طالب أو مجموعة طالب متطلبات التعليم التي تالئمهم -
.تزيد من فعالية املتعلمين في التعليم استراتيجيات التعليم املتمايز : 5-
استراتيجيات معالجة املعلومات :وتقوم على تعليم الطلب
ة كيف ،ية تنظيم املعلومات، وتخزينها، واسترجاعها
.وتطبيقها حسب قدراتهم 5-
استراتيجيات معالجة املعلومات :وتقوم على تعليم الطلب
ة كيف ،ية تنظيم املعلومات، وتخزينها، واسترجاعها
.وتطبيقها حسب قدراتهم 6-
استراتيجية التعلم بالتعاقد :حيث يتم عقد اتفاق بين املعلم والطلب
ة
قبل البدء في عملية التعلم يوضح فيه
الغرض من التعلم، واملصادر التعليمية التي سوف يحتاجونها، وطبيعة األنشطة التي سيمارسونها، وأسل وب
.التقييم وتوقيتاته 6-
استراتيجية التعلم بالتعاقد :حيث يتم عقد اتفاق بين املعلم والطلب
ة
قبل البدء في عملية التعلم يوضح فيه
الغرض من التعلم، واملصادر التعليمية التي سوف يحتاجونها، وطبيعة األنشطة التي سيمارسونها، وأسل وب
.التقييم وتوقيتاته 7-
استراتيجية حل املشكالت :
تعتمد هذه االستراتيجية على وجود موقف تعليمي يمثل مشكلة حقيقية تواجه
الطلب
ة
، وتستثيرهم للوصول إلى أنسب الحلول املمكنة، كما تتنوع املشكالت لتتوافق مع تنوع الطلب
ة . ودور
املعلم املساعدة في تقديم حلول يختبرها الطلب
ة الختيار أفضلها، وتزيد دافعية الطلب
ة
وتكون حلولهم أكثر
ًنضج.ا كلما توافقت املشكالت مع ميولهم وأنماط تعلمهم وذكاءاتهم ومعرفتهم 7-
استراتيجية حل املشكالت :
تعتمد هذه االستراتيجية على وجود موقف تعليمي يمثل مشكلة حقيقية تواجه
الطلب
ة
، وتستثيرهم للوصول إلى أنسب الحلول املمكنة، كما تتنوع املشكالت لتتوافق مع تنوع الطلب
ة . ودور
املعلم املساعدة في تقديم حلول يختبرها الطلب
ة الختيار أفضلها، وتزيد دافعية الطلب
ة
وتكون حلولهم أكثر
ًنضج.ا كلما توافقت املشكالت مع ميولهم وأنماط تعلمهم وذكاءاتهم ومعرفتهم 8-
استراتيجية (فكر- زاوج-
)شارك :
ٍتُعد إحدى االستراتيجيات التي تؤيد تنويع التدريس والتعلم النشط في آن
واحدٍ ، وتعتمد على استثارة التال
؛ ميذ
كي يفكروا كل على حدة، ثم يشترك كل تلميذين في مناقشة أفكار كل
منهما، وذلك من خالل توجيه سؤال يستدعي تفكير التالميذ، وإعطائهم الفرصة
؛
كي يفكروا على مستويات
.مختلفة 9-
استراتيجية املجموعات املرنة :هي استراتيجية قريبة إلى التعلم التعاوني إال أنها تستند إلى ساس أ مهم هو أن
كل تلميذ في الصف هو عضو في مجموعات مختلفة متعددة يشكلها املعلم في ضوء أهداف
،التعليم والتعلم
ًوأيضا في ضوء خصائص التالميذ، ويسمح في ها
بانتقال التلميذ من مجموعة إلى
،أخرى تبعًا الحتياجاته
التعليمية. 9-
استراتيجية املجموعات املرنة :هي استراتيجية قريبة إلى التعلم التعاوني إال أنها تستند إلى ساس أ مهم هو أن
كل تلميذ في الصف هو عضو في مجموعات مختلفة متعددة يشكلها املعلم في ضوء أهداف
،التعليم والتعلم
ًوأيضا في ضوء خصائص التالميذ، ويسمح في ها
بانتقال التلميذ من مجموعة إلى
،أخرى تبعًا الحتياجاته
التعليمية. خطوات استراتيجية التعليم املتمايز : م
من الخطوات التي يجب
ا
تباعها أثناء تطبيق التعليم املتمايز، اآلتي (عطية :
2009م، ص328
) :
1-
التقويم القبلي :
إن أول خطوة من خطوات التعليم املتمايز هو إجراء عملية تقويم تستهدف تحديد املعارف
،السابقة و ،تحديد القدرات واملواهب و ،تحديد امليول والخصائص الشخصية و
تحديد أسلوب التعلم املالئم،
وتحديد الخلف.يات الثقافية من الخطوات التي يجب
ا
تباعها أثناء تطبيق التعليم املتمايز، اآلتي (عطية :
2009م، ص328
) :
1-
التقويم القبلي :
إن أول خطوة من خطوات التعليم املتمايز هو إجراء عملية تقويم تستهدف تحديد املعارف
،السابقة و ،تحديد القدرات واملواهب و ،تحديد امليول والخصائص الشخصية و
تحديد أسلوب التعلم املالئم،
وتحديد الخلف.يات الثقافية 2-
تصنيف الطلبة في مجموعات في ضوء نتائج التقويم القبلي وفق ما بين أعضاء كل مجموعة من قواسم
.مشتركة 2-
تصنيف الطلبة في مجموعات في ضوء نتائج التقويم القبلي وفق ما بين أعضاء كل مجموعة من قواسم
.مشتركة 3-
.تحديد أهداف التعلم
4-
.اختيار املواد واألنشطة التعليمية ومصادر التعلم وأدوات التعليم
5-
.تنظيم البيئة التعليمية بطريقة تستجيب لجميع املجموعات
6-
اختيار اس.تراتيجيات التدريس املالئمة للطلبة أو املجموعات
7-
ُتحديد األنشطة التي ت َّكل.ف بها كل مجموعة
8-
.إجراء عملية التقويم بعد التنفيذ لقياس مخرجات التعلم
ويذكر ذوقان، وأبو السميد (
2007م، ص229
)
،عدة خطوات يجب مراعاتها عند تطبيق التدريس املتمايز
وهذه الخطوات هي :
1-
تحديد
.)املعلم ملهارات وقدرات كل طالب (ماذا يعرف كل طالب؟ وماذا يحتاج؟
2-
.اختيار استراتيجية التدريس املالئمة
3-
.تحديد املهام التي سيقوم بها الطلبة لتحقيق أهداف التعلم
وقد استفاد الباحث من الخطوات السابقة في بناء البرنامج التعليمي،
ووضع تصور عام لتدريس املهارات
النح
وية
باستخدام استراتيجية التعليم املتمايز، وكذلك في تطبيق البرنامج التعليمي على املجموعة التجريبية حيث
.اتبع الباحث الخطوات السابقة 6ي ر س.و ملجمو
ب
دريس ملال م
ر يجي
7-
ُتحديد األنشطة التي ت َّكل.ف بها كل مجموعة
8-
.إجراء عملية التقويم بعد التنفيذ لقياس مخرجات التعلم
ويذكر ذوقان، وأبو السميد (
2007م، ص229
)
،عدة خطوات يجب مراعاتها عند تطبيق التدريس املتمايز
وهذه الخطوات هي :
1-
تحديد
.)املعلم ملهارات وقدرات كل طالب (ماذا يعرف كل طالب؟ وماذا يحتاج؟
2-
.اختيار استراتيجية التدريس املالئمة
3-
.تحديد املهام التي سيقوم بها الطلبة لتحقيق أهداف التعلم
وقد استفاد الباحث من الخطوات السابقة في بناء البرنامج التعليمي،
ووضع تصور عام لتدريس املهارات ام
3-
.تحديد املهام التي سيقوم بها الطلبة لتحقيق أهداف التعلم
وقد استفاد الباحث من الخطوات السابقة في بناء البرنامج التعليمي،
ووضع تصور عام لتدريس املهارات
النح
وية
باستخدام استراتيجية التعليم املتمايز، وكذلك في تطبيق البرنامج التعليمي على املجموعة التجريبية حيث
.اتبع الباحث الخطوات السابقة الجعدي (
98
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م استراتيجيات التعليم املتمايز : م
يرتكز التدريس املتمايز على مجموعة من االستراتيجيات التدريسية التي تتيح اختيارات تعل
ي
مية متنوعة
تتناسب مع قدرات واحتياجات واهتمامات الطلبة، وفيما يلي بيان لبعض ما ورد في األدبيات التي اطلع عليها الباحث،
والتي تناولت التدريس املتمايز، من أهمها اآلتي :
1-
استراتيجية التعليم املباشر :
ٍّيستخدمها املعلم لعرض كم
ٍكبير
من املعلومات في وقت محدد، وتوضيح كل ما
ي
حتاجه الطلب
ة
.للتعلم يرتكز التدريس املتمايز على مجموعة من االستراتيجيات التدريسية التي تتيح اختيارات تعل
ي
مية متنوعة
تتناسب مع قدرات واحتياجات واهتمامات الطلبة، وفيما يلي بيان لبعض ما ورد في األدبيات التي اطلع عليها الباحث،
والتي تناولت التدريس املتمايز، من أهمها اآلتي : آم
1-
استراتيجية التعليم املباشر :
ٍّيستخدمها املعلم لعرض كم
ٍكبير
من املعلومات في وقت محدد، وتوضيح كل ما
ي
حتاجه الطلب
ة
.للتعلم 1-
استراتيجية التعليم املباشر :
ٍّيستخدمها املعلم لعرض كم
ٍكبير
من املعلومات في وقت محدد، وتوضيح كل ما
ي
حتاجه الطلب
ة
.للتعلم 2-
استراتيجية التعلم التعاوني :
ًوتقوم على تجميع فرق صغيرة من التالميذ بطريقة غير متجانسة وفق ،ا لقدراتهم
.واهتماماتهم، وخلفياتهم، ويتم توزيع مهام التعلم عليهم 2-
استراتيجية التعلم التعاوني :
ًوتقوم على تجميع فرق صغيرة من التالميذ بطريقة غير متجانسة وفق ،ا لقدراتهم
.واهتماماتهم، وخلفياتهم، ويتم توزيع مهام التعلم عليهم 3-
استراتيجية التعلم املرتكز على املهام :
وفيها يقوم املعلم بتوزيع مجموعة من املهام على كل طالب داخل
الصف، وتختلف هذه املهام حسب قدرات الطلب
ة. 4-
استراتيجية طرح األسئلة :وفيها يقوم املعلم بطرح مجموعة من األسئلة املتدرجة في الصعوبة على الطلب
ة ،
ويطلب منهم التفكير في إجاباتها حسب قدرات
هم. 4-
استراتيجية طرح األسئلة :وفيها يقوم املعلم بطرح مجموعة من األسئلة املتدرجة في الصعوبة على الطلب
ة ،
ويطلب منهم التفكير في إجاباتها حسب قدرات
هم. استراتيجيات التعليم املتمايز : 10
- استراتيجية األنشطة املتدرجة : ُت ستخدم هذه اال
ستراتيجية عند وجود ط
لبة
مختلفين في املستويات املعرفية أو
املهارية، ويدرسون نفس املفاهيم واملهارات، وفيه يمكن أن يبدأ كل طالب من النشاط املالئم ملستواه املعرفي أو
املهاري ويتقدم للوصول إلى مستوى متميز، ويمكن للمعلم تضمين ثالثة مستويات من النشاط تتوافق مع
مس توى كل طالب، كما ينبغي توفر املرونة لدى املعلم في حال وضع
ا لطالب في نشاط أعلى أو أقل من مستواه
.الحقيقي (
99
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م 11
- املحطات التعليمية :وهي أماكن مختلفة في غرفة الصف يعمل الطلبة فيها على مهمات مختلفة في وقت
،واحد
ويمكن استخدام هذه املحطات مع الطلبة من جميع األعمار وفي جميع
املوضوعات الدراسية، ويمكن تمييزها
باإلشارات أو الرموز أو األلوان، أو يمكن للمعلم أن يطلب من مجموعات من الطلبة أن تتحرك إلى أجزاء معينة
.من غرفة الصف 12
- استراتيجية الكتشاف :
هي
مجموعة من األنشطة تساعد املتعلم على أن يتوصل إلى املعرفة بنفسه من جهة
ويتعرف لى ع أسلوب التعلم
،وعملياته ويكتسب مهارات البحث املتضمنة فيه واالتجاهات العلمية من جهة
أخرى. 13
- األلعاب التعليمية :
وهي مجموعة األلعاب التي تساعد املتعلم على التوصل إلى املعرفة بطريقة شائقة، حيث
.تُدخل املرح إلى نفس املتعلم بأ
ري
رم
إ ى
و
ى
مم
يأ
و
و ي
.تُدخل املرح إلى نفس املتعلم
14
- األنشطة الثابتة :هي نوع من األنشطة الت
عليمية التعلمية التي يصممها املعلم في ضوء
أهداف ومحتوى
املنهج
،املقرر ولكل نشاط من هذه األنشطة أهداف واضحة
،ومحددة ويُراعى في تصميمها أن تتنوع في أنواعها
ومستواها؛ لتناسب احتياجات التالميذ
.املختلفة 14
- األنشطة الثابتة :هي نوع من األنشطة الت
عليمية التعلمية التي يصممها املعلم في ضوء
أهداف ومحتوى
املنهج
،املقرر ولكل نشاط من هذه األنشطة أهداف واضحة
،ومحددة ويُراعى في تصميمها أن تتنوع في أنواعها
ومستواها؛ لتناسب احتياجات التالميذ
.املختلفة ام
ولقد قام الباحث بتوظيف
جُ ل هذه االستراتيجيات في بناء وتنف يذ البرنامج التعليمي القائم على التعليم
املتمايز في تدريس املهارات،النحوية وكان لها األثر الكبير في زيادة التحصيل لدى الطلب
ة، وهي (املجموعات املرنة –
األنشطة املتدرجة- املحطات التعليمية- فكر ،زاوج ،شارك –
العصف
الذهني–
األلعاب التعليمية–
األنشطة
الثابتة – االكتشاف-
.)حل املشكالت نشأة النحو العربي : نشأة النحو العربي :
ملا أشرقت شمس البعثة النبو ية على ربوع الجزيرة العربية أرشدت العقول وهدت القلوب واستثمرت عناصر
ُالخير، وأصول الفضل في هذه األمة، كما ت ستنبت البذور الصالحة في األرض الطيبة، وكان من ذلك لسان هذه األمة
الذي ظهر فضله، وتميزه حين وعى ما في القرآن الكريم من حكم وتشريعات ونظم، ومواعظ ونصائ ح وقصص وأخبار
(الطويل :
1991م، ص178
) . ،وعندما انتشر اإلسالم ودخل الناس في دين هللا أفواجً ا، وامتزجت الثقافات، وتبادلت العادات والتقاليد
ُّمما أثر على اللغة العربية، فضعفت السليقة الل ًغوية، وأخذ اللحن في الظهور شيئًا فشيئ ا إلى أن كثُر وشاع، وأصبح
ًبالءً عام.ا وشرًا مستطيرًا (زقوت :
1999م، ص165
)
حتى إذا حاولت العجمة أن تختال الفصاحة في اللسان العربي هبّ أبناؤه
ا
لوضع الضوابط، وتقعيد
القواعد التي تصونه
ا من عائلة االستعجام وتحفظه
ا
.من الضياع
وفي الحقيقة انبثق الخوف على العربية من تسرب اللحن إلى بنياتها من معين حب
،اإلسالم وخاف عليه
وبدأه املربي األول محمد- صلى هللا عليه وسلم- حيث قال للمسلمين عندما لحن أحدهم في كالمه :
"أرشدوا أخاكم
فقد ضل". ثم من بعده قال أبو بكر– رض ي هللا عنه-
( .""لئن أقرأ فأسقط أحب إليّ من أن أقرأ فألحن
السيد ، ب
،ت143
) ،وعندما انتشر اإلسالم ودخل الناس في دين هللا أفواجً ا، وامتزجت الثقافات، وتبادلت العادات والتقاليد
ُّمما أثر على اللغة العربية، فضعفت السليقة الل ًغوية، وأخذ اللحن في الظهور شيئًا فشيئ ا إلى أن كثُر وشاع، وأصبح
ًبالءً عام.ا وشرًا مستطيرًا (زقوت :
1999م، ص165
) وزاد اإلحساس بالخطر من ب
عدهم فقال عبد امللك بن مروان :
،"اللحن في الكالم أقبح من التفتيق في الثوب
والجدري في الوجه". وفي موضع آخر قيل له :"لقد عجل عليك الشيب يا أمير املؤمنين، فقال :
شيبني ارتقاء املنابر
وتوقيع اللحن (األندلس ي ب. ت، ص308
)
. الفرق بين التعليم املتمايز والتعليم التقليدي : ُإن من الفروقات التي ت
ميز التعليم املتمايز عن التعليم التقليدي اآلتي
،(الحليس ي2012م، ص82
) : آم
1-
إن التعليم التقليدي يعامل الطلب
ة وفق طريقة واحدة وبمستوى واحد،
أما
التعليم املتمايز يلبي ا حتياجات
.الطالب املختلفة واملتنوعة 1-
إن التعليم التقليدي يعامل الطلب
ة وفق طريقة واحدة وبمستوى واحد،
أما
التعليم املتمايز يلبي ا
حتياجات
.الطالب املختلفة واملتنوعة مم
2-
،إن عملية التقييم في التعليم التقليدي تتم في نهاية الوحدة أو ،األسبوع أو السنة، أما التقييم في التعليم
.املتمايز فإنه عملية متفاعلة ومستمرة تحدث في كل األوقات واألشكال 2-
،إن عملية التقييم في التعليم التقليدي تتم في نهاية الوحدة أو ،األسبوع أو السنة، أما التقييم في التعليم
.املتمايز فإنه عملية متفاعلة ومستمرة تحدث في كل األوقات واألشكال 3-
ًإن أنماط التعلم واهتمامات الطلبة نادر
ا ما تأخذ في أي
،حيز في إعداد الدروس بالنسبة للتعليم التقليدي
.أما في التعليم املتمايز فإنه يتم أخذ أساليب التعلم املتنوعة واهتمامات الطلبة بعين االعتبار 3-
ًإن أنماط التعلم واهتمامات الطلبة نادر
ا ما تأخذ في أي
،حيز في إعداد الدروس بالنسبة للتعليم التقليدي
.أما في التعليم املتمايز فإنه يتم أخذ أساليب التعلم املتنوعة واهتمامات الطلبة بعين االعتبار امم
4-
ُنوع الواجبات واألعمال التي ي
كلف بها الطالب في الصف التقليدي،
ُفإنه ي ّكل ،ف بواجب واحد لجميع الصف
أما في التعليم املتم.ايز فإن الخيارات متعددة للطالب 4-
ُنوع الواجبات واألعمال التي ي
كلف بها الطالب في الصف التقليدي،
ُفإنه ي ّكل ،ف بواجب واحد لجميع الصف
أما في التعليم املتم.ايز فإن الخيارات متعددة للطالب 5-
أما فيما يخص العوامل املوجهة للتعليم ففي الصف التقليدي يوجد منهج واحد ومواد تعليمية واحدة
وكتاب مدرس ي واحد،
ًأما في الصف املتمايز فإنه يتم اعتماد معايير تعليم أساسية لكنه يأخذ أنواعاً وأشكاال
.حسب احتياجات الطلبة 5-
أما فيما يخص العوامل املوجهة للتعليم ففي الصف التقليدي يوجد منهج واحد ومواد تعليمية واحدة
وكتاب مدرس ي واحد،
ًأما في الصف املتمايز فإنه يتم اعتماد معايير تعليم أساسية لكنه يأخذ أنواعاً وأشكاال
.حسب احتياجات الطلبة يتضح مما سب ق أن التعليم املتمايز أفضل من التعليم التقليدي؛ ألنه ينسجم مع أسس بناء املناهج
ًالحديثة، والتي تولي اهتمام ًا كبير ل ا ًلمتعلم واهتماماته وحاجاته وميوله وقدراته، وتجعله محور.ا للعملية التعليمية يتضح مما سب ق أن التعليم املتمايز أفضل من التعليم التقليدي؛ ألنه ينسجم مع أسس بناء املناهج
ًالحديثة، والتي تولي اهتمام ًا كبير ل ا ًلمتعلم واهتماماته وحاجاته وميوله وقدراته، وتجعله محور.ا للعملية التعليمية أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية
(
100
) الجعدي أثر استخدا
م استراتيجية التعليم المتمايز
النحوية في مقرر اللغة العربية لدى ط(
100
) الجعدي (
100
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م املهارات النحوية : املهارات النحوية : نشأة النحو العربي : ومن هنا هب علماء اللغة العربية إلى التفكير
في إنقاذها، ودرء الخطر
.املحدق بها، فكان تأليفهم لقواعد النحو، ووضع الضوابط لها مكانة النحو في اللغة العربية :
ُتتجلى مكانة النحو بأنها ت ُعتبر العمود الفقري في جسم اللغة العربية؛ وذلك ملا ي بنى عليها في فهم املعاني
والكلمات والجمل، ومعرفة قواعدها، وحركاتها
.اإلعرابية التي ال نستطيع التحدث بشكل سليم إال باتباعها
ُوي عد النحو العربي العصب النابض للغة وقطب رحاها، والحصن املنيع الذي ال غنى عنه في صون اللسان
ُمن الهَنات، وإقالته من العثرات، وهو اإلطار التنظيمي الذي يحكم قوانين اللغة وفق نظام ل غوي موحد، وله قصب
ال.سبق بين فنون اللغة (الجوجو :
2011م، ص1372
)
ُوي عد النحو الركيزة األ ُساسية للغة، فهو النظام الذي به يتم نظم اللغة، وهو باإلضافة إلى ذلك ي عد معيار
ُالصالحية والدقة عند استخدام اللغة. وال ي ُعد ما ي ُقال أو ي كتب صحيحً ا ما لم يتم االلتزام به على نحو معلوم، وتبدو
أهمية النحو في كل اللغات لكنه أكثر أهمية في تعلم العربية؛ أل ن علماء العربية يولون اهتمامًا خاصًا للصالحية
ًوالدقة، إضافة إلى ذلك فإن دارس التراث العربي تحديد ا يجد صعوبة كبيرة في الفهم مالم يكن على معرفة جيدة
بنحو العربية وصرفها. ولألسف الشديد فإن النحو هو ُالعلم املظلوم بين علوم العربية، حيث ي عده الكثيرون صعبًا
العتبارات كثيرة، ولم يكن أسالفنا من العامة والخاصة يجدون تلك الصعوبة؛ كونهم كانوا يتحدثون العربية السليمة
.سليقة يتلقونها في بيوتهم ومدارسهم ويتحدثون بها في أسواقهم ومراكز تعلمهم
(املصري :
2016م، ص32
) مكانة النحو في اللغة العربية :
ُتتجلى مكانة النحو بأنها ت ُعتبر العمود الفقري في جسم اللغة العربية؛ وذلك ملا ي بنى عليها في فهم املعاني
والكلمات والجمل، ومعرفة قواعدها، وحركاتها
.اإلعرابية التي ال نستطيع التحدث بشكل سليم إال باتباعها
ُوي عد النحو العربي العصب النابض للغة وقطب رحاها، والحصن املنيع الذي ال غنى عنه في صون اللسان
ُمن الهَنات، وإقالته من العثرات، وهو اإلطار التنظيمي الذي يحكم قوانين اللغة وفق نظام ل غوي موحد، وله قصب
ال.سبق بين فنون اللغة (الجوجو :
2011م، ص1372
)
ُوي عد النحو الركيزة األ ُساسية للغة، فهو النظام الذي به يتم نظم اللغة، وهو باإلضافة إلى ذلك ي عد معيار
ُالصالحية والدقة عند استخدام اللغة. أهمية تعليم النحو العربي : أهمية تعليم النحو العربي :
ًإن تعليم القواعد ما هي إال وسيلة تؤدي إلى سالمة التعبير، حديث ًا وكتابة ، وإلى فهم األفكار وإدراك املعاني
ُبيسر، ولذلك فإن كثرة التدريب واملران، ومالحظة طرائق استعمال اللغة في نصوص ومواقف ل غوية حية تمكن
التالميذ من فهم القواعد وا.إلحساس بها، واالنطالق في الكالم والكتابة بسهولة وسليقة (أبو مغلي :
2009م، ص63
)
،فتبرز أهمية اللغة العربية من كونها ذات قدرة كبيرة على تذليل الصعاب، وقوة واضحة في مجابهة الحياة
واستيعاب كل جديد من العلم والحكمة والفلسفة، وأنواع املعارف األخرى، وهي تتمتع برس وخ في األصول، وحيوية في
.الفروع (الدليمي، والوائلي :
2003م، ص60
)
وتأتي أهمية النحو من أهمية اللغة العربية ذاتها، إذ
أ نه يعمل على تقويم األلسنة، وتجنب الخطأ في الكالم
والكتابة، ويعوٍّد على صحة الحكم، ودقة املالحظة، ونقد التراكيب، ويعمل على شحذ العقول، والتدر يب على التفكير
ِّاملتواصل املنظم، ويمك.ن من فهم التراكيب املعقدة والغامضة (الدليمي :
2004م، ص25
)
ُوي
شير السيد (
1969
)
ُإلى أهمية النحو وأنه ذو فائدة تربوية عظيمة؛ حيث ي ،سهم في بناء شخصية الطالب
ًوينمي لديه الجوانب اللغوية، والثقافية، فضال
عما يكتسبه الطالب م
ن مهارات رئيسة مثل :
،املالحظة، والتحليل
.واملقارنة، والربط، واالستنباط، والتجريب، هذا إلى جانب ما تغرسه هذه املادة من اتجاهات إيجابية لدى الطالب
،فتدريس النحو للنشء ضرورة محتمة؛ ألنه وسيلة لحفظ اللغة العربية، ومنع اللحن من التسلل إليها
ويساعد على عصمة اللس ،ان من الخطأ، والقلم من الزلل، ويساعد على التفكير العلمي املنظم؛ ألنه رياضة للعقل
.ويحارب تفش ي العامية، ويساعد على االتصال الصحيح السليم من خالل نقل املعنى املقصود فيسهل فهمه
(مجاور :
2000م، ص363
) ،فتدريس النحو للنشء ضرورة محتمة؛ ألنه وسيلة لحفظ اللغة العربية، ومنع اللحن من التسلل إليها
ويساعد على عصمة اللس ،ان من الخطأ، والقلم من الزلل، ويساعد على التفكير العلمي املنظم؛ ألنه رياضة للعقل
.ويحارب تفش ي العامية، ويساعد على االتصال الصحيح السليم من خالل نقل املعنى املقصود فيسهل فهمه
(مجاور :
2000م، ص363
) ومما سبق يمكن تلخيص أهمية تعليم النحو العربي في اآلتي :
-
يعمل
.على تقويم األلسنة وتجنب الخطأ في الكالم والكتابة
-
.يعمل على حماية اللغة العربية من اللحن
-
.يعمل على تنمية الجوانب اللغوية، والثقافية لدى الطالب ومما سبق يمكن تلخيص أهمية تعليم النحو العربي في اآلتي :
-
يعمل
.على تقويم األلسنة وتجنب الخطأ في الكالم والكتابة
-
.يعمل على حماية اللغة العربية من اللحن
-يعمل عل تنمية الجوانب اللغوية، والثقافية لدى الطالب آ
-
يعمل
.على تقويم األلسنة وتجنب الخطأ في الكالم والكتابة -
.يعمل على حماية اللغة العربية من اللحن -
.يعمل على تنمية الجوانب اللغوية، والثقافية لدى الطالب -
.يساعد املتعلم على صحة الحكم ودقة املالحظة ونقد التراكيب -
.يساعد املتعلم على صحة الحكم ودقة املالحظة ونقد التراكيب -
ّشحذ العقول، والتدريب على التفكير املتواصل املنظم، ويمك.ن من فهم التراكيب املعقدة والغامضة -
ّشحذ العقول، والتدريب على التفكير املتواصل املنظم، ويمك.ن من فهم التراكيب املعقدة والغامضة نشأة النحو العربي : وال ي ُعد ما ي ُقال أو ي كتب صحيحً ا ما لم يتم االلتزام به على نحو معلوم، وتبدو
ل ال
ف
أكث أ
لك
ف كل الل ا
ال
أ
لأ
ا ا لل ال
ا ا
ا
ل
ل ا ال مكانة النحو في اللغة العربية :
ُتتجلى مكانة النحو بأنها ت ُعتبر العمود الفقري في جسم اللغة العربية؛ وذلك ملا ي بنى عليها في فهم املعاني
والكلمات والجمل، ومعرفة قواعدها، وحركاتها
.اإلعرابية التي ال نستطيع التحدث بشكل سليم إال باتباعها
ُوي عد النحو العربي العصب النابض للغة وقطب رحاها، والحصن املنيع الذي ال غنى عنه في صون اللسان
ُمن الهَنات، وإقالته من العثرات، وهو اإلطار التنظيمي الذي يحكم قوانين اللغة وفق نظام ل غوي موحد، وله قصب
ال.سبق بين فنون اللغة (الجوجو :
2011م، ص1372
) ُوي عد النحو الركيزة األ ُساسية للغة، فهو النظام الذي به يتم نظم اللغة، وهو باإلضافة إلى ذلك ي عد معيار
ُالصالحية والدقة عند استخدام اللغة. وال ي ُعد ما ي ُقال أو ي كتب صحيحً ا ما لم يتم االلتزام به على نحو معلوم، وتبدو
أهمية النحو في كل اللغات لكنه أكثر أهمية في تعلم العربية؛ أل ن علماء العربية يولون اهتمامًا خاصًا للصالحية
ًوالدقة، إضافة إلى ذلك فإن دارس التراث العربي تحديد ا يجد صعوبة كبيرة في الفهم مالم يكن على معرفة جيدة
بنحو العربية وصرفها. ولألسف الشديد فإن النحو هو ُالعلم املظلوم بين علوم العربية، حيث ي عده الكثيرون صعبًا
العتبارات كثيرة، ولم يكن أسالفنا من العامة والخاصة يجدون تلك الصعوبة؛ كونهم كانوا يتحدثون العربية السليمة
.سليقة يتلقونها في بيوتهم ومدارسهم ويتحدثون بها في أسواقهم ومراكز تعلمهم
(املصري :
2016م، ص32
) أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
101
) جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م أهداف تدريس النحو العربي : لتدريس النحو العربي هدفان :
نظري يتعلق باستيعاب القواعد النحوية، ووظيفي يتعلق بتطبيقها، ويندرج
تحت هذين الهدفين األهداف اآلتية : آأ
ه
1-
تيسير إدراك الطلبة للمعاني املسموعة واملقروءة، والتعبير عنها بوضو ،ح ال يدخله غموض أو إبهام أو خطأ
.وترتيب أجزاء الكالم على أساس ترابط املعاني ومواقع األلفاظ في التراكيب (عامر :
2000م، ص124
)
2-
.تقويم اعوجاج اللسان من الزلل في النطق، والقلم من الزلل في الكتابة، وتصحيح املعاني واملفاهيم
3-
تمكين الطلب
ة من القراءة والكتابة والحدي.ث بصورة خالية من األخطاء اللغوية
4-
وق و
ف الطلب
ة
على خصائص اللغة العربية وثراء صيغها؛ ألن هذه القواعد تكشف عن أوضاع اللغة املختلفة
.بصيغها املتنوعة، والتغيرات التي تحدث في ألفاظها وتراكيبها
5-
ًتدريب الطلبة على استعمال األلفاظ والتراكيب استعماال
صحيحً ا؛ بإدراك ا لخصائص الفنية السهلة للجملة
العربية، كمكونات ال
ج.ملة ومكمالتها (شحاتة :
1993م، ص202
) 1-
تيسير إدراك الطلبة للمعاني املسموعة واملقروءة، والتعبير عنها بوضو ،ح ال يدخله غموض أو إبهام أو خطأ
.وترتيب أجزاء الكالم على أساس ترابط املعاني ومواقع األلفاظ في التراكيب (عامر :
2000م، ص124
)
2-
.تقويم اعوجاج اللسان من الزلل في النطق، والقلم من الزلل في الكتابة، وتصحيح املعاني واملفاهيم
3-
تمكين الطلب
ة من القراءة والكتابة والحدي.ث بصورة خالية من األخطاء اللغوية أ
4-
وق و
ف الطلب
ة
على خصائص اللغة العربية وثراء صيغها؛ ألن هذه القواعد تكشف عن أوضاع اللغة املختلفة
.بصيغها املتنوعة، والتغيرات التي تحدث في ألفاظها وتراكيبها
5-
ًتدريب الطلبة على استعمال األلفاظ والتراكيب استعماال
صحيحً ا؛ بإدراك ا لخصائص الفنية السهلة للجملة
العربية، كمكونات ال
ج.ملة ومكمالتها (شحاتة :
1993م، ص202
) أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية الجعدي (
102
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م 6-
إن الطلبة الذين يدرسون لغة أجنبية إلى جانب لغتهم القومية يجدون في دراسة قواعد لغتهم ما يساعدهم
ًعلى فهم اللغة األجنبية؛ ألن بين اللغات قدر ًا مشترك
ا من القواعد العامة
(عاشور والحوامدة :
2007
،م
ص106
). أهداف تدريس النحو العربي : ومن خالل ما سبق يتضح أن أهم أهداف النحو ه
ي
،إعانة الطلبة على التحدث والكتابة دون أخطاء
والقدرة على فهم التراكيب الغامضة وإعادة الصياغة لها من خالل االستخدام السليم لقواعد اللغة، والتمكن من
فهم مدلوالت كل الكلمات، ومعانيها الوظيفية
.التي تخدم النص القرائي، وإتقان مهارات االتصال اللغوي ربي
و
ي
ب
ب ب
يُعد فهم القواعد النحوية من أصعب مشكالت الطلبة وأعقدها، ولذا فقد أصبحت عندهم مصدر نفور
منها ومن اللغة، ومن ثم تعالت صيحات الشكوى من إخفاق الطلبة في تعلمها، وضعفهم في اكتسابها في شتى مراحل
التعليم، ولعل من األسباب التي أدت إلى ضعف الطلبة في النحو العربي اآلتي : 1-
طبيعة املادة النحوية :
العتمادها على قوانين مجردة، واحتياجها إلى عمليات عقلية عليا، وتعدد األوجه
ُاإلعرابية، وما إلى ذلك من أمور ت.شعر الطالب بصعوبة املادة إم
2-
املنهج
النحوي :اشتمال املنهج أحيانًا على موضوعات غير مرتبطة بحاجات الطلب
ة
ومشاعرهم، وتفتت
.وتبعثر بعض موضوعاتها 2-
املنهج
النحوي :اشتمال املنهج أحيانًا على موضوعات غير مرتبطة بحاجات الطلب
ة
ومشاعرهم، وتفتت
.وتبعثر بعض موضوعاتها 3-
كتاب النحو املقرر :
غلبة الطابع املنفر من طبع وتغليف وتتابع موضوعات، وطريقة عرض املادة، وخلوها من
أساليب اإليضاح، وطريقة عرض املادة، وخلقها نوعًا من امل
لل والضجر للطلب
ة. 3-
كتاب النحو املقرر :
غلبة الطابع املنفر من طبع وتغليف وتتابع موضوعات، وطريقة عرض املادة، وخلوها من
أساليب اإليضاح، وطريقة عرض املادة، وخلقها نوعًا من امل
لل والضجر للطلب
ة. 4-
طريقة التدريس :
مهما بلغت صعوبة املادة وجفافها فإن للطريقة الجيدة دورً ا مهمًا في إيصال املعلومة
،وتبسيطها
وإ ن ما نجده على أرض الواقع من طر
ائ.ق تقليدية تجعل من النحو رموزً ا مجردة، وقوالب صماء
5-
معلم اللغة العربية :
معاناة كثير من املعلمين من انخفاض في املستوى اللغوي، وقلة التجديد والتنويع في
ائ طر
ق تدريسهم للمادة، انعكس سلبًا على مستوى الطلب
ة. أهداف تدريس النحو العربي : 6-
طبيعة املتعلم :انصراف الطلب
ة
عن تعلم اللغة العربية، النعدام الدافع، وعدم إدراكهم للهدف الصحيح من
.وراء تعلم النحو 6-
طبيعة املتعلم :انصراف الطلب
ة
عن تعلم اللغة العربية، النعدام الدافع، وعدم إدراكهم للهدف الصحيح من
.وراء تعلم النحو 7-
البيئة املحيطة باملتعلم :
سيطرة العامية
في مختلف مناحي الحياة، حرم الطلب
ة
من االستماع إلى األساليب
.الصحيحة، والتراكيب السليمة 7-
البيئة املحيطة باملتعلم :
سيطرة العامية
في مختلف مناحي الحياة، حرم الطلب
ة
من االستماع إلى األساليب
.الصحيحة، والتراكيب السليمة 8-
وسائل اإلعالم :
ًشيوع اللحن والتحريف على ألسنة العاملين في وسائل اإلعالم سواء
ًكانت مسموعة
أو
ًمكتوبة
ًأو مرئية.، كان له دور في إبراز تلك املشكلة (زقوت :
1999م، ص ص178
-
185
) 8-
وسائل اإلعالم :
ًشيوع اللحن والتحريف على ألسنة العاملين في وسائل اإلعالم سواء
ًكانت مسموعة
أو
ًمكتوبة
ًأو مرئية.، كان له دور في إبراز تلك املشكلة (زقوت :
1999م، ص ص178
-
185
)
ويرى الباحث أن من أسباب ضعف الطلبة في النحو، ه
ي قلة تلبية األمثلة والنماذج النحوية لرغبات
هم ، فال
تثير دوافعهم وميولهم لتعلم القواعد النحوية، فبعض املعلمين يسرد األمثلة بطريقة تخلق نوعًا من النفور واالبتعاد
لدى الطلبة عن املادة، فأكثر
هم يحفظون هذه األمثلة
من.أجل االختبار دون استيعاب عالج ضعف الطلبة في النحو العربي :
( ذكر عطية2007م، ص187
( ) والضبعات2007م، ص201
) أن ُهناك عدة وسائل ت ساعد على عالج ضعف
الطلبة في القواعد النحوية، منها :
1-
أن تتصل دروس النحو بالحياة، وأن تعالج املواقف التي تواجه املتعلمين في حيات.هم اليومية
2-
.استثارة دوافع املتعلمين واستغاللها في تدريس القواعد النحوية عالج ضعف الطلبة في النحو العربي :
( ذكر عطية2007م، ص187
( ) والضبعات2007م، ص201
) أن ُهناك عدة وسائل ت ساعد على عالج ضعف
الطلبة في القواعد النحوية، منها : 1-
أن تتصل دروس النحو بالحياة، وأن تعالج املواقف التي تواجه املتعلمين في حيات.هم اليومية
2-
.استثارة دوافع املتعلمين واستغاللها في تدريس القواعد النحوية (
103
) الجعدي الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م 3-
االبتعاد عن األساليب املعقدة في عرض املادة النحوية وقواعد
ها. أهداف تدريس النحو العربي : 4-
.االستفادة من الوسائل التعليمية واملواقف التي يمكن أن ينطلق منها املدرس في تدريس مادة النحو العربي
5-
زيادة تدريب املتعلمين ع.لى تحليل الجمل والتراكيب اللغوية، وتحديد املواقع اإلعرابية ملفرداتها
6-
ُجعل فروع اللغة العربية مواد تطبيقية ملادة النحو، وعدم التهاون في أي تقصير ل
غوي من جانب الطلب
ة. 7-
تعويد الطلب
ة على سماع األساليب العربية الصحيحة وترديدها باستمرار، واإل ،تيان بأمثلة مشابهة بحيث
.تكون حصة اللغة العربية تطبيقً ا لقواعد النحو العربي عن طريق التدريس والتقليد واملمارسة
8-
ُضرورة ترتيب أبواب النحو بحيث ت.جمع املوضوعات ذات العالقة في أبواب مستقلة
9-
أ
ن تركز االختبارات وطرق التقويم على قياس مدى تحقق األهداف،
فتتجنب االختبارات التركيز على
ا.ملصطلحات أو تسميع القواعد
10
-
ُاستخدام الوسائل التعليمية الحديثة في مواقف تعلم القواعد النحوية بال تكلف؛ ألن استخدامها ي فض ي
.على الدرس فاعلية وتشويقً ا، ويحبب املتعلمين في استخدام هذه القواعد
ويرى الباحث أن من وسائل عالج ضعف الطلبة في القواعد النحوية التنويع ف ي طر
ائ ق التدريس، وتوظيف
وسائل تعليمية متعددة، وربط املادة بالواقع، وهذا يتطلب من املعلم اطالعًا موسعًا على أهم طر
ائ ق التدريس
.الحديثة، والعمل على إثراء املنهج، وتطوير نفسه، وعدم االكتفاء بما هو تقليدي وممل ُضرورة ترتيب أبواب النحو بحيث ت.جمع املوضوعات ذات العالقة في أبواب مستقلة 9-
أ
ن تركز االختبارات وطرق التقويم على قياس مدى تحقق األهداف،
فتتجنب االختبارات التركيز على
ا.ملصطلحات أو تسميع القواعد 10
-
ُاستخدام الوسائل التعليمية الحديثة في مواقف تعلم القواعد النحوية بال تكلف؛ ألن استخدامها ي فض ي
.على الدرس فاعلية وتشويقً ا، ويحبب املتعلمين في استخدام هذه القواعد ويرى الباحث أن من وسائل عالج ضعف الطلبة في القواعد النحوية التنويع ف ي طر
ائ ق التدريس، وتوظيف
وسائل تعليمية متعددة، وربط املادة بالواقع، وهذا يتطلب من املعلم اطالعًا موسعًا على أهم طر
ائ ق التدريس
.الحديثة، والعمل على إثراء املنهج، وتطوير نفسه، وعدم االكتفاء بما هو تقليدي وممل 2- الدراسات السابقة : -
( دراسة إيمان أبو شباب2019
:)
هدفت الدراسة إلى التعرف على فاعلية برنامج تدريبي مستند إلى التعليم
املتمايز في تحسين مستوى التحصيل في مادة الرياضيات واالتجاهات نحوها لدى طلبة الصف الثالث األساس ي
.ذوي صعوبات التعلم في املدارس الحكومية في األردن ولتحقيق هدف الدراسة اعتمد
ت الباحث
ة املنهج ا ،لتجريبي
وأعد
ت
ًاختبار ًا تحصيلي.ا في الرياضيات، وبطاقة املالحظة؛ ملالحظة اتجاهات الطلبة نحوها
وتكونت عينة
( الدراسة من70
ً) طالب ا وطالبة من طلبة الصف الثالث في ست مدارس حكومية تابعة ملديرية التربية والتعليم
في محافظة جرش في األردن، وتم تقسيمهم بالتساوي إلى.)مجموعتين (تجريبية، وضابطة
وقد أظهرت الدراسة
ًعدد
ا من النتائج أهمها :
يوجد فروق ذات داللة في الدرجة الكلية لالختبار التحصيلي بين أفراد املجموعتين
ُلصالح املجموعة التجريبية ت.عزى للبرنامج املستخدم في الدراسة -
( دراسة جواهر الشهراني2019
:)
هدفت الدراسة إلى معر فة أثر تدريس العلوم باستخدام استراتيجية التعليم
املتمايز القائم على األنشطة في تنمية االستيعاب املفاهيمي وتنمية عادات العقل لدى طالبات الصف الثاني
.املتوسط
ًولتحقيق هدف الدراسة استخدمت الباحثة املنهج التجريبي، وأعدت اختبارًا تحصيلي ًا، ودليال لل.معلم
وتكونت
( عينة الدراسة من40
ُ) طالبة، اختيرت بالطريقة العشوائية من طالبات الصف الثاني املتوسط، وو ِّز َع ْت
بالتساوي إلى مجموعتين
)(تجريبية، وضابطة ،وأظهرت النتائج
ًوجود فرق دال إحصائي ا بين متوسطي درجات
طالبات املجموعة التجريبية ودرجات طالبات املجموعة الضابطة في االخ.تبار البعدي لصالح املجموعة التجريبي
-
( دراسة خالد الشقران2019
:)
هدفت الدراسة إلى تقص ي أثر التدريس املتمايز في اكتساب املفاهيم العلمية
.ومهارات عمليات العلم واالتجاه نحو العلوم لدى طالب الصف السابع األساس ي
ولتحقيق هدف الدراسة
استخدم الباحث املنهج التجريبي ،
ًوأعد اختبار
ا؛
( لقياس املفاهيم العلمية مكوناً من27
) فقرة، واختبارًا لقياس
( عمليات العلم مكوناً من24
ً) فقرة، ومقياس االتجاه نحو العلوم مكون( ا من33
.) فقرة
وتكونت عينة الدراسة
( من65
ً) طالب
ا اختيروا بالطريق
ة
ًاملتيسرة، حيث اختيرت إحدى الشعب عشوائي
ا كمجموعة
تجريبية بلغ عددها (
104
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م (
31
ً) طالب( ا درست بطريقة التدريس املتمايز، والشعبة األخرى مثلت املجموعة الضابطة بلغ عددها34
ً) طالب ا
.درست بالطريقة االعتيادية
ًوأظهرت الدراسة عدد
ا من النتائج أهمها :
ًوجود فروق دالة إحصائي ا بين متوسطي
درجات املجموعتين التجريبية والضابطة.لصالح املجموعة التجريبية -
( دراسة عفاف يوسف2019
:)
هدفت
ل لكشف عن أثر استراتيجية خرائط املفاهيم في تحسين مهارات القواعد
.النحويّة لدى طالب الصف السابع األساس ي
،ولتحقيق هدف الدراسة استخدمت الباحثة املنهج التجريبي
ًوأعدت اختبارًا تحصيلي.ا للقواعد النحوية وتكون( ت عينة الدراسة من60
ً) طالب ا، بواقع شعبتين، جرى
اختيارهما عشوائيًّا من بين شعب الصف السابع األساس ي في مدرسة امللك عبد هللا الثاني للتميز، في منطقة إربد
( للعام الدراس ي2016م/
2017
)، واختيرت إحدى الشعب عشوائيًا
؛
لتمثل املجموعة التجريبية التي تمّ تدريسها
وفق استراتيجية خرائط املفاهيم في حين عدّ ت الشعبة الثانية هي املجموعة الضابطة التي درست القواعد
.النحويّة باستخدام الطريقة التقليدية
ًوأظهرت الدراسة عدد
ا من النتائج أهمها :
وجود فر
وق ذات
داللة
إحصائية بين متوسطي درجات املجموعتين التجريبية والضابطة على أدائهنّ في
،اختبار القواعد النحويّة البعدي
.لصالح املجموعة التجريبية -
( دراسة رائد حميد2019
:)
هدفت إلى تعرف أثر أنموذجي (كمب وبارمان) في اكتساب املفاهيم النحوية في مادة
.قواعد اللغة العربية لدى طالبات الصف الرابع العلمي
ولتحقيق هدف الدراسة استخدم الباحث املنهج
التجري ًبي، وأعد اختبارًا تحصيلي ا، والخطط التدريسية املتعلقة بتدريس املجموعة التجريبية األولى باستعمال
أ نموذج كمب، والخطط التدريسية املتعلقة بتدريس املجموعة التجريبية الثانية باستعمال
أ ،نموذج بارمان
ًوالخطط التدريسية املتعلقة بتدريس املجموعة الضابطة وفق ا للطريقة.االعتيادية
وتكونت عينة الدراسة من
(
75
ِّ) طالبة، ووُ ز
عَتْ إلى ثالث مجموعات، حيث تم اختيار
إعدادية شط العرب للبنات املجموعة التجريبية
األ ولى التي ستتعرض طالباتها
إ لى املتغير املستقل األ ول (أ،)نموذج كمب
وثانوية الزرقاء للبنات املجموعة
التجريبية الثانية التي ستتعرض طالباتها
إ( لى املتغير املستقل الثاني
أ نموذج بارمان)، وثانوية التحرير للبنات
املجموعة الضابطة التي ستتعرض طالباتها إلى املتغير املستقل
.)(الطريقة االعتيادية
ًوأظهرت الدراسة عدد ا من
النتائج أهمها :
أن
أ )نموذج (كمب
أ
فاد طالبات املجموعة األولى، وذلك بارت فاع درجاتهن في اختبار اكتساب
املفاهيم، وتفوقهن على املجموع
ة
الثانية واملجموعة الضابطة. 2- الدراسات السابقة : كذلك تفوق املجموعة التجريبية الثانية التي
استعمل معها
أ.نموذج (بارمان) على املجموعة الضابطة التعليق على الدراسات السابقة : هدفت بعض الدراسات السابقة إلى استخدام استراتيج ية التعليم املتمايز مع متغيرات تربوية مختلفة، كما
هدفت بعض الدراسات إلى تنمية املهارات النحوية باستخدام طرائق تدريسية متنوعة، واتفقت الدراسة الحالية في
(املتغير املستقل) مع بعض الدراسات السابقة التي استخدمت استراتيجية التعليم املتمايز واختلفت معها في املتغ ير
( التابع، كما اتفقت مع دراستي عفاف يوسف2019
)
( ورائد حميد2019
)
في املتغير التابع وهو تنمية املهارات
النحوية، واختلفت معها في املتغير املستقل، وتميزت هذه الدراسة بأنها استهدفت تدريس املهارات النحوية باستخدام
.استراتيجية التعليم املتمايز م
و
اختلفت الدراسة ا
لحالية
زمنيًا عن جميع الدراسات السابقة؛ إذ أُجْ رِيَت في الفصل الدراس ي الثاني من
العام
الجامعي (
2021م-
2022
). (
105
) (
105
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م وتنوعت أداوت الدراسات السابقة بين البرامج واالختبارات واالستبانات، واتفقت الدراسة الحالية مع
،الدراسات السابقة التي استخدمت اختبارًا وقائمة مهارات
واختلفت عنها في نوع البرنامج التعليمي، وتميزت هذه
.الدراسة بأنها استخدمت برنامجً ا تعليمً ا قائمًا على استراتيجية التعليم املتمايز في تنمية املهارات النحوية
واقتصرت أغلب الدراسات السابقة على منهج واحد، وما يميز هذه الدراسة أنها استخدمت منهجين، هما :
(املنهج الوصفي، واملنهج شبه التجريبي)، واتفقت الدراسة الحالية مع الدراسات التي اختارت عينتها من املرحلة
الجامعية، واختلفت عنها في العينة حيث اقتصرت الحالية على عينة من طلبة األقسام العلمية بكلية التربية-
.صنعاء أوجه الستفادة من الدراسات السابقة : استفادت هذه الدر
اسة من الدراسات السابقة من عدة وجوه، أهمها : استفادت هذه الدر
اسة من الدراسات السابقة من عدة وجوه، أهمها : -
،تحديد مشكلة الدراسة وبلورة أسئلتها، وتعرف موقعها وأصالتها بين الدراسات السابقة
وإثراء فصولها
.النظرية والتطبيقية -
،تحديد مشكلة الدراسة وبلورة أسئلتها، وتعرف موقعها وأصالتها بين الدراسات السابقة
وإثراء فصولها
.النظرية والتطبيقية -
تحديد منهج الدراسة املناسب، وأدوات جمع البيانات املناسبة، وكيفية التحقق من صدقها وثباتها ،
وكيفية
تتابع إجراءات دراسة املشكلة، واختيار األساليب اإلحصائية املناسبة ملعالجة البيانات، وكيفية استخالص
.النتائج وعرضها ومناقشتها وتفسيرها -
تحديد منهج الدراسة املناسب، وأدوات جمع البيانات املناسبة، وكيفية التحقق من صدقها وثباتها ،
وكيفية
تتابع إجراءات دراسة املشكلة، واختيار األساليب اإلحصائية املناسبة ملعالجة البيانات، وكيفية استخالص
.النتائج وعرضها ومناقشتها وتفسيرها -
تحديد
امل هارات
النحوية
الالزمة لطلبة األقسام العلمية بكلية التربية صنعاء التي يمكن تنميتها عن طريق
تدريسها باستراتيجية
التعليم املتمايز. -
تحديد
امل هارات
النحوية
الالزمة لطلبة األقسام العلمية بكلية التربية صنعاء التي يمكن تنميتها عن طريق
تدريسها باستراتيجية
التعليم املتمايز. -
كيفية إعداد
برنامج
تعليمي مصمم وفق استراتيجية
التعليم املتمايز ، وإعداد اختبار
امل هارات
النحوية. م
-
.اإلفادة من بعض املراجع التي أشارت إليها الدراسات السابقة -
.اإلفادة من بعض املراجع التي أشارت إليها الدراسات السابقة -
.اإلفادة من بعض املراجع التي أشارت إليها الدراسات السابقة 3-
منهجية الدراسة و
إجراءات.ها 1. منهج الدراسة وتصميمها التجريبي :
اعتمدت الدراسة منهجي
ن هما :
(املنهج الوصفي) في جمع املعلومات والبيانات وتحليلها وتفسيرها، و(املنهج
التجريبي) الذي تم من خالله اختيار أسلوب تصميم املجموعة التجريبية الواحدة؛ لبيان أثر املتغير التجريبي املستقل
.)(التعليم املتمايز) في تنمية املتغير التابع (املهارات النحوية 1.
منهج الدراسة وتصميمها التجريبي : 2. مجتمع الدراسة وعينتها :
تمثل مجتمع الدراسة بجميع طلبة األقسام العلمية بكلية التربية–
صنعاء في املستوى األول للعام الجامعي
(
2021م-
2022
)
( ، وتكونت عينة الدراسة امليدانية من41
ً) طالب ا وطالبة من طلبة األقسام العلمية مستوى أول
املسجلين بقسمي (الرياضيات وعلوم الحياة )
في العام
الجامعي (
2021
م–
2022
)
، تم اختيارهم بطريقة قصدية
ليمثلوا مجموعة تجريبية واحدة تم تدريسهم املهارات
النحوية
املقررة عليهم في كتاب (اللغة العربية102
) باستخدام
.استراتيجية التعليم املتمايز وقد اقتصر الباحث على عينة تجريبية واحدة للمبررات اآلتية :
لط
أ
ل
ك
ل
لأ وقد اقتصر الباحث على عينة تجريبية واحدة للمبررات اآلتية :
أن عدد الطلبة في .األقسام العلمية بكلية التربية صنعاء قليلون
أن قسم الفيزياء لم يلتحق به أي طالب للمستوى األول في العام
الجامعي (
2021
م–
2022
). كما أنه تم
.اختيار العينة االستطالعية من قسم الكيمياء ب
ن
ي
ء ي ون
ربي ص
مي ب ي
مأ
أن قسم الفيزياء لم يلتحق به أي طالب للمستوى األول في العام
الجامعي (
2021
م–
2022
). كما أنه تم
.اختيار العينة االستطالعية من قسم الكيمياء أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
106
) (
106
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م
أن قسمي الرياضيات وعلوم الحياة يدرسون مقرر (اللغة العربية
102
ّ) في وقت مت حد وقاعة واحدة أي
)(مدمجين ، مما يجعل من املتوقع تشابه خصائصهم االجتماعية والثقافية واالقتصادية وتشابه لهجة
.كالمهم
أن قسمي الرياضيات وعلوم الحياة يدرسون مقرر (اللغة العربية
102
ّ) في وقت مت حد وقاعة واحدة أي
)(مدمجين ، مما يجعل من املتوقع تشابه خصائصهم االجتماعية والثقافية واالقتصادية وتشابه لهجة
.كالمهم
استعداد دكتور
.املادة للتعاون مع الباحث
قدرة الباحث على بذل الجهد الذي يتطلبه تنفيذ التجربة مع هذه العينة املحدودة، ومناسبة ا لزمن لجمع
.البيانات ومعالجتها إحصائيًا، ودقة نتائج التجارب ذات العينات املعتدلة
قدرة الباحث على بذل الجهد الذي يتطلبه تنفيذ التجربة مع هذه العينة املحدودة، ومناسبة ا لزمن لجمع
.البيانات ومعالجتها إحصائيًا، ودقة نتائج التجارب ذات العينات املعتدلة 3.
أداة الدراسة : اُستخدم في هذه الدراسة
ٌاختبار
؛
لقياس
امل هارات
النحوية ، ويهدف االختبار إلى قياس أثر استخدام
استراتيجية التعليم املتمايز
في تنمية
امل هارات
النحوية
املستهدفة لدى طلبة األقسام العلمية بكلية التربية–
صنعاء
.)من خالل مقارنة متوسطي التطبيقين (القبلي والبعدي ا
وتكوّن اختبار
امل هارات
النحوية
( من32
)
ًسؤاال
تسلسل حسب تسلسل
قائمة امل هارات
النحوية
التي تم
تحكيمها
،بنصاب سؤال واحد لكل مهارة و
تمت صياغة مفردات االختبار باالعتم ًاد على األسئلة املوضوعية؛ ممثال في
أحد أنواعها، وهو االختيار من متعدد، وجاء اختيار هذا النوع من االختبارات؛ ملا يحققه من إيجابيات، تتمثل في أنه
يحتاج إلى مجهود ووقـت قليـل، والتصـافه بمواصفات االختبار الجيد؛
حيث إ نه يتصف بإعطاء نفس النتائج مهما
اختلف املص ًححون؛ مما يقلل نسبة التقدير الذاتي، كما أن األسئلة فيه محـددة، واإلجابات محددة أيض ا، ويقل فيه
االلتباس ،
ًوقد تم وضع مجموعة من البدائل للسؤال، يختار منها الطالب بديالً واحـد ا. كما تم صياغة االختبار حسب
جدول املواصفات
للموازنة املوضوعية بين أهمية املهارات
ا
لنحوية
ومستويات األهداف املعرفية من املجال املعرفي
لتصنيف (بلو)، حيث تم التركيز على املهارات العقلية العليا :(الفهم، والتطبيق، والتحليل، والتقوي
م). وبعد ذلك تم التأكد من الصدق
الظاهري
لالختبار بعرضه على عدد من املتخصصين في مناهج اللغة العربية
وطرائق تدريسه ا وفي القياس والتقويم. كما صُدِّ ر االختبار بخطاب للمحكمين إلبداء آرائهم في صالحيته للتطبيق
امليداني ألغراض البحث العلمي. بَيِّن لهم هدف االختبار وطريقة إبداء آرائهم فيه،
وقد أجمع كل املحكمين على
صالحية اختبار
امل هارات
النحوية وملحقاته ألغراض البحث العلمي ب صورته الراهنة عدا صياغة بعض الفقرات
( وترتيبها، وبذلك أصبح االختبار في صورته النهائية مكوناً من32
)
ًسؤاال. وبعد االنتهاء من إيجاد الصدق
الظاهري لالختبار
َجُ رِّب على عينة
( استطالعية من20
)
طالبًا
ب قسم الكيمياء
بكلية التربية- صنعاء
، من خارج عينة الدراسة؛ اس قي ل خصائص
صدق االختبار وثباته ومعامالت صعوبته وتمييز
فقراته. 3.
أداة الدراسة : صدق التساق الداخلي :
ًللتأكد من صدق فقرات االختبار، أوجد الباحث االتساق بين الفقرات والدرجة الكلية لالختبار مستخدم
ا
في
ذلك البرنامج اإل( حصائيspss
) إليجاد ذلك، كما هو موضح في الجدول
اآلتي :
جدول(1) معامالت الرتباط بين كل فقرة من فقرات الختبار مع الدرجة الكلية لالختبار جدول(1) معامالت الرتباط بين كل فقرة من فقرات الختبار مع الدرجة الكلية لالختبار
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
1
.387*
دال عند0.05
12
.380*
دال عند0.05
23
.514*
دال عن د0.05
2
.684**
دال عند0.01
13
.577**
دال عند0.01
24
.554*
دال عند0.05 ج و(اب ر
ي
رج
ب ر ع
ر
ر ن
بين ل
ارب
)
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
1
.387*
دال عند0.05
12
.380*
دال عند0.05
23
.514*
دال عن د0.05
2
.684**
دال عند0.01
13
.577**
دال عند0.01
24
.554*
دال عند0.05 (
107
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
022 رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
رقم
الفقرة
معامل
الرتباط
مستوى
الدللة
3
.524**
دال عند0.01
14
.504**
دال عند0.05
25
.622**
دال عند0.01
4
.438**
دال عند0.01
15
.460**
دال عند0.01
26
.433**
دال عند0.01
5
.702**
دال عند0.01
16
.499**
دال عند0.01
27
.358**
دال عند0.01
6
.432**
دال عند0.01
17
.434**
دال عند0.01
28
.566**
دال عند0.01
7
.662**
دال عند0.01
18
.509**
دال عند0.01
29
.391**
دال عند0.01
8
.388**
دال عند0.01
19
.652**
دال عند0.01
30
.715**
دال عند0.01
9
.734**
دال عند0.01
20
.625**
دال عند0.01
31
.584**
دال عند0.01
10
.470**
دال عند0.01
21
.482**
دال عند0.01
32
.469**
دال عند0.01
11
.524*
دال عند0.05
22
.530**
دال عند0.01
اا 6
.432**
دال عند0.01
17
.434**
دال عند0.01
28
.566**
دال عند0.01
7
.662**
دال عند0.01
18
.509**
دال عند0.01
29
.391**
دال عند0.01
8
.388**
دال عند0.01
19
.652**
دال عند0.01
30
.715**
دال عند0.01
9
.734**
دال عند0.01
20
.625**
دال عند0.01
31
.584**
دال عند0.01
10
.470**
دال عند0.01
21
.482**
دال عند0.01
32
.469**
دال عند0.01
11
.524*
دال عند0.05
22
.530**
دال عند0.01
- ** دال احصائياً عند مستوى داللة (
0.01
) - *دال احصائياً عند مستوى داللة (
0.05
)
يتضح من ال
جدول السابق أن جميع
ًفقرات االختبار ترتبط بمتوسط الدرجة الكلية لالختبار ارتباط
ا ا ذ
داللة
إ
حصائية عند مستوى داللة (
0.01) لبعض الفقرات، وعند مستوى داللة (
0.05
) لبعض الفقرات األخرى، وهذا
يؤكد اتساق فقرات االختبار،
ُأي صدق االختبار ملا أ.عد له
معامل الصعوبة :
إليجاد معامل صعوبة كل
فقرة ،قام
الباحث
يرت بت
ب نتائج االختبار االستطالعي
ًترتيب ًا تنازلي
ا
(من األكبر
إ لى
األصغر )، وقسم العينة
إ
لى مجموعتين (عليا-
دنيا)، وتم أخذ27
، من املجموعة العليا%
27
من الدنيا. 3.
أداة الدراسة : ثم استخدم%
الباحث املعادلة
اآلتية لحساب معامل الصعوبة وهي:
وكانت النتائج كما هي موضحة في الجدول
.اآلتي
جدول (2) يوضح معامل الصعوبة لفقرات الختبار
رقم الفقرة معامل الصعوبة رقم الفقرة معامل الصعوبة رقم الفقرة معامل الصعوبة
1
0.37
12
0.55
23
0.52
2
0.48
13
0.46
24
0.42
3
0.60
14
0.49
25
0.43
4
0.40
15
0.43
26
0.60
5
0.47
16
0.51
27
0.58
6
0.50
17
0.40
28
0.46
7
0.52
18
0.46
29
0.59
8
0.42
19
0.59
30
0.36
9
0.43
20
0.36
31
0.39
10
0.60
21
0.39
32
0.52
11
0.58
22
0.52
يتضح من الجدول (2
( ) أن معامل الصعوبة تراوحت بين0.36
-
0.60) وهي معامالت صعوبة مق.بولة
= معامل الصعوبة
عدد الطلبة الذين أجابوا عن الفقرة إجابة صحيحة
إجمالي عدد الطلبة
×
100 - ** دال احصائياً عند مستوى داللة (
0.01
) - *دال احصائياً عند مستوى داللة (
0.05
) يتضح من ال
جدول السابق أن جميع
ًفقرات االختبار ترتبط بمتوسط الدرجة الكلية لالختبار ارتباط
ا ا ذ
داللة
إ
حصائية عند مستوى داللة (
0.01) لبعض الفقرات، وعند مستوى داللة (
0.05
) لبعض الفقرات األخرى، وهذا
يؤكد اتساق فقرات االختبار،
ُأي صدق االختبار ملا أ.عد له يتضح من ال
جدول السابق أن جميع
ًفقرات االختبار ترتبط بمتوسط الدرجة الكلية لالختبار ارتباط
ا ا ذ
داللة
إ
حصائية عند مستوى داللة (
0.01) لبعض الفقرات، وعند مستوى داللة (
0.05
) لبعض الفقرات األخرى، وهذا
يؤكد اتساق فقرات االختبار،
ُأي صدق االختبار ملا أ.عد له معامل الصعوبة :
إليجاد معامل صعوبة كل
فقرة ،قام
الباحث
يرت بت
ب نتائج االختبار االستطالعي
ًترتيب ًا تنازلي
ا
(من األكبر
إ لى
األصغر )، وقسم العينة
إ
لى مجموعتين (عليا-
دنيا)، وتم أخذ27
، من املجموعة العليا%
27
من الدنيا. 3.
أداة الدراسة : ثم استخدم%
الباحث املعادلة
اآلتية لحساب معامل الصعوبة وهي:
= معامل الصعوبة
عدد الطلبة الذين أجابوا عن الفقرة إجابة صحيحة
إجمالي عدد الطلبة
×
100 وكانت النتائج كما هي موضحة في الجدول
.اآلتي
جدول (2) يوضح معامل الصعوبة لفقرات الختبار
رقم الفقرة معامل الصعوبة رقم الفقرة معامل الصعوبة رقم الفقرة معامل الصعوبة
1
0.37
12
0.55
23
0.52
2
0.48
13
0.46
24
0.42
3
0.60
14
0.49
25
0.43
4
0.40
15
0.43
26
0.60
5
0.47
16
0.51
27
0.58
6
0.50
17
0.40
28
0.46
7
0.52
18
0.46
29
0.59
8
0.42
19
0.59
30
0.36
9
0.43
20
0.36
31
0.39
10
0.60
21
0.39
32
0.52
11
0.58
22
0.52
يتضح من الجدول (2
( ) أن معامل الصعوبة تراوحت بين0.36
-
0.60) وهي معامالت صعوبة مق.بولة (
108
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م معامل التمييز :
وإليجاد معامل التمييز استخدم الباحث املعادلة
اآلتية :
معامل التمييز
= عدد اإلجابات الصحيحة للفئة العليا- عدد اإلج ابات الصحيحة للفئة الدنيا
عدد أفراد إحدى املجموعتين
×
100 معامل التمييز :
وإليجاد معامل التمييز استخدم الباحث املعادلة
اآلتية :
وكانت النتائج كما هي موضحة في الجدول
.اآلتي
جدول (3) يوضح معامل التمييز للفقرات
رقم الفقرة معامل الصعوبة رقم الفقرة معامل الصعوبة رقم الفقرة معامل الصعوبة
1
0.48
12
0.60
23
0.64
2
0.55
13
0.48
24
0.53
3
0.72
14
0.55
25
0.65
4
0.49
15
0.65
26
0.49
5
0.64
16
0.62
27
0.61
6
0.52
17
0.57
28
0.40
7
0.50
18
0.55
29
0.35
8
0.63
19
0.59
30
0.50
9
0.44
20
0.61
31
0.56
10
0.43
21
0.45
32
0.48
11
0.65
22
0.63
يتضح من الجدول (3) أن معامل التمييز لفقرات االختبار تراوحت بين (
0.35
-
0.72) وهي معامالت مقبولة. 3.
أداة الدراسة : معامل التمييز
= عدد اإلجابات الصحيحة للفئة العليا- عدد اإلج ابات الصحيحة للفئة الدنيا
عدد أفراد إحدى املجموعتين
رقم الفقرة معامل التمييز رقم الفقرة معامل التمييز
1
0.30
17
0.50
2
0.40
18
0.30
3
0.40
19
0.40
4
0.50
20
0.50
5
0.30
21
0.70
6
0.50
22
0.40
7
0.30
23
0.40
8
0.40
24
0.50
9
0.60
25
0.60
10
0.70
26
0.60
11
0.50
27
0.70
12
0.40
28
0.70
13
0.60
29
0.60
14
0.50
30
0.60
15
0.40
31
0.70
16
0 70
32
0 50
×
100 ثبات الختبار :
للتأكد من ثبات االختبار، استخدم الباحث طريقة
)(ألفا كرونباخ :
( حيث حصل ثبات االختبار على0.918
.)
وبهذا يكون الباحث قد تأكد من صدق وثبات االختبار، وأصبح االختبا
ر يطمئن الباحث لتطبيقه على عينة الدراسة. ييز
ل
ي
ي
اج ب
ي
ي
اج ب
عدد أفراد إحدى المجموعتين ب ر
ب
للتأكد من ثبات االختبار، استخدم الباحث طريقة
)(ألفا كرونباخ :
( حيث حصل ثبات االختبار على0.918
.)
وبهذا يكون الباحث قد تأكد من صدق وثبات االختبار، وأصبح االختبا
ر يطمئن الباحث لتطبيقه على عينة الدراسة. اا
عدد أفراد إحدى المجموعتين تنفيذ التطبيق : ( قام الباحث بتطبيق اختبار املهارات النحوية القبلي على عينة الدراسة بتاري28
/2/
2022
)
، ثم بدأ الباحث
بتنفيذ التجربة امليدانية بتدريس املهارات النحوية باستراتيجية التعليم املتمايز على املجموعة التجريبي ة تاري
(7/3/
2022
)؛ حيث استغرق تنفيذ التجربة امليدانية مع االختبارين القبلي والبعدي
(تسعة أسابيع) بواقع محاضرة
أسبوعيًا، تحددت بيوم (اإل ثنين) من كل أسبوع من الساعة العاشرة صباحً ا وحتى الساعة الثانية عشرة ظهرًا حسب
( الجدول املخصص ملحاضرة مقرر اللغة العربية102) بكلية التربية- صنعاء، ابتداءً من يوم اإل ثنين بتاري
7)
/3/
2022
)، وانتهاءً يوم اإل( ثنين بتاري23
/5/
2022
) ،
،تخلل الفترة إجازة شهر رمضان املبارك وبذلك تكون البرنامج
التعليمي من
تسع محاضرات، زمن املحاضرة (ساعت
ا،ن) حسب املحاضرات الجامعية لشهادة البكالوريوس
كما
.خصص الباحث فقرة ختامية ملراجعة وتقييم البرنامج التعليمي م
و طُبِقَ االختبار البعدي
ل لمهارات النحوية يوم
اإلثنين
بتاري)
30
/5/
2022
)
، بإشراف الباحث في ظروف
متشابهة لالختبار القبلي
. تنفيذ التطبيق : والجدول اآلتي يوضح الخطة الزمنية لتنفيذ البرنامج التعليمي القائم على استرا تيجية
.التعليم املتمايز (
109
) الجعدي (
109
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م (جدول4) الخطة الزمنية لتدريس البرنامج التعليمي للعينة التجريبية
املحاضرة الدروس مدة املحاضرة التاريخ
األولى االختبار القبلي
28
/2/
2022م
الثانية
الفاعل–
.نائب الفاعل ساعتان
7/3/
2022م
الثالثة
املفعول به– املفعول املطلق ساعتان
14
/3/
2022
.م
الرابعة
املفعول ألجله– املفعول فيه ساعتان
21
/3/
2022
.م
الخامسة
املفعول معه– االستثناء ساعتان
28
/3/
2022
.م
السادسة
الحال– التمييز ساعتان
9/5/
2022
.م
السابعة الفعل املضارع ساعتان
16
/5/
2022
.م
الثامنة العدد ساعتان
23
/5/
2022
.م
التاسعة االختبار الب
عدي
30
/5/
2022
.م (جدول4) الخطة الزمنية لتدريس البرنامج التعليمي للعينة التجريبية
املحاضرة الدروس مدة املحاضرة التاريخ
األولى االختبار القبلي
28
/2/
2022م
الثانية
الفاعل–
.نائب الفاعل ساعتان
7/3/
2022م
الثالثة
املفعول به– املفعول املطلق ساعتان
14
/3/
2022
.م
الرابعة
املفعول ألجله– املفعول فيه ساعتان
21
/3/
2022
.م
الخامسة
املفعول معه– االستثناء ساعتان
28
/3/
2022
.م
السادسة
الحال– التمييز ساعتان
9/5/
2022
.م
السابعة الفعل املضارع ساعتان
16
/5/
2022
.م
الثامنة العدد ساعتان
23
/5/
2022
.م
التاسعة االختبار الب
عدي
30
/5/
2022
.م
األساليب اإلحصائية ملعالجة بيانات الدراسة :
عُوْلِ جَ تْ بيانات الدراسة بواسطة الحاسب اآللي، باستعمال الرزمة اإلحصائية في العلوم االجتماعية
( واإلنسانيةSPSS
،)، واستُعْمِلَ كلٌّ من اإلحصاء الوصفي واالستداللي في معالجة بيانات الدراسة وتحليلها
وهي :
(املتوسطات الحسابية– االنحرافات املعيارية-
معامل ارتباط (بيرسونpearson
)-
( معامل
كرونباخ ألفا)-
( اختبارT-
test
.) (جدول4) الخطة الزمنية لتدريس البرنامج التعليمي للعينة التجريبية األساليب اإلحصائية ملعالجة بيانات الدراسة :
عُوْلِ جَ تْ بيانات الدراسة بواسطة الحاسب اآللي، باستعمال الرزمة اإلحصائية في العلوم االجتماعية
( واإلنسانيةSPSS
،)، واستُعْمِلَ كلٌّ من اإلحصاء الوصفي واالستداللي في معالجة بيانات الدراسة وتحليلها
وهي :
(املتوسطات الحسابية– االنحرافات املعيارية-
معامل ارتباط (بيرسونpearson
)-
( معامل
كرونباخ ألفا)-
( اختبارT-
test
.) 4- عرض النتائج ومناقشتها. 4- عرض النتائج ومناقشتها.
نتائج اإلجابة عن السؤال األول :"
ما املهارات
النحوية الالزمة ل طلبة األقسام العلمية بكلية التربية– صنعاء
؟"
ول إلجابة عن هذا السؤال، تم
الرجوع إلى
كتاب (اللغة العربية102
) املقرر على طلبة األقسام العلمية بكلية
التربية–
،صنعاء كمتطلب جامعي
ومراجعة األدب النظري والدراسات السابقة ذات الصلة ب
امل هارات
النحوية ، وآراء
،بعض الخبراء في مناهج اللغة العربية وطرائق تدريسها
ثم أُعِدَّ ت قائمة ب
امل هارات النحوية التي يمكن تنميتها لدى
طلبة األقسام العلمية بكلية التربية صنعاء
من املوضوعات املقررة عليهم، وعرضها على املحكمين في أدوات الدراسة
للتأكد من صدقها وإبداء آرائهم حول مدى مناسبة هذه املهارات ،لطلبة األقسام العلمية
وتكونت القائم ة بعد
( تحكيمها من32) مهارة ،
ويبين الجدول
اآلتي املهارات النحوية في
.صورتها النهائية ي
ي
يم
يآ
( جدول5
)يبين قائمة املهارات النحوية الالزمة لطلبة األقسام العلمية بكلية التربية صنعاء في صورتها و
ه
و ه
ي
رب
ب
مأ
زا
وي
مه ر
ي
م املهارات النحوية م املهارات النحوية
1
يستخرج الفاعل من أمثلة.معطاة
17
.يميز بين الظرف املتصرف وغير املتصرف من خالل أمثلة معطاة
2
.يعرب الفاعل في أمثلة معطاة
18
.يستخرج املفعول معه من أمثلة معطاة
3
.يوضح حكم إعراب الفاعل
19
.يعرب املفعول معه إعرابًا صحيحً ا
4
.يوضح نوع الفاعل في أمثلة معطاة
20
يستخرج أركان الستثن.اء من أمثلة معطاة
5
.يستخرج نائب الفاعل من أمثلة معطاة
21
.يقارن بين أنواع الستثناء من حيث األداة واإلعراب
6
.يعرب نائب الفاعل في أمثلة معطاة
22
.يعرب الحال في أمثلة معطاة
7
.يستخرج املفعول به من أمثلة معطاة
23
.يوضح نوع الحال من خالل أمثلة معطاة (
110
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م م املهارات النحوية م املهارات النحوية
8
ي.عرب املفعول به في أمثلة معطاة
24
.يبين صاحب الحال في أمثلة معطاة
9
.يوضح نوع املفعول به في أمثلة معطاة
25
.يوضح نوع التمييز في أمثلة معطاة
10
.يستخرج املفعول املطلق من أمثلة معطاة
26
.يعرب التمييز إعرابًا صحيحً ا
11
يوضح نوع املفعول املطلق في أمثلة معطا.ة
27
.يبين أدوات نصب الفعل املضارع
12
يستخرج النائب عن املفعول املطلق من أمثلة
.معطاة
28
.يوضح سبب نصب الفعل املضارع بأن مضمرة وجوبًا أو جوازًا
13
.يستخرج املفعول ألجله من أمثلة معطاة
29
.يميز بين األدوات التي تجزم فعالً مضارعًا واحدً ا والتي تجزم فعلين
14
.يعرب املفعول ألجله في أمثلة معطاة
30
.يعرب الفعل املضارع املجزوم إعرابًا صحيحً ا
15
يستخرج ظرفي الزمان واملكان من أمثلة معطاة
31
.يبين سبب اقتران جواب الشرط بالفاء من خالل أمثلة معطاة
16
.يميز بين الظرف املحدد واملبهم في أمثلة معطاة
32
أن يكتب األعدا.د كتابة صحيحة
نتائج اإلجابة على السؤال الثاني :
"ما صورة برنامج تعليمي قائم على استراتيجية التعليم املتمايز في تنمية
املهارات النحوية لدى طلبة األقسام العلمية بكلية التربية –
."صنعاء؟
و لإلجابة عن هذا السؤال قام الباحث
باالطالع على الدراسات السابقة ذات الص لة باستراتيجية التعليم
املتمايز وتطبيقاته التربوية، وكيفية بناء البرامج التعليمية وفق استراتيجية التعليم املتمايز، كما قام الباحث
،باستشارة بعض الخبراء واملختصين في مناهج اللغة العربية وطرائق تدريسها واسترشد بآرائهم َّثم أُعد برنامجً ا
تعليميًا قائمً ا على ا ستراتيجية
التعليم املتمايز لتنمية املهارات النحوية
، وعرضه على املحكمين في أدوات الدراسة
؛
للتحقق من صدقه ومناسبته
لطلبة األقسام العلمية ب
الكلية ، ثم عرضه على املجموعة التجريبية بغرض تنمية
امل هارات.النحوية وبدأ
البرنامج التعليمي
القائم على استراتيجية التعليم
املتمايز بالهدف العام، وتحديد املستهدفين في البرنامج
،من طلبة األقسام العلمية بكلية التربية صنعاء، ومصادر بناء البرنامج
ومبرراته، ثم أهدافه الخاصة املتمثلة
امل ب هارات
النحوية
املحددة في قائمة املهارات، وتكوّن البرنامج التعليمي في صورته النهائية بعد تحكيمه( من7
)
محاضرات كل محاضرة احتوت على درسين من كتاب (اللغة العربية102
) املقرر على طلبة األقسام العلمية بكلية
التربية–
،صنعاء كمتطلب جامعي وكل درس فيه عدد من األنشطة القائمة على التعليم املتمايز
املناسبة لكل درس
.نحوي ُور وعي عند اختيار
املحتوى
مناسبته لحاجات
،الطلبة
،وميولهم وقدراتهم، والفروق الفردية بينهم، وربطه
باألهداف العامة
.للبرنامج أما استراتيجيات التدريس املقترحة لتنفيذ البرنامج التعليمي فقد تم االستناد إلى توليفية مجتمعة من
استراتيجيات التدريس املتمايز املتمثلة في :(املجموعات املرنة – األنشطة املتدرج
ة- املحطات التعليمية- فكر ،زاوج ،
شارك – العصف
الذهني–
األلعاب التعليمية–
األنشطة الثابتة– االكتشاف- حل املشكالت)، بحيث تمتزج هذ ه
االستراتيجيات جميعًا مع بعضها.، وبحيث تناسب قدرات الطلبة ومستوياتهم، بهدف تمكينهم من املهارات النحوية
وتم تحديد واختيار األن شطة التعليمية وفقً ا الهتمامات الطلبة وقدراتهم، وقد تضمن البرنامج عددًا من
األنشطة، ورُ وعي في إعدادها واختيارها مجموعة من املعايير التي يجب أن تتصف بها األنشطة. 4- عرض النتائج ومناقشتها. 4- عرض النتائج ومناقشتها. 4- عرض النتائج ومناقشتها. كما تم استخدام
العديد من الوسائل التعليمية التي تساعد على تنفيذ البرنامج التعليمي القائم على است
راتيجية التعليم املتمايز، ومنها :
،(بطاقات ملونة تساعد على تنمية املهارات النحوية، ولوحات لكتابة بعض النصوص، وأقالم ملونة، وأوراق عمل
.)والسبورة التعليمية، والحاسب اآللي (البوربوينت)، وجهاز عرض الشفافيات أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
111
) الجعدي جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م أما في
تقويم البرنامج
التعليمي فقد استُخدم
التقويم ال
قبلي
من خالل طرح األسئلة في بداية املحاضرات
للكشف عن خبرات الطلبة، وتهيئتهم وإثارة دافعتيهم للتعلم ، و التقويم التكويني الذي يتم خالل تدريس املهارات
النحوية
، وذلك عن طريق طرح األسئلة للكشف عن مدى تحقق األهداف في كل محاضرة ،
باإلضافة إلى تفعيل دور
الطلبة وضمان مشاركتهم ودمجهم في املوقف التعليمي واستثارة انتباههم باستمرار ، و
التقويم الختامي
يتم في نهاية
كل محاضرة
؛ للتأكد من تحقيق األهداف التعليمية التي وضع
ت لكل مهارة،
وكذلك تم استخدام تقويم ختامي
للبرنامج بشكل متكامل يقيس مدى تحقق أهداف البرنامج في تنمية املهارات النحوية. كما تم تحديد الزمن املناسب لتنفيذ البرنامج التعليمي
القائم على استراتيجية التعليم املتمايز حيث تم
تنفيذ البرنامج يوم اإلثنين من كل أسبوع من الساعة العاشرة صباحً ا حتى الساعة الثانية عشرة ظهرًا،
والجدول
اآلتي يوضح دروس البرنامج التعليمي القائم على.استراتيجية التعليم املتمايز
( جدول رقم6) يوضح دروس البرنامج التعليمي القائم على استراتيجية التعليم املتمايز أما في
تقويم البرنامج
التعليمي فقد استُخدم
التقويم ال
قبلي
من خالل طرح األسئلة في بداية املحاضرات
للكشف عن خبرات الطلبة، وتهيئتهم وإثارة دافعتيهم للتعلم ، و التقويم التكويني الذي يتم خالل تدريس املهارات
النحوية
، وذلك عن طريق طرح األسئلة للكشف عن مدى تحقق األهداف في كل محاضرة ،
باإلضافة إلى تفعيل دور
الطلبة وضمان مشاركتهم ودمجهم في املوقف التعليمي واستثارة انتباههم باستمرار ، و
التقويم الختامي
يتم في نهاية
كل محاضرة
؛ للتأكد من تحقيق األهداف التعليمية التي وضع
ت لكل مهارة،
وكذلك تم استخدام تقويم ختامي
للبرنامج بشكل متكامل يقيس مدى تحقق أهداف البرنامج في تنمية املهارات النحوية. 4- عرض النتائج ومناقشتها. ( جدول رقم6) يوضح دروس البرنامج التعليمي القائم على استراتيجية التعليم املتمايز م
املحاضرة الدروس مدة املحاضرة التاريخ
األولى
الفاعل–
.نائب الفاعل ساعتان
7/3/
2022م
الثانية
املفعول به– املفعول املطلق ساعتان
14
/3/
2022
.م
الثالث
ة
املفعول ألجله– املفعول فيه ساعتان
21
/3/
2022
.م
الرابعة
املفعول معه– االستثناء ساعتان
28
/3/
2022
.م
الخامسة
الحال– التمييز ساعتان
9/5/
2022
.م
السادسة الفعل املضارع ساعتان
16
/5/
2022
.م
السابعة العدد ساعتان
23
/5/
2022
.م م
املحاضرة الدروس مدة املحاضرة التاريخ
األولى
الفاعل–
.نائب الفاعل ساعتان
7/3/
2022م
الثانية
املفعول به– املفعول املطلق ساعتان
14
/3/
2022
.م
الثالث
ة
املفعول ألجله– املفعول فيه ساعتان
21
/3/
2022
.م
الرابعة
املفعول معه– االستثناء ساعتان
28
/3/
2022
.م
الخامسة
الحال– التمييز ساعتان
9/5/
2022
.م
السادسة الفعل املضارع ساعتان
16
/5/
2022
.م
السابعة العدد ساعتان
23
/5/
2022
.م
نتائج اإلجابة عن السؤال الثالث :"ما
أثر تدريس البرنامج التعليمي القائم على استراتيجية التعليم املتمايز في
تنمية املهارات النحوية لدى طلبة األقسام العلمية بكلية التربية– صنعاء."؟
تم التوصل لإلجابة عن هذا السؤال من خالل التجربة امليدانية للدراسة، وتطبيق أدواتها على عينة
الدراسة، وتطبيق اختبا ر املهارات النحوية تطبيقً ا قبليًا وبعديًا، ثم معالجة البيانات إحصائيًا باستخدام البرنامج
( اإلحصائيspss
)؛ وذلك لحساب الفرق بين متوسطات درجات املجموعة التجريبية في التطبيقين القبلي والبعدي
الختبار املهارات النحوية، وفيما يلي تفصيل ذلك من خالل تفسير النتائج
ومناقشتها في ضوء فرضية الدراسة اآلتية :
o
تنص الفرضية أنه :"توجد فروق دالة إحصائيًا عند
مستوى الداللة (
0.05
)بين متوسطي درجات املجموعة
التجريبية في التطبيقين (القبلي والبعدي )الختبار املهارات النحوية
على مستوى االختبار ككل وعلى مستوى كل
مهارة مستقلة لصالح ال
تطبيق
،البعدي
يُعزى إلى تدريس املهارات النحوية باستراتيجية التعليم املتمايز."
ّوللت ُّحق
ق من صحة هذه الفرضية، حُ سِ بَ متوسطا املجموعة التجريبية
)(عينة الدراسة
وانحرافها املعياري
في التطبيقين القبلي والبعدي الختبار
امل هارات
النحوية
، ثم حُ سِ بَتْ قيمة إحصاء اخت( بارt-test
) لعينتين مترابطتين
الختبار الفرق اإلحصائي بين املتوسطين على مستوى االختبار ككل وعلى مستوى كل مهارة على حدة ، والجدول
اآلتي
.يبين هذه املؤشرات اإلحصائية ونتيجة االختبار أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
112
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م ( جدول7)
نتائج( اختبارt-test
) لعينتين مترابطتين لختبار دللة الفرق بين متو سطي مجموعة
الدراسة
في
التطبيقين القبلي والبعدي.لختبار املهارات النحوية على مستوى املهارات مجتمعة
املجموعة التطبيق العدد املتوسط النحراف
درجة
الحرية
T
الدللة ال
تفسير
حجم
األثر
التجريبية القبلي
41
11.0244
5.02736
40
20.453
0.000
دالة
إحصائيًا
0.9127
ا
لبعدي
41
27.3902
4.32942
( يتضح من الجدول7) أن مجموعة الدراسة (التجريبية) حصلت في اختبار املهارات النحوية
القبلي على
( املتوسط الحسابي11.0244
( ) بانحراف معياري قدره5.02736
)، بينما حصلت في اختبار املهارات النحوية البعدي
( على املتوسط الحسابي27.3902) ب( انحراف معياري قدره4.32942
)، وملا كان املتوسط الحسابي لدرجات االختبار
)البعدي أكبر من املتوسط الحسابي لدرجات االختبار القبلي لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة
بكلية التربية صنعاء، فإن ذلك يدل على أن املهارات النحوية لديهم أصبحت أعلى بعد تد ريسهم تلك املهارات
( باستراتيجية التعليم املتمايز، مما يدل على ذلك أن حجم األثر بلغ0.9127
) وهو تأثير كبير جدً ا، إذ أنه عند ضرب
( املقدار في100
( ) نجد أن ما يقارب91.27
) من التباين في أداء طلبة األقسام العلمية في االختبارين، وتفسر قيمة%
حجم األثر بمدى مصداقي( ة الداللة اإلحصائية لقيمةt
( )، حيث تشير قيمة اختبارt-test
( ) البالغ20.453
) إلى وجود
( فرق إحصائي بين املتوسطين لصالح التطبيق البعدي؛ إذ أن مستوى الداللة0.000
) صفري أقل من مستوى
(الداللة املحدد في الدراسة بـ0.05
). 4- عرض النتائج ومناقشتها. وهذا يدل على أن البرنامج التعليمي املصمم وفق استراتيجية التعليم املتمايز له
تأثير كبير على تنمية املهارات النحوية لدى املجموعة التجريبية (مجموعة الدراسة) من طلبة األقسام العلمية
(الرياضيات- وعلوم الحياة) بكلية التربية-
.صنعاء ( جدول7)
نتائج( اختبارt-test
) لعينتين مترابطتين لختبار دللة الفرق بين متو سطي مجموعة
الدراسة
في
التطبيقين القبلي والبعدي.لختبار املهارات النحوية على مستوى املهارات مجتمعة
املجموعة التطبيق العدد املتوسط النحراف
درجة
الحرية
T
الدللة ال
تفسير
حجم
األثر
التجريبية القبلي
41
11.0244
5.02736
40
20.453
0.000
دالة
إحصائيًا
0.9127
ا
لبعدي
41
27.3902
4.32942
( يتضح من الجدول7) أن مجموعة الدراسة (التجريبية) حصلت في اختبار املهارات النحوية
القبلي على
( املتوسط الحسابي11.0244
( ) بانحراف معياري قدره5.02736
)، بينما حصلت في اختبار املهارات النحوية البعدي
( على املتوسط الحسابي27.3902) ب( انحراف معياري قدره4.32942
)، وملا كان املتوسط الحسابي لدرجات االختبار
)البعدي أكبر من املتوسط الحسابي لدرجات االختبار القبلي لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة
بكلية التربية صنعاء، فإن ذلك يدل على أن املهارات النحوية لديهم أصبحت أعلى بعد تد ريسهم تلك املهارات
( باستراتيجية التعليم املتمايز، مما يدل على ذلك أن حجم األثر بلغ0.9127
) وهو تأثير كبير جدً ا، إذ أنه عند ضرب
( املقدار في100
( ) نجد أن ما يقارب91.27
) من التباين في أداء طلبة األقسام العلمية في االختبارين، وتفسر قيمة%
حجم األثر بمدى مصداقي( ة الداللة اإلحصائية لقيمةt
( )، حيث تشير قيمة اختبارt-test
( ) البالغ20.453
) إلى وجود
( فرق إحصائي بين املتوسطين لصالح التطبيق البعدي؛ إذ أن مستوى الداللة0.000
) صفري أقل من مستوى
(الداللة املحدد في الدراسة بـ0.05
). 4- عرض النتائج ومناقشتها. وهذا يدل على أن البرنامج التعليمي املصمم وفق استراتيجية التعليم املتمايز له
تأثير كبير على تنمية املهارات النحوية لدى املجموعة التجريبية (مجموعة الدراسة) من طلبة األقسام العلمية
(الرياضيات- وعلوم الحياة) بكلية التربية-
.صنعاء لو لتعرف على حجم األثر الذي أحدثه املتغير املستقل (استراتيجية
التعليم امل
تمايز ) في املتغير التابع (تنمية
املهارات
النحوية
) لدى املجموعة التجريبية من طلبة األقسام العلمية بكلية التربية صنعاء
في التطبيقين القبلي
والبعدي، حُ سِ بَ (معامل إيتا)، والجدول
اآلتي يبين قيمة حجم األثر بتطبيق مربع (إيتا) من خالل املعادلة اآلتية :
𝒕𝟐
𝒅𝒇+ 𝒕𝟐=األثر حجم ( حيثt
() هي قيمة إحصائي االختبار التائي، و𝒅𝒇
.) درجة الحرية
( جدول8
) حجم أثر البرنامج التعليمي القائم على استراتيجية التعليم املتمايز في تنمية املهارات النحوية لدى
.املجموعة التجريبية من طلبة األقسام العلمية بكلية التربية صنعاء
امل
تغير املستقل املتغير التابع حجم األثر
استراتيجية التعليم املتمايز تنمية املهارات النحوية
0.9127
( يتضح من الجدول8
) أن حجم انتقال أثر تدريس البرنامج التعليمي باستراتيجية التعليم املتمايز
في تنمية
امل هارات
النحوية لدى املجموعة التجريبية قسمي (الرياضيات وع
لوم الحياة) من طلبة األقسام العلمية بكلية التربية-
صنعاء
( بلغ0.9127)، ويعَدُّ مرتفعًا مقارنة باملعيار الذي حدده املتخصصون بالقياس والتقويم مقداره (
0.06
)
، وهذا
يدل على فاعلية استراتيجية التعليم املتمايز في تنمية املهارات النحوية لدى طلبة األقسام العلمية بك لية التربية
.صنعاء المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م و يبين الجدول اآلتي رقم (9)
املؤشرات اإلحصائية ونتيجة االختبار التائي الختبار الفرق اإلحصائي بين
متوسطي املجموع
ة التجريبية
)(مجموعة الدراسة
في اختبار
امل هارات
النحوية القبلي و البعدي على مستوى كل مهار ة
على حدة (مستقلة)
، وقُرِنَتْ كل مهارة برتبتها بين بقية املهارات حسب متوسطات
االختبار البعدي. 4- عرض النتائج ومناقشتها. ( جدول9
)
نتائج( اختبارt-test
) لعينتين مترابطتين لختبار دللة الفرق اإلحصائي بين متوسطي املجموعة
التجريبية في التطبيقين القبلي والبعدي لختباراملهارات النحوية على مستوى كل مهارة على حدة ( جدول9
)
نتائج( اختبارt-test
) لعينتين مترابطتين لختبار دللة الفرق اإلحصائي بين متوسطي املجموعة
التجريبية في التطبيقين القبلي والبعدي لختبار املهارات النحوية على مستوى كل مهارة على حدة
م الـــمــــه
ــــارة التطبيق املتوسط الـرتبـة درجــة الحريـة
T
الدللة التفسير
1
يستخرج الفاعل من أمثلة معطاة قبلي
0.3171
2
40
7.822
0.000
دالة
إحصائيًا بعدي
0.9512
2
.يعرب الفاعل في أمثلة معطاة قبلي
0.3171
6
40
9.282
0.000
دالة
إحصائيًا بعدي
0.8537
3
.يوضح حكم إعراب الفاعل قبلي
0.3659
1
40
7.625
0.000
دالة
إحصائيًا بعدي
0.9756
4
يوضح نوع الفاعل في أمثلة
.معطاة
قبلي
0.2439
6م
40
6.934
0.002
دالة
إحصائيًا بعدي
0.8537
5
يستخرج نائب الفاعل من أمثلة
.معطاة
قبلي
0.3659
5
40
5.563
0.340
غي
ر دالة بعدي
0.878
6
يعرب نائب الفاعل في أمثلة
.معطاة
قبلي
0.2439
3
40
7.979
0.000
دالة
إحصائيًا بعدي
0.9024
7
يستخرج املفعول به من أمثلة
.معطاة
قبلي
0.3171
1م
40
8.496
0.000
دالة
إحصائيًا بعدي
0.9756
8
يعرب املفعول به في أمثلة
مع.طاة
قبلي
0.2927
6م
40
6.158
0.05
دالة
إحصائيًا بعدي
0.8537
9
يوضح نوع املفعول به في أمثلة
.معطاة
قبلي
0.2439
8
40
6.870
0.000
دالة
إحصائيًا بعدي
0.8049
10
يستخرج املفعول املطلق من
.أمثلة معطاة
قبلي
0.2439
3م
40
8.600
0.000
دالة
إحصائيًا بعدي
0.9268
11
يوضح نوع املفعول املطلق في
.أمثلة معطاة
قبلي
0.439
1م
40
6.530
0.003
دالة
إحصائيًا بعدي
0.9756
12
يستخرج النائب عن املفعول
.املطلق من أمثلة معطاة
قبلي
0.3902
3م
40
6.137
0.002
دالة
إحصائيًا بعدي
0.9268
13
يستخرج امل فعول ألجله من أمثلة
.معطاة
قبلي
0.3171
6م
40
5.808
0.009
دالة
إحصائيًا بعدي
0.8537
14
يعرب املفعول ألجله في أمثلة
.معطاة
قبلي
0.2927
5م
40
6.606
0.000
دالة
إحصائيًا بعدي
0.878
15
يستخرج ظرفي الزمان واملكان من
.أمثلة معطاة
قبلي
0.561
8م
40
2.429
0.000
دالة
إحصائيًا بعدي
0.8049
16
يميز بين الظرف املحدد واملبهم في
.أمثلة معطاة
قبلي
0.3902
6م
40
4.865
0.000
دالة
إحصائيًا بعدي
0.8537 (
114
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م م الـــمــــه
ــــارة التطبيق املتوسط الـرتبـة درجــة الحريـة
T
الدللة التفسير
17
يميز بين الظرف املتصرف وغير
.املتصرف من خالل أمثلة معطاة
قبلي
0.3171
8م
40
5.048
0.01
دالة
إحصائيًا بعدي
0.8049
18
يستخرج املفعول معه من أمثلة
.معطاة
قبلي
0.4878
2م
40
5.385
0.000
دالة
إحصائيًا بعدي
0.9512
19
يعرب املفعول معه إعرابًا
.صحيحً ا
قبلي
0.439
5م
40
4.671
0.000
دالة
إحصائيًا بعدي
0.878
20
يستخرج أركان الستثن اء من
.أمثلة معطاة
قبلي
0.2683
11
40
4.372
0.628
غير دالة
إحصائيًا بعدي
0.7073
21
يقارن بين أنواع الستثناء من
.حيث األداة واإلعراب
قبلي
0.3415
2م
40
7.404
0.000
دالة
إحصائيًا بعدي
0.9512
22
.يعرب الحال في أمثلة معطاة قبلي
0.4146
2م
40
6.312
0.000
دالة
إحصائيًا بعدي
0.9512
23
يوضح نوع الحال من خالل أمثلة
.معطاة
قبلي
0.4146
6م
40
4.579
0.000
دالة
إحصائيًا بعدي
0.8537
24
يبين صاحب الحال في أمثلة
.معطاة
قبلي
0.3171
9
40
4.706
0.000
دالة
إحصائيًا بعدي
0.7805
25
يوضح نوع التمييز في أمثلة
.معطاة
قبلي
0.3659
12
40
2.994
0.368
غير دالة
إحصائيًا بعدي
0.6829
26
.يعرب التمييز إعرابًا صحيحً ا قبلي
0.3415
6م
40
5.477
0.000
دالة
إحصائيًا بعدي
0.8537
27
.يبين أدوات نصب الفعل املضارع قبلي
0.4146
7
40
4.230
0.000
دالة
إحصائيًا بعدي
0.8293
28
يوضح سبب نصب الفعل
املضارع بأن مضمرة وجوبًا أو
.جوازًا
قبلي
0.2683
7م
40
6.104
0.000
دالة
إحصائيًا بعدي
0.8293
29
ًيميز بين األدوات التي تجزم فعال
مضارعًا واحدً ا والتي تجزم
.فعلين
قبلي
0.3171
10
40
4.385
0.000
دالة
إحصائيًا بعدي
0.7561
30
يعرب الفعل املضارع املجزوم
.إعرابًا صحيحً ا
قبلي
0.3415
4
40
-
6.343
0.000
دالة
إحصائيًا بعدي
0.9024
31
يبين سبب اقتران جواب الشرط
.بالفاء من خالل أمثلة معطاة
قبلي
0.3659
10م
40
3.825
0.002
دالة
إحصائيًا بعد
ي
0.7561
32
.ًأن يكتب األعداد كتابةً صحيحة قبلي
0.1707
13
40
3.704
0.000
دالة
إحصائيًا بعدي
0.5366
مجموع اختبار املهارات النحوية قبلي
11.0244
40
20.453
0.000
دالة
إحصائيًا بعدي
27.3902
يتبين من الجدول السابق اآلتي : (
115
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م جاءت املتوسطات ا لظاهرية ملجموعة الدراسة (املجموعة التجريبية) في اختبار املهارات النحوية البعدي أكبر
( من املتوسطات الظاهرية في االختبار القبلي في جميع املهارات النحوية، وبداللة إحصائية أقل من0.05
) ما عدا
بعض املهارات، وهي كالتالي : -
( حصلت املهارات ذات األرقام3- 7-
11
) في اختبار املهارات النحوية البعدي على متوسط حسابي متحد بلغ
(
0.9756
" )، وجئن في الرتبة األولى، ونصوصهن على التوالي
يوضح حكم إعراب الفاعل""، و يستخرج املفعول به
من أمثلة معطاة""، و
يوضح نوع املفعول املطلق في أمثلة معطاة "، بينما حصلن في االختبار القبلي على
املتوسطا( ت الحسابية التالية على الترتيب0.3659
()، و0.3171
()، و0.439
)، وبهذا فمتوسطهن في االختبار
( البعدي أكبر من متوسطهن في االختبار القبلي، وكان مستوى الداللة0.000
)، وهو مستوى داللة صفري مقارنة
( بمستوى الداللة املحدد في الدراسة بــ0.05
)، وهذا يشير إلى وجود فرق إحصائي دال بين متوسطي التطبيقين
القبلي والبعدي
لصالح التطبيق البعدي في املهارات النحوية؛ مما يدل على فاعلية استراتيجية التعليم املتمايز في
تنمية املهارات النحوية لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة) بكلية التربية–
.صنعاء
-
جاءت املهارات ذات األ( رقام1 –
18
–
21
–
22
) في الرتبة الثانية، وحصلن في االختبار البعدي على متوسط
( حسابي متحد بلغ0.9512
( )، بينما كانت متوسطاتهن في االختبار القبلي على الترتيب0.3171
() و0.4878
)
(و0.3415
() و0.4146
" )، ونصوصهن على التوالي
يستخرج الفاعل من أمثلة معطاة""، و
يستخرج
املفعول معه
من أمثلة معطاة""، و
يقارن بين أنواع الستثناء من حيث األداة واإلعراب""، و
يعرب الحال في أمثلة معطاة ،"
فمتوسطهن
( الحسابي في االختبار البعدي أكبر من االختبار القبلي، وكان مستوى الداللة0.000
)، وهو مستوى
داللة صفري مقارنة بمستوى الداللة املحدد في ا( لدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج القائم على
)استراتيجية التعليم املتمايز في تنمية املهارات النحوية لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة
بكلية التربية–
.صنعاء -
( جاءت املهارات ذات األرقام6 –
10
-
12
) في الرتبة الثالثة، وحصلن في اال ختبار البعدي على متوسط حسابي
( متحد بلغ0.9268
( )، بينما كانت متوسطاتهن في االختبار القبلي على الترتيب0.2439
() و0.2439
() و0.3902
،)
"ونصوصهن على التوالي،"يعرب نائب الفاعل في أمثلة معطاة"، و"يستخرج املفعول املطلق من أمثلة معطاة
"و
يستخرج النائب عن املفعول امل،"طلق من أمثلة معطاة
فمتوسطهن الحسابي في االختبار البعدي أكبر من
( االختبار القبلي، وكان مستوى الداللة0
0.00
)، وهو مستوى داللة صفري مقارنة بمستوى الداللة املحدد في
( الدراسة بــ0.05)، وهذا يدل على فاعلية البرنامج القائم على استراتيجية التعليم املتمايز في تن مية املهارات
النحوية السابقة لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة) بكلية التربية–
.صنعاء -
( جاءت املهارتان ذواتا األرقام14
-
19
) في الرتبة الخامسة، وحصلتا في االختبار البعدي على متوسط حسابي متحد
( بلغ0.878)، بينما كان متوسطاهما في االختبار القبل( ي على الترتيب0.2927
() و0.439
)، ونصاهما على التوالي
"يعرب املفعول ألجله في أمثلة معطاة""، و
يعرب املفعول معه إعرابًا صحيحً ا "، فمتوسطهما الحسابيان في
( االختبار البعدي أكبر من متوسط االختبار القبلي، وكان مستوى الداللة0
0.00
)، وهو مستوى داللة صفري
مقارنة بمست( وى الداللة املحدد في الدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج القائم على استراتيجية
التعليم املتمايز في تنمية املهارات النحوية
لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة) بكلية التربية–
.صنعاء -
( حصلت املهارات ذات األرقام4- 8-
13
-
16
-
23
-
26
) في االختبار البعدي على متوسط حسابي متحد بلغ
(
0.8537
( )، بينما كانت متوسطاتهن في االختبار القبلي على الترتيب0.2439
() و0.2927
()، و0.3171
،) أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية (
116
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م (و0.3902
()، و0.4146
()، و0.3415
،)، وبهذا فإن متوسطهن الحسابي في االختبار البعدي أكبر من االختبار القبلي
مما يدل على وج( ود فرق إحصائي بين التطبيقين لصالح التطبيق البعدي؛ حيث كان مستوى الداللة0
0.00
،)
( وهو مستوى داللة صفري مقارنة بمستوى الداللة املحدد في الدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج
القائم على التعليم املتمايز في تنمية املهارات النحوية لدى طلبة األقسام ال)علمية (الرياضيات، وعلوم الحياة ،
كما أنهن ج
ئ.ن في الرتبة السادسة (و0.3902
()، و0.4146
()، و0.3415
،)، وبهذا فإن متوسطهن الحسابي في االختبار البعدي أكبر من االختبار القبلي
مما يدل على وج( ود فرق إحصائي بين التطبيقين لصالح التطبيق البعدي؛ حيث كان مستوى الداللة0
0.00
،)
( وهو مستوى داللة صفري مقارنة بمستوى الداللة املحدد في الدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج
القائم على التعليم املتمايز في تنمية املهارات النحوية لدى طلبة األقسام ال)علمية (الرياضيات، وعلوم الحياة ،
كما أنهن ج
ئ.ن في الرتبة السادسة -
( جاءت املهارتان ذواتا األرقام27
-
28
) في الرتبة السابعة، وحصلتا في االختبار البعدي على متوسط حسابي متحد
( بلغ0.8293
( )، بينما كان متوسطاهما في االختبار القبلي على الترتيب0.4146
() و0.2683)، ونص اهما على التوالي
"يبين أدوات نصب الفعل املضارع""، و
يوضح سبب نصب الفعل املضارع بأن مضمرة وجوبًا أو جوازًا ،"
فمتوسطهما الحسابيان في االختبار البعدي أكبر من االختبار القبلي، وهذا يدل على وجود فرق إحصائي بين
التطبيقين لصالح التطبيق البعدي؛ حيث كان مستوى الدالل( ة0
0.00
)، وهو مستوى داللة صفري مقارنة
( بمستوى الداللة املحدد في الدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج القائم على استراتيجية التعليم
املتمايز في تنمية املهارات النحوية لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة) بكلية التربية–
.صنعاء
-
جاءت
( املهارتان ذواتا األرقام15
-
17
) في الرتبة الثامنة، وحصلتا في االختبار البعدي على متوسط حسابي متحد
( بلغ0.8049
( )، بينما كان متوسطاهما في االختبار القبلي على الترتيب0.561
() و0.3171
)، ونصاهما على التوالي
"يستخرج ظرفي الزمان واملكان من أمثلة معطاة""، و
يميز ب ين الظرف املتصرف وغير املتصرف من خالل أمثلة
معطاة "، فمتوسطهما الحسابيان في االختبار البعدي أكبر من االختبار القبلي، وهذا يدل على وجود فرق إحصائي
( بين التطبيقين لصالح التطبيق البعدي؛ حيث كان مستوى الداللة0
0.00
)، وهو مستوى داللة صفري مقارنة
بمستوى الداللة ا( ملحدد في الدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج القائم على استراتيجية التعليم
املتمايز في تنمية املهارات النحوية لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة) بكلية التربية–
.صنعاء
-
( حصلت املهارات ذات األرقام5-
20
-
25) على مستوى غير دال إحص
ائيًا ونصوصهن "
يستخرج نائب الفاعل من
أمثلة معطاة" ،"يستخرج أركان الستثناء من أمثلة معطاة"، و"يوضح نوع التمييز في أمثلة معطاة "، مما يشير
إلى ضعف عينة الدراسة في هذه املهارات، ولكن الضعف لدى طلبة األقسام العلمية في هذه املهارات يرجع إلى
مستواهم العلمي الساب ق وعدم إتقانهم لهذه املهارات في املراحل السابقة ملرحلة الجامعة ونفورهم من مادة
النحو، ولكن هؤالء املهارات جاءتن في الرتب قبل األخيرة، مما يدل على فاعلية استراتيجية التعليم املتمايز في
تنمية تلك املهارات، كما أن هناك فرقًا كبيرًا بين املتوسط الحسابي في االخ تبار البعدي عن االختبار القبلي، وهذا
الفرق بين املتوسطين وحصولهن على رتب قبل األخيرة يدل على فاعلية البرنامج القائم على استراتيجية التعليم
املتمايز في إكساب طلبة األقسام العلمية (الرياضيات، وعلوم الحياة) بكلية التربية–
صنعاء هذه املهارات
.النحوية -
جاءت امل( هارتان ذواتا األرقام29
-
31
) في الرتبة العاشرة، وحصلتا في االختبار البعدي على متوسط حسابي متحد
( بلغ0.7561
( )، بينما كان متوسطاهما في االختبار القبلي على الترتيب0.3171
() و0.3659
)، ونصاهما على التوالي
"يميز بين األدوات التي تجزم فعالً مضارعًا واحدً ا والتي ت
جزم فعلين""، و يبين سبب اقتران جواب الشرط
بالفاء من خالل أمثلة معطاة "، فمتوسطهما الحسابيان في االختبار البعدي أكبر من االختبار القبلي، وهذا يدل
( على وجود فرق إحصائي بين التطبيقين لصالح التطبيق البعدي؛ حيث كان مستوى الداللة0
0.00
)، وهو
مستوى صفري مقارنة بمست( وى الداللة املحدد في الدراسة بــ0.05
)، وهذا يدل على فاعلية البرنامج القائم على (
117
) المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م )استراتيجية التعليم املتمايز في تنمية املهارات النحوية لدى طلبة األقسام العلمية (الرياضيات، وعلوم الحياة
بكلية التربية–
.صنعاء -
( جاءت املهارة ذات الرقم32
) في الرتبة األخيرة و
نصها"
،"أن يكتب األعداد كتابة صحيحة
حصلت
في اختبار
( املهارات النحوية البعدي على متوسط حسابي بلغ0.5366
( )، بينما كان متوسطها في االختبار القبلي0.1707
) ،
( وكانت قيمةt-test
( ) تساوي3.704
( ) بمستوى داللة0.000
)، وهو مستوى داللة صفري أقل من مستوى
الداللة املحدد( في الدراسة بـ0.05
)، وهذا يشير إلى وجود فرق إحصائي دال بين متوسطي درجات التطبيقين
(القبلي-
البعدي) الختبار مهارات املهارات النحوية لصالح التطبيق البعدي، ويدل على فاعلية استراتيجية التعليم
املتمايز في تدريس املهارات النحوية لدى طلبة األقسام العلمية بكلية ا.لتربية صنعاء
وال يعني أنها جاءت في الرتبة
األخيرة أنها ضعيفة وإنما جاءت في الرتبة األخيرة لوجود صعوبة فيها لدى مجموعة الدراسة في املراحل الدراسية
.السابقة ومن خالل التحليالت اإلحصائية السابقة يتم قبول فرضية
ا
لدراسة، ونصها :"توجد فروق دالة إحصائيًا
عند مست وى الداللة (
0.05
)بين متوسطي درجات املجموعة التجريبية في التطبيقين (القبلي والبعدي )الختبار
املهارات النحوية على مستوى االختبار ككل وعلى مستوى كل مهارة مستقلة لصالح التطبيق
،البعدي
يُعزى إلى تدريس
املهارات النحوية باستراتيجية التعليم املتمايز "، وتُرفض الفر.ضية الصفرية التي تنفي وجود هذا الفرق اإلحصائي
وتُعزى هذه النتيجة من وجهة نظر الباحث إلى أن استراتيجية التعليم املتمايز اعتمدت مجموعة توليفية من
االستراتيجيات التي تناسب وتالئم قدرات وخصائص الطلبة، وتعدد األنشطة و الوسائل، وإثارة الدافعية واملناقشة
الفاعلة بين الباحث والطلبة مما أدى إلى رفع معدالت الطلبة في أداء املهارات النحوية كما أدى إلى زيادة الثقة والود
.بين الطلبة والباحث واتفقت هذه النتيجة مع أغلب الدراسات السابقة التي أشارت إلى تفوّق استراتيجية التعليم املتمايز على
الطريقة التقليدية في متغير التحصيل( وإن اختلفت املادة الدراسية، كدراسات
أبو شباب :
2019م ؛
الشقران :
2019م ؛
الشقران :
2019
)
، كما اتفقت مع دراسات املحور الثاني التي أشارت إلى تفوق االختبار البعدي في إكساب
املهارات النحوية كدراس
تي (عفاف يوسف :
2019
م، و
رائد حميد :
2019
). )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية -
)األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية
-
( توملينسون، كارول آن2001
:)
الصف املتمايز االستجابة الحتياجات جميع طلبة الصف، ترجمة مدارس
.الظهران األهلية، طبعة أولى، الظهران، دار الكتاب -
( توملينسون، كارول آن2001
:)
الصف املتمايز االستجابة الحتياجات جميع طلبة الصف، ترجمة مدارس
.الظهران األهلية، طبعة أولى، الظهران، دار الكتاب -
( الجوجو، ألفت2011
:)
فعالية تدريس النحو في ضوء نظرية الذكاءات املتعددة في تنمية بعض املفاهيم النحوية
،لدى طالبات الصف السابع األساس ضعيفات التحصيل، مجلة جامعة األزهر بغزة، سلسلة العلوم اإلنسانية
املجلد13
، ع1 (ص1371
-
1422
.) -
( الجوجو، ألفت2011
:)
فعالية تدريس النحو في ضوء نظرية الذكاءات املتعددة في تنمية بعض املفاهيم النحوية
،لدى طالبات الصف السابع األساس ضعيفات التحصيل، مجلة جامعة األزهر بغزة، سلسلة العلوم اإلنسانية
املجلد13
، ع1 (ص1371
-
1422
.) م
-
الحبيش ي، عبد
( الواحد2008
:)
مدى
إ تقان طلبة قسم اللغة العربية في كلية التربية بجامعة صنعاء للمهارات
)النحوية، (رسالة ماجستير غير منشورة.، كلية التربية، جامعة صنعاء، اليمن -
الحبيش ي، عبد
( الواحد2008
:)
مدى
إ تقان طلبة قسم اللغة العربية في كلية التربية بجامعة صنعاء للمهارات
)النحوية، (رسالة ماجستير غير منشورة.، كلية التربية، جامعة صنعاء، اليمن -
( حسن، عمار2016
:)ثأ ،ر التعليم املتمايز في تحصيل طلبة قسم التربية الفنية في مادة تاري الفن، مجلة ديالي
(
71
)، ص409
-
438
. -
( حسن، عمار2016
:)ثأ ،ر التعليم املتمايز في تحصيل طلبة قسم التربية الفنية في مادة تاري الفن، مجلة ديالي
(
71
)، ص409
-
438
. -
( الحليس ي، معيض حسن2012
:)أثر استخدام استراتيجية التعليم املتمايز على التحصيل الدراس ي في مقرر اللغ ة
اإلنجليزية لتالميذ الصف السادس االبتدائي، (ماجستير غير منشورة)، جامعة أم القرى، مكة املكرمة، كلية
.التربية -
( الحليس ي، معيض حسن2012
:)أثر استخدام استراتيجية التعليم املتمايز على التحصيل الدراس ي في مقرر اللغ ة
اإلنجليزية لتالميذ الصف السادس االبتدائي، (ماجستير غير منشورة)، جامعة أم القرى، مكة املكرمة، كلية
.التربية -
( حميد، رائد حسين2019
:)
أثر أنموذجي كمب وبارمان في اكتساب املفاهيم النحوية في مادة قواعد اللغة العربية
لدى طالبات الصف الرابع العلمي، مجلة كلية الت
ربية األساسية للعلوم التربوية واإل( نسانية، العدد45
)، ص
ص382
-
409
. توصيات
الدراسة
.ومقترحاتها في ضوء
نتائج الدراسة يوص ي الباحث
ويقترح
اآلتي :
1-
إقامة دروات وورش عمل نصف فصلية لطلبة األقسام العلمية ملراجعة املهارات اللغوية عامة
؛
لكي تكون
كتابتهم واضحة وتحدثهم سليما. 2-
.تضمين استراتيجية التعليم املتمايز ضمن طرائق التدريس الحديثة لتدريسها في كليات التربية ُ 2-
.تضمين استراتيجية التعليم املتمايز ضمن طرائق التدريس الحديثة لتدريسها في كليات التربية ُ 2-
.تضمين استراتيجية التعليم املتمايز ضمن طرائق التدريس الحديثة لتدريسها في كليات التربية
3-
إثراء املكتبات الجامعية والعامة واملدرسية بكتب تتعلق باستراتيجية التعليم املتمايز؛
ل لتعرُّف عليها بشكل
.كبير 3-
إثراء املكتبات الجامعية والعامة واملدرسية بكتب تتعلق باستراتيجية التعليم املتمايز؛
ل لتعرُّف عليها بشكل
.كبير 4-
تدريس مقرر اللغة العربية
ل جميع األقسام العلمية في جميع املستويات وليس االقتصار على املستوى األول
؛
وذلك ملا لديهم من ضعف في املهارات اللغوية عامة و
املهارات النحوية خاصة. 4-
تدريس مقرر اللغة العربية
ل جميع األقسام العلمية في جميع املستويات وليس االقتصار على املستوى األول
؛
وذلك ملا لديهم من ضعف في املهارات اللغوية عامة و
املهارات النحوية خاصة. ممم
5-
ول
سد الفجوة البحثية
في موضوع
الدراسة
يقترح الباحث إجراء
دراسات مستقبلية في املوضوعات اآلتية
1. .إجراء دراسات تستقص ي أثر استراتيجيات التعليم املتمايز في مواد دراسية أخرى غير اللغة العربية
ُأ ع
ي
حم
يآ
1. .إجراء دراسات تستقص ي أثر استراتيجيات التعليم املتمايز في مواد دراسية أخرى غير اللغة العربية
2. ُإجراء دراسات مشابهة للدراسة الحالية ت دخل متغير.ات أخرى 2. ُإجراء دراسات مشابهة للدراسة الحالية ت دخل متغير.ات أخرى (
118
) جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م 3. .إجراء دراسات حول استراتيجية التعليم املتمايز في املراحل الدراسية األولى 3. .إجراء دراسات حول استراتيجية التعليم املتمايز في املراحل الدراسية األولى
4. إجراء دراسة مقارنة بين أثر استراتيجية "التعليم املتمايز" واستراتيجيات أخرى في تدريس املوضوعات
.القرائية أو النحوية أو الكتابية املصادر واملراجع املصادر واملراجع -
( ابن جني أبو الفتح عثمان1913
:)
.الخصائص، املجلد األول، القاهرة، دار الكتب املصرية
-
( أبو مغلي، سميح2009
:)
ّاألساليب الحديثة لتدريس اللغة العربية، عم.ان، دار البداية -
( أبو شباب، إيمان ساجع2019
:)
أثر برنامج تدريبي مستند إلى التعلم املتمايز في التحصيل في مادة الرياضيات
واالتجاهات نحوها ل دى طلبة الصف الثالث ذوي صعوبات التعلم في املدارس الحكومية في األردن، مجلة جامعة
فلسطين لألبحاث والدراسات، مج9، عدد3، ص ص90
-
118
. -
( أبو شباب، إيمان ساجع2019
:)
أثر برنامج تدريبي مستند إلى التعلم املتمايز في التحصيل في مادة الرياضيات
واالتجاهات نحوها ل دى طلبة الصف الثالث ذوي صعوبات التعلم في املدارس الحكومية في األردن، مجلة جامعة
فلسطين لألبحاث والدراسات، مج9، عدد3، ص ص90
-
118
. -
أحمد، نضال
؛
( والجهيمي أمل2016
:)
فاعلية استراتيجية التعليم املتمايز وفق نموذج الفورمات في تنمية
االستيعاب املفاهيمي في مادة األ حياء للصف الثاني الثانوي بمدينة الرياض، ورقة مقدمة إلى مؤتمر التميز في
( تعليم وتعلم العلوم والرياضيات األول " توجه العلوم والتقنية والهندسة والرياضياتSTEM
)، جامعة امللك
.سعود -
أحمد، نضال
؛
( والجهيمي أمل2016
:)
فاعلية استراتيجية التعليم املتمايز وفق نموذج الفورمات في تنمية
االستيعاب املفاهيمي في مادة األ حياء للصف الثاني الثانوي بمدينة الرياض، ورقة مقدمة إلى مؤتمر التميز في
( تعليم وتعلم العلوم والرياضيات األول " توجه العلوم والتقنية والهندسة والرياضياتSTEM
)، جامعة امللك
.سعود -
)األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار الكتب الع )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية -
( حميد، رائد حسين2019
:)
أثر أنموذجي كمب وبارمان في اكتساب املفاهيم النحوية في مادة قواعد اللغة العربية
لدى طالبات الصف الرابع العلمي، مجلة كلية الت
ربية األساسية للعلوم التربوية واإل( نسانية، العدد45
)، ص
ص382
-
409
. -
الدليمي، طه علي
؛
( والوائلي، سعاد عبد الكريم2005
:)
،)اتجاهات حديثة في تدريس اللغة العربية، أربد (األردن
.عالم الكتب الحديث -
الدليمي، طه علي
؛
( والوائلي، سعاد عبد الكريم2005
:)
،)اتجاهات حديثة في تدريس اللغة العربية، أربد (األردن
.عالم الكتب الحديث -
( الدليمي، كامل محمود2004
:)
ّأساليب تدريس قواعد اللغة العربية، عم
ا.ن، دار املناهج
-
( الرازي محمد بن أبي بكر بن عبد القادر2005
:)مختار الصحاح، ط2
.، دار عمار -
( الدليمي، كامل محمود2004
:)
ّأساليب تدريس قواعد اللغة العربية، عم
ا.ن، دار املناهج
(ل
ك
أ
ل)ط
ل -
( الدليمي، كامل محمود2004
:)
ّأساليب تدريس قواعد اللغة العربية، عم
ا.ن، دار املناهج
-
( الرازي محمد بن أبي بكر بن عبد القادر2005
:)مختار الصحاح، ط2
.، دار عمار ( الدليمي، كامل محمود2004
:)
أساليب تدريس قواعد اللغة العربية، عم
ا.ن، دار املناهج
-
( الرازي محمد بن أبي بكر بن عبد القادر2005
:)مختار الصحاح، ط2
.، دار عمار أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية
(
119
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022م -
( الراعي، أمجد2014
:)
فعالية استراتيجية التعليم املتمايز في تدريس الرياضيات على اكتساب املفاهيم الرياضية
وامليل نحو الرياضيات لدى طالب الصف السابع األساس ي، (ماجستير غير منشورة)، الجامعة اإلسالمية، غزة. -
( زقوت، محمد شحادة1999
:)املرشد في تدريس اللغة العربية، ط2،
الجامعة اإل.سالمية، غزة فلسطين -
( الراعي، أمجد2014
:)فعالية استراتيجية التعليم املتمايز في تدريس الرياضيات على اكتساب املفاهيم الرياضية
وامليل نحو الرياضيات لدى طالب الصف السابع األساس ي، (ماجستير غير منشورة)، الجامعة اإلسالمية، غزة. -
( زقوت، محمد شحادة1999
:)املرشد في تدريس اللغة العربية، ط2،
الجامعة اإل.سالمية، غزة فلسطين -
( الراعي، أمجد2014
:)
فعالية استراتيجية التعليم املتمايز في تدريس الرياضيات على اكتساب املفاهيم الرياضية
وامليل نحو الرياضيات لدى طالب الصف السابع األساس ي، (ماجستير غير منشورة)، الجامعة اإلسالمية، غزة. )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية -
( الضبعات، زكريا2007
:)طرا ّئق تدريس اللغة العربية، عم.ان، دار الفكر -
( الضبعات، زكريا2007
:)طرا ّئق تدريس اللغة العربية، عم.ان، دار الفكر ( الضبعات، زكريا2007
:)طرا ّئق تدريس اللغة العربية، عم.ان، دار الفكر -
( الطويل، السيد1991
:)من قضايا اللسان العربي"د
راسة في اإلعراب والبنية"، جزء2
، القاهرة، دار الهدى
.للطباعة -
( الطويل، السيد1991
:)من قضايا اللسان العربي"د
راسة في اإلعراب والبنية"، جزء2
، القاهرة، دار الهدى
.للطباعة -
عاشور، راتب
؛
( والحوامدة، محمد2007
:)
ّأساليب تدريس اللغة العربية بين النظرية والتطبيق، عم ان، دار
.املسيرة -
عاشور، راتب
؛
( والحوامدة، محمد2007
:)
ّأساليب تدريس اللغة العربية بين النظرية والتطبيق، عم ان، دار
.املسيرة -
عا ،فش ي
ا( بتسام بنت عباس1997
:)
املهارات النحوية لدى طالبات قسم اللغة العربية بكلية التربية للبنات
.بالرياض وعالقتها بالتحصيل في مقررات التخصص، (ماجستير غير منشورة)، كلية التربية للبنات بالرياض
-
( عامر، فخر الدين2000
:)طرق التدريس الخاصة باللغة العربية والتربي
ة اإلسالمية، ط2
، القاهرة، دار عالم -
عا ،فش ي
ا( بتسام بنت عباس1997
:)
املهارات النحوية لدى طالبات قسم اللغة العربية بكلية التربية للبنات
.بالرياض وعالقتها بالتحصيل في مقررات التخصص، (ماجستير غير منشورة)، كلية التربية للبنات بالرياض .بالرياض وعالقتها بالتحصيل في مقررات التخصص، (ماجستير غير منشورة)، كلية التربية للبنات بالرياض
-
( عامر، فخر الدين2000
:)طرق التدريس الخاصة باللغة العربية والتربي
ة اإلسالمية، ط2
، القاهرة، دار عالم
.الكتب -
( عامر، فخر الدين2000
:)طرق التدريس الخاصة باللغة العربية والتربي
ة اإلسالمية، ط2
، القاهرة، دار عالم
.الكتب -
( عبدالباري، ماهر شعبان2012
:)
فاعلية برنامج لتنمية مهارات التفكير العليا في النحو العربي لدى طالب شعبة
.اللغة العربية في كلية التربية ببنها، املجلة التربوية، الكويت -
( عبدالباري، ماهر شعبان2012
:)
فاعلية برنامج لتنمية مهارات التفكير العليا في النحو العربي لدى طالب شعبة
.اللغة العربية في كلية التربية ببنها، املجلة التربوية، الكويت -
عبيدات، ذوقان
؛
( وأبو السميد، سهيلة2007
:)استراتي جيات التدريس في القرن الحادي والعشرين دليل املعلم
واملشرف التربوي، ط1
ّ، عم.ان، دار الفكر -
عبيدات، ذوقان
؛
( وأبو السميد، سهيلة2007
:)استراتي جيات التدريس في القرن الحادي والعشرين دليل املعلم
واملشرف التربوي، ط1
ّ، عم.ان، دار الفكر -
العربي، صالح عبد املجيد
؛ والعقيلي، عبد
( العزيز1986
:)
أهداف واستخدامات معامل اللغات وأثرها في تنمية
. )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية -
( زقوت، محمد شحادة1999
:)املرشد في تدريس اللغة العربية، ط2،
الجامعة اإل.سالمية، غزة فلسطين
-
( السيد، محمد أحمد1969
:)
،)دراسة مقارنة بين طرائق تدريس قواعد اللغة العربية، (ماجستير غير منشورة
.جامعة أم القرى ز و
رب
ريس
ي
رم
لإ
زا
-
( السيد، محمد أحمد1969
:)
،)دراسة مقارنة بين طرائق تدريس قواعد اللغة العربية، (ماجستير غير منشورة
.جامعة أم القرى -
( السيد، محمد أحمد1969
:)
،)دراسة مقارنة بين طرائق تدريس قواعد اللغة العربية، (ماجستير غير منشورة
.جامعة أم القرى السيد، محمود (ب. ت) :
.في قضايا اللغة التربوية، الكويت، وكالة املطبوعات -
السيد، محمود (ب. ت) :
.في قضايا اللغة التربوية، الكويت، وكالة املطبوعات -
شحات
ة( ، حسن1993
:)تعليم اللغة العربية بين النظرية والتطبيق، ط2
، القاهرة، الدار املصرية اللبنانية
.للطباعة -
شحات
ة( ، حسن1993
:)تعليم اللغة العربية بين النظرية والتطبيق، ط2
، القاهرة، الدار املصرية اللبنانية
.للطباعة -
شحاتة، حسن
؛ والنجار، زينت
؛
( وعمار، حامد2003
:)
معجم املصطلحات التربية والنفسية، القاهرة، الدار
ا
ملصرية اللبنانية، ط1. -
شحاتة، حسن
؛ والنجار، زينت
؛
( وعمار، حامد2003
:)
معجم املصطلحات التربية والنفسية، القاهرة، الدار
ا
ملصرية اللبنانية، ط1. -
( الشقران، خالد يوسف2019
:)
أثر التدريس املتمايز في اكتساب املفاهيم العلمية ومهارات عمليات العلم
،واالتجاه نحو العلوم لدى طالب الصف السابع األساس ي، (دكتوراه غير منشورة)، كلية التربية، جامعة اليرموك
.إربد، األردن -
( الشقران، خالد يوسف2019
:)
أثر التدريس املتمايز في اكتساب املفاهيم العلمية ومهارات عمليات العلم
،واالتجاه نحو العلوم لدى طالب الصف السابع األساس ي، (دكتوراه غير منشورة)، كلية التربية، جامعة اليرموك
.إربد، األردن -
الشهراني، جواهر الحق مح( مد2019
:)
أثر تدريس العلوم باستخدام استراتيجية التعليم املتمايز القائم على
األنشطة في تنمية االستيعاب املفاهيمي وتنمية عادات العقل لدى طالبات الصف الثاني املتوسط، مجلة البحث
( العلمي في التربية، العدد20
( )، الجزء1)، ص ص479
-
510
. -
الشهراني، جواهر الحق مح( مد2019
:)
أثر تدريس العلوم باستخدام استراتيجية التعليم املتمايز القائم على
األنشطة في تنمية االستيعاب املفاهيمي وتنمية عادات العقل لدى طالبات الصف الثاني املتوسط، مجلة البحث
( العلمي في التربية، العدد20
( )، الجزء1)، ص ص479
-
510
. )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية املهارات اللغوية، الرياض، دار املري -
( عطية محسن2007
:)تدريس اللغة
ّالعربية في ضوء الكفايات األدائية، عم.ان، دار املناهج
-
العاليلي، عبد هللا،
1974م :"الصحاح في اللغة (املصطلحات العلمية)"، ط1،
.بيروت، لبنان، دار الحضارة العربية -
( عطية محسن2007
:)تدريس اللغة
ّالعربية في ضوء الكفايات األدائية، عم.ان، دار املناهج
-
العاليلي، عبد هللا،
1974م :"الصحاح في اللغة (املصطلحات العلمية)"، ط1،
.بيروت، لبنان، دار الحضارة العربية أثر استخدا
م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية(
120
) الجعدي المجلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
سادس عشر ــ ديسمبر
2022
م جلة العربية للعلوم ونشر األبحاث
ــ
مجلة
المناهج وطرق التدريس ــ
المجلد
األول ــ العدد ال
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2022م -
علي عبده، سماح عبد
( الوهاب2009
:)تقويم برنامج إعداد معلم اللغة العربية في كلية التربية بجامعة صن عاء
.في ضوء معايير الجودة الشاملة، (رسالة ماجستير غير منشورة)، كلية التربية، جامعة صنعاء، اليمن
-
( الفيروز آبادي، مجد الدين محمد19
.غير منشورة)، كلية التربية، الجامعة اإلسالمية، غزة، فلسطين
-
الناقة، صالح
؛
( وشي العيد، إبراهيم2009
:)صعوبات تعلم مادة قواعد الل غة العربية في املرحلة االبتدائية من
وجهة نظر معلمي املادة ومعلماتها، مجلة دراسات تربوية، ع5، ص149
-
185
. -
علي عبده، سماح عبد
( الوهاب2009
:)تقويم برنامج إعداد معلم اللغة العربية في كلية التربية بجامعة صن عاء
.في ضوء معايير الجودة الشاملة، (رسالة ماجستير غير منشورة)، كلية التربية، جامعة صنعاء، اليمن
-
( الفيروز آبادي، مجد الدين محمد19
.غير منشورة)، كلية التربية، الجامعة اإلسالمية، غزة، فلسطين ماا -
علي عبده، سماح عبد
( الوهاب2009
:)تقويم برنامج إعداد معلم اللغة العربية في كلية التربية بجامعة صن عاء
.في ضوء معايير الجودة الشاملة، (رسالة ماجستير غير منشورة)، كلية التربية، جامعة صنعاء، اليمن
-
( الفيروز آبادي، مجد الدين محمد19
.غير منشورة)، كلية التربية، الجامعة اإلسالمية، غزة، فلسطين -
الناقة، صالح
؛
( وشي العيد، إبراهيم2009
:)صعوبات تعلم مادة قواعد الل غة العربية في املرحلة االبتدائية من
وجهة نظر معلمي املادة ومعلماتها، مجلة دراسات تربوية، ع5، ص149
-
185
. -
النبهان، مسلم
؛
( والكنعاني، عبد الواحد2016
:)فاعلية استراتيجيتي الدعائم التعليمية والتعليم93
:)
القاموس
املحيط، بيروت، دار الفكر، ط41
. -
النبهان، مسلم
؛
( والكنعاني، عبد الواحد2016
:)فاعلية استراتيجيتي الدعائم التعليمية والتعليم93
:)
القاموس
املحيط، بيروت، دار الفكر، ط41
. )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية -
اللقاني، أحمد
؛ وال،جمل
( علي2003
:)
،معجم املصطلحات التربوية املعرفة في املناهج وطرق التدريس، القاهرة
.عالم الكتب -
اللقاني، أحمد
؛ وال،جمل
( علي2003
:)
،معجم املصطلحات التربوية املعرفة في املناهج وطرق التدريس، القاهرة
.عالم الكتب -
( كامل، عبد الرحمن2005
:)مهارات التفكر الالزمة لتدريس النحو :
مدى توافرها لدى الطالب املعلم، وكيفية
إكسابه إياها وأثرها على تحصيل ط ال
ب الصف األول الثانوي العام، ا ملؤتمر العلمي السادس لكلية التربية
بالفيوم التنمية املهنية املستدامة للمعلم العربي، مصر الفيوم، كلية التربية جامعة القاهرة، فرع الفيوم، مج2
،
ص :
136
. -
( كوجك، كوثر وآخرون2008
:)
تنويع التدريس في الفصل دليل املعلم لتحسين طرق التعليم والتعلم في مدارس
الوطن الع.ربي، بيروت، مكتب اليونسكو اإلقليمي للتربية في الدول العربية -
( كوجك، كوثر وآخرون2008
:)
تنويع التدريس في الفصل دليل املعلم لتحسين طرق التعليم والتعلم في مدارس
الوطن الع.ربي، بيروت، مكتب اليونسكو اإلقليمي للتربية في الدول العربية -
( مجاور، محمد صالح الدين2000
:)
،)تدريس اللغة العربية في املرحلة الثانوية (أسسه، وتطبيقاته التربوية
.القاهرة، دار الفكر -
( مجاور، محمد صالح الدين2000
:)
،)تدريس اللغة العربية في املرحلة الثانوية (أسسه، وتطبيقاته التربوية
.القاهرة، دار الفكر -
( املصري، عبير عمر حمدان2016
:)أثر توظيف األناشيد التعليمية في عالج صعوبات ا لقواعد النحوية لدى
طالبات الصف الرابع األساس في محافظة خانيونس، (رسالة ماجستير.) -
( املصري، عبير عمر حمدان2016
:)أثر توظيف األناشيد التعليمية في عالج صعوبات ا لقواعد النحوية لدى
طالبات الصف الرابع األساس في محافظة خانيونس، (رسالة ماجستير.) -
املتمايز في تحصيل طالب الصف الثاني متوسط في مادة الفيزياء، (رسالة ماجستير غير منشورة)، جامعة
.القادسية -
املتمايز في تحصيل طالب الصف الثاني متوسط في مادة الفيزياء، (رسالة ماجستير غير منشورة)، جامعة
.القادسية -
( يوسف، عفاف2019
:)أثر استراتيجية خرائط املفاهيم في تحسين مهارات القواع د النحويّة لدى طالب الصف
السابع األساس ي في منطقة إربد، مجلة جامعة النجاح لألبحاث (العلوم اإلنسانية)، املجلد33
، العدد األول، ص
ص104
-
124
. -
( يوسف، عفاف2019
:)أثر استراتيجية خرائط املفاهيم في تحسين مهارات القواع د النحويّة لدى طالب الصف
السابع األساس ي في منطقة إربد، مجلة جامعة النجاح لألبحاث (العلوم اإلنسانية)، املجلد33
، العدد األول، ص
ص104
-
124
. - Heacox, D. (2002) Differentiating Instruction in the Regular Classroom How to reach and teach ALL
learners, grades 3-12 by. Free Spirit Publishing.p11 - Heacox, D. (2002) Differentiating Instruction in the Regular Classroom How to reach and teach ALL
learners, grades 3-12 by. )األندلس ي، أحمد (ب. ت :العقد الفريد، تحقيق :
مفيد قميحة، الجزء الثاني، بيروت، دار
.الكتب العلمية Free Spirit Publishing.p11 - Hall, tracey, et al . (2009). Implication for UDL implementation. UDL America.p460. أثر استخدا م استراتيجية التعليم المتمايز في تنمية المهارات
النحوية في مقرر اللغة العربية لدى طلبة األقسام العلمية الجعدي (
121
)
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https://openalex.org/W3170813762
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https://research-repository.st-andrews.ac.uk/bitstream/10023/25513/1/Lucas_2022_Fluids_Five_wave_resonances_CC.pdf
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English
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Five-Wave Resonances in Deep Water Gravity Waves: Integrability, Numerical Simulations and Experiments
|
Fluids
| 2,021
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cc-by
| 22,941
|
erlin 2,†, Dian-Yong Liu 3,‡, Shane Walsh 4, Rossen Ivanov 5
and Miguel D. Bustamante 4,* 1
School of Computing and Mathematics, Keele University, Staffordshire ST5 5BG, UK; d.lucas1@keele.ac.uk 1
School of Computing and Mathematics, Keele University, Staffordshire ST5 5BG, UK; d.lucas1@keele.ac.uk
2
Department of Ocean Engineering, Texas A&M University, 727 Ross Street, College Station, TX 77843, USA;
perlin@tamu.edu 2
Department of Ocean Engineering, Texas A&M University, 727 Ross Street, College Station, TX 77843, USA;
perlin@tamu.edu 3
Naval Architecture and Ocean Engineering College, Dalian Maritime University, Dalian 116026, China;
dianyongl@dlmu.edu.cn 3
Naval Architecture and Ocean Engineering College, Dalian Maritime University, Dalian 116026, China;
dianyongl@dlmu.edu.cn 4
School of Mathematics and Statistics, University College Dublin, Belfield, D04 V1W8 Dublin, Ireland;
shanewalsh11235@gmail.com 5
School of Mathematical Sciences, Technological University Dublin—City Campus, Grangegorman Lower,
D07 ADY7 Dublin, Ireland; rossen.ivanov@tudublin.ie *
Correspondence: miguel.bustamante@ucd.ie *
Correspondence: miguel.bustamante@ucd.ie p
g
†
Former Affiliation: Department of Naval Architecture and Marine Engineering, University of Michigan,
Ann Arbor, MI 48109, USA. ‡
Former Affiliation: State Key Laboratory of Coastal and Offshore Engineering, Dalian University of
Technology, Dalian 116023, China; experiments performed at the University of Michigan. Abstract: In this work we consider the problem of finding the simplest arrangement of resonant deep-
water gravity waves in one-dimensional propagation, from three perspectives: Theoretical, numerical
and experimental. Theoretically this requires using a normal-form Hamiltonian that focuses on
5-wave resonances. The simplest arrangement is based on a triad of wavevectors K1 + K2 = K3
(satisfying specific ratios) along with their negatives, corresponding to a scenario of encountering
wavepackets, amenable to experiments and numerical simulations. The normal-form equations for
these encountering waves in resonance are shown to be non-integrable, but they admit an integrable
reduction in a symmetric configuration. Numerical simulations of the governing equations in natural
variables using pseudospectral methods require the inclusion of up to 6-wave interactions, which
imposes a strong dealiasing cut-off in order to properly resolve the evolving waves. We study the
resonance numerically by looking at a target mode in the base triad and showing that the energy
transfer to this mode is more efficient when the system is close to satisfying the resonant conditions. We first look at encountering plane waves with base frequencies in the range 1.32–2.35 Hz and
steepnesses below 0.1, and show that the time evolution of the target mode’s energy is dramatically
changed at the resonance. fluids fluids erlin 2,†, Dian-Yong Liu 3,‡, Shane Walsh 4, Rossen Ivanov 5
and Miguel D. Bustamante 4,* We then look at a scenario that is closer to experiments: Encountering
wavepackets in a 400-m long numerical tank, where the interaction time is reduced with respect
to the plane-wave case but the resonance is still observed; by mimicking a probe measurement of
surface elevation we obtain efficiencies of up to 10% in frequency space after including near-resonant
contributions. Finally, we perform preliminary experiments of encountering wavepackets in a 35-m
long tank, which seem to show that the resonance exists physically. The measured efficiencies via
probe measurements of surface elevation are relatively small, indicating that a finer search is needed
along with longer wave flumes with much larger amplitudes and lower frequency waves. A further
analysis of phases generated from probe data via the analytic signal approach (using the Hilbert
transform) shows a strong triad phase synchronisation at the resonance, thus providing independent
experimental evidence of the resonance.
Citation: Lucas, D.; Perlin, M.; Liu,
D.-Y.; Walsh, S.; Ivanov, R.;
Bustamante, M.D. Five-Wave
Resonances in Deep Water Gravity
Waves: Integrability, Numerical
Simulations and Experiments. Fluids
2021, 6, 205. https://doi.org/
10.3390/fluids6060205
Academic Editor: Alexander I. Dyachenko
Received: 6 April 2021
Accepted: 27 May 2021
Published: 1 June 2021
Publisher’s Note: MDPI stays neutral
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Citation: Lucas, D.; Perlin, M.; Liu,
D.-Y.; Walsh, S.; Ivanov, R.;
Bustamante, M.D. Five-Wave
Resonances in Deep Water Gravity
Waves: Integrability, Numerical
Simulations and Experiments. Fluids
2021, 6, 205. https://doi.org/
10.3390/fluids6060205
Academic Editor: Alexander I. Dyachenko
Received: 6 April 2021
Accepted: 27 May 2021
Published: 1 June 2021
Publisher’s Note: MDPI stays neutral
Citation: Lucas, D.; Perlin, M.; Liu,
D.-Y.; Walsh, S.; Ivanov, R.;
Bustamante, M.D. Five-Wave
Resonances in Deep Water Gravity
Waves: Integrability, Numerical
Simulations and Experiments. Fluids
2021, 6, 205. https://doi.org/
10.3390/fluids6060205
Academic Editor: Alexander I. Dyachenko
Received: 6 April 2021
Accepted: 27 May 2021
Published: 1 June 2021
Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. erlin 2,†, Dian-Yong Liu 3,‡, Shane Walsh 4, Rossen Ivanov 5
and Miguel D. Bustamante 4,* This article is an open access article
distributed
under
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terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/ Citation: Lucas, D.; Perlin, M.; Liu,
D.-Y.; Walsh, S.; Ivanov, R.;
Bustamante, M.D. Five-Wave
Resonances in Deep Water Gravity
Waves: Integrability, Numerical
Simulations and Experiments. Fluids
2021, 6, 205. https://doi.org/
10.3390/fluids6060205 1. Introduction Historically, nonlinear resonant interactions in surface water waves have focused
mainly on the so-called exact resonances, defined by the equations k1 ± . . . ± kN = 0,
ω1 ± . . . ± ωN = 0, where N denotes the number of interacting waves, kj denote the wave-vectors, and ωj
denote the frequencies where ωj = ω(kj) is provided by a dispersion relation. Early
theoretical developments for these interactions gave rise to resonance interaction theory,
originated by Phillips (1960) and developed by several authors (see the reviews by [1,2],
and references therein). The key working hypothesis of this theory is the smallness of the
wave steepness, namely the product between wave amplitude and magnitude of the wave-
vector. A formal perturbation theory based on multiple-scale methods is thus developed
which allows one to obtain the exact resonances as necessary conditions to avoid secular
behaviour. Solutions to these exact resonance equations can be found in many cases. Case
N = 3, called triad resonances, applies to capillary-gravity waves (and also to a variety of
wave systems such as Charney-Hasegawa-Mima, quasi-geostrophic equations, internal
waves, inertial waves, etc.); case N = 4, known as quartet resonances, applies to gravity
waves (including deep water). The case N = 5 is relevant in the important context of
gravity waves in one-dimensional propagation, which is the topic to be discussed in this
paper. In this context, it was shown in [3] that the interaction coefficients for the 4-wave
resonances vanish identically. Later on, in [4] it was demonstrated that 5-wave resonances
can exist and their interaction coefficients are nonzero. Then, in [5] (see also [6]) the explicit
calculation of all 5-wave resonances along with their interaction coefficients was performed. Once solutions to the exact resonance equations are found, the dynamics of the wave
amplitudes (at dominant orders) is dictated by coupled nonlinear PDE systems. In some
simple scenarios the equations are integrable and can be solved analytically via the inverse
scattering transform, leading to recurrent behaviour, showing periodic exchanges of energy
between modes. In some scenarios, however, particularly in cases where multiple resonant
interactions are coupled, the ODE and PDE systems obtained are known to display chaotic
behaviour [7–10]. For practical reasons, the multiple resonant interaction dynamics is discussed us-
ing stochastic approaches, quite successfully.
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conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). Keywords: water gravity waves; 5-wave resonances; pseudospectral numerical simulations; water
wave tank experiments https://www.mdpi.com/journal/fluids Fluids 2021, 6, 205. https://doi.org/10.3390/fluids6060205 Fluids 2021, 6, 205 2 of 35 1. Introduction Such a minimal arrangement is obtained in terms of a triad of positive wavevectors:
K1 + K2 = K3, Kj > 0, where the wavevectors satisfy quite specific ratios. Of course, triads
are not resonant in water gravity waves because the dispersion relation is subadditive. The
quintet resonances obtained represent 3 →2 processes (transforming three waves into two
waves), and the interacting wavenumbers must contain positive and negative elements
from the set {±K1, ±K2, ±K3}. Notably, the fact that minimal 5-wave resonances can be
based on non-resonant triads was demonstrated by one of us in another one-dimensional
resonant system (also with subadditive dispersion relation) of historical importance: The
Fermi-Pasta-Ulam-Tsingou system [34,35]. In Section 2 we review the Hamiltonian theory in natural variables up to and including
6-wave interactions, which will be useful for numerical simulations. We then review the
approach in normal-form variables, and briefly describe all possible resonant quintets
obtained in the simplified scenario of encountering wavevectors based on non-resonant
triads. We then consider the dynamical system for such a resonant configuration and
demonstrate that it is not integrable in general, although it has several integrals of motion
and in particular the amplitudes are bounded; by reducing to a symmetric scenario of
encountering wavevectors with the same amplitudes one obtains an integrable system
based on a homoclinic orbit. In Section 3 we provide detailed results of our water-wave pseudospectral numerical
simulations, in two main scenarios: Encountering plane waves and encountering wave
packets. For each scenario only the Fourier modes with wavevectors ±K2 and ±K3 have
initial energy in them. The energy transfer to the ‘target’ Fourier modes with wavevectors
±K1 is therefore measured after a time period of nonlinear interaction, by defining an
‘energy efficiency’ as the proportion of the total energy that goes to these target wavevectors. Several numerical experiments are conducted, off resonant and at resonance, in order to
quantify the peak of efficiency at the resonant case. As an alternative way to measure
efficiency, closer to the experimental way, we consider a ‘numerical probe measurement’
corresponding to what the surface elevation at a given point along the numerical tank
would look like. The resulting time series is analysed in terms of frequency and time
using a wavelet transform. The resulting scaleograms are shown and an alternative
efficiency is defined, this time in terms of the wavelet frequency spectrum. This provides
an independent quantification of the resonance. 1. Introduction Pioneered by Hasselmann [11–13] and
Zakharov [14,15], the now established theory of wave turbulence describes the energy
exchanges across scales due to resonant quartet interactions in the case of deep water
surface gravity waves. A key assumption of this theory, in addition to the smallness of
steepness and the limit of large box size, is an asymptotic closure of the hierarchy of cumu-
lants [16], which leads to a set of evolution equations for the so-called spectrum variables,
namely the individual quadratic energies of the spatial Fourier transforms of the original
field variables. This approach assumes that the phases of the Fourier transforms do not
play an important role in the dynamics of energy transfers. Interesting modern departures
from these theories for water waves and other wave systems consider quasi-resonant sce-
narios [17,18] and finite-amplitude regimes in discrete wave turbulence for other systems
(such as the barotropic vorticity equation and more recently in wave-mean flow models of
solar cycle modulations), where the phases interact with the spectrum variables producing
interesting effects, such as precession resonance [19–21]. g
p
Up to and including the papers by [22–24], and the review by [1], only two experiments
studied resonant interactions between wavetrains with comparable initial amplitudes and
only one experiment studied the relative roles of nonlinearity and randomness for a broad
spectrum of waves. Since then, experiments on triad resonances in gravity-capillary waves
were performed by [25,26]. In the case of gravity waves, experiments on quartet reso-
nances based on earlier work on modulational instability [27] were conducted by [28,29]. Resonant interactions in the presence of an underwater current were investigated by [30]. Experiments on persistent wave patterns and steady-state resonant waves were performed
by [31,32]. Finally, experiments on degenerate quartets of oblique waves not influenced Fluids 2021, 6, 205 3 of 35 by modulational instability were conducted by [33]. All these experiments have confirmed
the resonant interaction theory in the case of small steepness (ka < 0.1 roughly). The lat-
ter experiments also confirmed the expected nonlinear corrections due to marginally
off-resonance terms. In this paper we consider the simplest experimental/numerical/theoretical setup
to search for a resonance in deep water gravity waves in one-dimensional propagation. Namely, we look for a 5-wave resonance using the minimum possible number of wavevec-
tors (along with their negatives, representing an experiment of encountering wavepackets). 1. Introduction A widely used form of these conditions in the study of nonlinear phenomena
on water waves is derived by expanding the vertical velocity at the free surface to fifth
order [15,36–40], leading to the system ∂tζ =
5
∑
n=1
Qn(ζ, Φ),
∂tΦ =
5
∑
n=1
Rn(ζ, Φ) ,
(1) (1) where Qn and Rn are given by where Qn and Rn are given by where Qn and Rn are given by Q1 = −LΦ ,
(2)
Q2 = −∂x[ζ ∂xΦ] −L[ζ LΦ] ,
(3)
Q3 = −L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) −∂2
x( 1
2ζ2LΦ) ,
(4)
Q4 = −L{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ}
−∂2
x{ 1
2ζ2L[ζLΦ] + 1
3ζ3∂2
xΦ} ,
(5) Q1 = −LΦ ,
(2)
Q2 = −∂x[ζ ∂xΦ] −L[ζ LΦ] ,
(3)
Q3 = −L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) −∂2
x( 1
2ζ2LΦ) ,
(4)
Q4 = −L{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ}
−∂2
x{ 1
2ζ2L[ζLΦ] + 1
3ζ3∂2
xΦ} ,
(5) ,
(2)
∂xΦ] −L[ζ LΦ] ,
(3)
2 2
2
2 Q4 = −L{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ} (5) Q5 = −L
ζL{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ}
−L
1
2ζ2∂2
x(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) −1
6ζ3∂2
xL[ζLΦ] −1
24ζ4∂4
xΦ
−∂2
x
1
2ζ2L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
3ζ3∂2
x[ζLΦ] −1
8ζ4∂2
xLΦ
,
(6)
R1 = −g ζ ,
(7)
R2 = −1
2{∂xΦ}2 + 1
2{LΦ}2 ,
(8)
R3 ={LΦ}[L[ζ LΦ] + ζ ∂2
xΦ] ,
(9) Q5 = −L
ζL{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ}
−L
1
2ζ2∂2
x(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) −1
6ζ3∂2
xL[ζLΦ] −1
24ζ4∂4
xΦ
−∂2
x
1
2ζ2L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
3ζ3∂2
x[ζLΦ] −1
8ζ4∂2
xLΦ
,
(6)
R1 = −g ζ ,
(7) Q5 = −L
ζL{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ}
−L
1
2ζ2∂2
x(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) −1
6ζ3∂2
xL[ζLΦ] −1
24ζ4∂4
xΦ
−∂2
x
1
2ζ2L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
3ζ3∂2
x[ζLΦ] −1
8ζ4∂2
xLΦ
,
(6)
R1 = −g ζ ,
(7) R2 = −1
2{∂xΦ}2 + 1
2{LΦ}2 , R2 = −1
2{∂xΦ}2 + 1
2{LΦ}2 ,
(8)
R3 ={LΦ}[L[ζ LΦ] + ζ ∂2
xΦ] ,
(9) {
}[ [ζ
]
ζ
x
]
R4 ={LΦ}L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + ∂2
x{ 1
4ζ2{LΦ}2} + 1
2[L[ζ LΦ] + ζ ∂2
xΦ]2
+ 1
2ζ{∂2
xζ}{LΦ}2 −1
2ζ2{∂xLΦ}2 ,
(10)
R5 ={LΦ}L{ζL(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ2∂2
x[ζLΦ] −1
6ζ3∂2
xLΦ}
+ ∂2
x
1
2ζ2{LΦ}L[ζLΦ] + 1
3ζ3{LΦ}∂2
xΦ
−ζ2{∂xLΦ}[∂xL[ζLΦ] + 2
3ζ∂3
xΦ]
+ 1
6ζ3{∂2
xLΦ}{∂2
xΦ} + [L[ζLΦ] + ζ∂2
xΦ](L(ζ L[ζ LΦ] + 1
2ζ2∂2
xΦ) + 1
2ζ{∂2
xζ}{LΦ}2) ,
(11) (10) (11) where g is the acceleration of gravity and the Fourier transform of the linear operator L is
defined by: L ˆΦk(t) = −k tanh(kh) ˆΦk(t),
ˆΦk(t) = 1
L
Z L/2
−L/2 Φ(x, t)e−ikx dx, and h (> 0) is the water depth. 1. Introduction We also show that the resonance can be
diagnosed by looking at the coherence of the quintet phases over their time evolution. g
y
g
q
p
In Section 4 we provide a detailed description of the linear tank experimental setup
and calibration of the two wavemakers and the two measuring probes that measure surface
elevation at two symmetrically situated points. We perform 9 experiments: In each experi-
ment the wavemakers are oscillated with two frequencies each: f2 and f3, corresponding
to wavevectors ±K2 and ±K3, respectively. We analyse the probes’ time series (surface
elevation) and produce frequency-time scaleograms as in the previous section, obtaining
preliminary evidence that the resonance can be captured in this type of experiment. Finally, in Section 5 we summarise the results and discuss the challenges posed, as well
as possible improvements to experiments and extensions to other scenarios. In addition,
we present independent evidence of the resonance by showing that phase synchronisation
is strong at the resonance, in all scenarios studied: Numerical plane waves, numerical
wave packets and experimental waves. Fluids 2021, 6, 205 4 of 35 2. Deep-Water Surface Waves in One-Dimensional Propagation 2. Deep-Water Surface Waves in One-Dimensional Propagation p
2.1. Fifth-Order Hamiltonian Theory in Natural Variables We consider the evolution of the free surface of a water column (in one dimension)
via the boundary conditions for the surface elevation ζ(x, t) and the velocity potential
Φ(x, t). 1. Introduction Notice that in the above definitions for Qn and Rn we
introduced a useful convention on the use of parenthesis: Terms of order 1, 2, 3, 4, 5 in
the field amplitudes are enclosed, respectively, by curly {}, square [], round () brackets,
and so on, repeating the cycle. From here we restrict our analysis to the deep-water limit,
h →∞, leaving the finite-depth case for a subsequent work. In the deep-water limit the
L-operator’s action reduces to L ˆΦk(t) = −|k| ˆΦk(t). Computationally we will assume periodic boundary conditions in the longitudinal
direction with computational box size L, so that Φ(x + L, t) = Φ(x, t),
ζ(x + L, t) = ζ(x, t),
for all x, t ∈R. Fluids 2021, 6, 205 5 of 35 The Hamiltonian up to and including 6-wave interactions is given by The Hamiltonian up to and including 6-wave interactions is given by H = 1
2
Z L/2
−L/2
gζ2 + Φ
5
∑
n=1
Qn
! dx . (12) (12) Explicit expressions for this, order by order, can be found in [40]. The evolution
Equations (1) are canonical Hamiltonian equations: ∂tζ = δH
δΦ ,
∂tΦ = −δH
δζ . We note in passing that there is a relation between the above formulation and the
Hamiltonian formulation using Dirichlet-Neumann operators by [41]. g
p
y
Defining the Fourier components of surface elevation and velocity potential as ζ(x, t) =
∑
k ∈( 2 π
L )Z
eikx ˆζk(t) ,
Φ(x, t) =
∑
k ∈( 2 π
L )Z
eikx ˆΦk(t) ,
(13) (13) we consider now the canonical transformation from natural variables ( ˆζk, ˆΦk) to the so-
called normal variables ak. For this the quadratic part of the Hamiltonian must be diagonal
in the normal variables and the Poisson bracket be preserved. The resulting transforma-
tion is we consider now the canonical transformation from natural variables ( ˆζk, ˆΦk) to the so-
called normal variables ak. For this the quadratic part of the Hamiltonian must be diagonal
in the normal variables and the Poisson bracket be preserved. The resulting transforma-
tion is ˆζk =
|k|
4 g
1/4
(ak + a∗
−k) ,
(14)
ˆΦk = −i
g
4 |k|
1/4
(ak −a∗
−k) . 1. Introduction (15) (14) (15) Notice that while ˆζk and ˆΦk satisfy reality conditions ( ˆζ−k = ˆζ∗
k etc.) the normal
variables ak do not. In fact, we may interpret ak and a−k as independent waves propagating
in direction k and −k, respectively. Thus, the number of degrees of freedom is preserved
under this linear transformation. The variables ak have dimensions L3/2T−1/2. 2.2. The Simplest Arrangement of Five-Wave Resonances 2.2. The Simplest Arrangement of Five-Wave Resonances 2.2. The Simplest Arrangement of Five-Wave Resonances Expressions for the Hamiltonian in normal variables ak are usually cumbersome. The usual approach is to further transform the system to the so-called normal form via
near-identity canonical transformations relating ak to normal-form variables bk: ak
=
bk + ∑
k1
A(1)
k,k1,k−k1bk1bk−k1 + ∑
k1
A(2)
k,k1,k+k1b∗
k1bk−k1 + ∑
k1
A(3)
k,k1,−k−k1b∗
k1b∗
−k−k1
+
∑
k1,k2
B(1)
k,k1,k2,k−k1−k2bk1bk2bk−k1−k2 + ∑
k1,k2
B(2)
k,k1,k2,k+k1−k2b∗
k1bk2bk+k1−k2
+
∑
k1,k2
B(3)
k,k1,k2,k+k1+k2b∗
k1b∗
k2bk+k1+k2 + ∑
k1,k2
B(4)
k,k1,k2,−k−k1−k2b∗
k1b∗
k2b∗
−k−k1−k2
+
∑
k1,k2,k3
C(1)
k,k1,k2,k3,k−k1−k2−k3bk1bk2bk3bk−k1−k2−k3 + ∑
k1,k2,k3
C(2)
k,k1,k2,k3,k+k1−k2−k3b∗
k1bk2bk3bk+k1−k2−k3
+
∑
k1,k2,k3
C(3)
k,k1,k2,k3,k+k1+k2−k3b∗
k1b∗
k2bk3bk+k1+k2−k3 + ∑
k1,k2,k3
C(4)
k,k1,k2,k3,k+k1+k2+k3b∗
k1b∗
k2b∗
k3bk+k1+k2+k3
+
∑
k1,k2,k3
C(5)
k,k1,k2,k3,−k−k1−k2−k3b∗
k1b∗
k2b∗
k3b∗
−k−k1−k2−k3 , where the constant coefficients A(j)
k,k1,k2, B(j)
k,k1,k2,k3, C(j)
k,k1,k2,k3,k4 are provided explicitly in [6]. In these new variables, only resonant interactions are present by definition. For deep-
water surface waves in one-dimensional propagation, it is known that the lowest-order where the constant coefficients A(j)
k,k1,k2, B(j)
k,k1,k2,k3, C(j)
k,k1,k2,k3,k4 are provided explicitly in [6]. In these new variables, only resonant interactions are present by definition. For deep-
water surface waves in one-dimensional propagation, it is known that the lowest-order Fluids 2021, 6, 205 6 of 35 resonances appearing in the normal-form Hamiltonian are five-wave resonances [4,42]. More specifically: Three-wave resonances are absent; four-wave resonances are present
but the corresponding interaction coefficients vanish at the resonant manifold, with only
Birkhoff four-wave resonances surviving; and five-wave resonances are present and most
of them have nonzero interaction coefficients, with the essential requirement that the
interacting wavenumbers have opposite signs [5]. The calculation of the normal form up to and including resonant five-wave interactions
was performed by [4–6], with two important results: 1. Explicit formulae for the five-wave resonant manifold, leading to five different types
of resonance, numbered from (i) to (v). 2. Closed-form expressions for the five-wave interaction coefficients evaluated at the
resonant manifold. In particular, it was shown that these interaction coefficients are
equal to zero in resonance types (iii) and (iv), and nonzero in the resonance types (i),
(ii) and (v). 2.2. The Simplest Arrangement of Five-Wave Resonances In recent results by one of us regarding the Fermi-Pasta-Ulam-Tsingou (FPUT) sys-
tem with periodic boundary conditions [34,35], it has been demonstrated that five-wave
resonances are effectively constructed out of three-wave “frequency-only” resonances,
namely where the momentum condition for the three interacting waves is not satisfied. It is to be noted that in the FPUT system the dispersion relation is strictly subadditive, just
like in deep water waves, so there are no exact three-wave resonances in either system. Therefore it comes as a surprise that a five-wave resonance can be based on a three-wave
“mismatched” resonance, and especially with the momentum conditions involving only
three different wavenumbers along with their negatives. This motivated the question of this paper: Can a five-wave resonance be found in
terms of three positive wavenumbers satisfying the momentum condition, K + K′ = K′′,
along with their negatives? This question has an experimental appeal too, as its answer
would provide a minimal scenario involving two opposing wave trains, each consisting of
just three central wavenumbers. For this question we studied exhaustively the resonant cases and found only two
different resonant solutions, both coming from case (v) in [5]: •
First resonant quintet: •
First resonant quintet: K2 + K2 + (−K2) = K3 + (−K1),
K1 : K2 : K3 = 16 : 9 : 25 ,
(K1 + K2 = K3)
(16) (16) along with its negative version (−K2) + (−K2) + K2 = (−K3) + K1. In terms of lin-
ear frequencies via the dispersion relation f (k) =
p
g|k|/2π, this resonance reads
f1 : f2 : f3 = 4 : 3 : 5, where fj := f (Kj) , j = 1, 2, 3. along with its negative version (−K2) + (−K2) + K2 = (−K3) + K1. In terms of lin-
ear frequencies via the dispersion relation f (k) =
p
g|k|/2π, this resonance reads
f1 : f2 : f3 = 4 : 3 : 5, where fj := f (Kj) , j = 1, 2, 3. •
Second resonant quintet: (17) K2 + K2 + (−K3) = K3 + (−K4),
K2 : K3 : K4 = 1 : 3 : 4 ,
(K2 + K3 = K4)
(17) along with its negative version (−K2) + (−K2) + K3 = (−K3) + K4. 2.2. The Simplest Arrangement of Five-Wave Resonances In terms of
linear frequencies via the dispersion relation f (k) =
p
g|k|/2π, this resonance reads
f2 : f3 : f4 = 1 :
√
3 : 2, where fj := f (Kj) , j = 2, 3, 4. There is a third resonant quintet but it is of type (iv) in the notation of [5], where the
interaction coefficient is equal to zero. This quintet could appear in numerical simulations
using the third-order equations such as [36], so we list it anyway: •
Third resonant quintet (vanishing interaction coefficient): K2 + K2 + K2 = K4 + (−K2),
K2 : K3 : K4 = 1 : 3 : 4 ,
(K2 + K3 = K4) Fluids 2021, 6, 205 7 of 35 along with its negative version (−K2) + (−K2) + (−K2) = (−K4) + K2. Notice that
one of the wavenumbers (K3), along with its negative, do not appear explicitly in this
resonant quintet. The proof that the five-wave resonances listed above are the only possible ones based
on three wavenumbers and their negatives is elementary but long: See Appendix A for
details. It is based on a direct implementation of the inequalities in the classification
given in [5], except that we allow some of the inequalities to saturate by virtue of the
degeneracy of the solutions (as clearly some frequencies must coincide since we use three
basic frequencies only). 2.3. Non-Integrability of the Five-Wave Resonance in the Case of Encountering Waves In this subsection we consider the normal form Hamiltonian up to five-wave reso-
nances. If we consider just one of the quintets from the first and second resonant quintets of
the previous subsection, and assume all other modes in the system are initially zero, it is
then possible to show that the normal form Hamiltonian up to five-wave interactions is
integrable, as it will consist of Birkhoff-only four-wave terms plus one five-wave term only. The system has four degrees of freedom, and four constants of motion in involution: The
Hamiltonian and three quadratic invariants. In contrast, as soon as we allow for the corresponding “negative” quintet (and assume
all other modes in the system are initially zero), we obtain two interacting quintets whose
Hamiltonian is not integrable. The system has six degrees of freedom, but only four
constants of motion: The Hamiltonian and three quadratic invariants. 2.2. The Simplest Arrangement of Five-Wave Resonances (18) (18) Fluids 2021, 6, 205 8 of 35 The equations of motion will not be shown explicitly; they are obtained simply by
following the canonical formalism: dbn
dt = −i ∂H
∂b∗n
,
n = ±1, ±2, ±3. Is this dynamical system integrable? Notice that the quadratic and quartic terms
in the Hamiltonian depend on the moduli squared |bn|2 of the normal form variables
only, so these terms commute with any of the moduli squared (i.e., these terms do not
change the energy of the evolving modes). In contrast, the quintic term depends on the
quintet phases φ+ = 2φ2 + φ−2 −φ3 −φ−1 and φ−= 2φ−2 + φ2 −φ−3 −φ1 as well as the
moduli, and is thus responsible for the energy exchanges across modes. We can therefore
state that the system has a reduced number of degrees of freedom: 6 moduli + 2 quintic
phases = 8 degrees of freedom, the 4 remaining phases being obtainable by quadrature. This result and the structure of the normal form imply that there are 4 Manley-Rowe-type
quadratic invariants: I+ = |b2|2 + 2|b3|2 + |b−3|2,
I−= |b−2|2 + 2|b−3|2 + |b3|2 ,
(19)
J+ = |b2|2 + 2|b−1|2 + |b1|2,
J−= |b−2|2 + 2|b1|2 + |b−1|2 . (20) (19) (20) Thus, along with the Hamiltonian, there are 5 independent invariants, leading to an
effective 3-dimensional first-order autonomous dynamical system. If we could find one
more independent invariant then we could conclude that the system is integrable. It turns
out that one can simplify the search as follows. A rigorous result, motivated by the question
of integrability (and clearly unrelated to the actual physical situation of low steepnesses),
considers the limit of large amplitudes |bn| ≫1, where we can neglect the quadratic and
quartic terms in the Hamiltonian (18), leading to a homogeneous system. Then, if the
original system has an extra independent invariant then this new homogeneous system has
an extra independent invariant (other than the 5 invariants already found). So we focus on
the homogeneous system for this question of integrability. We can apply two ideas to study the homogeneous system. 2.2. The Simplest Arrangement of Five-Wave Resonances To see this, consider
for example the first resonant quintet in the previous subsection along with its negative
version. That is, we have the quintets K2 + K2 + (−K2) = K3 + (−K1) and (−K2) +
(−K2) + K2 = (−K3) + K1, with K1/K2 = 16/9 and K3/K2 = 25/9. (
)
(
)
It is useful to define the set of relevant wavevectors as C = {K1, K2, K3, −K1, −K2, −K3}, It is useful to define the set of relevant wavevectors as C = {K1, K2, K3, −K1, −K2, −K3},
so that the normal form amplitudes satisfy bk := 0 ⇐⇒k /∈C. Then, the Hamiltonian
in the normal form variables can be obtained by gathering the analyses of the interaction
coefficients done in [4,5]. We get H = ∑
k1∈C
ωk1b∗
k1bk1 + 1
4 ∑
k1,k2∈C
Tk1k2b∗
k1bk1b∗
k2bk2 + 1
12
∑
k1,k2,k3,k4k5∈C
Tk1k2k3
k4k5
b∗
k1b∗
k2b∗
k3bk4bk5 + c.c.
δk1+k2+k3
k4+k5
, where ωk =
p
g|k| is the dispersion relation, Tk1k2 =
1
4π2 k1k2 min(|k1|, |k2|), and the
coefficient Tk1k2k3
k4k5
(symmetric on the upper indices and the lower indices separately) is
known explicitly on the resonant manifold. For our resonant quintet and its negative
version we get (case (v)(a) in [5]) TK2K2−K2
K3−K1
= T−K2−K2K2
−K3K1
= −K13/4
2
K3/4
3
K1/4
1
g1/4π3/2
. Introducing the notation bn = bKn, b−n = b−Kn, for n = 1, 2, 3, we get the following
explicit expression for the Hamiltonian in normal form: H
=
g1/2
K1/2
2
(|b2|2 + |b−2|2) + K1/2
1
(|b1|2 + |b−1|2) + K1/2
3
(|b3|2 + |b−3|2)
+
1
16π2
K3
2(|b2|2 −|b−2|2)2 + K3
1(|b1|2 −|b−1|2)2 + K3
3(|b3|2 −|b−3|2)2
+
K2
2
8π2 (|b2|2 −|b−2|2)
K1(|b1|2 −|b−1|2) + K3(|b3|2 −|b−3|2)
+ K2
1K3
8π2 (|b1|2 −|b−1|2)(|b3|2 −|b−3|2)
−
K13/4
2
K3/4
3
K1/4
1
2 g1/4π3/2
(b∗
2)2b∗
−2b3b−1 + (b∗
−2)2b∗
2b−3b1 + (b2)2b−2b∗
3b∗
−1 + (b−2)2b2b∗
−3b∗
1
. (18) −
K13/4
2
K3/4
3
K1/4
1
2 g1/4π3/2
(b∗
2)2b∗
−2b3b−1 + (b∗
−2)2b∗
2b−3b1 + (b2)2b−2b∗
3b∗
−1 + (b−2)2b2b∗
−3b∗
1
. 2.2. The Simplest Arrangement of Five-Wave Resonances First, we can use an idea
that was first applied in [43], whereby the Kovalevskaya exponents of a homogeneous
dynamical system are computed, and then a theorem by Yoshida [44] is used in order to
obtain the degree (in terms of the amplitudes) that a potentially new invariant of such
a system would have [45]. We refer the reader to [43] for details of the method, as it is
not relevant in our case because we could not establish in this way whether our system
is integrable or not. On applying this method we found a Kovalevskaya exponent of 7/9,
which would correspond to an invariant of degree 7/3 in the amplitudes. Unfortunately
this method neither guarantees nor precludes the existence of an invariant: The result only
states that if a new invariant existed, then it should be of degree 7/3 in the amplitudes. The second idea is to take advantage of the fact that the homogeneous system is
effectively 3-dimensional, so Poincaré cuts can be produced. If these clearly show the
existence of chaotic regions then we can safely conclude that the system is chaotic. We
can use the quadratic invariants to reduce the analysis to the plane spanned by the vari-
ables |b1|2 and |b3|2. The remaining degree of freedom can be chosen to be the phase
φ+ = arg(b2
2b−2b∗
3b∗
−1). Using a highly accurate numerical scheme that conserves the
Hamiltonian up to O(10−11) we integrate the system for several choices of initial condi-
tions and generate a Poincaré cut on the (|b1|2, |b3|2) plane at the instances when φ+ ∈2πZ. The resulting cuts are plotted in Figure 1. The evidence for chaos is clear: We can visually
identify sets of islands (representing quasi-periodic motion) which are surrounded by the
usual chaotic sea. We conclude that the homogeneous system is chaotic, and therefore the original
system is not integrable. 9 of 35 Fluids 2021, 6, 205 Figure 1. Poincaré cuts for the homogeneous version of the system consisting of two interacting quintets made out of three
central modes and their negative versions. Figure 1. Poincaré cuts for the homogeneous version of the system consisting of two interacting quintets made out of three
central modes and their negative versions. 2.4. 2.2. The Simplest Arrangement of Five-Wave Resonances While it is
not possible to determine from this argument alone how much energy can actually be
transferred, a rigorous analysis of the reduced case where initially |b2| = |b−2|, |b3| = Fluids 2021, 6, 205 10 of 35 10 of 35 |b−3|, |b1| = |b−1| = 0 shows that it is possible to transfer all the energy from |b2|(= |b−2|)
to |b1|(= |b−1|) by virtue of the conservation of J+(= J−), leading to a homoclinic orbit
with limt→±∞|b1| = |b2|t=0/
√
3 while limt→±∞|b2| = 0. |b−3|, |b1| = |b−1| = 0 shows that it is possible to transfer all the energy from |b2|(= |b−2|)
to |b1|(= |b−1|) by virtue of the conservation of J+(= J−), leading to a homoclinic orbit
with limt→±∞|b1| = |b2|t=0/
√
3 while limt→±∞|b2| = 0. 2.2. The Simplest Arrangement of Five-Wave Resonances Analysis of the Scenario of Encountering Waves in the Small-Steepness Case In preparation for the numerical and experimental studies of the next sections, we
consider a situation where the amplitudes are initially small so that wave steepnesses
|k|5/4|bk|/(4g)1/4 are small (typically of order 0.1 or less). In this situation, the truncated
Hamiltonian (18) approximates well the system, as terms in it appear in a hierarchical
way, with quadratic terms about 100 times larger than quartic terms, and with quartic
terms about 10 times larger than quintic terms, and so on if we had continued to higher
orders. Despite the smallness of the quintic terms in the Hamiltonian, the energy-exchange
dynamics is still controlled solely by that term so it cannot be neglected. In fact, at resonance,
which is the case when this Hamiltonian describes the system, it is possible to show that
the quadratic part of the Hamiltonian is conserved separately, as it is a linear combination
of the four Manley-Rowe invariants (19) and (20). As a result, the sum of the quartic part
and the quintic part of the Hamiltonian is conserved separately, and these two parts differ
by a factor of order 10 only. As these terms are not sign-definite it is possible to have
significant transfers. We are interested in a scenario where modes b±2 and b±3 are non-zero initially, with
b±1 = 0 initially. We expect that the resonant case will display active energy transfers
towards the “target” modes b±1, in sharp contrast with the non-resonant cases, where there
is no quintic term in the Hamiltonian and therefore no energy transfer amongst modes
at this level of nonlinearity. Energy exchanges can be studied using the Manley-Rowe
invariants along with Fjørtoft-like arguments, as follows. The Manley-Rowe invariants
I± from Equation (19) do not provide a lot of insight except that any exchanges between
the already energetic modes b±2 and b±3 must be balanced. On the other hand, the
Manley-Rowe invariants J± from Equation (20) provide a clear scenario of active transfer,
whereby energy in modes b±2 can be efficiently transferred to modes b±1. 3. Numerical Simulations of the Fifth-Order Governing Equations in
Natural Variables To demonstrate excitation of f1 or a±K1 at the point of resonance we conduct a series
of numerical experiments which fix a±K2 and vary a±K3 as indicated in the subsequent
plots, keeping the initial amplitudes To demonstrate excitation of f1 or a±K1 at the point of resonance we conduct a series
of numerical experiments which fix a±K2 and vary a±K3 as indicated in the subsequent
plots, keeping the initial amplitudes ˆζK2 = 0.06β
K2 ,
ˆζK3 = 0.12β
K3 ,
ˆζK1 = 0,
ˆΦK2 = ˆΦK3 = ˆΦK1 = 0
(21)
a∗
−K2 =
4g
K2
1/4 0.03β
K2 ,
aK3 = a∗
−K3 =
4g
K3
1/4 0.06β
K3 ,
aK1 = a∗
−K1 = 0
(22) (21) (22) where β is an overall rescaling of the initial amplitudes and all other ak = 0 initially. Note that Equation (21) indicates that the phases of the waves are set initially to zero. Experiments, not shown, demonstrate that varying the phases has little qualitative effect
on the results to follow, only adding some corrections, and maintaining the aK = a∗
−K
symmetry leaves the results quantitatively identical. 3. Numerical Simulations of the Fifth-Order Governing Equations in
Natural Variables Here we present results of the numerical simulations of the full PDE (1) up to and
including six-wave interactions in the natural variables, in the scenario of waves with
central wavenumbers K1, K2, K3 encountering their negative versions, namely the waves
with central wavenumbers −K1, −K2, −K3. We will focus on demonstrating numerically
the quintet resonance given by Equation (16). The evolution Equation (1) are solved using a standard pseudospectral method,
dealiasing such that nmax = N/6 for resolution N and fourth order Runge-Kutta timestep-
ping. In all the results that follow N = 214 and the timestep was chosen as ∆t = 0.0005. The code was validated against an existing third order code using the equations of [37],
experimental data from [38,39] and monitoring conservation of the Hamiltonian. p
g
We consider initial conditions which are as close as possible to the experiments
described in Section 4. Numerically the permitted wavenumbers K in the domain are of
the form K = n2π/L, n ∈Z. At first it might seem sensible to choose L close to that of
the real experiments (35 m; see Section 4), but in reality the pertinent and comparable
behaviours should be captured using the same ‘physical’ wavenumbers, or frequencies,
within a similar interaction time interval in any sufficiently large numerical domain. It is of
more importance to account for the discreteness of this wavenumber spectrum and the fact
that, at significant amplitudes, nonlinear corrections will adjust the precise location of the
resonance in k. For this reason it is advantageous to use a large L which has the consequence
of allowing smaller δk, and therefore a relatively higher fidelity grid in k space, but naturally
necessitating higher resolutions to account for a certain spatial scale, and hence temporal
frequency. To this end we choose L = 400 m and consider the scaled resonance condition
n1 = 16p, n2 = 9p, with p = 50 which results in resonant wavenumbers K1 = 8002π
L ,
K2 = 4502π
L ,
K3 = 12502π
L , corresponding to linear frequencies via the dispersion relation f (k) =
p
g|k|/2π: f1 ≈1.766Hz,
f2 ≈1.32Hz,
f3 ≈2.21Hz. 3.1. Encountering Plane Waves In order to diagnose growth of energy in the target mode we define a measure of
efficiency using the normal variables, themselves computed from the natural ones by
inverting (14) and (15): Fluids 2021, 6, 205 11 of 35 Ek(t) = ωkaka∗
k
H
,
(23) (23) where H is the full Hamiltonian, defined in Equation (12). We show maxt∈[0,500] EK1(t)
against K3 in Figure 2 for β = 1 and β = 0.75. A distinct, but narrow peak is observed near
the predicted resonant K3 (marked with vertical line). The efficiencies are around 1.5% at
the peak for β = 1, with the time series of EK(t) shown in Figure 3 demonstrating sustained
growth in mode aK1 over approximately 250 s in the resonant case, and no growth off
resonance. Of note is the width of the resonant peak in K3; coarser sampling of the initial
wavenumber (or frequency) space will likely miss the optimal value for the resonance
in the simulations. Due to nonlinear corrections the peak does not appear precisely at
K3 = 1250 2π
L but slightly displaced at K3 = 1248 2π
L ; namely, a difference in wavelength of
δλ ≈0.5 mm or in frequency δ f ≈0.0018 Hz. Figure 3 also shows the time series for the efficiency (or amplitude) of aK3. This shows
a decrease of energy at late time which is generic across all of the calculations and only
moderated slightly by the resonance. To determine which other nonlinear interactions
are important in this system we examine the wavenumber spectrum as a function of time,
plotted in Figure 4. Aside from K1, K2, K3 we can observe 2K2 having energy from early
time, and side-bands of K3 namely K3 ± δK with δK = 2K2 −K1 growing at late times due
to modulational instability. This is the reason for the decrease observed in aK3. Importantly
this is a background effect, present in all cases, and does not hinder the five-wave resonance
under consideration. To mimic the diagnostics available in a physical experiment we also seek evidence
of resonant transfer in a time series of a numerical ‘probe’ measurement of the surface
elevation, namely ζ(xp, t), where xp = L/2 + 2 m is the fixed location in the domain for
the probe. 3.1. Encountering Plane Waves The choice of xp is arbitrary in the plane wave case, however this choice is made
to be in keeping with the experiments in Section 4. The resonance should be observed
by an increase in the temporal linear frequency f1 in this measure. In order to diagnose
such growth we create a frequency-time figure using a wavelet transform in the form of a
‘scaleogram’. With a duration of t = 200 s, sampling 10,000 points in time and performing
a wavelet transform using Gabor wavelets with 48 oscillations, with a scale resolution of 11
frequency scales along with 64 voices per scale, we obtain Figure 5. Three cases are shown
(at the same K3 as the time series of Figure 3) which demonstrates, for f3 ≈2.206 Hz, the
growth in time of the signal with frequency f1, marked with a horizontal blue dashed line. A similar efficiency can be defined using this measure defined as the sum of the squares
of the scaleogram signals in Figure 5, on a strip of width 0.05f1 about f1 and between
t ∈[10,190], divided by the sum of squares over the whole range of frequencies, shown in
Figure 6. From these data emerges a qualitatively similar result as for the spatial Fourier
efficiency shown in Figure 2, with a distinct peak around K3 = 1248 2π
L . 12 of 35 Fluids 2021, 6, 205 (a)
(b)
Figure 2. The maximum efficiency max EK1as a function of starting K3 (or f3) for the numerical experiments considered. This demonstrates how narrow the peak transfer is at resonance in the discrete numerical case. (a) We show β = 1 (blue
circles), β = 0.75 (orange squares), and the encountering wave packets (‘A’ red triangle, defined in Equation (24), and ‘B’
green diamonds, defined in Equations (25)–(28)). Note the upper axis shows the equivalent frequency f3 =
p
gK3/2π and
the (b) plot shows the encountering wave packet case in isolation to better visualise the change in behaviour at resonance. (b) (a) (b) (a) Figure 2. The maximum efficiency max EK1as a function of starting K3 (or f3) for the numerical experiments considered. This demonstrates how narrow the peak transfer is at resonance in the discrete numerical case. 3.1. Encountering Plane Waves (a) We show β = 1 (blue
circles), β = 0.75 (orange squares), and the encountering wave packets (‘A’ red triangle, defined in Equation (24), and ‘B’
green diamonds, defined in Equations (25)–(28)). Note the upper axis shows the equivalent frequency f3 =
p
gK3/2π and
the (b) plot shows the encountering wave packet case in isolation to better visualise the change in behaviour at resonance. (a)
(b)
Figure 3. Time series for the efficiency Ek (23) (relative amplitude) for the K1 target mode (a) and K3 (b) under plane-wave
propagation. A clear increase of energy transfer is observed in K1 at the resonant frequency (f3/Hz ≈2.206, K3 = 1248 2π
L )
compared to off resonance (f3/Hz = 2.25, K3 = 1298 2π
L and f3/Hz = 2.15, K3 = 1185 2π
L ). (a) (b) (b) (a) Figure 3. Time series for the efficiency Ek (23) (relative amplitude) for the K1 target mode (a) and K3 (b) under plane-wave
propagation. A clear increase of energy transfer is observed in K1 at the resonant frequency (f3/Hz ≈2.206, K3 = 1248 2π
L )
compared to off resonance (f3/Hz = 2.25, K3 = 1298 2π
L and f3/Hz = 2.15, K3 = 1185 2π
L ). 13 of 35 Fluids 2021, 6, 205 Figure 4. Time dependent spatial Fourier spectra, |aK(t)|, with the pertinent modes annotated, as in Figure 3 an increase
of energy transfer is observed in K1 at the resonant frequency (f3/Hz ≈2.206, K3 = 1248 2π
L ) compared to off resonance
(f3/Hz = 2.25, K3 = 1298 2π
L and f3/Hz = 2.15, K3 = 1185 2π
L ). The decrease in K3 can be attributed to side-band
instability, present in all cases, but not impeding the five-wave resonance. Figure 4. Time dependent spatial Fourier spectra, |aK(t)|, with the pertinent modes annotated, as in Figure 3 an increase
of energy transfer is observed in K1 at the resonant frequency (f3/Hz ≈2.206, K3 = 1248 2π
L ) compared to off resonance
(f3/Hz = 2.25, K3 = 1298 2π
L and f3/Hz = 2.15, K3 = 1185 2π
L ). The decrease in K3 can be attributed to side-band
instability, present in all cases, but not impeding the five-wave resonance. (b) f3 = 2.206 Hz (RESONANT) (a) f3 = 2.150 Hz
(b) f3 = 2.206 Hz (RESONANT)
(c) f3 = 2.250 Hz
Figure 5. 3.1. Encountering Plane Waves Scaleograms for the plane-wave numerical probe data with t = 200 s, produced by sampling 10,000 time points
and performing a wavelet transform using Gabor wavelets with 48 oscillations, with a scale resolution of 11 frequency
scales along with 64 voices per scale. Vertical lines represent the initial and final times t = 10 s, 190 s for the calculation
of the efficiency to the target mode f1 that avoids spurious boundary effects. Horizontal lines represent the theoretical
frequencies f1, f3 and f4 stemming from the dispersion relation f (k) =
p
g|k|/2π for the wavevectors K1 = K3 −K2, K3
and K4 = K3 + K2. The width about the frequencies f1 and f4 is of the order ∆f = 0.05f. (c) f3 = 2.250 Hz (a) f3 = 2.150 Hz (b) f3 = 2.206 Hz (RESONANT) (a) f3 = 2.150 Hz (c) f3 = 2.250 Hz Figure 5. Scaleograms for the plane-wave numerical probe data with t = 200 s, produced by sampling 10,000 time points
and performing a wavelet transform using Gabor wavelets with 48 oscillations, with a scale resolution of 11 frequency
scales along with 64 voices per scale. Vertical lines represent the initial and final times t = 10 s, 190 s for the calculation
of the efficiency to the target mode f1 that avoids spurious boundary effects. Horizontal lines represent the theoretical
frequencies f1, f3 and f4 stemming from the dispersion relation f (k) =
p
g|k|/2π for the wavevectors K1 = K3 −K2, K3
and K4 = K3 + K2. The width about the frequencies f1 and f4 is of the order ∆f = 0.05f. 14 of 35 Fluids 2021, 6, 205 17
18
19
20
21
22
23
0.000
0.001
0.002
0.003
0.004
0.005
0.006
2.05
2.11
2.17
2.23
2.28
2.34
2.39
K3[m-1]
Efficiency
f3[Hz]
t∈[10s,190s] Eff f1
Figure 6. Efficiency as a function of the experiment, parameterised by the corresponding wavevector K3, for the plane-wave
case for a long time series [0, 200 s]. The efficiency is defined as the sum of the squares of the scaleogram signals in Figure 5,
on a strip of width 0.05f1 about f1 and between the vertical lines in the figure, divided by the sum of squares over the whole
range of frequencies, including f2 which is not shown. An efficiency of 0.006 corresponds to 0.6% efficiency. 3.1. Encountering Plane Waves The dashed
grey vertical line corresponds to the theoretical resonant case K1 : K2 : K3 = 16 : 9 : 25. 17
18
19
20
21
22
23
0.000
0.001
0.002
0.003
0.004
0.005
0.006
2.05
2.11
2.17
2.23
2.28
2.34
2.39
K3[m-1]
Efficiency
f3[Hz]
t∈[10s,190s] Eff f1 Figure 6. Efficiency as a function of the experiment, parameterised by the corresponding wavevector K3, for the plane-wave
case for a long time series [0, 200 s]. The efficiency is defined as the sum of the squares of the scaleogram signals in Figure 5,
on a strip of width 0.05f1 about f1 and between the vertical lines in the figure, divided by the sum of squares over the whole
range of frequencies, including f2 which is not shown. An efficiency of 0.006 corresponds to 0.6% efficiency. The dashed
grey vertical line corresponds to the theoretical resonant case K1 : K2 : K3 = 16 : 9 : 25. To finalise the plane-wave case we provide a piece of analysis that connects with
the theoretical derivation of the Hamiltonian system in the resonant case. Recall that for
the symmetric initial conditions we took, the resonant case is expected to be integrable. A useful integrability test is to plot variables that would normally behave independently,
except when the system is near integrable. To this end we provide joint probability
density functions over the simulation time t ∈[0, 200 s] of the quintet phase φ+(t) =
2φ2(t) + φ−2(t) −φ3(t) −φ−1(t) versus its time derivative dφ+
dt (t) in Figure 7. The resonant
case, f1 = 2.206 Hz, shows a clear reduction of the system’s dimension, evidencing the
onset of a coherent, near-integrable regime which we attribute to the resonance. (a) f3 = 2.150 Hz
(b) f3 = 2.206 Hz (RESONANT)
(c) f3 = 2.250 Hz
Figure 7. Joint probability density functions of the quintet phase φ+(t) versus its time derivative dφ+
dt (t), over the simulation time
t ∈[0, 200 s], for the cases f3/Hz = 2.150, 2.206 and 2.250 in the plane-wave case, corresponding to Figures 3 and 5. (a) f3 = 2.150 Hz (c) f3 = 2.250 Hz (b) f3 = 2.206 Hz (RESONANT) (a) f3 = 2.150 Hz (c) f3 = 2.250 Hz Figure 7. 3.2. Encountering Wave Packets In order to determine how reproducible the above result using plane waves may be
in a physical experiment, we adapt the initial condition of the previous section into two
types of spatially localised, propagating initial data. We wish to examine the joint effects of
the dispersion of waves from a source (wavemaker), the limited interaction time and the
limited spatial interaction region, due to the finiteness of the domain. The first such initial
condition we consider is a localised wave packet at the centre of the domain containing the
same wave content as in the planar case of the previous section, i.e., ζ(x, 0) =
ˆζK2eiK2x + ˆζK3eiK3x
e−36
x−x0
σ
30
,
Φ(x, 0) = 0 ,
(24) (24) with x0 = L/2 and σ = L/4 giving a packet occupying half of the domain, composed of
both left propagating waves (i.e., propagating towards −x direction) and right propagating
waves (i.e., propagating towards +x direction). This situation is close to the plane-wave
case: Setting progressively larger σ would interpolate towards plane waves. It is also
analogous to starting measurements in an experiment once the waves have encountered
and overlapped, but neglects any interactions which occur as they start to encounter. As
the waves propagate away from the centre of the domain the region nonlinearly interacting
shrinks until eventually the required waves are no longer coincident. This will be referred
to as the ‘A’ configuration. The ‘B’ configuration has similar half-domain localised wave packets, but now two
of them, which contain either left or right propagating waves in such a way as to have
encountering waves at the centre, i.e., ζr(x, 0) =
K2
4 g
1/4
aK2eiK2x +
K3
4 g
1/4
aK3eiK3x
! e−36( x−L/4
σ
)
30
,
(25)
Φr(x, 0) = −i
g
4 K2
1/4
aK2eiK2x +
g
4 K3
1/4
aK3eiK3x
! e−36( x−L/4
σ
)
30
,
(26)
ζl(x, 0) =
K2
4 g
1/4
a∗
−K2e−iK2x +
K3
4 g
1/4
a∗
−K3e−iK3x
! e−36( x−3L/4
σ
)
30
,
(27)
Φl(x, 0) = i
g
4 K2
1/4
a∗
−K2e−iK2x +
g
4 K3
1/4
a∗
−K3e−iK3x
! 3.1. Encountering Plane Waves Joint probability density functions of the quintet phase φ+(t) versus its time derivative dφ+
dt (t), over the simulation time
t ∈[0, 200 s], for the cases f3/Hz = 2.150, 2.206 and 2.250 in the plane-wave case, corresponding to Figures 3 and 5. Fluids 2021, 6, 205 15 of 35 15 of 35 A careful investigation of the source of this coherence shows that it really arises due
to the increase in amplitude felt by aK1 at resonance. Off resonance the phase rotates with a
greater deal of variability, since the complex amplitude is closer to the origin, than in the
resonant case where aK1 has larger absolute value and therefore rotates at a more consistent
rate, given by the linear frequency ωK. Notice also that in the symmetrical “encountering
waves” setup studied in our numerical simulations, the symmetry φ−j = −φj is valid at all
times. This leads to the identity φ+ = φ1 + φ2 −φ3, indicating that the 5-wave resonance is
directly related to a phase locking between the three basic waves. 3.2. Encountering Wave Packets e−36( x−3L/4
σ
)
30
,
(28) (25) (26) (27) (28) where the subscripts r and l are the right and left propagating packets, respectively, and the
centre of each packet is x0 = L/4 from the centre. The full initial condition is ζ = ζr + ζl
and φ = φr + φl, see upper panel of Figure 8. This configuration will therefore capture
more dispersion and temporal behaviour as the waves propagate across one another, but
will have have a smaller overall region at any given time where the necessary waves are
coincident. Between these two configurations we have convenient middle ground between
the plane wave case and the full physical experiment, to help ascertain where differences
are observed and perhaps show how to design better experiments in the future. Fluids 2021, 6, 205 16 of 35 16 of 35 Figure 8. Snapshots of the surface elevation ζ(x, t) at various times the ‘A’ configuration (left) and the ‘B’ configuration
(right) of initial coincident wave packets given in Equations (24)–(28). The numerical ‘probes’ are located at x = 198 and
x = 202 to be 2 m either side of the domain centre, in-keeping with the experiments of Section 4 . We perform the same parameterised sweep of f3 as in Section 3.1 to intersect the
resonance condition and seek increased transfer efficiency. max EK1 is shown in Figure 2
along side the plane wave case and time series are shown in Figure 9. The efficiency is now
much lower but a broader peak persists case A showing a stronger signal than B Now Figure 8. Snapshots of the surface elevation ζ(x, t) at various times the ‘A’ configuration (left) and the ‘B’ configuration
(right) of initial coincident wave packets given in Equations (24)–(28). The numerical ‘probes’ are located at x = 198 and
x = 202 to be 2 m either side of the domain centre, in-keeping with the experiments of Section 4 . Figure 8. Snapshots of the surface elevation ζ(x, t) at various times the ‘A’ configuration (left) and the ‘B’ configuration
(right) of initial coincident wave packets given in Equations (24)–(28). The numerical ‘probes’ are located at x = 198 and
x = 202 to be 2 m either side of the domain centre, in-keeping with the experiments of Section 4 . 3.2. Encountering Wave Packets We perform the same parameterised sweep of f3 as in Section 3.1 to intersect the
resonance condition and seek increased transfer efficiency. max EK1 is shown in Figure 2
along side the plane wave case and time series are shown in Figure 9. The efficiency is now
much lower but a broader peak persists, case A showing a stronger signal than B. Now
the time series demonstrates, in both cases but less pronounced in case A, that growth into
K1 is more transient and less sustained than in the plane case, the peak in |aK1| occurring
within the first 10–20 s. The reduction in overall efficiency and reduction in sustained growth is, of course, to
be expected since the interaction is now localised in space and is not globally instantaneous Fluids 2021, 6, 205 17 of 35 across the domain as in the plane wave case. In addition, although the initial local surface
elevations are comparable the overall energy content in the modes is reduced by the
localising kernel used to create the individual packets. Finally it should be noted that the
initial spectrum is broadened by the localisation, this means that first there is a wider range
of K3 experiencing resonant (or quasi-resonant) transfer, but also it is possible for more
than just the single target K1 to experience resonant growth. We may take this into account
by allowing more modes to contribute to the efficiency definition about the central K1. However a better approach, having established that some resonant interactions do persist
is to return to the wavelet, scaleogram, wave probe analysis as described above and see if
we can observe transfers using a local measure of the surface height. (a) ‘A’ configuration
(b) ‘B’ configuration
Figure 9. Time series for the efficiency Ek (23) (relative amplitude) for the K1 target mode for encountering wave-packets,
case A on the left and B on the right. In case A the peak of energy transfer observed in K1 is at the frequency (f3/Hz ≈2.204,
K3 = 1246 2π
L ) and is here compared to off resonance (f3/Hz = 2.22, K3 = 1264 2π
L and f3/Hz = 2.185, K3 = 1224 2π
L ). 3.2. Encountering Wave Packets In case B the peak of energy transfer observed in K1 is at the frequency (f3/Hz ≈2.22, K3 = 1264 2π
L ) and is here compared
to off resonance (f3/Hz = 2.25, K3 = 1298 2π
L and f3/Hz = 2.172, K3 = 1210 2π
L ). (b) ‘B’ configuration (a) ‘A’ configuration (a) ‘A’ configuration (b) ‘B’ configuration (b) ‘B’ configuration (a) Figure 9. Time series for the efficiency Ek (23) (relative amplitude) for the K1 target mode for encountering wave-packets,
case A on the left and B on the right. In case A the peak of energy transfer observed in K1 is at the frequency (f3/Hz ≈2.204,
K3 = 1246 2π
L ) and is here compared to off resonance (f3/Hz = 2.22, K3 = 1264 2π
L and f3/Hz = 2.185, K3 = 1224 2π
L ). In case B the peak of energy transfer observed in K1 is at the frequency (f3/Hz ≈2.22, K3 = 1264 2π
L ) and is here compared
to off resonance (f3/Hz = 2.25, K3 = 1298 2π
L and f3/Hz = 2.172, K3 = 1210 2π
L ). Given the moderately stronger signal in the efficiency EK using the A initial condition,
we analyse the probe measurements from this case. We now use two probe locations
xp = L/2 ± 2m first to correspond to the physical experiments in the proceeding section,
but also noticing that a symmetry breaking occurs, with a more definite peak in the wavelet
based efficiency in the left hand probe at L/2 −2m as shown in the scaleograms in Figure 10
and the ‘sum of squares’ efficiency in Figure 11. Figure 10 shows the same 3 cases as in Figure 9a and the initial frequency f3 is in
evidence. Naturally, due to the broadening of the spectrum and the shorter time window in
which the waves will be encountering the probe, the scaleogram shows a far more scattered
set of frequencies. As described the left hand probe shows a discernible brightness about
the target f1 line for f3 = 2.204 Hz where the peak in EK1 is also observed in Figure 2,
however this is not easily seen in the right hand probe. This opens up some interesting
questions about symmetry breaking and measurement for a physical experiment. 3.2. Encountering Wave Packets The
symmetry breaking presumably arises due to numerical error in preparing the localised
initial condition and/or due to instability of the localised initial condition, including
processes due to nonlinear interactions. There are other frequencies in these plots at
which a coherent signal is observed; these are due to other nonlinear interactions, e.g., the
side-band instability at K3 ± δK described earlier, which we will not elaborate upon here. y
p
From these results we may conclude that quite long interaction times and regions will
be required to make definitive observations of a five-wave resonance of this type. 18 of 35 Fluids 2021, 6, 205 (a) Left Probe, f3 = 2.185 Hz
(b) Right Probe, f3 = 2.185 Hz
(c) Left Probe, f3 = 2.204 Hz
(d) Right Probe, f3 = 2.204 Hz
(e) Left Probe, f3 = 2.220 Hz
(f) Right Probe, f3 = 2.220 Hz
ure 10. Scaleograms for measurements of probe 1 (left panels) and probe 2 (right panels), for three numerical wave
ket experiments close to the resonance. Frequencies are displayed in the vertical axis and time in the horizontal axis
zontal lines represent the theoretical frequencies f1, f3 and f4 stemming from the dispersion relation f (k) =
p
g|k|/2π
he wavevectors K1 = K3 −K2, K3 and K4 = K3 + K2. The rows from top to bottom correspond to experiments with
Hz = 2.185, 2.204, 2.220 chosen to correspond to the time series in Figure 9. Vertical lines represent the initial and final
s t = 10 s, 190 s for the calculation of the efficiency to the target mode f1 that avoids spurious boundary effects. (a) Left Probe, f3 = 2.185 Hz (b) Right Probe, f3 = 2.185 Hz (a) Left Probe, f3 = 2.185 Hz (b) Right Probe, f3 = 2.185 Hz (d) Right Probe, f3 = 2.204 Hz (c) Left Probe, f3 = 2.204 Hz (c) Left Probe, f3 = 2.204 Hz (d) Right Probe, f3 = 2.204 Hz (f) Right Probe, f3 = 2.220 Hz (e) Left Probe, f3 = 2.220 Hz (e) Left Probe, f3 = 2.220 Hz (f) Right Probe, f3 = 2.220 Hz Figure 10. Scaleograms for measurements of probe 1 (left panels) and probe 2 (right panels), for three numerical wave
packet experiments close to the resonance. Frequencies are displayed in the vertical axis and time in the horizontal axis. 3.2. Encountering Wave Packets Horizontal lines represent the theoretical frequencies f1, f3 and f4 stemming from the dispersion relation f (k) =
p
g|k|/2π
for the wavevectors K1 = K3 −K2, K3 and K4 = K3 + K2. The rows from top to bottom correspond to experiments with
f3/Hz = 2.185, 2.204, 2.220 chosen to correspond to the time series in Figure 9. Vertical lines represent the initial and final
times t = 10 s, 190 s for the calculation of the efficiency to the target mode f1 that avoids spurious boundary effects. 19 of 35 Fluids 2021, 6, 205 18.0
18.5
19.0
19.5
20.0
0.00
0.02
0.04
0.06
0.08
0.10
2.11
2.14
2.17
2.2
2.23
K3[m-1]
Efficiency
f3[Hz]
t∈[10s,190s] Eff f1 Probe 1
t∈[10s,190s] Eff f1 Probe 2
Figure 11. Efficiency as a function of the numerical experiment, for each probe, parameterised by the corresponding
wavevector K3, for the encountering wavepackets case for a long time series [0, 200 s]. The efficiency is defined as the sum
of the squares of the scaleogram signals in Figure 10, on a strip of width 0.05f1 about f1 and between the vertical lines
in the figure, divided by the sum of squares over the whole range of frequencies, including f2 which is not shown. An
efficiency of 0.10 corresponds to 10% efficiency. The dashed grey vertical line corresponds to the theoretical resonant case
K1 : K2 : K3 = 16 : 9 : 25. 18.0
18.5
19.0
19.5
20.0
0.00
0.02
0.04
0.06
0.08
0.10
2.11
2.14
2.17
2.2
2.23
K3[m-1]
Efficiency
f3[Hz]
t∈[10s,190s] Eff f1 Probe 1
t∈[10s,190s] Eff f1 Probe 2 t∈[10s,190s] Eff f1 Probe 1
t∈[10s,190s] Eff f1 Probe 2 Figure 11. Efficiency as a function of the numerical experiment, for each probe, parameterised by the corresponding
wavevector K3, for the encountering wavepackets case for a long time series [0, 200 s]. The efficiency is defined as the sum
of the squares of the scaleogram signals in Figure 10, on a strip of width 0.05f1 about f1 and between the vertical lines
in the figure, divided by the sum of squares over the whole range of frequencies, including f2 which is not shown. An
efficiency of 0.10 corresponds to 10% efficiency. The dashed grey vertical line corresponds to the theoretical resonant case
K1 : K2 : K3 = 16 : 9 : 25. 4. Experiments We performed preliminary experiments in a water wave tank to search for this res-
onance. The experimental setup, shown in Figure 12, consists of a linear wave tank
(length = 35 m) with identical right-angle wedges (wavemakers) on each end that are os-
cillated vertically. The water mass at rest has a depth of 0.55 m. Two probes are located
symmetrically at a distance of 15.5 m from the corresponding nearest end. The distance
between the probes is 4 m. Figure 12. Diagram of the experimental setup, including probe #1 and probe #2. Note N denotes north end; S indicates
south end. Unit: Metres. Figure 12. Diagram of the experimental setup, including probe #1 and probe #2. Note N denotes north end; S indicates
south end. Unit: Metres. See, in Appendix B, probe calibration curves and consistency tests. Encountering Wavepacket Experiments In our experiments the water depth is finite and therefore one should use the gravity-
wave dispersion relation 2π f (k) =
p
gk tanh(kh), where g = 9.8 m s−1 is the accel-
eration of gravity and h = 0.55 m is the water depth. However, for the frequencies
studied (f ≥1.33 Hz) the relative error with respect to the infinite-depth approximation
2π f (k) =
p
g|k| is less than 10−5 so we can use this latter approximation. Equivalently, for Fluids 2021, 6, 205 20 of 35 20 of 35 the frequencies tested, deep water can be assumed. We perform 9 experiments. On each
experiment, the two wavemakers operate with the same oscillation pattern: the frequencies tested, deep water can be assumed. We perform 9 experiments. On each
experiment, the two wavemakers operate with the same oscillation pattern: η(t) = A2 cos(2π f2t) + A3 cos(2π f3t) , η(t) = A2 cos(2π f2t) + A3 cos(2π f3t) , η(t) = A2 cos(2π f2t) + A3 cos(2π f3t) , consisting of the sum of two monochromatic oscillations: The first one with a base fixed
frequency f2 = 1.33 Hz corresponding to wavevectors ±K2 = ±7.131 m−1 and with a
fixed amplitude of approximately A2 ≈0.06/K2 (so steepness is A2K2 = 0.06), while the
second one has a changeable frequency f3, depending on the experiment, and a changeable
amplitude A3 ≈0.12/K3 again so that the steepness is fixed at 0.12. Table 1 summarises
the range of values of wavemaker frequencies f3 used in the 9 experiments, with the
corresponding amplitudes A3 used. Table 1. For each experiment, frequency f3 along with the wavemaker oscillation amplitude A3,
chosen so that A3K3 ≈0.12, where K3 = 4π2g−1 f 2
3 is the wavenumber. In the last column, the
theoretical target frequency f1 =
p
gK1/2π that would be observed if wavenumber K1 = K3 −K2
was produced. We highlight in boldface the resonant case f1 : f2 : f3 = 4 : 3 : 5, corresponding to
Equation (16). Encountering Wavepacket Experiments Experiment
f3 (Hz)
A3 (cm)
Target f1 (Hz)
Exp 1
2.05
0.71
1.56
Exp 2
2.08
0.69
1.60
Exp 3
2.10
0.68
1.62
Exp 4
2.15
0.64
1.69
Exp 5
2.185
0.62
1.73
Exp 6
2.22
0.60
1.78
Exp 7
2.25
0.59
1.81
Exp 8
2.30
0.56
1.88
Exp 9
2.35
0.54
1.94 In each experiment, therefore, as a result of the wavemakers’ activity, two encountering
wave trains with central wavevectors K2, K3, −K2, −K3 will approach the probes, and will
eventually encounter each other, triggering nonlinear interactions. If the theory is correct,
when K3/K2 = 25/9 the five-wave resonance should produce waves with wavevectors
±K1 = ±16K2/9, as explained in Equation (16). The frequencies are proportional to the
square roots of the wavenumbers, and as explained in the text right after Equation (16),
at resonance we would have f1 : f2 : f3 = 4 : 3 : 5. Now, eventually these daughter
waves would reach the probes, which would record a signal with frequency f1,reso = 4f2/3. Theoretically, this five-wave resonance should occur near Experiment 6, because in that
experiment we have K3 = 4π2g−1 f 2
3 = 19.85 m−1 and as K2 = 7.131 m−1, we would
get K3/K2 ≈2.78 which is very close to 25/9. Similarly, the corresponding frequency
of the oscillations produced by the nonlinear resonant interactions, f1 =
p
gK1/2π =
p
g(K3 −K2)/2π ≈1.78 Hz, would be very close to f1,reso = 4f2/3 ≈1.77 Hz. p
g(
)
y
f ,
f
Probe measurements are started when the wavepackets reach the probes. For each
experiment we perform measurements on each probe, at intervals of ∆t = 0.02 s and
during a time of 81.9 s, corresponding to a total of N = 4096 data points per probe per
experiment. Figure 13 shows the time series for experiment 7, which is the one that shows a
stronger signal for the target frequency f1, as we will see when we analyse the scalograms. From the time series we can see that the two probes’ measured oscillations are quite close
and in phase: The dominant frequency in the plot is f2 = 1.33 Hz corresponding to the
wavevectors ±K2. Modulations about this main frequency correspond to a combination
of frequencies f3 and f1 along with a spectrum of less important frequencies, including
harmonics. Encountering Wavepacket Experiments The fact that the two probes’ signals are not exactly the same is reminiscent
of the symmetry breaking observed in the numerical case, and may be due to slight Fluids 2021, 6, 205 21 of 35 21 of 35 differences in the experimental conditions and the subsequent nonlinear amplification of
these differences. differences in the experimental conditions and the subsequent nonlinear amplification of
these differences. As the fastest waves are the ones with wavevectors ±K2 (at the fixed frequency
f2 = 1.33 Hz in the experiment), one can assume these waves will reach the probes first. We recall that, in the experiments, the initial measurement time t = 0 corresponds precisely
to the time when the waves reach the probes for the first time. As the group velocity of the
waves with wavevectors ±K3 is less than the group velocity of the waves with wavevectors
±K2, we expect to see no effect from the nonlinear interactions (and in particular no
generation of ±K1 wavevectors) in the early stages. To be more precise, a simple analysis
of the five-wave resonance Equation (16) shows that nonlinearly-produced wavevectors
±K1 could be measured by the probes from the moment the wavevectors ±K3 reach the
probes. This time can be calculated explicitly for each experiment, giving, for experiments
1 to 9, t0 = {14.44, 15.04, 15.44, 16.44, 17.14, 17.84, 18.42, 19.42, 20.42} s. The leftmost vertical
marker line in Figure 13 corresponds to this “first measurement” time. It is also evident from Figure 13 that wave amplitudes become larger near t ≈60 s. This is due to the reflected wavepackets with wavevectors ±K2, which after reflection
from the walls of the tank arrive back at the probes. After this time we expect a stronger
signal for the nonlinearly-produced wavevectors ±K1 in the probes. The time this happens
is t1 = 59.38 s, independent from the experiment. The rightmost vertical marker line in
Figure 13 corresponds to this “second measurement” time.
[
]
-
-
η() []
Figure 13. Plots of the probe measurements for experiment number 7. Encountering Wavepacket Experiments The vertical lines correspond to the first time t0 the
wavepackets with wavevectors ±K3 arrive at the probes (leftmost line), and the time t1 the wavepackets with wavevectors
±K2 arrive at the probes after reflection from the walls of the tank (rightmost line). η() [] [
] Figure 13. Plots of the probe measurements for experiment number 7. The vertical lines correspond to the first time t0 the
wavepackets with wavevectors ±K3 arrive at the probes (leftmost line), and the time t1 the wavepackets with wavevectors
±K2 arrive at the probes after reflection from the walls of the tank (rightmost line). In order to understand the frequency content of these signals, we apply a wavelet
transform on them. Wavelet scaleograms show the time evolution of the energy content Fluids 2021, 6, 205 22 of 35 22 of 35 over a range of frequencies. By trial and error we found that a good compromise is struck
between frequency resolution and time resolution in the wavelet transform by choosing a
Gabor wavelet with 96 oscillations and with the usual scale resolution of log2(4096/2) = 11
and a total of 256 voices per scale. Before analysing the real data, Figure 14 shows density-
plot scaleograms corresponding to artificial signals containing only four frequencies: (29) σartif(t) = 10 sin(2π f2t) + 3 sin(2π f3t) + 0.3 sin(2π f1t) + 0.3 sin(2π f4t) ,
(29) where f3 is chosen from the list in Table 1 and f1, f4 are two possible target frequencies
defined in terms of the dispersion relation by 2π f1 =
p
gK1 and 2π f4 =
p
gK4, where
K1 = K3 −K2 and K4 = K3 + K2 are target wavevectors that could be generated by
nonlinear interactions in the experiments (notice that 2π f3 =
p
gK3 defines the wavevector
K3). Apart from f2 = 1.33 Hz which is fixed, these frequencies depend on the experiment
(but are completely determined by it) according to Table 1. The scaleograms show spurious
boundary effects at early and late times for the frequency f3. For the frequencies f1 and f4
the boundary effects are minimal. The plots show that these two frequencies are resolved
within a band of width ∆f = 0.09f. Thus, a real signal from the experiments at a given
frequency will be expected to have a comparable width. Encountering Wavepacket Experiments This will be useful when estimating
the relative energy in a frequency. In Figures 15–17 we show the scaleograms obtained from probe 1 data (left panels) and
probe 2 data (right panels). For each panel, vertical lines analogous to those in Figure 13
indicate the theoretical first time t0 when nonlinearly produced target frequency f1 due
to the five-wave resonance can be measured by the probes (leftmost line), the theoretical
time t1 when the wavepackets arrive back at the probes after reflecting from the tank
walls (middle line), and the time beyond which the scaleograms show spurious boundary
effects, as evidenced in Figure 14 (rightmost line). The figures also show horizontal
lines corresponding to the theoretical frequencies f1, f3, f4 derived from the wavevectors
±K1, ±K3, ±K4, and a theoretical harmonic f1 + f2. It is apparent that experiment 6 shows
some activity in the f1 line, as well as the line f1 + f2. However, the next experiment
(number 7) shows a more convincing signal at f1, apparently resolved, particularly at the
late stages after t = t1 = 59.38 s. g
In order to provide a more quantitative measure of the signals shown by the scale-
ograms, we calculate the relative energy of the wavelet transforms that are plotted in the
scaleograms, for the frequency f1. We do this by defining an early-time energy by the
sum of squares between t = t0 and t = t1 = 59.38 s, and on a strip of width ∆f = 0.09f1
about f1. We then divide this energy by the total energy over the time interval [t0, 59.38 s]
and over the whole frequency range (including f2 which is not shown). The result is an
“early-time efficiency” which we plot in Figure 18, dashed lines, for each probe. Similarly,
we define a late-time energy by the sum of squares between t = t1 = 59.38 s and t = 77.92 s,
and on a strip of width ∆f = 0.09f1 about f1. We then divide this energy by the total energy
over the time interval [59.38 s, 77.92 s] and over the whole frequency range (including f2,
not shown). The result is a “late-time efficiency” which we plot in Figure 18, solid lines,
for each probe. Encountering Wavepacket Experiments It is evident from these plots that there is an efficiency peak that stands
out, and although it is modest (0.5% efficiency) it nevertheless shows that considering
the short times involved there is scope for a measurement of the theoretical five-wave
resonance, perhaps in a larger tank and with larger amplitudes so that the effect can be
clearly obtained. 23 of 35 Fluids 2021, 6, 205 (a) Mock Exp 1: f3 = 2.05 Hz
(b) Mock Exp 2: f3 = 2.08 Hz
(c) Mock Exp 3: f3 = 2.10 Hz
(d) Mock Exp 4: f3 = 2.15 Hz
(e) Mock Exp 5: f3 = 2.185 Hz
(f) Mock Exp 6: f3 = 2.22 Hz
(g) Mock Exp 7: f3 = 2.25 Hz
(h) Mock Exp 8: f3 = 2.30 Hz
(i) Mock Exp 9: f3 = 2.35 Hz
Figure 14. Scaleograms for the artificial signal, Equation (29), mimicking three of the main frequencies found in the
experiments: f1, f3, f4. The width about the frequencies f1 and f4 is of the order ∆f = 0.09f and is due to the way the
scaleogram is produced. The following comments apply to all scaleogram figures in this section. The colormaps indicate
the amplitude of the scaleograms. The scaleograms are produced by sampling the artificial signal using 4096 time points
and performing a continuous wavelet transform using Gabor wavelets with 96 oscillations, with a scale resolution of 11
frequency scales along with 256 voices per scale. Encountering Wavepacket Experiments (a) Mock Exp 1: f3 = 2.05 Hz (b) Mock Exp 2: f3 = 2.08 Hz (c) Mock Exp 3: f3 = 2.10 Hz (c) Mock Exp 3: f3 = 2.10 Hz (b) Mock Exp 2: f3 = 2.08 Hz (a) Mock Exp 1: f3 = 2.05 Hz (b) Mock Exp 2: f3 = 2.08 Hz
(e) Mock Exp 5: f3 = 2.185 Hz (c) Mock Exp 3: f3 = 2.10 Hz
(f) Mock Exp 6: f3 = 2.22 Hz ( )
p
f3
(d) Mock Exp 4: f3 = 2.15 Hz (d) Mock Exp 4: f3 = 2.15 Hz (f) Mock Exp 6: f3 = 2.22 Hz (e) Mock Exp 5: f3 = 2.185 Hz (h) Mock Exp 8: f3 = 2.30 Hz (i) Mock Exp 9: f3 = 2.35 Hz (g) Mock Exp 7: f3 = 2.25 Hz (h) Mock Exp 8: f3 = 2.30 Hz (i) Mock Exp 9: f3 = 2.35 Hz (g) Mock Exp 7: f3 = 2.25 Hz Figure 14. Scaleograms for the artificial signal, Equation (29), mimicking three of the main frequencies found in the
experiments: f1, f3, f4. The width about the frequencies f1 and f4 is of the order ∆f = 0.09f and is due to the way the
scaleogram is produced. The following comments apply to all scaleogram figures in this section. The colormaps indicate
the amplitude of the scaleograms. The scaleograms are produced by sampling the artificial signal using 4096 time points
and performing a continuous wavelet transform using Gabor wavelets with 96 oscillations, with a scale resolution of 11
frequency scales along with 256 voices per scale. 24 of 35 Fluids 2021, 6, 205 (a) Probe 1, Exp 1: f3 = 2.05 Hz
(b) Probe 2, Exp 1: f3 = 2.05 Hz
(c) Probe 1, Exp 2: f3 = 2.08 Hz
(d) Probe 2, Exp 2: f3 = 2.08 Hz
(e) Probe 1, Exp 3: f3 = 2.1 Hz
(f) Probe 2, Exp 3: f3 = 2.1 Hz
ure 15. Scaleograms for measurements of probe 1 (left panels) and probe 2 (right panels), for experiments 1, 2 and
quencies are displayed in the vertical axis and time in the horizontal axis. Three of the main frequencies found in th
eriments are marked in each panel: f1, f3, f4, along with f1 + f2 for reference. Encountering Wavepacket Experiments The rows from top to bottom correspon
xperiments 1, 2 and 3: Starting from the top, f3/Hz = 2.05, 2.08, 2.1. The three vertical lines correspond, from left t
t, to: (i) The theoretical time (which depends on the experiment) when the first nonlinearly-produced wavepacke
h central wavenumbers ±K1 arrive at the probes; (ii) the theoretical time (which is fixed) when the first wavepacke
h central wavenumbers ±K2 arrive at the probes after reflecting from the ends of the tank; (iii) the fixed time when th
ficial signal’s scalogram shows a significant departure from the expected frequencies. See further comments on th
rmaps and details of scaleogram calculations in the caption of Figure 14. (b) Probe 2, Exp 1: f3 = 2.05 Hz (a) Probe 1, Exp 1: f3 = 2.05 Hz (a) Probe 1, Exp 1: f3 = 2.05 Hz (b) Probe 2, Exp 1: f3 = 2.05 Hz (d) Probe 2, Exp 2: f3 = 2.08 Hz (c) Probe 1, Exp 2: f3 = 2.08 Hz (c) Probe 1, Exp 2: f3 = 2.08 Hz (d) Probe 2, Exp 2: f3 = 2.08 Hz (f) Probe 2, Exp 3: f3 = 2.1 Hz (e) Probe 1, Exp 3: f3 = 2.1 Hz (e) Probe 1, Exp 3: f3 = 2.1 Hz (f) Probe 2, Exp 3: f3 = 2.1 Hz Figure 15. Scaleograms for measurements of probe 1 (left panels) and probe 2 (right panels), for experiments 1, 2 and 3. Frequencies are displayed in the vertical axis and time in the horizontal axis. Three of the main frequencies found in the
experiments are marked in each panel: f1, f3, f4, along with f1 + f2 for reference. The rows from top to bottom correspond
to experiments 1, 2 and 3: Starting from the top, f3/Hz = 2.05, 2.08, 2.1. The three vertical lines correspond, from left to
right, to: (i) The theoretical time (which depends on the experiment) when the first nonlinearly-produced wavepackets
with central wavenumbers ±K1 arrive at the probes; (ii) the theoretical time (which is fixed) when the first wavepackets
with central wavenumbers ±K2 arrive at the probes after reflecting from the ends of the tank; (iii) the fixed time when the
artificial signal’s scalogram shows a significant departure from the expected frequencies. See further comments on the
colormaps and details of scaleogram calculations in the caption of Figure 14. Figure 15. Encountering Wavepacket Experiments Scaleograms for measurements of probe 1 (left panels) and probe 2 (right panels), for experiments 1, 2 and 3. Frequencies are displayed in the vertical axis and time in the horizontal axis. Three of the main frequencies found in the
experiments are marked in each panel: f1, f3, f4, along with f1 + f2 for reference. The rows from top to bottom correspond
to experiments 1, 2 and 3: Starting from the top, f3/Hz = 2.05, 2.08, 2.1. The three vertical lines correspond, from left to
right, to: (i) The theoretical time (which depends on the experiment) when the first nonlinearly-produced wavepackets
with central wavenumbers ±K1 arrive at the probes; (ii) the theoretical time (which is fixed) when the first wavepackets
with central wavenumbers ±K2 arrive at the probes after reflecting from the ends of the tank; (iii) the fixed time when the
artificial signal’s scalogram shows a significant departure from the expected frequencies. See further comments on the
colormaps and details of scaleogram calculations in the caption of Figure 14. Fluids 2021, 6, 205 25 of 35 luids 2021, 6, 205
25 of 35
(a) Probe 1, Exp 4: f3 = 2.15 Hz
(b) Probe 2, Exp 4: f3 = 2.15 Hz
(c) Probe 1, Exp 5: f3 = 2.185 Hz
(d) Probe 2, Exp 5: f3 = 2.185 Hz
(e) Probe 1, Exp 6: f3 = 2.22 Hz
(f) Probe 2, Exp 6: f3 = 2.22 Hz
Figure 16. Same description as in the caption of Figure 15, but for experiments 4, 5 and 6, corresponding to
f3/Hz = 2.15, 2.185, 2.22, respectively. (b) (b) Probe 2, Exp 4: f3 = 2.15 Hz (b) (a) Probe 1, Exp 4: f3 = 2.15 Hz (b) (a) Probe 1, Exp 4: f3 = 2.15 Hz
(c) P
b 1 E
5 f
2 185 H (c) Probe 1, Exp 5: f3 = 2.185 Hz (d) Probe 2, Exp 5: f3 = 2.185 Hz (c) Probe 1, Exp 5: f3 = 2.185 Hz
(d) Probe 2, Exp 5: f3 = 2.185 Hz
(e) Probe 1, Exp 6: f3 = 2.22 Hz
(f) Probe 2, Exp 6: f3 = 2.22 Hz
Figure 16. Same description as in the caption of Figure 15, but for experiments 4, 5 and 6, corresponding to
f3/Hz = 2.15, 2.185, 2.22, respectively. Encountering Wavepacket Experiments (e) Probe 1, Exp 6: f3 = 2.22 Hz (f) Probe 2, Exp 6: f3 = 2.22 Hz (e) Probe 1, Exp 6: f3 = 2.22 Hz (e) Probe 1, Exp 6: f3 = 2.22 Hz Figure 16. Same description as in the caption of Figure 15, but for experiments 4, 5 and 6, corresponding to
f3/Hz = 2.15, 2.185, 2.22, respectively. Fluids 2021, 6, 205 26 of 35 luids 2021, 6, 205
26 of 35
(a) Probe 1, Exp 7: f3 = 2.25 Hz
(b) Probe 2, Exp 7: f3 = 2.25 Hz
(c) Probe 1, Exp 8: f3 = 2.3 Hz
(d) Probe 2, Exp 8: f3 = 2.3 Hz
(e) Probe 1, Exp 9: f3 = 2.35 Hz
(f) Probe 2, Exp 9: f3 = 2.35 Hz
Figure 17. Same description as in the caption of Figure 15, but for experiments 7, 8 and 9, corresponding to
f3/Hz = 2.25, 2.3, 2.35, respectively. (b) (a) Probe 1, Exp 7: f3 = 2.25 Hz (b) Probe 2, Exp 7: f3 = 2.25 Hz (b) (a) Probe 1, Exp 7: f3 = 2.25 Hz (d) Probe 2, Exp 8: f3 = 2.3 Hz (c) Probe 1, Exp 8: f3 = 2.3 Hz (c) Probe 1, Exp 8: f3 = 2.3 Hz
(e) Probe 1, Exp 9: f3 = 2.35 Hz (f) Probe 2, Exp 9: f3 = 2.35 Hz (f) Probe 2, Exp 9: f3 = 2.35 Hz (e) Probe 1, Exp 9: f3 = 2.35 Hz Figure 17. Same description as in the caption of Figure 15, but for experiments 7, 8 and 9, corresponding to
f3/Hz = 2.25, 2.3, 2.35, respectively. 27 of 35 Fluids 2021, 6, 205 17
18
19
20
21
22
0.000
0.001
0.002
0.003
0.004
0.005
2.05
2.11
2.17
2.23
2.28
2.34
K3[m-1]
Efficiency
f3[Hz]
t∈[59.36s, 77.92s] Eff f1 Probe 1
t∈[59.36s, 77.92s] Eff f1 Probe 2
t∈[t0,59.36s] Eff f1 Probe 1
t∈[t0,59.36s] Eff f1 Probe 2
Figure 18. Efficiency as a function of the experiment, for the two probes and for early (dashed lines) and late (solid
lines) measurements. An efficiency of 0.005 corresponds to 0.5% efficiency. The initial time for the early measurements is
the theoretical time (which depends on the experiment) when the first nonlinearly-produced wavepackets with central
wavenumbers ±K1 arrive at the probes: For the 9 experiments, t0 = {14.44, 15.04, 15.44, 16.44, 17.14, 17.84, 18.42, 19.42, 20.42}
s. Encountering Wavepacket Experiments The final time for the early measurements is the theoretical time (which is fixed) when the first wavepackets with central
wavenumbers ±K2 arrive at the probes after reflecting from the ends of the tank. The dashed grey vertical line corresponds
to the theoretical resonant case K1 : K2 : K3 = 16 : 9 : 25. 17
18
19
20
21
22
0.000
0.001
0.002
0.003
0.004
0.005
2.05
2.11
2.17
2.23
2.28
2.34
K3[m-1]
Efficiency
f3[Hz]
t∈[59.36s, 77.92s] Eff f1 Probe 1
t∈[59.36s, 77.92s] Eff f1 Probe 2
t∈[t0,59.36s] Eff f1 Probe 1
t∈[t0,59.36s] Eff f1 Probe 2 Figure 18. Efficiency as a function of the experiment, for the two probes and for early (dashed lines) and late (solid
lines) measurements. An efficiency of 0.005 corresponds to 0.5% efficiency. The initial time for the early measurements is
the theoretical time (which depends on the experiment) when the first nonlinearly-produced wavepackets with central
wavenumbers ±K1 arrive at the probes: For the 9 experiments, t0 = {14.44, 15.04, 15.44, 16.44, 17.14, 17.84, 18.42, 19.42, 20.42}
s. The final time for the early measurements is the theoretical time (which is fixed) when the first wavepackets with central
wavenumbers ±K2 arrive at the probes after reflecting from the ends of the tank. The dashed grey vertical line corresponds
to the theoretical resonant case K1 : K2 : K3 = 16 : 9 : 25. 5. Conclusions and Discussion •
On the experimental front the main difficulty is to fine tune the amplitudes and
frequencies in order to capture the resonance, but we got this from hindsight. Our
preliminary experiments seem to show that the resonance exists physically, although
as can be seen in Figure 18, the efficiency is relatively small. We learned from our more recent numerical experiments that the resonance peak
has a narrow width. For this reason we propose to conduct experiments in much longer
wave flumes with much larger amplitudes of lower frequency waves. In addition, the
study of the second resonant quintet (17) obtained theoretically, and/or the exploration of
optimal initial conditions, may make it easier to find a resonance in experiments as well as
numerical simulations. In future work we plan to extend this type of minimal search to
gravity-capillary waves and to gravity waves in two-dimensional propagation. We would like to end on a positive note, by reporting on the following phase-locking
analysis between the three scenarios studied: Numerical encountering plane waves, nu-
merical encountering wave packets, and experimental encountering waves. We will es-
tablish that the triad phases get locked near our theoretical resonance, thus providing
an independent piece of evidence that the resonance is indeed taking place. We explain
briefly how this is done. Using the probe data for each scenario and each “experiment”
within a given scenario, we perform pass-band filters around each of the three important
frequencies f1, f2, f3, with width 0.09f. Each one of these three filtered signals is then
extended via the analytic signal approach using a Hilbert transform (see, for example, [46])
in order to get the “conjugate” signal and thus calculate the “analytic phases” denoted
by the time series ϕ1(t), ϕ2(t), ϕ3(t). These phases contain the fast time dependence
2π fjt, respectively. After subtracting this fast time dependence, obtain the new phases
eϕj(t) = ϕ1(t) −2π fjt, j = 1, 2, 3. We then calculate the triad phase ϕ(t) := eϕ1(t) + eϕ2(t) −eϕ3(t) . (30) (30) The phase-locking value for this signal is defined by (see, e.g., [47]): The phase-locking value for this signal is defined by (see, e.g., [47]): R := |⟨exp(iϕ(t))⟩t|
∈
[0, 1],
(31) R := |⟨exp(iϕ(t))⟩t|
∈
[0, 1], (31) where ⟨·⟩t denotes time average over the whole time series, and | · | denotes modulus. 5. Conclusions and Discussion A phase-locking value close to 1 denotes a situation where the corresponding phase is
locked at a given value for most of the time. The resulting phase-locking values, for the
different scenarios and the different experiments, are plotted in Figure 19, using similar
notation as in the efficiency Figures 6, 11 and 18. It is evident that in each scenario the
phase-locking value is maximum precisely at the resonant case (denoted in each panel with
a vertical dashed line), thus confirming that the 5-wave resonance not only provides larger
target amplitudes but also strong phase synchronisations amongst the interacting modes. Notice that the effect of symmetry breaking is again patent in the numerical wave packets
case, cf. Figure 19b, as well as in the experimental case, cf. Figure 19c. In each case, one of
the probes shows a clear global maximum of phase-locking R at the resonance, while the
other probe has a local maximum at the resonance and a global maximum at another place. This behaviour is consistent with the efficiency plots in Figures 11 and 18: The probes that
show a higher efficiency peak in these figures, correspond precisely to the probes that show
a clear and strong maximum of the phase-locking value R in Figure 19b,c. where ⟨·⟩t denotes time average over the whole time series, and | · | denotes modulus. A phase-locking value close to 1 denotes a situation where the corresponding phase is
locked at a given value for most of the time. The resulting phase-locking values, for the
different scenarios and the different experiments, are plotted in Figure 19, using similar
notation as in the efficiency Figures 6, 11 and 18. It is evident that in each scenario the
phase-locking value is maximum precisely at the resonant case (denoted in each panel with
a vertical dashed line), thus confirming that the 5-wave resonance not only provides larger
target amplitudes but also strong phase synchronisations amongst the interacting modes. Notice that the effect of symmetry breaking is again patent in the numerical wave packets
case, cf. Figure 19b, as well as in the experimental case, cf. Figure 19c. In each case, one of
the probes shows a clear global maximum of phase-locking R at the resonance, while the
other probe has a local maximum at the resonance and a global maximum at another place. 5. Conclusions and Discussion In this work we proposed to study the minimal resonant configuration of water gravity
waves in one-dimensional propagation. The resulting 5-wave resonances are based on
a triad of wavevectors along with their negatives, leading to a scenario of encountering
wavepackets, which has an experimental appeal. The problem poses interesting challenges
in all fronts: •
On the theoretical front, the 5-wave resonant manifold and the interaction coefficients
on this resonant manifold had been obtained in a series of papers over two decades
ago [4–6], triggered by the discovery that the interaction coefficients vanish identically
on the 4-wave resonant manifold for one-dimensional propagation of water gravity
waves [3]. We used these results to find the simplest 5-wave resonance that can be
made out of a triad of wavevectors and their negatives, and calculated its normal-
form Hamiltonian. We proved that the system is not integrable, but it lacks just
one constant of motion to become integrable, so symmetric scenarios can produce
integrable systems. •
On the front of numerical simulations of the governing partial differential equations,
the equations had been obtained over five decades ago [15], as a power series in terms
of the steepness effectively. The numerical implementation we needed to use in order
to accurately resolve 5-wave interactions is the one that uses up to 6-wave interactions
in a pseudo-spectral setting [40]. Such an implementation requires a higher-than-
usual dealiasing and thus can get quite expensive in terms of the required spectral
resolution. We managed to validate our implementation against some benchmarks,
and were able to establish the existence of the resonance and quantify its effects
in terms of the energy transferred to target modes. We considered encountering
plane waves and also encountering wave packets, in a simulated tank that is 300 m
long. The plane-wave case provided the most efficient energy transfer in terms of
Hamiltonian energy, while the wavepackets case provided a higher efficiency in terms
of the probe measurements of surface elevation at a point along the tank. Fluids 2021, 6, 205 28 of 35 28 of 35 •
On the experimental front the main difficulty is to fine tune the amplitudes and
frequencies in order to capture the resonance, but we got this from hindsight. Our
preliminary experiments seem to show that the resonance exists physically, although
as can be seen in Figure 18, the efficiency is relatively small. 5. Conclusions and Discussion Figures 6, 11 and 18, respectively. In all panels, the dashed grey vertical line corresponds to the theoretical resonant case
K : K : K = 16 : 9 : 25 18.0
18.5
19.0
19.5
20.0
0.00
0.05
0.10
0.15
0.20
2.11
2.14
2.17
2.2
2.23
K3[m-1]
R (phase-locking)
f3[Hz]
(b) Numerical wave packets 2
17
18
19
20
21
22
0.00
0.05
0.10
0.15
0.20
0.25
2.05
2.11
2.17
2.23
2.28
2.34
K3[m-1]
R (phase-locking)
f3[Hz]
Probe 1
Probe 2
(c) Experiments (b) Numerical wave packets Figure 19. Phase-locking values of analytic-signal-approach triad phases, Equations (30) and (31), obtained from probe
data, for different experiments within the three scenarios studied in this paper: (a) Encountering numerical plane waves;
(b) encountering numerical wave packets; (c) encountering experimental waves. In all three scenarios, a clear local maximum
of the phase-locking value is attained at the predicted resonance, corresponding to the maximum in efficiency for each case,
cf. Figures 6, 11 and 18, respectively. In all panels, the dashed grey vertical line corresponds to the theoretical resonant case
K1 : K2 : K3 = 16 : 9 : 25. Author Contributions: Conceptualization, D.L., M.P. and M.D.B.; theoretical investigation and mod-
elling, D.L., S.W., R.I. and M.D.B.; numerical simulations and analysis, D.L. and M.D.B.; experimental
investigation, M.P., D.-Y.L.; writing—original draft preparation, review and editing, D.L., M.P., R.I. and M.D.B. All authors have read and agreed to the published version of the manuscript. Author Contributions: Conceptualization, D.L., M.P. and M.D.B.; theoretical investigation and mod-
elling, D.L., S.W., R.I. and M.D.B.; numerical simulations and analysis, D.L. and M.D.B.; experimental
investigation, M.P., D.-Y.L.; writing—original draft preparation, review and editing, D.L., M.P., R.I. and M.D.B. All authors have read and agreed to the published version of the manuscript. Funding: R.I. is partially supported by the Bulgarian National Science Fund, grant KΠ -06H42/2
from 27.11.2020. Data Availability Statement: The data presented in this study are available on request from the
corresponding author (miguel.bustamante@ucd.ie). Acknowledgments: We thank Wooyoung Choi for providing us with key references about the
fifth-order code. Acknowledgments: We thank Wooyoung Choi for providing us with key references about the
fifth-order code. Acknowledgments: We thank Wooyoung Choi for providing us with key references about the
fifth-order code. Conflicts of Interest: The authors declare no conflict of interest. 5. Conclusions and Discussion This behaviour is consistent with the efficiency plots in Figures 11 and 18: The probes that
show a higher efficiency peak in these figures, correspond precisely to the probes that show
a clear and strong maximum of the phase-locking value R in Figure 19b,c. 29 of 35 Fluids 2021, 6, 205 17
18
19
20
21
22
23
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
2.05
2.11
2.17
2.23
2.28
2.34
2.39
K3[m-1]
R (phase-locking)
f3[Hz]
(a) Numerical plane waves
18.0
18.5
19.0
19.5
20.0
0.00
0.05
0.10
0.15
0.20
2.11
2.14
2.17
2.2
2.23
K3[m-1]
R (phase-locking)
f3[Hz]
Probe 1
Probe 2
(b) Numerical wave packets
17
18
19
20
21
22
0.00
0.05
0.10
0.15
0.20
0.25
2.05
2.11
2.17
2.23
2.28
2.34
K3[m-1]
R (phase-locking)
f3[Hz]
Probe 1
Probe 2
(c) Experiments
Figure 19. Phase-locking values of analytic-signal-approach triad phases, Equations (30) and (31), obtained from probe
data, for different experiments within the three scenarios studied in this paper: (a) Encountering numerical plane waves;
(b) encountering numerical wave packets; (c) encountering experimental waves. In all three scenarios, a clear local maximum
of the phase-locking value is attained at the predicted resonance, corresponding to the maximum in efficiency for each case,
cf. Figures 6, 11 and 18, respectively. In all panels, the dashed grey vertical line corresponds to the theoretical resonant case
K1 : K2 : K3 = 16 : 9 : 25. 17
18
19
20
21
22
23
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
2.05
2.11
2.17
2.23
2.28
2.34
2.39
K3[m-1]
R (phase-locking)
f3[Hz]
( ) (a) Numerical plane waves (a) Numerical plane waves
18.0
18.5
19.0
19.5
20.0
0.00
0.05
0.10
0.15
0.20
2.11
2.14
2.17
2.2
2.23
K3[m-1]
R (phase-locking)
f3[Hz]
Probe 1
Probe 2
(b) Numerical wave packets
17
18
19
20
21
22
0.00
0.05
0.10
0.15
0.20
0.25
2.05
2.11
2.17
2.23
2.28
2.34
K3[m-1]
R (phase-locking)
f3[Hz]
Probe 1
Probe 2
(c) Experiments
Figure 19. Phase-locking values of analytic-signal-approach triad phases, Equations (30) and (31), obtained from probe
data, for different experiments within the three scenarios studied in this paper: (a) Encountering numerical plane waves;
(b) encountering numerical wave packets; (c) encountering experimental waves. In all three scenarios, a clear local maximum
of the phase-locking value is attained at the predicted resonance, corresponding to the maximum in efficiency for each case,
cf. 5. Conclusions and Discussion The funders had no role in the design
of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or
in the decision to publish the results. Fluids 2021, 6, 205 30 of 35 30 of 35 Appendix A. Construction of 5-Wave Resonances Using Only Three Different Positive
Wavevectors J1, J2, J3 (with 0 < J2 < J1 and J3 = J1 + J2) Along with Their Negatives Appendix A. Construction of 5-Wave Resonances Using Only Three Different Positive
Wavevectors J1, J2, J3 (with 0 < J2 < J1 and J3 = J1 + J2) Along with Their Negatives Appendix A. Construction of 5-Wave Resonances Using Only Three Different Positive
Wavevectors J1, J2, J3 (with 0 < J2 < J1 and J3 = J1 + J2) Along with Their Negatives Consider three different positive wavevectors J1, J2, J3, with 0 < J2 < J1 and J3 = J1 + J2,
along with their negatives −J1, −J2 −J3. These are six wavevectors in total. Using these
six wavevectors only, we want to solve the equations determining 5-wave resonances for
deep water waves with dispersion relation ω(k) =
p
g|k|. As obtained in [5], and using
the notation in that reference, the problem is reduced to solving the momentum equation
and the frequency condition, respectively: k1 + k2 + k3 = p + q,
q
|k1| +
q
|k2| +
q
|k3| =
q
|p| +
q
|q| , for the wavevectors k1, k2, k3, p, q ∈Z. The solution given in the reference establishes
five cases: (i)
All wavevectors are positive. (i)
All wavevectors are positive. p
(ii)
p, q > 0, and one of the k1, k2, k3 is negative. (ii)
p, q > 0, and one of the k1, k2, k3 is negative. (iii)
p, q > 0, and two of the k1, k2, k3 are negative. p, q > 0, and two of the k1, k2, k3 are negative. (iv)
p, q have different signs, and k1, k2, k3 > 0. (v)
p, q have different signs, and one of the k1, k2, k3 is negative. Recall that we need to use the six wavevectors mentioned at the beginning, namely
we have k1, k2, k3, p, q ∈{±J1, ±J2, ±J3}. 5. Conclusions and Discussion Moreover, a wavevector cannot appear in both
sides of the momentum equation, as that would lead to a triad resonance, which is known
not to exist. Therefore one must impose in what follows the condition {k1, k2, k3} ∩{p, q} = ∅. (A1) (A1) Notice however that, on a given side of the momentum equation, it is possible to
repeat wavevectors. Namely, it is possible to have #{k1, k2, k3} < 3 and/or #{p, q} < 2. We
now consider one by one the five possible cases including all relevant subcases. It turns
out that only subcases (v.1.c) and (v.2.b) below have solutions: the resonances (16) and (17)
presented in this paper. (i)
As all wavevectors are positive, we need to restrict k1, k2, k3, p, q ∈{J1, J2, J3}. As
we must impose (A1) we conclude {k1, k2, k3} ̸= {J1, J2, J3}. Therefore we have two
subcases: (i.1) k1 = k2 = k3 and (i.2) k1 = k2 ̸= k3. In subcase (i.1) the option p
p = q ̸= k1 leads to the momentum equation 3k1 = 2p but the resonance condition is
3√k1 = 2√p which contradicts the momentum equation. The only other option is
p ̸= q ̸= k1 ̸= p. We have the following three instances: p = q ̸= k1 leads to the momentum equation 3k1 = 2p but the resonance condition is
3√k1 = 2√p which contradicts the momentum equation. The only other option is
p ̸= q ̸= k1 ̸= p. We have the following three instances: p ̸
q ̸
̸
p
g
(i.1.a) k1 = k2 = k3 = J2,
p = J1,
q = J3. Here, the momentum equation is
3J2 = J1 + J3 which implies J2 = J1 and thus J3 = 2J2, so the resonance condition is
3√J2 = √J2 + √2J2, which has no solution. √
√
√
(i.1.b) k1 = k2 = k3 = J1
p = J2,
q = J3. Here, the momentum equation is
3J1 = J2 + J3 which implies J1 = J2 and thus J3 = 2J2, so the resonance condition is
3√J2 = √J2 + √2J2, which has no solution. √
√
√
(i.1.b) k1 = k2 = k3 = J1
p = J2,
q = J3. 5. Conclusions and Discussion Here, the momentum equation is
3J1 = J2 + J3 which implies J1 = J2 and thus J3 = 2J2, so the resonance condition is
3√J2 = √J2 + √2J2, which has no solution. 3√J2 = √J2 + √2J2, which has no solution. (i.1.c) k1 = k2 = k3 = J3
p = J1,
q = J2. Here, the momentum equation is
3J3 = J1 + J2 which implies J3 = 0, with no solution. 3√J2 = √J2 + √2J2, which has no solution. (i.1.c) k1 = k2 = k3 = J3
p = J1,
q = J2. Here, the momentum equation is
3J3 = J1 + J2 which implies J3 = 0, with no solution. √J2
√J2 + √J2,
(i.1.c) k1 = k2 = k3 = J3
p = J1,
q = J2. Here, the momentum equation is
3J3 = J1 + J2 which implies J3 = 0, with no solution. In conclusion subcase (i.1) has no solution. We now study subcase (i.2) k1 = k2 ̸= k3. In this subcase we must have p = q ̸= kj for all j = 1, 2, 3. We have the following
six instances: (i.2.a) k1 = k2 = J2,
k3 = J1,
p = q = J3. Here, the momentum equation is
2J2 + J1 = 2J3 which implies J1 = 2J1, with no solution. (i.2.a) k1 = k2 = J2,
k3 = J1,
p = q = J3. Here, the momentum equation is
2J2 + J1 = 2J3 which implies J1 = 2J1, with no solution. (i.2.b) k1 = k2 = J1,
k3 = J2,
p = q = J3. Here, the momentum equation is
2J1 + J2 = 2J3 which implies J2 = 2J2, with no solution. (i.2.c) k1 = k2 = J2,
k3 = J3,
p = q = J1. Here, the momentum equation is
2J2 + J3 = 2J1 which implies J1 = 3J2 and thus J3 = 4J2 so the resonance condition is (i.2.a) k1 = k2 = J2,
k3 = J1,
p = q = J3. Here, the momentum equation is
2J2 + J1 = 2J3 which implies J1 = 2J1, with no solution. (i.2.b) k1 = k2 = J1,
k3 = J2,
p = q = J3. Here, the momentum equation is (i.2.b) k1 = k2 = J1,
k3 = J2,
p = q = J3. 5. Conclusions and Discussion The only other option is p ̸= q ̸= k1 ̸= p. We have the following three instances:
(ii.1.a) k1 = k2 = J2,
p = J1,
q = J3. Here, the momentum condition is 2J2 =
|k3| + J1 + J3 which implies J2 = |k3| + 2J1, with no solution (because J2 ≤J1). (ii.1.b) k1 = k2 = J1,
p = J2,
q = J3. Here, the momentum condition is 2J1 = |k3| +
J2 + J3 which implies |k3| = J1 −2J2, with only solution |k3| = J2, leading to J1 = 3J2
and thus J3 = 4J2. Thus, the resonance condition reads 2√3J2 + √J2 = √J2 + √4J2,
with no solution. (ii.1.c) k1 = k2 = J3,
p = J2,
q = J1. Here, the momentum condition is 2J3 = |k3| +
J2 + J1 which implies |k3| = J3. The resonance condition reads 2√J3 + √J3 = √J1 +
√J2, or 3√J1 + J2 = √J1 + √J2. Squaring this gives 9(J1 + J2) = J1 + J2 + 2√J1J2,
thus J1 + J2 = √J1J2/4. Squaring again gives J2
1 + J2
2 + 2J1J2 = J1J2/16, with no
real solution. In conclusion subcase (ii.1) has no solution. We now study subcase (ii.2) k1 ̸= k2. In this subcase we must have p = q ̸= kj for all j = 1, 2, 3. We have the following
three instances: (ii.2.a) k1 = J2,
k2 = J1,
p = q = J3. Here, the momentum equation is J2 + J1 =
|k3| + 2J3, which implies 0 = |k3| + J3, with no solution. p
(ii.2.b) k1 = J2,
k2 = J3,
p = q = J1. Here, the momentum equation is J2 + J3 =
|k3| + 2J1, which implies |k3| = 2J2 −J1, so J1 < 2J2. As |k3| ∈{J1, J2, J3}, we can
check that |k3| = J3 is not possible as it implies J2 = 2J1 < 4J2, a contradiction. We
can check that the two remaining choices |k3| = J1 or |k3| = J2 imply J1 = J2. So
we conclude |k3| = J1 = J2 and thus J3 = 2J2. Thus, the resonance condition reads
√J2 + √2J2 + √J2 = 2√J2, with no solution. (ii.2.c) k1 = J1,
k2 = J3,
p = q = J2. 5. Conclusions and Discussion Here, the momentum condition is 2J1 = |k3| +
J2 + J3 which implies |k3| = J1 −2J2, with only solution |k3| = J2, leading to J1 = 3J2
and thus J3 = 4J2. Thus, the resonance condition reads 2√3J2 + √J2 = √J2 + √4J2,
with no solution. (ii)
In this case we restrict k1, k2, p, q ∈{J1, J2, J3} and k3 ∈{−J1, −J2, −J3}, with {k1, k2} ∩
{p, q} = ∅following from (A1). The momentum condition reads k1 + k2 = |k3| +
p + q. As in case (i) we have two subcases: (ii.1) k1 = k2 and (ii.2) k1 ̸= k2. In
subcase (ii.1) the option p = q ̸= k1 leads to the momentum condition 2k1 = |k3| + 2p,
leading to |k3| = 2(k1 −p), so k1 > p. However, the resonance condition reads
2√k1 +
p
|k3| = 2√p, leading to
p
|k3| = 2(√p −√k1), so p > k1, a contradiction. The only other option is p ̸= q ̸= k1 ̸= p. We have the following three instances:
(ii.1.a) k1 = k2 = J2,
p = J1,
q = J3. Here, the momentum condition is 2J2 =
|k3| + J1 + J3 which implies J2 = |k3| + 2J1, with no solution (because J2 ≤J1). (ii.1.b) k1 = k2 = J1,
p = J2,
q = J3. Here, the momentum condition is 2J1 = |k3| +
J2 + J3 which implies |k3| = J1 −2J2, with only solution |k3| = J2, leading to J1 = 3J2
and thus J3 = 4J2. Thus, the resonance condition reads 2√3J2 + √J2 = √J2 + √4J2,
with no solution. (ii)
In this case we restrict k1, k2, p, q ∈{J1, J2, J3} and k3 ∈{−J1, −J2, −J3}, with {k1, k2} ∩
{p, q} = ∅following from (A1). The momentum condition reads k1 + k2 = |k3| +
p + q. As in case (i) we have two subcases: (ii.1) k1 = k2 and (ii.2) k1 ̸= k2. In
subcase (ii.1) the option p = q ̸= k1 leads to the momentum condition 2k1 = |k3| + 2p,
leading to |k3| = 2(k1 −p), so k1 > p. However, the resonance condition reads
2√k1 +
p
|k3| = 2√p, leading to
p
|k3| = 2(√p −√k1), so p > k1, a contradiction. 5. Conclusions and Discussion Here, the momentum equation is
2J3 + J1 = 2J2 which implies 3J1 = 0 with no solution (i.2.e) k1 = k2 = J3,
k3 = J2,
p = q = J1. Here, the momentum equation is
2J3 + J2 = 2J1 which implies 3J2 = 0, with no solution. (i 2 f) k
k
J
k
J
p
q
J
Here the momentum equation is (i.2.e) k1 = k2 = J3,
k3 = J2,
p = q = J1. Here, the momentum equation is
2J3 + J2 = 2J1 which implies 3J2 = 0, with no solution. p
(i.2.f) k1 = k2 = J3,
k3 = J1,
p = q = J2. Here, the momentum equation is
2J3 + J1 = 2J2 which implies 3J1 = 0, with no solution. (i.2.f) k1 = k2 = J3,
k3 = J1,
p = q = J2. Here, the momentum equation is
2J3 + J1 = 2J2 which implies 3J1 = 0, with no solution. p
In conclusion subcase (i.2) has no solution. Therefore, case (i) has no solution. p
In conclusion subcase (i.2) has no solution. Therefore, case (i) has no solution. (ii) (ii)
In this case we restrict k1, k2, p, q ∈{J1, J2, J3} and k3 ∈{−J1, −J2, −J3}, with {k1, k2} ∩
{p, q} = ∅following from (A1). The momentum condition reads k1 + k2 = |k3| +
p + q. As in case (i) we have two subcases: (ii.1) k1 = k2 and (ii.2) k1 ̸= k2. In
subcase (ii.1) the option p = q ̸= k1 leads to the momentum condition 2k1 = |k3| + 2p,
leading to |k3| = 2(k1 −p), so k1 > p. However, the resonance condition reads
2√k1 +
p
|k3| = 2√p, leading to
p
|k3| = 2(√p −√k1), so p > k1, a contradiction. The only other option is p ̸= q ̸= k1 ̸= p. We have the following three instances:
(ii.1.a) k1 = k2 = J2,
p = J1,
q = J3. Here, the momentum condition is 2J2 =
|k3| + J1 + J3 which implies J2 = |k3| + 2J1, with no solution (because J2 ≤J1). (ii.1.b) k1 = k2 = J1,
p = J2,
q = J3. 5. Conclusions and Discussion Here, the momentum equation is
2J1 + J2 = 2J3 which implies J2 = 2J2, with no solution. 2J1 + J2 = 2J3 which implies J2 = 2J2, with no solution. (i.2.c) k1 = k2 = J2,
k3 = J3,
p = q = J1. Here, the momentum equation is
2J2 + J3 = 2J1 which implies J1 = 3J2 and thus J3 = 4J2, so the resonance condition is
2√J2 + √4J2 = 2√3J2, which has no solution. (i.2.c) k1 = k2 = J2,
k3 = J3,
p = q = J1. Here, the momentum equation is
2J2 + J3 = 2J1 which implies J1 = 3J2 and thus J3 = 4J2, so the resonance condition is
2√J2 + √4J2 = 2√3J2, which has no solution. Fluids 2021, 6, 205 31 of 35 31 of 35 (i.2.d) k1 = k2 = J1,
k3 = J3,
p = q = J2. Here, the momentum equation is
2J1 + J3 = 2J2 which implies J2 = 3J1 which has no solution (because J2 ≤J1). (i.2.e) k1 = k2 = J3,
k3 = J2,
p = q = J1. Here, the momentum equation is
2J3 + J2 = 2J1 which implies 3J2 = 0, with no solution. (i.2.f) k1 = k2 = J3,
k3 = J1,
p = q = J2. Here, the momentum equation is
2J3 + J1 = 2J2 which implies 3J1 = 0, with no solution. (i.2.d) k1 = k2 = J1,
k3 = J3,
p = q = J2. Here, the momentum equation is
2J1 + J3 = 2J2 which implies J2 = 3J1 which has no solution (because J2 ≤J1). (i.2.d) k1 = k2 = J1,
k3 = J3,
p = q = J2. Here, the momentum equation is
2J1 + J3 = 2J2 which implies J2 = 3J1 which has no solution (because J2 ≤J1). (i.2.d) k1 = k2 = J1,
k3 = J3,
p = q = J2. Here, the momentum equation is
2J1 + J3 = 2J2 which implies J2 = 3J1 which has no solution (because J2 ≤J1). (i.2.e) k1 = k2 = J3,
k3 = J2,
p = q = J1. Here, the momentum equation is
2J3 + J2 = 2J1 which implies 3J2 = 0, with no solution. (i.2.f) k1 = k2 = J3,
k3 = J1,
p = q = J2. 5. Conclusions and Discussion Here, the momentum equation is J1 + J3 =
|k3| + 2J2, which implies |k3| = 2J1 −J2. As |k3| ∈{J1, J2, J3}, we can check that
|k3| = J3 implies J1 = 2J2 and |k3| = J3 = 3J2, so the resonance condition reads
√2J2 + √3J2 + √3J2 = 2√J2, with no solution. The two remaining choices |k3| = J2
or |k3| = J1 imply |k3| = J1 = J2 and J3 = 2J2. Thus, the resonance condition reads
√J2 + √2J2 + √J2 = 2√J2, with no solution. In conclusion subcase (ii.2) has no solution. Therefore, case (ii) has no solutio In conclusion subcase (ii.2) has no solution. Therefore, case (ii) has no s
(iii)
This case has zero interaction coefficients so it will not be considered. (iii)
This case has zero interaction coefficients so it will not be considered. )
This case has zero interaction coefficients so it will not be considered. (iv)
This case has zero interaction coefficients so it will not be considered. (v)
In this case we restrict k1, k2, p ∈{J1, J2, J3} and k3, q ∈{−J1, −J2, −J3}, with {k1, k2} ∩
{p} = ∅and k3 ̸= q following from (A1). Instead of considering explicitly all 27
possible instances we will use the results from [5] regarding inequalities amongst
frequencies. These translate directly to inequalities amongst wavevectors, which in
our notation can be summarised as: k1 ≤k2 < p,
|k3| < |q|,
p ̸= |q|. (A2) k1 ≤k2 < p,
|k3| < |q|,
p ̸= |q|. (A2) Fluids 2021, 6, 205 32 of 35 As we assume without loss of generality J2 ≤J1 < J3, it follows that p ̸= J2 and
|q| ̸= J2 because J2 is the smallest wavenumber. Thus, there are two subcases: (v.1) In subcase (v.1) p = J3,
q = −J1, inequalities (A2) imply k1, k2 < J3 and k3 = −J2,
with the now strict inequality J2 < J1. There are three options: q
y
p
(v.1.a) k1 = k2 = J1. Here the momentum condition reads 2J1 + (−J2) = J3 + (−J1),
which simplifies to J1 = J2, a contradiction. p
(v.1.b) k1 = J2,
k2 = J1. Here the momentum condition reads J2 + J1 + (−J2) =
J3 + (−J1), which simplifies to J1 = J2, a contradiction. (v.1.c) k1 = k2 = J2. 5. Conclusions and Discussion Here the momentum condition reads 2J2 + (−J2) = J3 + (−J1),
which is identically satisfied (because J3 = J2 + J1). We turn to the resonance condition
to find 2√J2 + √J2 = √J1 + J2 + √J1, or √J1 + J2 = 3√J2 −√J1. Squaring this gives
J1 + J2 = 9J2 + J1 −6√J1J2, or 3√J1J2 = 4J2. Squaring again gives 9J1 = 16J2. Thus J1 = 16J2/9 and J3 = 25J2/9. In summary this leads to a 5-wave resonance
parameterised by K ∈Z+ as follows: 9K + 9K + (−9K) = 25K + (−16K),
√
9K +
√
9K +
√
9K =
√
25K +
√
16K . In subcase (v.2) p = J1,
q = −J3, inequalities (A2) imply k1 = k2 = J2 with the now
strict inequality J2 < J1, while |k3| < J3. There are thus two options: q
y
|
|
p
(v.2.a) k3 = −J2. Here the momentum condition reads 2J2 + (−J2) = J1 + (−J3),
which simplifies to J2 = −J2, a contradiction. (v.2.a) k3 = −J2. Here the momentum condition reads 2J2 + (−J2) = J1 + (−J3),
which simplifies to J2 = −J2, a contradiction. (v.2.b) k3 = −J1. Here the momentum condition reads 2J2 + (−J1) = J1 + (−J3),
which simplifies to J1 = 3J2, thus J3 = 4J2. We turn to the resonance condition to find
2√J2 + √3J2 = √3J2 + √4J2, which is satisfied. In summary this leads to a 5-wave
resonance parameterised by K ∈Z+ as follows: K + K + (−3K) = 3K + (−4K),
√
K +
√
K +
√
3K =
√
3K +
√
4K . Appendix B. Probe Calibration and Wavemaker Tests Appendix B. Probe Calibration and Wavemaker Tests Figure A1 shows a picture of the probes arrangement in the experimental tank. Figure A1. Picture of the experimental tank with a close up on the installed probes. The wire of each capacitance probe is
directly facing each wedge. Figure A1. Picture of the experimental tank with a close up on the installed probes. The wire of each capacitance probe is
directly facing each wedge. Figure A2 shows the results of the calibration of the probes. A linear regression gives
R2 = 0.999 for the relation between surface elevation and voltage, over a wide range of
surface elevations (between −9 and 9 centimetres). Fluids 2021, 6, 205 33 of 35 33 of 35 Figure A2. Calibration of the probes. (a) Probe 1. (b) Probe 2. Figure A3 shows the results of several cases of monochromatic wavemaker oscillations
over a range of frequencies to be used in the interacting experiment. On each panel, solid
black lines show the wave surfaces measured by probe 1 when the north wedge oscillates
monochromatically, while red dashed lines correspond to probe 2 measurements when
the south wedge is oscillated. Apart from slight differences between the two probes in
panels (c) and (d) (f = 2.22 Hz and f = 2.3 Hz, respectively), the waves are stable for the
range of frequencies studied. It was found (figure not shown) that for frequencies above
f = 2.35 Hz it was difficult to get regular wave trains, so we do not consider wavemaker
frequencies higher than f = 2.35 Hz. Figure A2. Calibration of the probes. (a) Probe 1. (b) Probe 2. Figure A2. Calibration of the probes. (a) Probe 1. (b) Probe 2. Figure A3 shows the results of several cases of monochromatic wavemaker oscillations
over a range of frequencies to be used in the interacting experiment. On each panel, solid
black lines show the wave surfaces measured by probe 1 when the north wedge oscillates
monochromatically, while red dashed lines correspond to probe 2 measurements when
the south wedge is oscillated. Apart from slight differences between the two probes in
panels (c) and (d) (f = 2.22 Hz and f = 2.3 Hz, respectively), the waves are stable for the
range of frequencies studied. Appendix B. Probe Calibration and Wavemaker Tests It was found (figure not shown) that for frequencies above
f = 2.35 Hz it was difficult to get regular wave trains, so we do not consider wavemaker
frequencies higher than f = 2.35 Hz. Figure A3. Tests of monochromatic wave generation by each wavemaker with the corresponding measurements by the
closest probes. In each panel, the solid black line (red dashed line) represents the measurement by probe 1 (probe 2)
of a wave generated by a monochromatic oscillation of the north wedge (south wedge). (a) Monochromatic frequency
f = 1.33 Hz. (b) Monochromatic frequency f = 2.08 Hz. (c) Monochromatic frequency f = 2.22 Hz. (d) Monochromatic
frequency f = 2.30 Hz. Figure A3. Tests of monochromatic wave generation by each wavemaker with the corresponding measurements by the
closest probes. In each panel, the solid black line (red dashed line) represents the measurement by probe 1 (probe 2)
of a wave generated by a monochromatic oscillation of the north wedge (south wedge). (a) Monochromatic frequency
f = 1.33 Hz. (b) Monochromatic frequency f = 2.08 Hz. (c) Monochromatic frequency f = 2.22 Hz. (d) Monochromatic
frequency f = 2.30 Hz. 34 of 35 Fluids 2021, 6, 205 References On the non-linear energy transfer in a gravity-wave spectrum. Part 3. Evaluation of the energy flux 13. Hasselmann, K. On the non-linear energy transfer in a gravity-wave spectrum. Part 3. Evaluation of the
interaction for a Neumann spectrum. J. Fluid Mech. 1963, 15, 385–398. [CrossRef] p
14. Zakharov, V.E.; Filonenko, N.N. Weak turbulence of capillary waves. J. Appl. Mech. Tech. Phys. 1967, 8, 37–40. [CrossRef] 15. Zakharov, V.E. Stability of periodic waves of finite amplitude on the surface of a deep fluid. J. Appl. Mech. Tech. Phys. 1968,
9, 190–194. [CrossRef] ; Rumpf, B. Wave turbulence. Annu. Rev. Fluid Mech. 2011, 43, 59–78. [CrossRef] 16. Newell, A.C.; Rumpf, B. Wave turbulence. Annu. Rev. Fluid Mech. 2011, 43, 59–78. [CrossRef] P.A. Nonlinear four-wave interactions and freak waves. J. Phys. Oceanogr. 2003, 33, 863–884. [CrossRef] 17. Janssen, P.A. Nonlinear four-wave interactions and freak waves. J. Phys. Oceanogr. 2003, 33, 863–88 18. Annenkov, S.Y.; Shrira, V.I. Role of non-resonant interactions in the evolution of nonlinear random water wave fields. J. Fluid
Mech. 2006, 561, 181–208. [CrossRef] 19. Bustamante, M.D.; Quinn, B.; Lucas, D. Robust energy transfer mechanism via precession resonance in nonlinear turbulent wave
systems. Phys. Rev. Lett. 2014, 113, 084502. [CrossRef] 20. Raphaldini, B.; Teruya, A.S.; Raupp, C.F.; Bustamante, M.D. Nonlinear Rossby wave–wave and wave–mean flow theory for
long-term solar cycle modulations. Astrophys. J. 2019, 887, 1. [CrossRef] 21. Walsh, S.G.; Bustamante, M.D. On the convergence of the normal form transformation in discrete Rossby and drift wave
turbulence. J. Fluid Mech. 2020, 884. [CrossRef] 22. Perlin, M.; Henderson, D.; Hammack, J. Experiments on ripple instabilities. Part 2 Selective amp
J. Fluid Mech. 1990, 219, 51–80. [CrossRef] on, D.; Hammack, J. Experiments on ripple instabilities. Part 2 Selective amplification of resonant triads
219, 51–80. [CrossRef] ,
;
,
;
, J
p
pp
p
J. Fluid Mech. 1990, 219, 51–80. [CrossRef]
23. Perlin, M.; Hammack, J. Experiments on ripple instabilities. Part 3. Resonant quartets of the Benjamin–Feir type. J. Fluid Mech. J
,
,
[
]
23. Perlin, M.; Hammack, J. Experiments on ripple instabilities. Part 3. Resonant quartets of the Benjamin–Feir type. J. Fluid Mech. 1991, 229, 229–268. [CrossRef] 23. Perlin, M.; Hammack, J. Experiments on ripple instabilities. Part 3. Resonant quartets of the Benjamin
1991, 229, 229–268. [CrossRef] ck, J. Experiments on ripple instabilities. Part 3. Resonant quartets of the Benjamin–Feir type. J. Fluid Mech
CrossRef] 24. Perlin, M.; Ting, C.L. References 1. Hammack, J.L.; Henderson, D.M. Resonant Interactions Among Surface-Water Waves. Annu. Rev. Fluid Mech. 1993, 25, 55–97. 2. Nazarenko, S.; Lukaschuk, S. Wave Turbulence on Water Surface. Annu. Rev. Condens. Matter Phys. 2016, 7, 61–88. 1. Hammack, J.L.; Henderson, D.M. Resonant Interactions Among Surface-Water Waves. Annu. Rev. Fluid Mech. 1993, 25, 55–97. 2. Nazarenko, S.; Lukaschuk, S. Wave Turbulence on Water Surface. Annu. Rev. Condens. Matter Phys. 2016, 7, 61–88. y
3. Dyachenko, A.; Zakharov, V.E. Is free-surface hydrodynamics an integrable system? Phys. Lett. A 1994, 190, 144–148. [CrossRef]
4. Dyachenko, A.; Lvov, Y.; Zakharov, V.E. Five-wave interaction on the surface of deep fluid. Physica D 1995, 87, 233–261. [CrossRef] 3. Dyachenko, A.; Zakharov, V.E. Is free surface hydrodynamics an integrable system? Phys. Lett. A 1994, 190, 144 148. [CrossRef]
4. Dyachenko, A.; Lvov, Y.; Zakharov, V.E. Five-wave interaction on the surface of deep fluid. Physica D 1995, 87, 233–261. [CrossRef] Dyachenko, A.; Lvov, Y.; Zakharov, V.E. Five-wave interaction on the surface of deep fluid. Physica D 1995, 8 Y. Effective five-wave Hamiltonian for surface water waves. Phys. Lett. A 1997, 230, 38–44. [CrossRef] 6. Krasitskii, V.P. On reduced equations in the Hamiltonian theory of weakly nonlinear surface waves. J. F 6. Krasitskii, V.P. On reduced equations in the Hamiltonian theory of weakly nonlinear surface waves. J. Fluid Mech. 1994, 272, 1–20. 7. Caponi, E.A.; Yuen, H.C.; Saffman, P.G. Instability and confined chaos in a nonlinear dispersive wave system. Phys. Fluids 1982,
25, 2159–2166. [CrossRef] 8. Holmes, P. Chaotic motions in a weakly nonlinear model for surface waves. J. Fluid Mech. 1986, 162, 365–388. illo, S.; Wabnitz, S. Modulational Polarization Instabilities and Disorder in Birefringent Optical Fibers. In
sorder; Springer: Berlin/Heidelberg, Germany, 1992; pp. 269–281. 10. Kim, W.; West, B.J. Chaotic properties of internal wave triad interactions. Phys. Fluids (1994-Present) 1997, 9, 632–647. [CrossRef]
11. Hasselmann, K. On the non-linear energy transfer in a gravity-wave spectrum Part 1. General theory. J. Fluid Mech. 1962,
12, 481–500. [CrossRef] 10. Kim, W.; West, B.J. Chaotic properties of internal wave triad interactions. Phys. Fluids (1994-Present) 11. Hasselmann, K. On the non-linear energy transfer in a gravity-wave spectrum Part 1. General theory. J. Fluid Mech. 1962,
12, 481–500. [CrossRef] 12. Hasselmann, K. On the non-linear energy transfer in a gravity wave spectrum Part 2. Conservation theorems; wave-particle
analogy; irrevesibility. J. Fluid Mech. 1963, 15, 273–281. [CrossRef] lmann, K. 36.
Choi, W. Nonlinear evolution equations for two-dimensional surface waves in a fluid of finite depth. J. Fluid Mech. 1995,
295, 381–394. [CrossRef] )
y
raig, W.; Sulem, C. Numerical simulation of gravity waves. J. Comput. Phys. 1993, 108, 73–83. [CrossRef] 37.
Choi, W.; Kent, C.P. A pseudo-spectral method for nonlinear wave hydrodynamics. In Proceedings of the 25th ONR Symposium,
St. John’s, NL, Canada, 8–13 August 2004. 46.
Gabor, D. Theory of communication. Part 1: The analysis of information. J. Inst. Electr.-Eng.-Part III 1946, 93, 429–441. [CrossRef]
47.
Boccaletti, S.; Pisarchik, A.N.; Del Genio, C.I.; Amann, A. Synchronization: From Coupled Systems to Complex Networks; Cambridge
University Press: Cambridge, UK, 2018. ,
y
g
g
,
,
[
45.
Goriely, A. Integrability and Nonintegrability of Dynamical Systems; World Scientific: Singapore, 2001; Volume 19. 42.
Craig, W.; Worfolk, P.A. An integrable normal form for water waves in infinite depth. Physica D 1995, 84, 513–531. [CrossRef]
43.
Verheest, F. Proof of integrability for five-wave interactions in a case with unequal coupling constants. J. Phys. Math. Gen. 1988,
21, L545–L549. [CrossRef] g
38.
Tian, Z.; Perlin, M.; Choi, W. Energy dissipation in two-dimensional unsteady plunging breakers and an eddy viscosity model.
J. Fluid Mech. 2010, 655, 217–257. [CrossRef] 39.
Tian, Z.; Perlin, M.; Choi, W. Evaluation of a deep-water wave breaking criterion. Phys. Fluids 2008, 20, 066604. [CrossRef]
40.
Choi, W. Fifth-order nonlinear spectral model for surface gravity waves: From pseudo-spectral to spectral formulations (Workshop
on Nonlinear Water Waves). RIMS Kokyuroku 2019, 2109, 47–60. y
y
g
47.
Boccaletti, S.; Pisarchik, A.N.; Del Genio, C.I.; Amann, A. Synchronization: From Coupled Systems to Comp
University Press: Cambridge, UK, 2018. da, H. Necessary condition for the existence of algebraic first integrals. Celest. Mech. 1983, 31, 363–379. [Cros
ly, A. Integrability and Nonintegrability of Dynamical Systems; World Scientific: Singapore, 2001; Volume 19. References Steep gravity–capillary waves within the internal resonance regime. Phys. Fluids A 1992, 4, 2466–2478. [CrossRef] 25. Haudin, F.; Cazaubiel, A.; Deike, L.; Jamin, T.; Falcon, E.; Berhanu, M. Experimental study of three-wave interactions among
capillary-gravity surface waves. Phys. Rev. E 2016, 93, 043110-12. [CrossRef] 26. Aubourg, Q.; Mordant, N. Nonlocal Resonances in Weak Turbulence of Gravity-Capillary Waves. Phys. Rev. Lett. 2015,
114, 144501. [CrossRef] [PubMed] 27. Benjamin, T.B.; Feir, J.E. The disintegration of wave trains on deep water. Part 1. Theory. J. Fluid Mech. 1967, 27, 417–430. [CrossRef] 28. Tulin, M.P.; Waseda, T. Laboratory observations of wave group evolution, including breaking
378, 197–232. [CrossRef] 29. Shemer, L.; Chamesse, M. Experiments on nonlinear gravity–capillary waves. J. Fluid Mech. 1999, 380, 205–232. [CrossRef]
30
W
d
T Ki
hi
T C
l
i L T ff li A Thi d
d
i
i
d
h i fl
f b
k
d 29. Shemer, L.; Chamesse, M. Experiments on nonlinear gravity–capillary waves. J. Fluid Mech. 1999, 380, 205–232. [CrossRef]
30. Waseda, T.; Kinoshita, T.; Cavaleri, L.; Toffoli, A. Third-order resonant wave interactions under the influence of background
current fields. J. Fluid Mech. 2015, 784, 51–73. [CrossRef] J
31. Hammack, J.L.; Henderson, D.M.; Segur, H. Progressive waves with persistent two-dimensional surfa
J. Fluid Mech. 2005, 532, 1–52. [CrossRef] nderson, D.M.; Segur, H. Progressive waves with persistent two-dimensional surface patterns in deep water
532, 1–52. [CrossRef] 32. Liu, Z.; Xu, D.; Li, J.; Peng, T.; Alsaedi, A.; Liao, S. On the existence of steady-state resonant waves in experiments. J. Fluid Mech. 2015, 763, 1–23. [CrossRef] ,
,
[
]
33. Bonnefoy, F.; Haudin, F.; Michel, G.; Semin, B.; Humbert, T.; Aumaître, S.; Berhanu, M.; Falcon, E. Observation of resonant
interactions among surface gravity waves. J. Fluid Mech. 2016, 805, R3. [CrossRef] g
g
y
J
34. Bustamante, M.D.; Hutchinson, K.; Lvov, Y.V.; Onorato, M. Exact discrete resonances in the Fermi-Pasta-Ulam–Tsingou system. Commun. Nonlinear Sci. Numer. Simul. 2019, 73, 437–471. [CrossRef] 35. Pistone, L.; Chibbaro, S.; Bustamante, M.D.; Lvov, Y.V.; Onorato, M. Universal route to thermalization in weakly-nonlinear
one-dimensional chains. Math. Eng. 2019, 1, 672–698. [CrossRef] 35 of 35 35 of 35 Fluids 2021, 6, 205 36. Choi, W. Nonlinear evolution equations for two-dimensional surface waves in a fluid of finite depth. J. Fluid Mech. 1995,
295, 381–394. [CrossRef] ,
[
]
37. Choi, W.; Kent, C.P. A pseudo-spectral method for nonlinear wave hydrodynamics. References In Proceedings of the 25th ONR Symposium,
St. John’s, NL, Canada, 8–13 August 2004. 37. Choi, W.; Kent, C.P. A pseudo-spectral met
St. John’s, NL, Canada, 8–13 August 2004. J
,
,
,
g
38. Tian, Z.; Perlin, M.; Choi, W. Energy dissipation in two-dimensional unsteady plunging breakers and an eddy viscosity model. J. Fluid Mech. 2010, 655, 217–257. [CrossRef] 39. Tian, Z.; Perlin, M.; Choi, W. Evaluation of a deep-water wave breaking criterion. Phys. Fluids 2008, 20, 066604. [CrossRef]
40. Choi, W. Fifth-order nonlinear spectral model for surface gravity waves: From pseudo-spectral to spectral formulations (Workshop
on Nonlinear Water Waves). RIMS Kokyuroku 2019, 2109, 47–60. 39. Tian, Z.; Perlin, M.; Choi, W. Evaluation of a d )
y
41. Craig, W.; Sulem, C. Numerical simulation of gravity waves. J. Comput. Phys. 1993, 108, 73–83. [CrossRef] 42. Craig, W.; Worfolk, P.A. An integrable normal form for water waves in infinite depth. Physica D 1995, 84, 513–531. [CrossRef]
43. Verheest, F. Proof of integrability for five-wave interactions in a case with unequal coupling constants. J. Phys. Math. Gen. 1988,
21, L545–L549. [CrossRef] 45. Goriely, A. Integrability and Nonintegrability of Dynamical Systems; World Scientific: Singapore, 2001; Volume 19. y
y
g
47. Boccaletti, S.; Pisarchik, A.N.; Del Genio, C.I.; Amann, A. Synchronization: From Coupled Systems to Complex Networks; Cambridge
University Press: Cambridge, UK, 2018. 47. Boccaletti, S.; Pisarchik, A.N.; Del Genio, C.I.; Amann, A. Synchronization: From Coupled Systems to Complex Networks; Cambridge
University Press: Cambridge, UK, 2018.
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The cost-effectiveness of exercise referral schemes
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BMC public health
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* Correspondence: nana.anokye@brunel.ac.uk
1Health Economics Research Group (HERG), Brunel University, Uxbridge,
Middlesex UB8 3PH, UK
Full list of author information is available at the end of the article © 2011 Anokye et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Open Access Abstract Background: Exercise referral schemes (ERS) aim to identify inactive adults in the primary care setting. The primary
care professional refers the patient to a third party service, with this service taking responsibility for prescribing and
monitoring an exercise programme tailored to the needs of the patient. This paper examines the cost-effectiveness
of ERS in promoting physical activity compared with usual care in primary care setting. Methods: A decision analytic model was developed to estimate the cost-effectiveness of ERS from a UK NHS
perspective. The costs and outcomes of ERS were modelled over the patient’s lifetime. Data were derived from a
systematic review of the literature on the clinical and cost-effectiveness of ERS, and on parameter inputs in the
modelling framework. Outcomes were expressed as incremental cost per quality-adjusted life-year (QALY). Deterministic and probabilistic sensitivity analyses investigated the impact of varying ERS cost and effectiveness
assumptions. Sub-group analyses explored the cost-effectiveness of ERS in sedentary people with an underlying
condition. Results: Compared with usual care, the mean incremental lifetime cost per patient for ERS was £169 and the
mean incremental QALY was 0.008, generating a base-case incremental cost-effectiveness ratio (ICER) for ERS at
£20,876 per QALY in sedentary individuals without a diagnosed medical condition. There was a 51% probability
that ERS was cost-effective at £20,000 per QALY and 88% probability that ERS was cost-effective at £30,000 per
QALY. In sub-group analyses, cost per QALY for ERS in sedentary obese individuals was £14,618, and in sedentary
hypertensives and sedentary individuals with depression the estimated cost per QALY was £12,834 and £8,414
respectively. Incremental lifetime costs and benefits associated with ERS were small, reflecting the preventative
public health context of the intervention, with this resulting in estimates of cost-effectiveness that are sensitive to
variations in the relative risk of becoming physically active and cost of ERS. Conclusions: ERS is associated with modest increase in lifetime costs and benefits. The cost-effectiveness of ERS is
highly sensitive to small changes in the effectiveness and cost of ERS and is subject to some significant uncertainty
mainly due to limitations in the clinical effectiveness evidence base. The cost-effectiveness of exercise referral
schemes ana K Anokye1*, Paul Trueman1, Colin Green2, Toby G Pavey2, Melvyn Hillsdon3 and Rod S Tayl Population The model considers a cohort of individuals, aged
between 40-60 years, who present in a sedentary state. The age of the population was selected to reflect the
evidence on the effectiveness of ERS [10]. This paper aims to examine the cost-effectiveness of
ERS in promoting physical activity compared to usual
care in a primary care setting. Our analysis uses pre-
vious research as a point of departure, and builds on
this through use of evidence synthesis and through
further analysis of the cost-effectiveness of ERS in indi-
viduals with pre-existing conditions, which is intended
to reflect the use of ERS in practice in the UK. Modelling approach A decision analytic model was developed to examine the
cost effectiveness of ERS. The model considers a cohort
of individuals who are exposed to ERS compared to a
control group with no ERS. The modelling framework
estimates the likelihood of becoming physically active
and examines the effects of physical activity/inactivity
on the development of conditions which are known to
be associated with level of physical activity. Specifically,
the model considers the impact of ERS on the develop-
ment of coronary heart disease, stroke and type II dia-
betes. Whilst many other conditions are thought to be
associated with physical activity, these three conditions
were selected on the basis that there is robust quantifi-
able evidence on the relationship between physical activ-
ity and their incidence [15]. Figure 1 illustrates the
model structure, which is a based on a previously devel-
oped policy-relevant cost-effectiveness model [8]. This
structure was reviewed against best practice principles
for economic modelling and considered suitable [10]. To date, there is limited evidence on the cost-effec-
tiveness of ERS. A systematic review identified four pre-
vious economic evaluations [10]. These comprised three
trial-based economic evaluations of ERS [11-13] and one
model-based evaluation [8] of the cost-effectiveness of
brief interventions in primary care to promote physical
activity, including ERS. Whilst the evidence base sug-
gests that exercise referral is a cost-effective intervention
in sedentary but otherwise healthy populations there are
a number of shortcomings associated with the evidence. First, as the authors of each of the studies acknowledge,
there is significant uncertainty around estimates of cost-
effectiveness, mainly due to limitations in the effective-
ness evidence. Second, the evidence tends to focus on
sedentary but otherwise healthy individuals, while a
number of individuals are currently referred to an ERS
with a diagnosed condition, such as coronary heart dis-
ease or depression [14]. Background between 1 and 1.8 billion pounds is associated with the
treatment of physical inactivity related diseases [6]. In
spite of the negative impacts of physical inactivity, only
39% of men and 29% of women in England reported
meeting the recommended level to be considered ‘physi-
cally active’, as defined by guidance from the Chief
Medical Officer, whilst based on accelerometer data,
only 6% of men and 4% of women met the recom-
mended level [7]. Insufficient physical activity is an important public
health issue in England as it is associated with an
increased risk of developing over 20 health conditions
including coronary heart disease (CHD), cancer, dia-
betes, and stroke [1-4] and is rated among the top ten
leading causes of death in high-income countries [5]. In
England, physical inactivity is estimated to cost the
economy around 8.3 billion pounds annually, of which Over the past decade, exercise referral schemes (ERS)
have become one of the most common interventions
used to promote physical activity in primary care [8,9]. In an ERS, people who are sedentary and/or have risk * Correspondence: nana.anokye@brunel.ac.uk
1Health Economics Research Group (HERG), Brunel University, Uxbridge,
Middlesex UB8 3PH, UK
Full list of author information is available at the end of the article Page 2 of 11 Page 2 of 11 Page 2 of 11 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 factor(s) for conditions known to benefit from physical
activity (e.g. high blood pressure) are referred by a pri-
mary care professional to a third party service (often a
sports centre or leisure facility), which then prescribes
and monitors an exercise programme tailored to the
individual needs of the patients [9]. Effectiveness of ERS/comparator Effectiveness of ERS/comparator
Evidence of the effectiveness of ERS, compared with
usual care, measured in terms of the probability of mov-
ing from a sedentary state to an active state, was derived
from the meta-analysis conducted as part of a recent
review of the effectiveness literature for ERS [10]. This
was based on ‘intention-to-treat’ analyses, which
adjusted for attrition, and showed ERS to be associated
with a higher probability (relative risk (RR): 1.11; 95%
CI: 0.99, 1.25) of being active compared with usual care. The active state is defined in line with the effectiveness
literature and physical activity for health guidance [16] i. e. doing at least 90-150 min of at least moderate inten-
sity physical activity per week. Thus, a sedentary lifestyle
corresponds not only to non-participation in physical
activity but also to participation below the requisite
amount. The active state is assumed to last long enough
to enable health benefits to be obtained, although this
remains undefined given the inadequate evidence on the
dose response relationship between the number of years
being physically active and the incidence of long-term
outcomes. Previous analyses of behaviour change have
referred to this scenario as ‘fully engaged’ [17] to
describe an individual who makes lasting changes to
their lifestyle following an intervention. Treatment costs with CHD, stroke and type II diabetes
Total lifetime treatment costs were estimated using pub-
lished cost estimates (identified through a systematic
review) for the annual cost associated with CHD, dia-
betes, and stroke [8,21,22], and assumptions on age of
onset and life-expectancy combined with estimates of
the annual cost of treating an individual with the condi-
tion [15]. It was assumed that the treatment cost of
stroke, unlike the other health states was an event cost
because the direct costs associated with treatment of
stroke tend to occur once, rather than a recurring cost. This is acknowledged as a simplification in the model,
as in reality there are likely to be acute and ongoing
costs associated with stroke. Intervention and comparator ERS was assumed to take the form of a structured pro-
gramme of exercise based in a leisure centre incorporat-
ing monitoring of individual performance, as is mainly
the case in current practice [10]. Individuals are
assumed to have been referred to the scheme by a pri-
mary care professional. The comparator was usual care
in a primary care setting. It should be acknowledged
that individuals who are not exposed to ERS may choose
to become physically active. Perspective and time horizon The model adopts an NHS and personal social services
perspective (third-party payer perspective), as used by
the National Institute for Health and Clinical Excellence Figure 1 Diagram of model structure. Figure 1 Diagram of model structure. Figure 1 Diagram of model structure. Page 3 of 11 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 individuals is generated from the prevalence of these
conditions in that population, using the HSE 2006 data
to inform these probabilities (Table 1). The probability
of developing the health states among active individuals
are derived using RR estimates identified from literature
review [8,19,20] and subsequent adjustment (dividing
the probabilities for the sedentary population by the RR
from the literature) of the probability for each condition
in the ERS cohort. The physical activity levels and study
population used to measure the RR estimates match
those of the cohort under consideration in this study. (NICE) in it’s reference case for cost-effectiveness analy-
sis in health technology appraisal [2]. A lifetime time
horizon is adopted to capture future costs and to
acknowledge the benefits of physical activity. Future
costs and benefits are discounted at a rate of 3.5% per
annum [2]. ERS/intervention costs
h
f h The cost of the ERS intervention was derived from pre-
viously published research identified as part of a recently
published systematic review [10] which identified a
detailed micro-level costing exercise for a leisure centre
based ERS [12]. Isaacs et al. [12] reported resource use
in a health service/local authority that consists of provi-
sion of facilities, exercise trainers and administrative
support. Cost estimates are up-rated to 2010 prices,
using the consumer price index, for the current analyses. The validity of the resource use and cost estimates
employed for ERS were assessed by an expert advisory
group (including clinicians, exercise scientists and health
economists) and judged to be representative of ERS
schemes in current practice. No attempt was made to
estimate a net cost of the intervention which subtracts
any cost savings that might result from ERS from the
cost of the intervention. When this was explored in
Isaacs et al. [12] and Gusi et al. [11], there was no clear
evidence of a change in health care utilisation (e.g. med-
ications, hospital or primary care) as result of the
intervention. Risks of developing health states associated with
inactivity Evidence of the effect of physical activity on the devel-
opment of the outcomes considered in the model
(CHD, stroke and type II diabetes) is derived from a sys-
tematic review [8] and from the Health Survey for Eng-
land (HSE) 2006 (survey year focused on cardiovascular
disease and risk factors). HSE is the main data source
on morbidities in England [18]. The probability of devel-
oping CHD, stroke or type II diabetes among sedentary Assessment of uncertainty Uncertainty in parameter estimates was explored
through the use of deterministic and probability sensi-
tivity analyses. The deterministic sensitivity analysis
included one-way, scenario and extreme values analysis. In addition, uncertainties around parameters considered
to be key drivers of the cost-effectiveness of ERS were
addressed simultaneously using probabilistic sensitivity
analyses (PSA). The parameters that had different unit
values in the 2 arms of the model (i.e. probability to be
active and probability to get the disease conditions)
were specified as incremental differences between the 2
arms and not absolute values. The intuition is that the Primary outcome measure (QALY) Table 1 Estimates of the inputs to the model *Costs are in 2010 prices. distributions of these parameters may be correlated and
hence representing them as absolute values may overes-
timate the uncertainty. The distributions and their
respective calculation of alpha and beta calculations
were based on [25]. In cases where there were no data
on standard errors the standard approach of using 10%
of mean estimates as standard error was followed [26]
The data adopted in the probabilistic analysis are
reported in Table 2. associated with each of the conditions in the model are
derived using health state values for each condition [8,23]
and data on life-expectancy after onset of the condition
[24]. Life-expectancy is derived by applying data on aver-
age age of onset for each condition (Table 1). Primary outcome measure (QALY) The primary outcome of the economic evaluation is
expressed in terms of the incremental cost per quality-
adjusted life-year (QALY). Estimates of the QALYs Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Page 4 of 11 Table 1 Estimates of the inputs to the model
Input
Value
Data source
Probability of experiencing an outcome associated with physical activity
Probability of experiencing CHD when active
0.014
HSE [21]; Shaper et al. [19]
Probability of experiencing CHD when sedentary
0.027
HSE [21]; Shaper et al. [19]
Probability of experiencing stroke when active
0.011
HSE [21]; Herman et al. [20]
Probability of experiencing stroke when sedentary
0.015
HSE [21]; Herman et al. [20]
Probability of experiencing type II diabetes when active
0.022
HSE [21]; NICE [8]
Probability of experiencing type II diabetes when sedentary
0.044
HSE [21]; NICE [8]
Inputs used in calculating QALYs/treatment costs
Utility/health state value of being in CHD state
0.55
Kind et al. [22]; NICE [8]
Utility/health state value of being in stroke state
0.52
Kind et al. [22]; NICE [8]
Utility/health state value of being in type II diabetes state
0.7
Kind et al. [22]; NICE [8]
Utility/health state value of being in a non-disease health state
0.83
Kind et al. [22]; NICE [8]
Average age of cohort (in years)
50
HSE [18]
Average age of mortality (in years)
84
ONS [23]
Assumed average age of onset of a disease health state (in years)
55
NICE [8]
Life years remaining after onset of CHD
18.41
NICE [8]; ONS [23]
Life years remaining after onset of stroke
5.12
NICE [8]; ONS [23]
Life years remaining after onset of type II diabetes
28.13
NICE [8]; ONS [23]
Lifetime treatment costs*/QALYs associated with health states (per person)
Lifetime treatment costs associated with CHD state
£17,728
NICE [8]
Lifetime treatment costs associated with stroke state
£1,965
DH [22]
Lifetime treatment costs associated with type II diabetes state
£50,309
Currie et al. [21]
Lifetime treatment costs associated with non-disease health state
-
-
QALYs associated with CHD state
9.94
Kind et al. [23]; NICE [8]
QALYs associated with stroke state
5.15
Kind et al. [23]; NICE [8]
QALYs associated with type II diabetes state
14.18
Kind et al. [23]; NICE [8]
QALYs associated with non-disease health state
17.18
Kind et al. [23]; NICE [8]
*Costs are in 2010 prices. Subgroup analyses in individuals with pre-existing
conditions Sub-group analyses included an assessment of the cost
effectiveness of ERS in sedentary 40-60 year olds indivi-
duals with a diagnosed condition known to benefit from
physical activity. Obesity, hypertension and depression
were identified as the three most common conditions
reported with participation in ERS [14] and were
included in the analysis. Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Page 5 of 11 Table 2 Probabilistic sensitivity analysis inputs
Parameters
Deterministic
Standard error
Distribution
Alpha
Beta
Incremental probability to be active
0.048
0.0048
beta
95.152
1887.181
Incremental probability to experience CHD
0.013
0.0013
beta
98.687
7492.621
Incremental probability to experience stroke
0.004
0.0004
beta
99.596
24799.4
Incremental probability to experience diabetes
0.022
0.0022
beta
97.778
4346.677
Treatment discounted cost of CHD
17728.031
1772.803
gamma
100
177.280
Treatment discounted cost of stroke
1965.165
196.517
gamma
100
19.652
Treatment discounted cost of diabetes
50309.426
5030.943
gamma
100
503.094
Discounted QALY for CHD health state
9.942
0.994
gamma
100
0.099
Discounted QALY for stroke health state
5.148
0.515
gamma
100
0.051
Discounted QALY for type II diabetes health state
14.182
1.418
gamma
100
0.142
Cost of intervention
222
37.9
gamma
34.311
6.470
Source: Briggs et al (25) Table 2 Probabilistic sensitivity analysis inputs Estimating the cost-effectiveness of ERS Table 4 shows the estimated incremental cost-effective-
ness ratio (ICER) of the base-case analysis, using a cohort
of 1,000 individuals and a lifetime horizon. Total costs and
outcomes are divided by the cohort size (1,000) to gener-
ate per person estimates of costs and benefits. The ICER
was calculated with respect to the standard comparator
‘usual care’. Compared with usual care, ERS is more
expensive as it incurs additional mean lifetime costs of
£170 per person, but is more effective leading to a lifetime
mean QALY gain of 0.008 per person. The mean cost per
QALY of ERS compared with usual care is £20,876. Model validation Two main procedures involving internal validation and
peer review were employed to check the validity of the
model [27]. The former consisted of simulating a series
of changes in the input values that are likely to vary the
results of the model with checks to see that the impacts
on the results are expected. For example, setting all
QALY parameters to zero, and checking if the output of
the QALYs in each arm is zero. In addition to this, the
model was replicated and compared using TreeAge and
excel software, and subject to a process of internal peer
review, including consistency checks, across the research
team. The validation process included peer review by a
modeller, unrelated to the research team, who under-
stood the complexities of the model and who was able
to scrutinise the spreadsheet of the model and the for-
mulae behind it. Table 1 reports the derivation of the outcomes asso-
ciated with physical activity. This includes the probabil-
ity of experiencing an outcome (CHD, stroke or type II
diabetes), utility values, and life years associated with
each outcome. The estimates of lifetime treatment costs and QALYs
for an individual in each health state are summarised in
Table 1. Among the conditions included in the model,
type II diabetes incurred the largest treatment cost and
stroke the least, although it should be noted that stroke
was considered as a one off clinical event whilst other
chronic outcomes were associated with ongoing treat-
ment costs. Estimates of effectiveness/costs of ERS Table 3 summarises the estimates of the effectiveness of
ERS on physical activity levels and overall intervention
costs associated with ERS. Table 3 Estimates of effectiveness and intervention costs
of ERS
Inputs
Value Data source
Effectiveness
Probability of becoming active after exposure to
ERS
0.345
Pavey et al. [10]
Probability of becoming active after exposure to
usual care
0.297
Pavey et al. [10]
Intervention costs
Cost of the intervention per participant to the
providers
£222a
Pavey et al. [10]
aIn 2010 prices (estimates used in model) Table 3 Estimates of effectiveness and intervention costs
of ERS
Inputs
Value Data source
Effectiveness
Probability of becoming active after exposure to
ERS
0.345
Pavey et al. [10]
Probability of becoming active after exposure to
usual care
0.297
Pavey et al. [10]
Intervention costs
Cost of the intervention per participant to the
providers
£222a
Pavey et al. [10]
aIn 2010 prices (estimates used in model) Table 3 Estimates of effectiveness and intervention costs
of ERS
Inputs
Value Data source
Effectiveness
Probability of becoming active after exposure to
ERS
0.345
Pavey et al. [10]
Probability of becoming active after exposure to
usual care
0.297
Pavey et al. [10]
Intervention costs
Cost of the intervention per participant to the
providers
£222a
Pavey et al. [10]
aIn 2010 prices (estimates used in model) Deterministic sensitivity analysis Table 5 shows the impact of the variation in parameter
estimates (one-way analysis) on the cost-effectiveness of
ERS. Assuming a less intensive ERS or more effective
ERS resulted in an ICER below £30,000 per QALY and
lower than the base-case. On the other hand, including
intervention costs to participants led to an ICER above
£30,000 per QALY, whilst a less effective ERS resulted Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Page 6 of 11 Table 4 Base-case cost-effectiveness results comparing ERS with usual care
ERS
Usual care
Difference
Incremental cost per QALY (ICER)
Lifetime total healthcare costs per persona
£2,492
£2,322
£170
£20,876
Total QALYs per person
16.743
16.735
0.008
aIn 2010 prices Table 4 Base-case cost-effectiveness results comparing ERS with usual care QALY, there is a 0.508 probability that ERS is cost-
effective. This increases to 0.879 when a threshold of
£30,000 per QALY is considered. in ERS being dominated by usual care (negative ICER)-
that is ERS is more expensive and leads to loss of health
gains. The findings of the scenario analysis are pre-
sented in Table 5. In the worst case scenario, ERS was
dominated by the comparator. In the best case scenario,
the ICER fell to under £700 per QALY. Subgroup analysis in individuals with pre-existing
conditions Table 6 shows the probabilities of experiencing the
health states in the disease-specific cohorts. For each of
the conditions considered, the estimated ICER is lower
than the base case, reflecting the increased likelihood of
developing one of the morbidities considered in the
model if the individual has a pre-existing condition
(Table 7). Compared with usual care, ERS in these
cohorts remains more costly (albeit less so than in a
general population cohort). In terms of effectiveness,
ERS (compared with usual care) is more effective lead-
ing to improved QALY gains which are higher than in
the base case (ranging from 0.011 to 0.017). The cost
per QALY of ERS compared with usual care is between
£8,414 and £14,618 and thus can be considered cost-
effective at the £20,000 per QALY threshold. Probabilistic sensitivity analysis A scatter plot of the probabilistic data, showing simu-
lated estimates of cost difference against QALY differ-
ence between ERS and usual care, is provided in Figure
2. The scatter plot shows that all the simulations gener-
ated an improved effectiveness of ERS but also at higher
cost (i.e. all points were in the north-east quadrant of
the cost-effectiveness plane). This reflects the relatively
modest uncertainty around the cost of the intervention
and assumptions about the distribution of uncertainty
around the estimates of effect size. A judgment on the cost-effectiveness of ERS, from a
decision-maker context, will depend on the maximum
amount decision makers are willing to spend to obtain
an additional unit of effectiveness (in this case, a
QALY). This judgement can be informed through the
presentation of a cost-effectiveness acceptability curve,
as presented in Figure 3. At a threshold of £20,000 per Discussion Our analysis estimates the cost-effectiveness of ERS
using a cost utility analysis framework. Our base case Table 5 Cost-effectiveness results (after deterministic sensitivity analyses) comparing ERS with usual care
Parameters/scenarios
How data was adjusted for in the model
Incremental
cost per person
Incremental effect
per person (QALY)
ICER
Base case analysis
-
£170
0.008
£20,876
Parameters
Intervention costs to
participants
Costs of intervention was varied from £222 to £342
(including costs to providers and participants)
£290
0.008
£35,652
Less intensive ERS
Costs of intervention was varied from £222 to £110
£58
0.008
£7,085
Effectiveness of ERS (based on
lower limit of 95% CI)
Probability of becoming active after exposure to ERS was
varied from 0.336 to 0.294
£226
-0.001
Dominated*
Effectiveness of ERS (based
upper limit of 95% CI)
Probability of becoming active after exposure to ERS was
varied from 0.336 to 0.371
£122
0.015
£7,947
Scenarios
Worst cases of cost and
effectiveness
Worst case cost (£342) and worst case effectiveness
(0.294)
£346
-0.001
Dominated*
Best cases of cost and
effectiveness
Best case cost (£110) and best case effectiveness (0.371)
£10
0.015
£679
Worst case cost and best case
effectiveness
Best case cost (£110) and worst case effectiveness (0.294)
£242
0.015
£15,734
Best case cost and worst case
effectiveness
Worst case cost (£342) and best case effectiveness (0.371) £114
-0.001
Dominated*
*ERS more costly and less effective than control sults (after deterministic sensitivity analyses) comparing ERS with usual care Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Page 7 of 11 Page 7 of 11 Figure 2 Cost-effectiveness plane. Figure 3 Cost-effectiveness acceptability curve showing the probability of cost-effectiveness for ERS at varying levels of threshold. Figure 2 Cost-effectiveness plane. Figure 2 Cost-effectiveness plane. Figure 2 Cost-effectiveness plane. Figure 2 Cost-effectiveness plane. Figure 3 Cost-effectiveness acceptability curve showing the probability of cost-effectiveness for ERS at varying levels of threshold. Figure 3 Cost-effectiveness acceptability curve showing the probability of cost-effectiveness for ERS at varying lev Page 8 of 11 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Table 6 Inputs used in the subgroup analysis model
Cohort
Inputs
Value
Data source
Obese
Probability of experiencing CHD when active
0.0259
HSE [28]; Hu et al. [18]
Probability of experiencing CHD when sedentary
0.0376
HSE [28]; Hu et al. [18]
Probability of experiencing stroke when active
0.0259
HSE [28]; Hu et al. Discussion [18]
Probability of experiencing stroke when sedentary
0.0376
HSE [28]; Hu et al. [18]
Probability of experiencing type II diabetes when active
0.0756
HSE [28]; Hu et al. [18]
Probability of experiencing type II diabetes when sedentary
0.0986
HSE [28]; Hu et al. [18]
Hypertensive
Probability of experiencing CHD when active
0.060
HSE [28]; Hu et al. [29]
Probability of experiencing CHD when sedentary
0.074
HSE [28]; Hu et al. [29]
Probability of experiencing stroke when active
0.060
HSE [28]; Hu et al. [29]
Probability of experiencing stroke when sedentary
0.074
HSE [28]; Hu et al. [29]
Depressive
Probability of experiencing CHD when active
0.0336
HSE [28]; Surtees et al. [30]
Probability of experiencing CHD when sedentary
0.0801
HSE [28]; Surtees et al. [30] Table 6 Inputs used in the subgroup analysis model
Cohort
Inputs Table 6 Inputs used in the subgroup analysis model level lifetime QALY gains are relatively modest (less
than 0.01 in our base case analysis). This estimate is
predicated on the evidence of effectiveness derived from
a meta-analysis [10], which has provided the most
robust estimate to date of the effectiveness of ERS com-
pared to usual care. However, it should be acknowl-
edged that the cost-effectiveness analysis is attempting
to capture lifetime benefits based on evidence of rela-
tively modest effect sizes derived from short-term stu-
dies. Any such analysis inevitably involves some
assumptions about the degree to which behaviour
change is lasting and fails to consider other health beha-
viours which may impact on long-term outcomes. The
result is that the cost-effectiveness analysis estimates
that ERS has a modest lifetime cost and a marginal life-
time QALY gain. Even small changes in the source data
used to populate the model, particularly evidence of
effect size and cost, may lead to significant changes in
the resulting ICER. This can best be illustrated through
consideration of the net benefit calculation. If we value
each QALY gained at £30,000 and accept that our analy-
sis is generating a lifetime QALY gain of approximately
0.008 in most cases, then the value of the benefits gen-
erated in monetary terms is approximately £240 which
exceeds the cost of the intervention. However, even a
modest change in the lifetime QALY gain, to 0.007
would result in the costs exceeding the benefits making
the cost-effectiveness of ERS questionable. Table 7 Cost-effectiveness results (disease specific cohorts) comparing ERS with usual care
Cohort
Incremental cost per person(£)
Incremental effect per person(QALY)
ICER (£)
Obese
£168
0.011
£14,618
Hypertensive
£168
0.013
£12,834
Depressive
£147
0.017
£8,414 Discussion In the
analyses considering the ‘non-health’ outcomes, impacts
of PA were captured as: (a) reduced absenteeism at
work and disbenefits such as injuries and disability, and
(b) process utility directly attributable to increased exer-
cise. The former set of outcomes were obtained through
synthesis of the literature to identify estimates of the
magnitude of their associations with physical activity
[10] and accounted via a descriptive cost consequences
analysis. The process utility was included as a one-off
‘feel good’ benefit (QALY gain) associated with being
physically active, and was estimated via regression ana-
lyses using HSE 2008 data related to EQ-5D and self-
reported physical activity, with uncertainty in this esti-
mate tested via sensitivity analyses. Conversely, there are
a number of assumptions which could be considered to
be favourable to ERS, notably, the assumption relating
to the lasting effect of physical activity. Sensitivity analyses provide some reassurance that the
net effect of these assumptions is modest and that the
incremental cost-effectiveness of ERS remains below
£30,000 per QALY under most scenarios. Furthermore,
our findings are largely consistent with previous analyses
of ERS which have suggested that ERS results in modest
increases in QALYs (via adverse health events avoided)
at a relatively low cost. Previous studies have tended to
conclude that ERS is a cost-effective use of resources,
although they too have highlighted uncertainty in evi-
dence based and the analytical framework used. Isaacs
et al. [12] presented results in the form of an incremen-
tal cost per unit change in SF-36 score, with the authors
concluding that in comparison with controls, ERS led to
an incremental cost of £19,500 per unit change in SF-36
score at 6 month follow-up. Given the outcome measure
adopted in the study it is not possible to make helpful
comparison with our own findings, although it should
be noted that this study also found only a modest
change in health status. In contrast, the study by Gusi et
al. [11] showed that ERS resulted in an incremental
QALY gain of 0.132 over a 6 month period as measured
by change in the EQ-5D, at an incremental cost of €41
per participant, generating an ICER of €311 per QALY. Discussion assumptions result in a favourable cost-effectiveness
ratio of £20,876 per QALY gained from ERS compared
to usual care. The typical cost effectiveness threshold
for UK ranges from £20,000 to £30,000 per QALY. However, ICERs were highly sensitive to plausible varia-
tions in the relative risk for change in physical activity
and cost of ERS. The cost-effectiveness of ERS appears
to improve when targeted at individuals with a pre-
existing condition known to benefit from increased phy-
sical activity (i.e. £14,618/QALY in sedentary obese indi-
viduals, £12,834/QALY in sedentary hypertensives and
£8,414/QALY for sedentary individuals with depression). This suggests that it might be possible to target ERS to
individuals with pre-existing conditions in whom the
payoffs/impact may be higher. However, there remain
some major uncertainties over whether the evidence
used to populate the model, derived from the meta-ana-
lysis, is applicable to these groups. There may be good
reason to believe that uptake, adherence and effective-
ness might differ according to the characteristics of the
recipients. We have attempted to adjust the model to
take into account differences in the rate of long-term ill-
nesses, but no data were identified as part of the effec-
tiveness review to allow for adjustment of the effect of
ERS in different populations. There is a pressing need
for
better
primary
evidence
to
inform
these
uncertainties. Whilst our cost-effectiveness estimates suggest that
ERS is a cost effective use of National Health Service
(NHS) resources, it should be noted that the individual There are a number of limitations in the analysis that
need to be acknowledged. In some respects the analysis Table 7 Cost-effectiveness results (disease specific cohorts) comparing ERS with usual care
Cohort
Incremental cost per person(£)
Incremental effect per person(QALY)
ICER (£)
Obese
£168
0.011
£14,618
Hypertensive
£168
0.013
£12,834
Depressive
£147
0.017
£8,414 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Page 9 of 11 Page 9 of 11 The individuals in this study were obese and/or
depressed and the findings may provide further evidence
to suggest that physical activity can have process bene-
fits, i.e. health status gains (independent of other pre-
ventative effects) far greater than those suggested by our
own analysis. However, no attempt was made to ascer-
tain whether the benefits might be sustained beyond the
study period. Discussion The findings presented by NICE [8]
showed ERS compared with controls led to an incre-
mental cost per person of £25.10 and a lifetime QALY
gain of 0.31 per person equating to an incremental cost
per QALY of £81. We are inclined to relate our findings
more directly to the NICE [8] analysis because of simila-
rities in the methods used in both studies. For example,
the model used in our study was based on the model
used by NICE [8]. The analysis conducted for NICE
showed a greater QALY gain than our own findings. This might be partially explained by the inclusion of
colon cancer as an additional outcome in the NICE
model. In addition to this, the NICE model adopted
higher estimates of the effectiveness of ERS than our
analysis (RR of becoming active of 1.60 vs 1.11 herein)
and there are differences in the handling of uptake and
adherence between the two analyses. Coupled with a
lower estimated cost of ERS this result in the NICE ana-
lysis generating improved ICERs compared to our own
findings. In testing our own model we sought to repro-
duce the findings of the NICE model by incorporating
the improved effectiveness of ERS. Despite slight differ-
ences in the modelling approach it produced relatively
consistent findings. Whilst we have based our approach
to modelling the cost-effectiveness of ERS on the model
structure used by NICE, we believe that the meta-analy-
sis of effectiveness used in the current economic analysis
has resulted in more robust input data and ultimately
more accurate estimates of the cost-effectiveness of ERS
[10]. can be considered to be conservative as it includes only
a small number of conditions which are associated with
physical activity. The inclusion of other conditions, such
as musculoskeletal disease and mental health, are
expected to further improve the cost-effectiveness of
ERS. These conditions are excluded from the current
analysis due to limitations in the available data on the
relationship between their incidence and physical activ-
ity. Additional developments of this model to adopt a
wider perspective via the incorporation of ‘non-health’
outcomes associated with ERS slightly further improved
the cost-effectiveness of ERS to a base case ICER of
£17,032/QALY (see Pavey et al. [10] for detail). Conclusions p
5. World Health Organisation: World Health Report Geneva: WHO; 2002. This study examines the cost-effectiveness of ERS in
promoting physical activity compared to usual care in a
primary care setting. Using a cost utility analysis frame-
work, the study uses previous research as a point of
departure, and builds on this through use of evidence
synthesis and through further analysis of the cost-effec-
tiveness of ERS in individuals with pre-existing condi-
tions, which is intended to reflect the use of ERS in
practice in the UK. ERS is associated with modest
increase in lifetime costs and benefits. Compared to
usual care, the base-case ICER for ERS was £20,876/
QALY in sedentary individuals with at least one lifestyle
risk factor and £14,618/QALY in sedentary obese indivi-
duals, £12,834/QALY in sedentary hypertensives and
£8,414/QALY for sedentary individuals with depression. However, cost-effectiveness of ERS is highly sensitive to
small changes in the effectiveness and cost of ERS and
is subject to some significant uncertainty mainly due to
limitations in the clinical effectiveness evidence base. Therefore, further research on the clinical effectiveness
of ERS is strongly recommended. 6. Department of Health: 2009 Annual Rep
London: Department of Health; 2010. 6. Department of Health: 2009 Annual Report of the Chief Medical Officer
London: Department of Health; 2010. London: Department of Health; 2010. 7. Craig R, Mindell J, Hirani V: Health Survey for England 2008. Volume 1:
Physical Activity and Fitness National Health Service Information Centre;
2009. 8. National Institute for Health and Clinical Excellence (NICE): Modelling the
Cost Effectiveness of Physical Activity Interventions London: NICE; 2006. 9. National Institute for Health and Clinical Excellence (NICE): Rapid Review of
the Economic Evidence of Physical Activity Interventions London: NICE; 2006. 10. Pavey TG, Anokye N, Taylor AH, Trueman P, Moxham T, Fox KR, Hillsdon H,
Green C, Campbell JL, Foster C, Mutrie N, Searle J, Taylor RS: The
effectiveness and cost-effectiveness of exercise referral schemes: a
systematic review and economic evaluation. Health Technology
Assessment 2011. 10. Pavey TG, Anokye N, Taylor AH, Trueman P, Moxham T, Fox KR, Hillsdon H,
Green C, Campbell JL, Foster C, Mutrie N, Searle J, Taylor RS: The
effectiveness and cost-effectiveness of exercise referral schemes: a
systematic review and economic evaluation. Health Technology
Assessment 2011. 11. Authors’ contributions address cost effectiveness. However, there will always be
a trade-off between developing a simple model, which
can be populated and acknowledges its limitations ver-
sus a more complex model which may be a better repre-
sentation of reality but can only be partially populated
and may result in greater uncertainty. The fundamental
issue which needs to be addressed is improvements in
the source data on the effectiveness of ERS. NKA and PT undertook the economic modelling with support from CG,
drafted the first manuscript and coordinated its revision. TP and RT directed
the project, analysed the data for the clinical effectiveness, helped identify
data sources and assisted in drafting and revising the manuscript. MH
provided an advisory role and assisted in drafting and revising the
manuscript. All authors read and approved the final manuscript. Discussion However, all of the studies reported above suggest that
ERS is associated with only small mean differences in
lifetime costs and benefits, giving rise to the resulting
ICER being very sensitive to small changes in the rela-
tive risk of becoming physically active, together with
small changes in other data inputs. This highlights the
main limitation of this research, namely the limited evi-
dence to show that ERS has a significant and lasting
effect on participation in physical activity. Related to
this, the model assumed that the active state last long
enough to enable health benefits to be obtained and this
could not be addressed in the sensitivity analysis due
lack of data and the type of model used. Decision analy-
tic models may not be well suited to interventions
which involve complex behaviour change components. Individual level simulation models which can detect
changes in individual behaviours over time may better Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 Page 10 of 11 Page 10 of 11 Page 10 of 11 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 References 1. Department for Culture, Media and Sport (DCMS): Before, During and After:
Making the Most of the London 2012 Games London: DCMS; 2008. 2. National Institute for Health and Clinical Excellence (NICE): Workplace Health
Promotion: How to Encourage Employees to be Physically Active London:
NICE; 2008. 3. Department of Health: Be Active, be Healthy: a Plan for Getting the Nation
Moving London: Department of Health; 2009. 4. Department of Health: Choosing Activity: A Physical Activity Action Plan
London: Department of Health; 2005. 4. Department of Health: Choosing Activity: A Physical Activity Action Plan
London: Department of Health; 2005. 5. World Health Organisation: World Health Report Geneva: WHO; 2002. 6. Department of Health: 2009 Annual Report of the Chief Medical Officer
London: Department of Health; 2010. Competing interests
h
h
d
l
h The authors declare that they have no competing interests. Further research is urgently required to examine the
effectiveness of ERS with a particular focus on 1) how
to motivate individuals to participate in ERS; 2) identify
sub-groups of the sedentary population who are most
able to benefit from ERS; 3) identify factors that are
likely to lead to sustained increased in physical activity
and changes in lifestyle. In the absence of robust evi-
dence on these, the economic case for ERS remains
encouraging but ultimately equivocal. Received: 13 June 2011 Accepted: 26 December 2011 Received: 13 June 2011 Accepted: 26 December 2011
Published: 26 December 2011 Received: 13 June 2011 Accepted: 26 December 2011
Published: 26 December 2011 Published: 26 December 2011 Conclusions Gusi N, Reyes MC, Gonzalez-Guerrero JL, Herrera E, Garcia JM: Cost-utility of
a walking programme for moderately depressed, obese, or overweight
elderly women in primary care: a randomised controlled trial. BMC Public
Health 2008, 8:231. 12. Isaacs AJ, Critchley JA, Tai SS, Buckingham K, Westley D, Harridge SDR,
Smith C, Gottlieb JM: Exercise evaluation randomised trial(EXERT): a
randomised trial comparing GP referral for leisure centre-based exercise,
community-based walking and advice only. Health Technology Assessment
2007, 11(10). 13. Stevens W, Hillsdon M, Thorogood M, McArdle D: Cost-effectiveness of a
primary care based physical activity intervention in 45-74 year old men
and women: a randomised controlled trial. British Journal of Sports
Medicine 1998, 32(3):236-241. 14. British Heart Foundation National Centre (BHFNC): A Toolkit for the Design,
Implementation and Evaluation of Exercise Referral Schemes. Guidance for
Referring Health Professionals, Exercise Referral Professionals and Exercise
Referral Scheme Commissioners London: BHFNC; 2009. Acknowledgements
HTA Funding/Publication: This project was funded by the NIHR Health
Technology Assessment programme (project number 08/72/01) and will be
published in full in the Health Technology Assessment journal, around
September. See the HTA programme website for further project information. Department of Health Disclaimer: The views and opinions expressed
therein are those of the authors and do not necessarily reflect those of the
Department of Health. 15. Beale S, Bending M, Trueman P: An Economic Analysis of Environmental
Interventions that Promote Physical Activity University of York: York Health
Economics Consortium; 2007. 16. O’Donovan G, Blazevich AJ, Boreham C, Cooper AR, Crank H, Ekelund U,
Fox KR, Gately P, Giles-Corti B, Gill JMR, Hamer M, McDermott I, Murphy M,
Mutrie N, Reilly JJ, Saxton JM, Stamatakis E: The ABC of physical activity
for health: a consensus statement from the British Association of Sport
and Exercise Sciences. Journal of Sports Science 2010, 28(6):573-591. 17. Wanless D: Securing good health for the whole population.Edited by:
Treasury HM 2004, Crown. No: 0947819983; Norwich: HMSO. 1Health Economics Research Group (HERG), Brunel University, Uxbridge,
Middlesex UB8 3PH, UK. 2Peninsula College of Medicine and Dentistry,
University of Exeter, Veysey Building, Salmon Pool Lane, Exeter EX2 4SG, UK.
3School of Sport and Health Sciences, University of Exeter, St Luke’s, Exeter
EX1 2 LU, UK. Author details
1H
l h E Chilcott J, Tappenden P, Rawdin A, Johnson M, Kaltenthaler E,
Papaioannou D, Shippam A: Avoiding and identifying errors in health
technology assessment models: qualitative study and methodological
review. Health Technology Assessment 2010, 14(25). 27. Chilcott J, Tappenden P, Rawdin A, Johnson M, Kaltenthaler E,
Papaioannou D, Shippam A: Avoiding and identifying errors in health
technology assessment models: qualitative study and methodological
review. Health Technology Assessment 2010, 14(25). 28. Joint Health Surveys Unit of Social and Community Planning Research and
University College London: Health Survey for England 2006 2008, SN: 5809. 29. Hu G, Jousilahti P, Antikainen R, Tuomilehto J: Occupational, commuting,
and leisure-time physical activity in relation to cardiovascular mortality
among Finnish subjects with hypertension. American Journal of
Hypertension 2007, 20(12):1242-1250. 30. Surtees PG, WainwLeft NWJ, Luben RN, Wareham NJ, Bingham SA, Khaw KT:
Depression and ischemic heart disease mortality: evidence from the
EPIC-Norfolk United Kingdom prospective cohort study. American Journal
of Psychiatry 2008, 165(4):515-523. Author details
1H
l h E 1Health Economics Research Group (HERG), Brunel University, Uxbridge,
Middlesex UB8 3PH, UK. 2Peninsula College of Medicine and Dentistry,
University of Exeter, Veysey Building, Salmon Pool Lane, Exeter EX2 4SG, UK. 3School of Sport and Health Sciences, University of Exeter, St Luke’s, Exeter
EX1 2 LU, UK. 18. Hu G, Tuomilehto J, Silventoinen K, Barengo NC, Peltonen M, Jousilahti P:
The effects of physical activity and body mass index on cardiovascular,
cancer and all-cause mortality among 47212 middle-aged Finnish men
and women. International Journal of Obesity and Related Metabolic Disorders
2005, 29(8):894-902. Page 11 of 11 Page 11 of 11 Anokye et al. BMC Public Health 2011, 11:954
http://www.biomedcentral.com/1471-2458/11/954 19. Shaper AG, Wannamethee G, Walker M: Physical activity, hypertension
and risk of heart attack in men without evidence of ischaemic heart
disease. Journal of Human Hypertension 1994, 8(1):3-10. 20. Herman B, Schmitz PIM, Leyten ACM, Van Luijk JH, Frenken CWGM, Op de
Coul AAW, Schulte BPM: Multivariate logistic analysis of risk factors for
stroke in Tilburg, The Netherlands. American Journal of Epidemiology 1983
118:514-525. 21. Currie CJ, Kraus D, Morgan CL, Gill L, Stott NC, Peters JR: NHS acute sector
expenditure for diabetes: the present, future, and excess in-patient cost
of care. Diabetic Medicine 1997, 14:686-692. 22. Department of Health: Burdens of Disease - a Discussion Document London:
Department of Health; 1996. 23. Kind P, Dolan P, Gudex C, Williams A: Variations in population health
status: results from a United Kingdom national questionnaire survey. British Medical Journal 1998, 316(7133):736-741. 24. Office for National Statistics (ONS): United Kingdom Interim Life Tables. 2010
2010, Accessed May 2010. 24. Office for National Statistics (ONS): United Kingdom Interim Life Tables. 2010
2010, Accessed May 2010. 25. Briggs A, Sculpher M, Claxton K: Decision Modelling for Health Economic
Evaluation New York: Oxford University Press Inc.; 2006. 25. Briggs A, Sculpher M, Claxton K: Decision Modelling for Health Economic
Evaluation New York: Oxford University Press Inc.; 2006. y
26. Trapero-Bertran M: Incorporating external effects in economic evaluation 26. Trapero-Bertran M: Incorporating external effects in eco 26. Trapero-Bertran M: Incorporating external effects in economic evaluation
the case of smoking. Published Thesis London: Brunel University; 2011. p
p
g
the case of smoking. Published Thesis London: Brunel University; 2011. the case of smoking. Published Thesis London: Brunel University 27. Pre-publication history The pre-publication history for this paper can be accessed here:
http://www.biomedcentral.com/1471-2458/11/954/prepub The pre-publication history for this paper can be accessed here:
http://www.biomedcentral.com/1471-2458/11/954/prepub doi:10.1186/1471-2458-11-954
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English
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DIGITALISATION OF SHOP-FLOOR OPERATIONS IN THE SOUTH AFRICAN TOOL, DIE, AND MOULD-MAKING INDUSTRY
|
South African journal of industrial engineering
| 2,018
|
cc-by
| 8,595
|
South African Journal of Industrial Engineering August 2018 Vol 29(2), pp 153-170 South African Journal of Industrial Engineering August 2018 Vol 29(2), pp 153-170 DIGITALISATION OF SHOP-FLOOR OPERATIONS IN THE SOUTH AFRICAN TOOL, DIE, AND MOULD-
MAKING INDUSTRY M.T. Dewa1*#, A.F. van der Merwe1 & S. Matope1 M.T. Dewa1*#, A.F. van der Merwe1 & S. Matope1 M.T. Dewa1*#, A.F. van der Merwe1 & S. Matope1 ARTICLE INFO
Article details
Submitted by authors
12 Jan 2018
Accepted for publication
15 Jul 2018
Available online
31 Aug 2018
Contact details
*
Corresponding author
17628598@sun.ac.za
Author affiliations
1
Department of Industrial
Engineering, Stellenbosch
University, South Africa
#
Author was enrolled for a PhD in
the Department of Industrial
Engineering, Stellenbosch
University, South Africa
DOI
http://dx.doi.org/10.7166/29-2-1899 ARTICLE INFO ABSTRACT ARTICLE INFO Digitalisation has been advocated as a possible strategy to improve
the competitiveness of tool, die, and mould-making (TDM)
companies in the 21st century. The recent rise of digital
technologies, such as Internet of Things devices, now makes
digitalisation an achievable reality. This paper focuses on the
digitalisation of shop-floor operations in the South African TDM
industry through the development of a novel mobile data collection
(MDC) tool known as a shop-floor management system (SMS). The
developed SMS was deployed to, and validated in, a selected tooling
company for various products. The developed system improved the
shop-floor’s real-time data collection. OPSOMMING Digitalisering is voorgestel as ’n moontlike strategie wat die
mededingendheid van gereedskap- en gietvorming-maatskappye in
die 21ste eeu kan verbeter. Die onlangse opkoms van digitale
tegnologie,
soos
Internet
of
Things-toestelle,
maak
nou
digitalisering ’n haalbare realiteit. Hierdie artikel fokus op die
digitalisering van werkswinkelvloerbedrywighede in die Suid-
Afrikaanse TDM-bedryf deur die ontwikkeling van ’n nuwe mobiele
data versameling instrument vir werkswinkelvloerbestuur. Die
ontwikkelde stelsel is ontplooi tot, en gevalideer in, ’n
geselekteerde gereedskapmaatskappy vir verskillende produkte. Die ontwikkelde stelsel het die werkswinkel-vloer se reële-tyd data-
insameling verbeter. 1
INTRODUCTION Tool, die, and mould (TDM) manufacturing has long been considered a key industrial sector, as it is
the sole supplier of basic production equipment. Therefore, the TDM industry in South Africa is a
critical support industry to the broader manufacturing industry, bridging the gap between product
development and series production. This makes the sector a high value-adding constituent in the
supply of manufactured products by being at the heart of component manufacturing and by forming
the backbone of the manufacturing sector [1]. TDM firms have been traditionally known to consist
of small, medium or micro-enterprises (SMMEs) that are usually family-owned businesses. The
European tooling industry represents an annual turnover of approximately 13,000 million Euros, and
consists of over 7,000 companies, 95 per cent of which are SMMEs [2]. Likewise, over 90 per cent of
TDM firms in South Africa are small businesses in the range of SMMEs [3]. However, globalisation and the rapid growth in information communication technologies (ICT) have
changed views about the way production is being done in the TDM sector. Gaining a competitive
edge is no longer solely determined by product quality and lower costs: customers of the tooling
industry grow more demanding and rapidly change their needs. There is a general consensus among
researchers and industrialists that due date conformance and delivery reliability have also become
major key success factors for successful firms in the TDM industry ([4]; [5]; [6]). 153 Tool-making firms that align themselves with these current customer demands stand out on the
market, and attract more clients than those that lag behind. A global survey conducted by Schuh,
Pitsch, Kuhlmann and Stark [7] on the different tool-making firms (located in the 20 most important
countries in the world of tooling) classified the different firms, based on their market share and
competence levels, and using a ‘world of tooling’ radar, into four categories:
Allstars: a cluster of TDM companies with a high tooling competence and a big market share.
Established: a cluster of tool-making firms with a high tooling competence and a medium
market size.
Rookies: a cluster of tool-making firms with a medium tooling competence and a small market
size.
Rising stars: a cluster of tool-making firms with both a low tooling competence and a small
market size [7].
Allstars: a cluster of TDM companies with a high tooling competence and a big market share. 1
INTRODUCTION
Established: a cluster of tool-making firms with a high tooling competence and a medium
market size.
Rookies: a cluster of tool-making firms with a medium tooling competence and a small market
size.
Rising stars: a cluster of tool-making firms with both a low tooling competence and a small
market size [7]. g stars: a cluster of tool-making firms with both a low tooling competence and a small
ket size [7]. The South African TDM sector was classified within the ‘Rising star’ category of the radar in the
study, as depicted in Figure 1. This is mainly because recent results of the on-going benchmarking
initiative in the South African TDM industry have shown that most firms struggle in the global market
owing to intense external competition and internal shortcomings [8]. One of the identified
challenges was that of poor organisational practices adopted by most observed TDM firms in South
Africa. The organisational shortfalls of the South African TDM sector are a sign of poor business or
operational practice on the shop-floor. According to Von Leipzig and Dimitrov [9], the results from
the on-going benchmarking surveys clearly show that the initial and later stages of the tool
production value stream are being neglected by South African TDM firms. In their analysis, Von
Leipzig and Dimitrov [9] commented that the South African TDM sector is characterised by difficulties
in data collection and manipulation. It is evident that the South African TDM sector has an
intermediate potential to develop and improve its status and to become a globally recognised
competitor — that is, attaining ‘Allstar’ status. The question remains: what can a South African TDM
firm do to attain ‘Allstar’ status? This paper aims to answer this question by focusing specifically on
how the South African TDM sector can overcome its data collection and manipulation shortcomings. Figure 1: World of tooling radar [7] Figure 1: World of tooling radar [7] 154 A study by Schuh, Pitsch, Salmen and Rittstieg [10] on the concept of ‘fast forward tooling’ identified
nine critical success factors that tool-making firms can implement to improve their global
competitive position (see Figure 2). One of the factors suggested in the work is that of
‘digitalisation’, which has the potential significantly to improve the competitiveness of a tooling
enterprise, thereby becoming the basis for other success factors. 1
INTRODUCTION The basis for digitalisation is the
recording of data; and there is a lot of data one can find in a manufacturing environment. Hence,
the concept enables the recording of information from manufacturing processes and from serial
production. After the data is collected, it is processed into smart data, or information that is
presented in a meaningful way for managers and decision-makers to make decisions. This permits
the establishment of unique know-how or sustainable knowledge [10]. As a result, a company will
possess expert knowledge that can be used for future decision-making, and may be commercialised. Thus the concept of digitalisation has the potential of addressing data collection and manipulation
shortcomings. Figure 2: ‘Fast forward tooling’ success factors [10]
With the recent growth in ICT technology such as Internet of Things (IoT) devices, it is now possible
to apply the concept of digitalisation, thus improving the flexibility, agility, efficiency, and
productivity of operations in a tooling environment [11]. According to Business Insider estimates
observed by Samuelson, Lanman and Pocek [12], by the year 2020 around 20 billion devices will be
connected to the internet, with 40 per cent of these being IoT devices, as shown in Figure 3. Figure 2: ‘Fast forward tooling’ success factors [10] Figure 2: ‘Fast forward tooling’ success factors [10] Figure 2: ‘Fast forward tooling’ success factors [10] With the recent growth in ICT technology such as Internet of Things (IoT) devices, it is now possible
to apply the concept of digitalisation, thus improving the flexibility, agility, efficiency, and
productivity of operations in a tooling environment [11]. According to Business Insider estimates
observed by Samuelson, Lanman and Pocek [12], by the year 2020 around 20 billion devices will be
connected to the internet, with 40 per cent of these being IoT devices, as shown in Figure 3. With the recent growth in ICT technology such as Internet of Things (IoT) devices, it is now possible
to apply the concept of digitalisation, thus improving the flexibility, agility, efficiency, and
productivity of operations in a tooling environment [11]. According to Business Insider estimates
observed by Samuelson, Lanman and Pocek [12], by the year 2020 around 20 billion devices will be
connected to the internet, with 40 per cent of these being IoT devices, as shown in Figure 3. 1
INTRODUCTION Figure 3: Growth in IoT devices [12] Figure 3: Growth in IoT devices [12] Figure 3: Growth in IoT devices [12] 155 According to Schuh, Kuhlmann, Pitsch and Komorek [13], the IoT devices will greatly impact the way
toolmakers will perform production in the 21st century. However, the application of IoT or current
ICT technology is yet to be fully explored in terms of its relevance in the digitalisation of shop-floor
operations in the South African TDM industry. As a result, the potentials of digitalisation are yet to
be comprehensively explored by South African tooling companies. This paper attempts to fill this
gap by developing a system for the digital transformation of operations on the tool room shop-floor. A systematic method of process analysis, selection of appropriate technologies, design and
development for the digital transformation is employed while accessing its applicability in the South
African TDM context. 2.1
Digitalisation In this section, the concept of digitalisation is further explored as a potential initiative to improve
the competitiveness of TDM operations in the area of data collection. The benefits and perceived
shortcomings of digitalisation are outlined. Mobile and cloud computing technologies are presented
as supporting digitalisation and state-of-the-art research on digitalisation within the global tooling
industry is shown. Then the relevance of this concept in the current tooling industry is justified. 2.1.1
Concept of digitalisation Digitalisation can be viewed as the implementation of current modern ICT to improve production
processes’ efficiency and productivity. The concept has been promoted as having the potential
significantly to improve the competitiveness of any manufacturing enterprise [14]. According to
Stolterman and Fors [15], ‘digitalisation’, or ‘digital transformation’, refers to the changes
associated with the application of digital technology to all aspects of human society [16]. The
concept differs from ‘digitisation’, which refers to the conversion of analogue or manual processes
to digital ones. Brennen and Kreiss [17] have defined digitalisation as “the adoption or increase in
use of digital or computer technology by an organisation, industry or country”. Unfortunately, the
rate of adoption of digital technologies in the manufacturing sector has been slow, with most firms
using a ‘wait and see’ approach [18]. However, the few companies that have implemented digital
solutions have been able to tell stories of success. Thus tool-making firms ought to view digital
solutions as an opportunity rather than as a threat [11]. Digitalisation is viewed as an on-going process rather than as a one-stop destination, as firms ought
continually to evaluate what is worth digitalising. This is mainly because digital technologies evolve
fast in a globalised world. To be successful, one has to keep up with current technological trends,
and pilot small solutions incrementally to inspire workers while improving competitiveness. The
concept of digitalisation has been found to apply to different scenarios and applications in the
business world. The available literature records three different views of digitalisation: those at the
process level, product level, and the supply chain level. In the process-level view of digitalisation,
new digital tools are adopted to streamline business activities and processes by reducing manual
steps [16], while the product-level view focuses on the ability to turn existing products or services
into digital variants, thus offering a competitive advantage over other tangible products [19]. The
supply-chain view of digitalisation focuses on the sole use of digital technologies to connect suppliers
and customers, radically transforming business procedures through connectivity. Since this study
focuses on the digitalisation of shop-floor operations in a tooling environment, only the process-
level view applies in this study. The main goal in process-level digitalisation is to ensure the real-
time availability of information for decision-makers within an organisation [20]. 2.1.2 The digitalisation effort pays off in a lot of ways. Firstly, digitalisation improves process
transparency, which is a key step to greater efficiency and profitability [21]. Anything that is
recorded can easily be measured, tracked, and monitored. Secondly, since digitalisation ensures the
processing of data into real-time information, often referred to as ‘smart data’, informed decision-
making by production managers is supported. Eventually the productivity of the enterprise is
considerably improved, since decisions can be made quickly, based on the readily available
information [14]. The improved productivity will result in a substantial reduction in time spent by
employees searching for information, as workers need to spend most of their time on activities that
produce value. As a result, all employees become more efficient when working within an optimised
process. Thirdly, with informed decisions made at all levels of the value chain, the costs associated 156 with incorrect information and erroneous decisions are largely eliminated [22]. Moreover, business
integration is significantly improved by digitalisation, helping firms to reduce greatly the time spent
on interruptions while simultaneously enhancing their product or service quality [23]. This is crucial
in the TDM industry, where there are no complete or standard solutions on the market for tool-
making firms. Thus each company is supposed to develop its own solutions, as they all have different
applications and business context scenarios. Enterprise resource planning (ERP) solutions on the
market usually do not fit well in a tooling environment, as they are offered with more modules than
required. As a result, buying one is very expensive, and extra costs may be incurred in efforts to
adapt the system to the business rules of the company using it. According to Schuh, Kuhlmann,
Pitsch, and Komorek [13], digitalisation can aid in collaborative work within the tooling industry by
ensuring seamless communication within value creation networks. Eventually the product’s time-to-
market is improved while the focus on the customer is enhanced [24]. According to Schuh et al. [10], digitalisation in the context of tooling has to be adapted to industry-
specific characteristics, which is why the industry-specific characteristics of a group need to be
determined before selecting and implementing the appropriate digital technologies. 2.1.3 Although digitalisation has the potential to improve operations significantly, a few shortfalls need
to be addressed. The internet is one of the central technologies in digitalisation. As a result, data
security of sensitive information remains a challenge that is yet to be adequately resolved [26]. Furthermore, workers with low computer or digital literacy require sufficient training before they
can implement or use any digital solutions [27]. These factors can slow down the acceptance or
possible adoption of digital solutions. Digital transformation of business operations has often been
perceived by business owners as a costly venture [28]. As a result, a majority of SMMEs do not
consider trying to implement any new technology into their businesses. However, the cost of some
digital devices has significantly reduced on the market, and do-it-yourself (DIY) open-source devices
have opened new opportunities for innovative designs at little or no cost ([29]; [30]). Furthermore,
digitalisation is often thought by some to be the same as ‘automation’. According to Henriette, Feki
and Boughzala [19], process automation is only one part of the entire digitalisation framework. This
perception only focuses on the process-level view of digitalisation yet the concept also includes the
product level and the supply chain level, as discussed earlier in section 2.1.1. As a result, another
misconception workers usually have is that digitalisation may lead to the loss of jobs if manual
processes are replaced by semi-automated methodologies. On the contrary: digitalisation should be
viewed as a way of making processes better and more effective rather than replacing human labour
[16]. A thorough understanding of the currently available digital technologies can assist in
eliminating the above-mentioned misconceptions about digitalisation. The next section will give a brief overview of some of the common classes of currently available
digital technologies in the form of mobile devices and cloud computing platforms. 2.1.2 In a study on
establishing a framework for digitalisation in production firms, Krishnan, Pujari and Sarkar [25]
outlined four dimensions that digitalisation can address in manufacturing: (1) The operational
excellence of a production firm can be enhanced as productivity and efficiency across processes and
functions grow. (2) A firm’s agility or adaptation, its response to internal and external changes
(disturbances), is improved. The dimensions of (3) innovation and (4) customer-centricity are also
enhanced in a firm by digitalisation. 3
Limitations of, and misconceptions about, digitalisation 2.1.5
State-of-the-art The implementation of current ICT in the TDM industry has been slow. Some researchers have
successfully implemented solutions in TDM firms using current ICT. Efforts to create such information
systems for the TDM sector are on-going, with examples from Choi, Shin, Choi and Lee [6], Hu, Zhou
and Li [40], Silva, Roque and Almeida [41], and Li, Wang, San, and Seng [42], among others. An
understanding of the TDM industry domain is therefore paramount before digitalisation can be fully
implemented in the field. The next section focuses on the research methodology adopted in developing a digital solution that
suits the South African TDM sector. .4
Digitalisation through mobile devices and cloud computing platforms Mobile devices such as smartphones and tablets have become ubiquitous in everyday life [31]. These
gadgets have become readily available at low prices, causing a growth in usage in our time. Modern
smartphones have become programmable. They also come with a growing number of embedded
sensors, such as a digital compass, accelerometer, gyroscope, GPS, microphone, and camera [32]. As a result, the range of data these devices can handle is enormous, including text messages, GPS,
barcodes, QR-codes, pictures or images, audio, and video [18]. Furthermore, mobile devices can
browse the internet, making them easily part of a global network of other objects. Mobile data can
be accessed anywhere at any time in near-real time [33]. Mobile devices are well-suited for
applications in which data collection is done repeatedly and conducted in a distributed way; and a
large percentage of the data types collected are quantitative in nature [34]. According to Mell and Grance [35], cloud computing is a model for enabling ubiquitous, convenient,
on-demand network access to a shared pool of configurable computing resources (e.g., networks, 157 157 servers, storage, applications, and services) that can be rapidly provisioned and released with
minimal management effort or service provider interaction. This model of technology is a broad
field of study with numerous resources that allow the sharing of data over distributed systems. Google has the most commonly used cloud computing resources in the form of Google Drive [36]. Microsoft Azure is another commonly used platform for Windows users [37]. Cloud computing
platforms have a wide usage in many domains, including business [38], healthcare, and
manufacturing [39]. servers, storage, applications, and services) that can be rapidly provisioned and released with
minimal management effort or service provider interaction. This model of technology is a broad
field of study with numerous resources that allow the sharing of data over distributed systems. Google has the most commonly used cloud computing resources in the form of Google Drive [36]. Microsoft Azure is another commonly used platform for Windows users [37]. Cloud computing
platforms have a wide usage in many domains, including business [38], healthcare, and
manufacturing [39]. 3
RESEARCH METHODOLOGY This section outlines the research design and methods used in the study. According to Krishnan et
al. [25], a systematic approach, which involves analysis, design, development, and testing, is
required to achieve the digital transformation of a business’s operations. This design strategy entails
analysis of the current state of an industry, identification of processes requiring improvement, and
careful selection of appropriate technologies to bring about the digital transformation. Thus
knowledge engineering and systems engineering methods were used in the study. Knowledge
engineering was used to establish the industry-specific characteristics of the South African TDM
sector by establishing the processes requiring digitalisation. The systems engineering methodology
was employed for the development of the digital solution. This methodology involved selection of
the appropriate digital technologies, and the design, development, testing, and validation of the
final solution. The systems engineering methodology was chosen because, according to Hoefler and Marm [43], this
approach allows for a systematic route from problem definition to solution realisation, which results
in a prototype being developed and tested. The agile approach of software development was used
for the design and creation of the digital solution. According to Spataru [44], the agile approach
simplifies the development process. This is because development is conducted incrementally for
each module, unlike in the waterfall approach, which follows a hierarchy of long steps [44]. Firstly,
a case study for a selected TDM company was used to test and validate the solution. At this stage,
real-world scenarios and data were used to test the robustness of the system. Secondly, the available
development platforms (software and hardware) were compared, using set criteria for the purpose
of selecting the best platform. A questionnaire was designed to verify the selected technology, and
decision matrices were developed, following Satterlee, E., McCullough, Dawson and Cheung [34],
for the selection of the software and hardware. The remaining stages, which involved designing, developing, and testing the system, were
implemented in one selected company, as different tooling firms produce a wide range of products
and services. As a result, the industry-specific characteristics vary from one company to another
[10]. So case-study-specific data related to the selected firm was used. After developing and testing a complete digital solution, the same company chosen during the design
phase was used for the validation process, which followed three distinct phases:
System preparation;
System deployment; and
Product selection and testing. 4.1
Selected processes The experts who were consulted were questioned about the tooling functions that greatly impacted
the due date reliability or speed of a project. The experts all alluded to the following critical
functions:
Cost estimation
Project management — planning, scheduling, and control
Production
Project management — planning, scheduling, and control
Production
Project management — planning, scheduling, and control
Production It was concluded, therefore, that improving the data collection in the domains of cost estimation,
process planning, and production functions would significantly improve business operations in a
tooling environment. The cost estimation function was identified as crucial because research has shown that, in the
mould-making industry, usually less than 10 per cent of all offers turn into orders ([45]; [46]; [47];
[48]). As a result, accurate and timely cost estimation before tool, die, and mould production is a
key attribute for sustaining global competitiveness. Due to the skill shortages that the South African
TDM industry has experienced, the majority of tool-making firms take a long time to quote for a job. Furthermore, results from benchmarking exercises at these firms have shown that the majority of
the generated quotes lacked accuracy, due to the methods employed [45]. For effective and timely
cost estimation, the parameters to be considered must be known, together with the decision
heuristics to be followed. Furthermore, the project management of orders in a tooling environment
is another complex task that requires great skill and expertise. This is mainly because operational
disturbances such as rush orders or breakdowns can complicate the life of project managers. Carefully prepared process plans and schedules can easily become invalid, thus needing to be
continually revised [49]. For a project to finish within the budgeted time, efficient project
management techniques should be employed. All value-adding activities in a tool room need careful
procedural conformance and great skill. As a result, administrative work on the shop floor can be a
nightmare if it is not well-designed and well-managed. The time taken for each operation is a critical
parameter, as it will help to give feedback on the progress of orders. Furthermore, knowledge of
manufacturing task times serves as a valuable input during the cost estimation of the same job in
the future. After establishing these system functions, the key parameters for each function were derived. 3
RESEARCH METHODOLOGY 158 RESULTS AND DISCUSSION 4 This section outlines the major research findings of the study. The method of knowledge engineering
was employed, with field experts from five different tool-making firms being were interviewed to
obtain results on:
Tool-room processes that could be significantly improved through digitalisation;
Parameters for the identified processes; and
Derivation of user needs and specifications. The five experts who were visited were mainly from injection mould design and press metal tool
production specialist firms within the Western Cape Province tool, die and mould-making (TDM) and
plastics manufacturing industries. The mean number of employees for the observed population of
companies was 10.4. The tooling expert from company D had the greatest amount of experience (40
years’ experience in the tooling industry), as shown in Table 1. The average experience was found
to be 28.6 years. Table 1: Experts’ experience in years
Expert from
company
A
B
C
D
E
Experience of the
expert (years)
19
28
23
40
33 Table 1: Experts’ experience in years Figure 4: System use case model The major system functions derived are highlighted in grey. Though the cost estimation, process
planning, and production cases are the major functions, the human resources function plays a crucial
role in defining the required operations and resources. The database design and development was the first stage in setting up the system. The entity
identification for each class was derived, and an entity relationship diagram (ERD) was developed,
as shown in Figure 5. The ‘Google Sheets’ platform was used in developing the backend database
for each of the tables. The mobile application for the system was developed using the AppSheet
environment. 4.1
Selected processes Since
labour-related costs are the greatest contributor to the overall tool cost, monitoring and control of 159 production time is crucial. One of the consulted experts indicated that over 60 per cent of the tool’s
costs are labour-related. production time is crucial. One of the consulted experts indicated that over 60 per cent of the tool’s
costs are labour-related. 4.2
Parameter and user derivation The system functions and parameters for the identified processes were also derived. Cost
estimation, project planning, and production functions were deemed to be crucial in contributing
to shop-floor management and to meeting delivery due dates. As a result, the main system users
will be cost estimators, project managers, and artisans in a tool-making environment. The use case
model generated in Figure 4, and the information in Table 2, summarise the key findings in the
derivation process. Figure 4: System use case model 4.3
Overview of shop-floor management system The overall system architecture and functionality is illustrated in Figure 6. With the use of web-
based cloud computing platforms, the captured data can be collected in a distributed manner. This
simplifies the methodology, as information can be accessed in real time at any place. Mobile devices
speed up shop-floor data collection, reducing the costs incurred in preparing and printing paper-
based documents. Furthermore, the conditional logic set in the mobile devices simplifies the end-
user’s collection process, thus reducing the effort involved in recording the data manually. 160 Figure 5: Entity relationship diagram (ERD) Figure 5: Entity relationship diagram (ERD) 161 Table 2: System users, functions, and parameters
Users
Functions
Parameters
Data for each parameter
Cost estimator
Cost
estimation
Quoting
Labour costs
Number of hours for:
Data management
Mould design
Computer simulations
Advanced engineering
CNC machining
General shop labour
CMM parts
Material costs
Material type and weight required
for:
Mould base
Copper (electrodes)
Cavity core steel
Components
Texture
Tooling (cutters and inserts)
Sample material
Service costs
Number of hours required for:
Heat treating and plating
Manifold hot-runner system
Project manager
Planning
Material types and
dimensions
Material types
Length, width, and height of
material
Mass required
Purchasing
Supplier lists
Supplier costs
Contractors list
Contractor costs
Price of all materials
Prices of all services
Scheduling
Available resources — workers and
machines
Available dates and times
Production
workers
Manufacturing
Value-added time
Set-up time
Operation time
Non-value added time
Set-up downtime
Operation downtime
Operational disturbance reason
The responses of the five experts (represented in Table 3 and Table 4 respectively) validated the Table 2: System users, functions, and parameters The responses of the five experts (represented in Table 3 and Table 4 respectively) validated the
need to use mobile and cloud-computing technologies during shop-floor operations in South African
TDM firms. The developed system was integrated with the tooling companies’ existing Microsoft Excel
spreadsheets. The developed system was integrated with the tooling companies’ existing Microsoft Excel
spreadsheets. Table 3: Existing capacity analysis
Question
Summary of responses from
experts
Implications
Availability of mobile devices
(smart phones, tablets, etc.)
No. However, most workers have
their own devices. 4.3
Overview of shop-floor management system If workers have their own mobile
devices, there may be no need to
invest in buying devices. Availability of workers skilled in
the use of mobile devices and
having ICT expertise
Yes. Few workers in a tooling
environment are skilled in ICT. Usually the tool designers are
good at using computer
technology (because they use
computers every day)
There may be a need to train
workers how to use digital
technologies if they are introduced. 162 ENQUIRY
COST ESTIMATE
QUOTATION
ORDER
(AGREE ON DELIVERY DATE)
ARTISAN
JOB START
JOB END
JOB LOCATION
JOB CARDS
SPECIFICATIONS/
DRAWINGS
MATERIALS AND
RESOURCES
SCHEDULE
QUOTING PROCESS
PLANNING PROCESS
DATA
PC Based Job/Data
Tracking
Costing feedback
Costing feedback
Feedback
Feedback
Load the job
onto the SMS
Load the job
onto the SMS
Real-time
feedback to
customer
Real-time
feedback to
customer
Manufacturing process
Job specification
from customer
Job specification
from customer
Estimated vs. Actual cost
analysis
Estimated vs. Actual cost
analysis
MICROSOFT CORPORATION
Production
Automatic data
feedback via smart
phone
Automatic data
feedback via smart
phone
Actual operation
times
Production
schedule
Actual operation
times
Production
schedule Load the job
onto the SMS
Load the job
onto the SMS Real-time
feedback to
customer
Real-time
feedback to
customer Estimated vs. Actual cost
analysis
Estimated vs. Actual cost
analysis Feedback
Feedback Manufacturing process Manufacturing process Figure 6: Schematic diagram of SMS overview Figure 6: Schematic diagram of SMS overview
Table 4: Software and hardware requirements
Question
Summary of responses
from experts
Software implications
Hardware implications
Integration with existing
data management
platforms
Yes. Some firms already use
Excel and Pastel for data
management. The selected software
platform should be
compatible with many
platforms, especially
Microsoft Excel. The selected device
must be compatible
with the software
platform chosen. Ability to take photos,
graphics, or video
Yes. During the order
definition stage, there
may be a need to take a
photo of the sample
product or part. In some
cases, toolmakers may
need to take a video of
the process on a machine. The selected software
platform should
support capturing and
storage of pictures and
videos in the dataset. The selected devices
should have built-in
cameras for taking
photos and videos. They
should also have the
capability, and a large
enough screen, to
display graphics and
videos. Need to record GPS data
No
None
None
Need to collect data
from the field
Yes. 4.3
Overview of shop-floor management system The engineering drawing
is also supposed to be
captured during the
production process. The selected software
platform should
support the capturing
of PDF files for the
engineering drawings. The selected devices
should be able to
connect to either a
cellular or a wireless
network (Wi-Fi). 163 Table 4 (cont.): Software and hardware requirements
Question
Summary of responses
from experts
Software implications
Hardware implications
Complex filter logic in
data collection
Yes
The logic for the cost
estimation and production
data collection processes
is complex. The selected software
platform should
support skip logic
during the
development phase. The selected devices
must have a reasonable
amount of processing
power. Need for external
support during
development
Yes. The researcher and
respondents conducting or
participating in the study
are not software
developers, so will need
help during the
development phase. The selected software
platform should have a
dedicated support
service (or community)
that will assist in the
development phase. None (software-related
question)
Need for merging with
external data sets
Yes. There is a need to
integrate the collected
data with financial
systems in the future. The selected software
platform should be
compatible with
existing data sets. None (software-related
question) Table 4 (cont.): Software and hardware requirements 4.4
SMS module navigation The developed SMS is a web-based mobile solution, as shown in the design specification overview in
Figure 6. The mobile solution has five different sub-modules that were deployed in different parts
of a tooling firm. Figure 7 shows the main switchboard for the system. Each user obtained only the
module relevant to their operations. Figure 7: Shop-floor management system (SMS) main switchboard modules
Scheduling
Sales
Resources
Production
Dashboard Figure 7: Shop-floor management system (SMS) main switchboard modules The resources module is used to prepare the system by recording all of the company’s resources,
which include worker details, machines, and assets. The users can also define common disturbances
experienced and daily operations conducted. These are also used by other modules of the system
during the quoting, planning, and production phases. This part (the resources module) is specifically
deployed and made available to the human resources department of the business. The navigation flowchart for the resources module is illustrated in Figure 8 below. The sales module is deployed to the sales and cost estimation teams of the tooling business. 4.3
Overview of shop-floor management system The
module allows for customer details and job specifications for each order or job to be captured after
a customer’s enquiry. Upon receipt of an enquiry, the cost estimators determine the price of the
job through parametric entry of the operations, materials, and services rendered per order. Upon
completion of the costing, automated emails are generated and sent to the client with details of
the quoted prices and the terms. This process significantly reduces the time spent on other
administrative duties, such as generating quotes and invoices. The navigation flowchart for the sales module is illustrated in Figure 9 below. A common trend in
the tooling business derived during the analysis was that of repeat orders occurring in the future. Due to this trend, the system also allows for the duplication of an old order so that the cost
estimation process is not repeated. Upon approval by the customer, the order details are made
available to the scheduling module of the system. 164 Main switchboard or resources icon
Resources interface
Machine details update
Shop-floor operations update
Employee details update
Human Resources
Figure 8: Resources module navigation flowchart Human Resources Resources interface Figure 8: Resources module navigation flowchart 165
Main switchboard or sales icon
Customer details
Order entry and status update
Cost estimation
Customer details update
Materials description
Operations description
Services description
Cost Estimatior
Sales and Purchasing
Figure 9: Sales module navigation flowchart
In the world of tooling, cost estimation is one of the most complex tasks; it requires expert
knowledge for an accurate quote to be generated. Thus the system employs intelligent algorithms
to derive certain costing parameters. The pseudo-code shown in Figure 10 illustrates the decision-
making algorithm employed by the system during the estimation process: Figure 9: Sales module navigation flowchart In the world of tooling, cost estimation is one of the most complex tasks; it requires expert
knowledge for an accurate quote to be generated. Thus the system employs intelligent algorithms
to derive certain costing parameters. 4.3
Overview of shop-floor management system The pseudo-code shown in Figure 10 illustrates the decision-
making algorithm employed by the system during the estimation process: 165 BEGIN (Cost estimation interface)
SELECT required operation;
FOR selected operation(s):
Find the required relevant machine and operator;
Automatically display the machine and operator rate;
Automatically compute operation cost
End loop;
SELECT required material(s);
FOR selected material(s):
Find unit material cost;
Automatically display the unit cost and use quantity defined to compute material cost;
End loop;
If required: SELECT service(s) required;
FOR selected service(s):
Find, display and compute service cost;
End loop;
Compute total operational cost and save;
Send automated emails to client and cost estimator;
END BEGIN (Cost estimation interface)
SELECT required operation;
FOR selected operation(s):
Find the required relevant machine and operator;
Automatically display the machine and operator rate;
Automatically compute operation cost
End loop;
SELECT required material(s);
FOR selected material(s):
Find unit material cost;
Automatically display the unit cost and use quantity defined to compute material cost;
End loop;
If required: SELECT service(s) required;
FOR selected service(s):
Find, display and compute service cost;
End loop;
Compute total operational cost and save;
Send automated emails to client and cost estimator;
END Figure 10: Pseudo-code for decision-making intelligence during estimation Figure 10: Pseudo-code for decision-making intelligence during estimation Process planners or project managers can access all approved jobs from the scheduling module. In
this platform, raw material purchases from suppliers are also facilitated. After the materials are
received, tasks are assigned to the shop-floor toolmakers. Once deployed, each toolmaker can view
the tasks assigned to them via the production module. The navigation flowchart for the scheduling
module is illustrated in Figure 11 below. Main switchboard or scheduling icon
Scheduling interface
Complete tasks
Task assignment
Work In Progress tasks
Assign worker and start/enddDate
Project Manager
Figure 11: Scheduling module navigation flowchart
The production module is specifically deployed to the workers on the shop floor for the time-based
entry and accounting of tasks done. In real time, workers can enter the start and stop times for their
jobs. Workers can also input data on any recurring disturbances occurring during production. Once
disturbances are recorded, the managers receive triggers of the event via email. Figure 12 below
illustrates the production module navigation flow chart. Figure 11: Scheduling module navigation flowchart The production module is specifically deployed to the workers on the shop floor for the time-based
entry and accounting of tasks done. In real time, workers can enter the start and stop times for their
jobs. Workers can also input data on any recurring disturbances occurring during production. Once
disturbances are recorded, the managers receive triggers of the event via email. Figure 12 below
illustrates the production module navigation flow chart. 166 Main switchboard or Production icon
Production interface
Completed tasks
Work-In-Progress and askt status update
Toolmaker details
Time sheet entry
Toolmaker
Figure 12: Production module navigation flowchart Figure 12: Production module navigation flowchart The dashboard module of the system is deployed to the top management only. The platform
facilitates the real-time monitoring of shop-floor activities on key performance order-related
indicators, which include due date conformance and order percentage progress. The managers can
also view, in real time, costing analytics such as actual cost incurred versus estimated cost, labour
hours per employee, and machine run times. The navigation flowchart for the dashboard module is
illustrated in Figure 13 below. Although this is the main part that top management uses to observe
shop-floor events, they requested to have access to the other four modules as well. CONCLUSION 5 The shop-floor management system (SMS) developed here is unique in addressing the requirements
of South African TDM firms, which include:
Interfacing shop-floor workers with tool-room managers;
Real-time shop-floor data collection by toolmakers;
Distributed information sharing in a tool-room environment;
Generation of order progress reports;
Information storage of order histories;
Automated computation of actual costs incurred;
Automated reporting and email functions; and
Cost analytics of estimated vs actual costs per job. The developed SMS application was only implemented within one company. However, since the tool
is a distributed system using mobile devices, future work can be conducted on extending the
application to the domain of TDM customers and suppliers. In that way, customers will be able to
enter their requirements and request quotations, while suppliers can consistently communicate
about the services and products they supply (with current updated prices). Thus future work can
also be done in deploying the application to TDM customers and suppliers. Furthermore, according
to Christensen [50], the introduction of new technologies to improve business operations brings in
some “disruptive characteristics”. All new technologies can have negative implications, especially
during the introduction phases. Since the SMS is a web-based solution, threats associated with the
internet are a possibility, and the absence of a good network can affect functionality. Therefore,
further work can also be conducted in investigating all the disruptive characteristics of implementing
the SMS in a South African tooling environment. Such an effort will help to fine-tune the solution to
improve its operational effectiveness. REFERENCES [1]
Malherbe, D.C. 2007. Benchmarking in the South African tool and die manufacturing industry (Masters
thesis, Stellenbosch University, South Africa). Retrieved August 13, 2013 from
http://scholar.sun.ac.za/handle/10019.1/2121. [2]
Henriques, E. & Pecas, P. 2013. New business models for the tooling industry. Journal of Current Issues
in Finance, Business and Economics, 6(2), p.100. [3]
Geyer, J. & Bruwer, R. 2006. Role of collaboration in the South African tooling industry. Journal of New
Generation Sciences, 4(1), pp. 64–71. [4]
Schuh, G., Pitsch, M., Komorek, N., Schippers, M. & Salmen, M. 2014. Cutting manufacturing failure
costs in the tool and die industry by implementing a knowledge transfer system to avoid and correct
mistakes more effectively. Procedia CIRP, 16, pp. 80–85. [5]
Schuh, G. 2011. Toolmaking for the future: A global study of today’s situation and future trends in the
tooling industry, Laboratory for Machine Tools and Production Engineering of RWTH, pp. 1–36. [6]
Choi, Y., Shin, J., Choi, H. & Lee, S. 2010. Quality management system for web-based collaboration in
mold & die industry. Proceedings of 40th International Conference on Computers and Industrial
Engineering: Soft computing techniques for advanced manufacturing and service systems, pp. 1–6. Awaji,
Japan: Institute of Electronics and Electrical Engineers. p
g
[7]
Schuh, G., Pitsch, M., Kuhlmann, T. & Stark, M. 2016. World of tooling. Proceedings of International
Conference on Competitive Manufacturing 16, pp. 57–62. Stellenbosch, South Africa. [8]
Dewa, M.T., van der Merwe, A.F. & Matope, S. 2015. Towards a competitive South African tooling
industry. International Journal of Social, Behavioral, Educational, Economic, Business and Industrial
Engineering, 9(11), pp. 3524–3529. Retrieved January 10, 2016, from
http://waset.org/publications/10002156/towards-a-competitive-south-african-tooling-industry. http://waset.org/publications/10002156/towards-a-competitive-south-african-tooling-industry. [9]
Von Leipzig, K. & Dimitrov, D. 2015. Cluster development in the SA tooling industry. The South African
Journal of Industrial Engineering, 26(3), pp. 110–124. p
g p
p
g
y
[9]
Von Leipzig, K. & Dimitrov, D. 2015. Cluster development in the SA tooling industry. The South African
Journal of Industrial Engineering, 26(3), pp. 110–124. f
g
g,
( ), pp
[10] Schuh, G., Pitsch, M., Salmen, M. & Rittstieg, F. 2016. Fast forward tooling. Proceedings of International
Conference on Competitive Manufacturing 16, pp. 63–70. Stellenbosch, South Africa. [11] Schuh, G., Boos, W., Pitsch, M., Salmen, M., Hensen, T., Kuhlmann, T. & Rittstieg, F. 2015. Fast forward
tooling, pp. 40–43. Laboratory for Machine Tools and Production Engineering (WZL). [12] Samuelson, N., Lanman, C. & Pocek, C. 2015. Figure 10: Pseudo-code for decision-making intelligence during estimation Main switchboard or Dashboard icon
Dashboard interface
Machine run times
Order progress,
due date and costing analytics
Employee labour hours
Setup disturbance
total time
Delivered orders
history
Operational disturbance
total time
Top Management
Figure 13: Dashboard navigation flowchart Figure 13: Dashboard navigation flowchart 167 CONCLUSION 12] Samuelson, N., Lanman, C. & Pocek, C. 2015. Internet of Things: New challenges and opport
semiconductor supply chain, pp. 1–4, Retrieved 2 May, 2016, from:
https://legacy.alixpartners.com/en/LinkClick.aspx?fileticket=Ddm2RT9_FHw%3d&tabid=635. REFERENCES Internet of Things: New challenges and opportunities for
semiconductor supply chain, pp. 1–4, Retrieved 2 May, 2016, from:
https://legacy.alixpartners.com/en/LinkClick.aspx?fileticket=Ddm2RT9_FHw%3d&tabid=635. 168 [13] Schuh, G., Kuhlmann, K., Pitsch, M. & Komorek, N. 2013. Digitalization as a key enabler for efficient
value creation networks in the tool and die making industry. Proceedings of Portland International
Conference on Management of Engineering and Technology. Technology Management in the IT-Driven
Services, pp. 1976-1984. [CD] San Jose, California, USA, IEEE/ Portland International Center for Machining. [14] Oesterreich, T.D. & Teuteberg, F. 2016. Understanding the implications of digitisation and automation in
the context of Industry 4.0: A triangulation approach and elements of a research agenda for the
construction industry. Computers in Industry, 83, pp. 121–139. [15] Stolterman, E. & Fors, A.C. 2004. Information technology and the good life. Information Systems
Research, 143, pp. 687–692. [16] Parviainen, P., Tihinen, M., Kääriäinen, J. & Teppola, S. 2017. Tackling the digitalization challenge: How
to benefit from digitalization in practice. International Journal of Information Systems and Project
Management, 5(1), pp. 63–77. [17] Brennen, S. & Kreiss, D. 2014. Digitalization and digitization. Retrieved September 12, 2017 from
http://culturedigitally.org/2014/09/digitalization-and-digitization/. k, J. 2015. Evaluating a mobile data-collection system for production information in SMEs. Computers
ndustry, 68, pp. 53–64. [19] Henriette, E., Feki, M. & Boughzala, I. 2015. The shape of digital transformation: A systematic literature
review. Proceedings of Mediterranean Conference on Information Systems (MCIS), pp. 1–13. Samos,
Greece: Association for Information Systems. y
[20] Reinhard, G., Jesper, V. & Stefan, S. 2016. Industry 4.0: Building the digital enterprise. 2016 Global
Industry 4.0 Survey, pp. 1–39. [21] Satyavolu, P., Setlur, B., Thomas, P. & Iyer, G. 2015. Designing for manufacturing’s “Internet of Things”. Technology solutions, pp. 4–14. Retrieved November 21, 2016 from
https://www.cognizant.com/whitepapers/Designing-for-Manufacturings-Internet-of-Things.pdf. [22] Stancioiu, A. 2017. The fourth industrial revolution: Industry 4.0. Fiability & Durability / Fiabilitate si
Durabilitate, 1, pp. 74–78. Retrieved January 16, 2018 from
http://web.b.ebscohost.com/ehost/detail/detail?vid=0&sid=76125aa0-d343-498c-
8bab26c4c3ab2a20%40sessionmgr101&bdata=JnNpdGU9ZWhvc3QtbGl2ZQ%3D%3D#AN=123300383&db=aph. g
p
p
[23] Brettel, M., Friederichsen, N., Keller, M. & Rosenberg, M. 2014. How virtualization, decentralization and
network building change the manufacturing landscape: An industry 4.0 perspective. Retrieved August 10,
2017, from
https://www.scribd.com/document/316635938/How-Virtualization-Decentralization-and-
Network-Building-Change-the-Manufacturing-Landscape-an-Industry-40-Perspective. [
]
,
,
,
,
,
g,
,
network building change the manufacturing landscape: An industry 4.0 perspective. Retrieved August 10,
2017, from
https://www.scribd.com/document/316635938/How-Virtualization-Decentralization-and-
Network Building Change the Manufacturing Landscape an Industry 40 Perspective work-Building-Change-the-Manufacturing-Landscape-an-Industry-40-Perspective. Ż g
g
g
p
y
p
[24] Zawadzki, P. & Żywicki, K. 2016. REFERENCES Computing, 17(4), pp. 1225 1229. [37] Jennings, R. 2009. Cloud computing with the Windows Azure platform. Retrieved September 12, 2013 from
http://lib.myilibrary.com.ez.sun.ac.za/Open.aspx?id=230684. [37] Jennings, R. 2009. Cloud computing with the Windows Azure platform. Retrieved September 1
http://lib.myilibrary.com.ez.sun.ac.za/Open.aspx?id=230684. [38] Shroff, G. 2010. Enterprise cloud computing : Technology, architecture, applications. Cambridge, UK:
Cambridge University Press. [39] Hung, M.H., Lin, Y.C., Quoc Huy, T., Yang, H.C. & Cheng, F.T. 2012. Development of a cloud-computing-
based equipment monitoring system for machine tool industry. Proceedings of International Conference
on Automation Science and Engineering, pp. 962–967. g
g pp
[40] Hu, Y., Zhou, X. & Li, C. 2010. Internet-based intelligent service-oriented system architecture for
collaborative product development. International Journal of Computer Integrated Manufacturing, pp. 113–
125. [41] Silva, C., Roque, L. & Almeida, A. 2006. MAPP — A web-based decision support system for the mould
industry. Decision Support Systems, 42, pp. 999–1014. y
pp
y
pp
[42] Li, M., Wang, J., San, Y. & Seng, K. 2005. A collaborative application portal for the mould industry. International Journal of Production Economics, 96, pp. 233–247. pp
[43] Hoefler, B.G. & Mar, B.W. 1992. Systems-engineering methodology for engineering planning applications. Journal of Professional Issues in Engineering Education and Practice, 118(2), pp. 113–128. [43] Hoefler, B.G. & Mar, B.W. 1992. Systems engineering methodology for engineering planning applications. Journal of Professional Issues in Engineering Education and Practice, 118(2), pp. 113–128. [44] Spataru, A.C. 2010. Agile development methods for mobile applications (Masters thesis, University of
Edinburgh, Scotland). Retrieved February 14, 2017 from:
https://www.inf.ed.ac.uk/publications/thesis/online/IM100767.pdf. [45] Dewa, M.T., van der Merwe, A.F., Matope, S. & Nyanga, L. 2016. Decision support heuristics for cost
estimation model of injection moulds. Proceedings of 27th SAIIE Conference, pp. 163–175. Stonehenge,
North West: South African Institute for Industrial Engineering. [46] Fonseca, M.J., Henriques, E., Ferreira, A. & Jorge, J. 2007. Assisting mould quotation through retrieval
of similar data. Digital Enterprise Technology, pp. 527–534. [47] Duverlie, P. & Castelain, J.M. 1999. Cost estimation during design step: Parametric method versus case
based reasoning method. The International Journal of Advanced Manufacturing Technology, 15(12), pp. 895–906. [48] Denkena, B., Lorenzen, L.E. & Schürmeyer, J. 2009. Rule-based quotation costing of pressure die casting
moulds. Production Engineering, 3(1), pp. 87–94. [49] Dewa, M.T., van der Merwe, A.F. & Matope, S. 2016. A holonic approach to reactive scheduling when
rush orders emerge. Proceedings of International Conference on Competitive Manufacturing 16, pp. 337–
341. Stellenbosch, South Africa. REFERENCES Smart product design and production control for effective mass
customization in the Industry 4.0 concept. Management and Production Engineering Review, 7(3), pp. 105–
112. [25] Krishnan, A., Pujari, G. & Sarkar, N. 2015. A framework to speed manufacturing’s digital business
transformation, pp. 1–17, Retrieved 2 January, 2017 from:
https://www.cognizant.com/InsightsWhitepapers/a-framework-for-digital-business-transformation-
codex-1048.pdf. transformation, pp. 1–17, Retrieved 2 January, 2017 from:
https://www.cognizant.com/InsightsWhitepapers/a-framework-for-digital-business-transformation-
codex-1048.pdf. p
[26] Iwaya, L.H. 2016. Secure and privacy-aware data collection and processing in mobile health systems
(Doctoral dissertation, Karlsstad Universitet, Sweden). Retrieved October 13, 2017 from
http://www.divaportal.org/smash/record.jsf?pid=diva2%3A1043735&dswid=_vpx=hZWWCedGvRH2. p
p
g
j
p
p
[27] Richter, A. 2017. IT on the shop floor — Challenges of the digitalization of manufacturing companies. In
30th BLED eConference, Digital Transformation – From Connecting Things to Transforming Our Lives, pp. 1–16. [28] Ebner, G. & Bechtold, J. 2012. Are manufacturing companies ready to go digital? Capgemini Consulting
Group, pp. 1–15. Retrieved May 25, 2016 from
https://www.capgemini.com/resource-file- [28] Ebner, G. & Bechtold, J. 2012. Are manufacturing companies ready to go digital? Capgemini Consulting
Group, pp. 1–15. Retrieved May 25, 2016 from
https://www.capgemini.com/resource-file-
access/resource/pdf/Are_Manufacturing_Companies_Ready_to_Go_Digital_.pdf. Group, pp. 1–15. Retrieved May 25, 2016 from
https://www.capgemini.co
access/resource/pdf/Are_Manufacturing_Companies_Ready_to_Go_Digital_.pdf. p pp
y
p
pg
ccess/resource/pdf/Are_Manufacturing_Companies_Ready_to_Go_Digital_.pdf. [29] Nevo, S. & Chengalur-Smith, I. 2017. Examining organizations’ continued use of open source
Information Technology & People, 30(1), pp. 24–46. f
gy
p
,
( ), pp
[30] Upasani, O.S. 2016. Advantages and limitations of open source software for library management system
functions: The experience of libraries in India. The Serials Librarian, 71(2), pp. 121–130. [31] Trucano, M. 2014. Using mobile phones in data collection: Opportunities, issues and challenges. [Online],
Retrieved September 10, 2015 from:
http://blogs.worldbank.org/edutech/using-mobile-phones-
data-collection-opportunities-issues-and-challenge. [32] Vieira, D. & Vieira, D. 2015. Empowering mobile users: Applications in mobile data collection. MOBILITY
2014 : The Fourth International Conference on Mobile Services, Resources, and Users, pp. 56–60. [33] Jung, C. 2011. Mobile data collection systems — A review of the current state of the field. Retrieved April
12, 2016 from http://humanitarian-nomad.org/mdc-research/. [34] Satterlee, E., McCullough, L., Dawson, M. & Cheung, K. 2015. Paper-to-mobile data collection: A manual. Retrieved August 28, 2016 from
https://www.fhi360.org/sites/default/files/media/documents/Paper_to_Mobile_Data_Collection_Manual
_1.0.pdf. p
[35] Mell, P. & Grance, T. 2011. The NSIT definition of cloud computing: Recommendations of the National
Institute of Standards and Technology. Retrieved July 15, 2014 from
http://faculty.winthrop.edu/domanm/csci411/Handouts/NIST.pdf. 169 [36] Carretero, J. & Blas, J.G. 2014. Introduction to cloud computing: Platforms and solut
Computing, 17(4), pp. 1225–1229. Computing, 17(4), pp. 1225–1229. REFERENCES ,
[50] Christensen, C.M. 1997. The innovator's dilemma: When new technologies cause great firms to fail. Boston, MA: Havard Business School Press. 170
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Applied K Fertilizer Use Efficiency in Pineapples Grown on a Tropical Peat Soil Under Residues Removal
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The scientific world journal/TheScientificWorldjournal
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Applied K Fertilizer Use Efficiency in Pineapples
Grown on a Tropical Peat Soil Under Residues
Removal Osumanu H. Ahmed*, Husni M.H. Ahmad, Hanafi M. Musa, Anuar A. Rahim, and
Syed Omar S. Rastan
Department of Land Management, Faculty of Agriculture, Universiti Putra Malaysia, 43400
UPM Serdang, Selangor, Malaysia nu H. Ahmed*, Husni M.H. Ahmad, Hanafi M. Musa, Anuar A. Rahim, and
mar S. Rastan
ent of Land Management Faculty of Agriculture Universiti Putra Malaysia 43400 Osumanu H. Ahmed*, Husni M.H. Ahmad, Hanafi M. Musa, Anuar A. Rahim, and
Syed Omar S. Rastan
Department of Land Management, Faculty of Agriculture, Universiti Putra Malaysia, 43400
UPM Serdang, Selangor, Malaysia E-mail: osman60@hotmail.com Received November 13, 2004; Revised December 20, 2004; Accepted December 21, 2004; Published January
21 2005 In Malaysia, pineapples are grown on peat soils, but most K fertilizer recommendations
do not take into account K loss through leaching. The objective of this study was to
determine applied K use efficiency under a conventionally recommended fertilization
regime in pineapple cultivation with residues removal. Results showed that K recovery
from applied K fertilizer in pineapple cultivation on tropical peat soil was low, estimated
at 28%. At a depth of 0–10 cm, there was a sharp decrease of soil total K, exchangeable
K, and soil solution K days after planting (DAP) for plots with K fertilizer. This decline
continued until the end of the study. Soil total, exchangeable, and solution K at the end
of the study were generally lower than prior values before the study. There was no
significant accumulation of K at depths of 10–25 and 25–45 cm. However, K
concentrations throughout the study period were generally lower or equal to their initial
status in the soil indicating leaching of the applied K and partly explained the low K
recovery. Potassium losses through leaching in pineapple cultivation on tropical peat
soils need to be considered in fertilizer recommendations for efficient recovery of
applied K. YWORDS: potassium fertilizers, pineapples, tropical peat soils, residues, leaching DOMAINS: agronomy, soil systems, plant sciences, environmental technology, ecosystems
management, waste management policy, crop science Research Article
TheScientificWorldJOURNAL (2005) 5, 42–49
ISSN 1537-744X; DOI 10.1100/tsw.2005.9 Research Article
TheScientificWorldJOURNAL (2005) 5, 42–49
ISSN 1537-744X; DOI 10.1100/tsw.2005.9 *Corresponding author.
©2005 with author. INTRODUCTION Large-scale production of pineapples on tropical peat soils is characterized by in situ burning of crop
residues before subsequent replanting. Following the 1997/1998 economic loss in the agricultural sector
due to fires and haze in South-East Asia[1,2,3], in situ burning of crops residues such as pineapple
residues is being discouraged. Studies on product development from pineapple residues have shown some 42 Ahmed et al.: Potassium Fertilizer Use Efficiency TheScientificWorldJOURNAL (2005) 5, 42–49 impressive and promising results[4,5,6], but the existing K fertilization program for this residue
management practice came out of studies[7,8,9,10,11,12,13] that did not take K leaching into account. impressive and promising results[4,5,6], but the existing K fertilization program for this residue
management practice came out of studies[7,8,9,10,11,12,13] that did not take K leaching into account. Potassium deficiency can be severe, particularly in pineapple cultivation on peat soils where K loss
through leaching can be high due to low clay and the absence of mineral matter[14,15]. Potassium
fixation is almost absent in peat soils[16] and despite their high cation exchange capacity, these soils do
not readily adsorb exchangeable K[16]; a substantial amount of the total available K is always present in
the soil solution and is hence strongly mobile and prone to leaching[16]. There is the need to quantify the total amount of K taken up by the plant (summation of K in roots,
stem, leaves, peduncle, fruit, and crown), remaining in the soil after cultivation, and losses through
leaching from applied K fertilizers on peat soils under pineapple cultivation. This assessment will be
useful in evaluating K requirements of pineapples on peat soils, thereby contributing to the reduction of
environmental pollution by excessive and unbalanced K fertilizer uses. The economic significance of
efficient K use to non-K fertilizer-producing countries such as Malaysia, whose fertilizer use and import
bill are higher than N[17], cannot be overemphasized. The import bill for K fertilizer (2001) has been has
estimated at US$129.74 million per year (2001)[17]. This study was carried out to determine applied K
use efficiency under a conventionally recommended fertilization regime in pineapple cultivation with
residues removal. RESULTS AND DISCUSSION The experimental plots did not significantly differ in their initial K forms (total, exchangeable, and soil
solution). The bulk density of peat soils depends on the amount of compaction, the botanical composition of
the materials, their degree of decomposition, and the mineral and moisture contents at the time of
sampling[16]. Bulk densities at the depths of 0–10, 10–25, and 25–45 cm were 0.16, 0.23 and 0.13 g cm–3,
and were typical of Umbro Saprists peat soil[16]. But the relatively high bulk densities at the depths of 0–10
and 10–25 cm may be due to cultivation and compaction, subsidence of peat soil, of the surface layers on
drainage[16]. The fact that the pineapple estate has been under use for about 36 years and has good drainage
systems supports this observation. The lower bulk density at the depth of 25–45 cm may be due to partial
decomposition of plant materials. Observation has shown that the bulk density in most tropical peat soils is
higher at the surface layers than the subsurface layers as the former surfaces tend be more sapric (full
decomposition) than the latter layers[16]. This has been associated with climate, height of water table, and
oxidation[16]. Perhaps materials at the depth of 25–45 cm may have been lignified. The distribution of K in the pineapple plant is presented in Table 2. There was no significant
difference in the K uptake for roots, crown, and peduncle regardless of treatment difference, but this
uptake was significantly different for stem, leaves, and fruit of the fertilized plants than the unfertilized
plants. There was also significant difference across treatments (Table 2). p
g
The total K uptake for KF and NKF were 498.84 and 342.50 kg ha–1 (average across treatments), and
with a total K rate of 554 kg ha–1, K recovery was calculated (using the stated formula in materials and
methods) to be only 28.22%. Not discounting the contribution of diffusion to this recovery[23,24],
probably without the rooting system of pineapple, this recovery would have been lower. During growth, it
is known that the adventitious roots of pineapples form a short and compact system at the stem base, with
numerous strong roots and limited branching. However, under ideal conditions, the soil root system could
spread up to 1–2 m laterally and 0.85 m in depth[25]. MATERIALS AND METHODS The study was conducted in a pineapple estate in Johor, Malaysia on Umbro Saprists peat soil. The area
has an annual precipitation of about 2000 mm. Monthly minimum and maximum temperatures are of 23
and 31˚C, and relative humidity ranged from 70 to 90%/month. Two treatments were used. Treatment one
was on plots with K fertilizer (KF) and treatment two was on plots without K fertilization (NKF). Each
experimental plot size was 4 × 12 m, with 300 suckers of cv Gandul (the most commonly grown variety)
planted in each plot. The experimental plots were laid out in a randomized, complete block design with
four replications. p
Potassium was applied as KCl (49.8% K) to the KF plots. K fertilization schedules and rates were
adapted to practices in the estate. At 83 days after planting (DAP), K was applied at 89 kg ha–1 K. Another 89 kg ha–1 K was applied at 144 DAP. At 209 DAP, 188 kg ha–1 K was applied to the KF plots
and the same rate was also applied at 263 DAP (Table 1). Normal estate N and P fertilization programs
were followed. All other plant management procedures and schedules of the estate were also followed. TABLE 1
The Usual N and P Fertilization Program of the Pineapple Estate
Number of Days of Application After Planting
Fertilizer rate (kg ha–1)
83
144
209
263 (Total)
N
176
176
176
176 (704)
P
11
11
7
7 (36) TABLE 1
The Usual N and P Fertilization Program of the Pineapple Estate TABLE 1
The Usual N and P Fertilization Program of the Pineapple Estate The Usual N and P Fertilization Program of the Pineapple Estate Number of Days of Application After Planting Before the start of the experiment, pineapple residues were manually removed from the study area by
slashing, raking, and removing old plants of the previous crop. Before removing the crop residues, peat
soil samples were taken at depths of 0–10, 10–25, and 25–45 cm using peat soil auger and analyzed for
total K, exchangeable K, and soil solution K using the dry ash, double acid, and squeeze 43 Ahmed et al.: Potassium Fertilizer Use Efficiency TheScientificWorldJOURNAL (2005) 5, 42–49 methods[18,19,20], and atomic absorption spectroscopy (AAS). Subsequent peat soil samplings were
done 48, 83, 144, 263, 365, 417, and 446 DAP. These samples were also analyzed for K forms mentioned
using the aforementioned procedures. % fertilizer nutrient recovery = (TNF) – (TNU)/R × 100 where TNF = total nutrient uptake from fertilized plots, TNU = total nutrient uptake from unfertilized
plots, and R = rate of fertilizer nutrient applied. MATERIALS AND METHODS Peat core samplers of 7.5 cm diameter were used to collect peat soil
samples at the stated depths and standard procedures were used to determine the bulk density of the
experimental plots, before crop residues removal. methods[18,19,20], and atomic absorption spectroscopy (AAS). Subsequent peat soil samplings were
done 48, 83, 144, 263, 365, 417, and 446 DAP. These samples were also analyzed for K forms mentioned
using the aforementioned procedures. Peat core samplers of 7.5 cm diameter were used to collect peat soil
samples at the stated depths and standard procedures were used to determine the bulk density of the
experimental plots, before crop residues removal. At 466 DAP, fresh fruits were harvested from the experimental plots excluding guard rows. A day
before harvesting, three plants were randomly selected from the plots, uprooted, and partitioned into roots,
stem, leaves, peduncle, fruit, and crown. This partitioning was done to enable calculation of the total uptake
of K by the plants. These parts were oven dried at 60˚C until constant weights were attained and dry weights
determined. Dry ash method was used to extract K from these tissues and AAS used to determine K
concentrations in the tissues. Based on the plant density, a simple proportion was used to quantify K uptake
in the different parts of pineapple plant per hectare. The K uptake in the plant parts for the fertilized and
unfertilized treatments was compared by T test using the Statistical Analysis System[21]. The K recovery was calculated according to the formula of[22]: % fertilizer nutrient recovery = (TNF) – (TNU)/R × 100 RESULTS AND DISCUSSION It therefore could be that unlike in mineral soils, the
roots of pineapple in the peat soil were not very restricted or confined to the tilled area because of the
relatively low bulk density. This might have allowed the roots under the fertilized condition to access
larger volume of water and plants nutrients than those under the unfertilized condition. In addition,
increased K diffusion gradient under the fertilized condition might have also facilitated the uptake of K in
the fertilized plots[23,24]. 44 TheScientificWorldJOURNAL (2005) 5, 42–49 Ahmed et al.: Potassium Fertilizer Use Efficiency TABLE 2
Potassium Distribution in Pineapple Plant Parts
Parts
KF (kg ha–1)
NKF (kg ha–1)
Roots
0.32a
0.29a
Crown
10.99a
11.72a
Peduncle
22.42a
23.47a
Stem
136.92a
78.53b
Leaves
139.23a
87.61b
Fruit
188.96a
140.88b
Total
498.84 a
342.50b
Note: Same alphabet within rows indicates no significant
difference between treatment means using T test at p =
0.05. TABLE 2
Potassium Distribution in Pineapple Plant Parts TABLE 2 Note: Same alphabet within rows indicates no significant
difference between treatment means using T test at p =
0.05. There was a sharp decrease of soil total K, exchangeable K, and soil solution K at 0–10 cm, after 263
DAP for plots with K fertilizer (Table 3). This decline continued until the end of the study such that the
three different forms of soil K at the end of the study were generally lower than those before the study. There was, however, no evidence of significant accumulation of these K forms at depths of 10–25 and
25–45 cm. There seemed to be no corresponding significant accumulation of the K forms at deeper
depths. Potassiaum concentrations throughout the study period were generally lower or equal to their
initial status in the soil, indicating leaching. A comparison between the initial concentrations of total
(Table 4), exchangeable (Table 5), soil solution (Table 6), and those at the end of the study showed that
the latter concentrations were generally lower than the former. These observations suggest that the low K
recovery of K could be attributed to leaching. Due to the low clay[14] and absence of mineral matter[15],
K fixation that is noticeable in mineral soils is almost absent in peat soils. Although the cation exchange
capacity of these soils is high, exchangeable K is not readily adsorbed. RESULTS AND DISCUSSION Other studies have shown that
despite the high exchange capacity values (150–200 cmol [+] kg–1 of organic soil), low mineral content of
organic soils facilitated loss of applied fertilizer K remaining in the soil[18]. Note: Same alphabet within columns indicates no significant difference
between means using T test at p = 0.05. CONCLUSION Recovery of K in pineapple cultivation on tropical peat soil is low (28.22%) partly due to leaching loss. This loss through leaching needs to be considered in fertilizer recommendations for efficient recovery of
soil applied K. 45 TheScientificWorldJOURNAL (2005) 5, 42–49 Ahmed et al.: Potassium Fertilizer Use Efficiency TABLE 3
Concentrations of Three Different Forms of Soil K at
Different Stages of Sampling for Three Different Depths
Stage of Sampling (DAP)
0*
48
144
263
365
417
466
Total K (mg kg–1)
0–10 cm
KF
883a
475a
1450a
2900a
550a
375a
273a
NKF
883a
467a
450b
300b
225b
325a
305a
10–25 cm
KF
575a
400a
600a
525a
475a
300a
167a
NKF
675a
325a
500a
225b
225b
175a
143a
25–45 cm
KF
550a
275a
350a
750a
300a
300a
240a
NKF
633a
350a
400a
250b
275a
250a
195a
Exchangeable K (mg kg–1)
0–10 cm
KF
423a
503a
880a
3330a
538a
260a
290a
NKF
540a
513a
408b
320b
147b
260a
278a
10–25 cm
KF
460a
468a
635a
698a
623a
360a
330a
NKF
417a
535a
623a
343b
238b
215a
155a
25–45 cm
KF
423a
453a
445a
450a
395a
383a
383a
NKF
383a
447a
430a
383a
393a
300a
245b
Solution K (mg kg–1)
0–10 cm
KF
173a
180a
287a
1593a
320a
313a
98a
NKF
182a
148a
67b
94b
68b
160b
93a
10–25 cm
KF
89a
60a
102a
173a
160a
175a
100a
NKF
95a
68a
82a
36b
53b
85a
33a
25–45 cm
KF
114a
58a
54a
77a
130a
210a
70a
NKF
89a
68a
41a
56a
80a
150a
48a
* Before planting. Note: Same alphabet within columns indicates no significant difference
between means using T test at p = 0.05. TABLE 3
Concentrations of Three Different Forms of Soil K at
Different Stages of Sampling for Three Different Depths 46 TheScientificWorldJOURNAL (2005) 5, 42–49 Ahmed et al.: Potassium Fertilizer Use Efficiency TABLE 4
Comparison Between Soil Total K Before and After the Study
Treatment
K (mg kg–1)
Before study
After study
0–10 cm
KF
883a
273b
NKF
883a
305b
10–25 cm
KF
575a
167b
NKF
675a
143b
25–45 cm
KF
633a
143b
NKF
550 a
240b
Note:
Same alphabet within rows indicates no significant
difference between means before and after study
using T test at p = 0.05. CONCLUSION TABLE 4
Comparison Between Soil Total K Before and After the Study TABLE 4 Comparison Between Soil Exchangeable K Before and After the Study Comparison Between Soil Exchangeable K Before and After the Study
Treatment
K (mg kg–1)
Before study
After study
0–10 cm
KF
423a
290a
NKF
540a
278b
10–25 cm
KF
460a
330a
NKF
417a
155b
25–45 cm
KF
423a
383a
NKF
383a
245b
Note:
Same alphabet within rows indicates no significant
difference between means before and after study
using T test at p = 0.05. 47 TheScientificWorldJOURNAL (2005) 5, 42–49 Ahmed et al.: Potassium Fertilizer Use Efficiency TABLE 6
Comparison Between Soil Solution K Before and After the Study
Treatment
K (mg kg–1)
Before study
After study
0–10 cm
KF
173a
98b
NKF
182a
93b
10–25 cm
KF
89a
100a
NKF
95a
33b
25–45 cm
KF
114a
70a
NKF
89 a
48a
Note:
Same alphabet within rows indicates no significant
difference between means before and after study
using T test at p = 0.05. TABLE 6 TABLE 6
Comparison Between Soil Solution K Before and After the Study REFERENCES 1. Hon, P.M.L. (1999) Singapore. In Indonesia’s Fires and Haze: The Catastrophe. Glover, D. and Jessup, T., Eds. Institute of Southeast Asia Studies, Singapore. pp. 51–85. g p
pp
Mohd. Shahwahid, H.O. and Jamal, O. (1999) Malaysia. In Indonesia’s Fires and Haze: The Catastrophe. Gl
and Jessup, T., Eds. Institute of Southeast Asia Studies, Singapore. pp. 22–50. 3. Ruitenbeek, J. (1999) Indonesia. In Indonesia’s Fires and Haze: The Catastrophe. Glover, D. and Jessup, T., Eds. Institute of Southeast Asia Studies, Singapore. pp. 87–129. ,
g p
pp
4. Ahmed, O.H., Husni, M.H.A., Anuar, A.R., and Hanafi, M.M. (2002) Production of humic acid from pineapple leaf
residue. J. Sustainable Agric. 22(1), 113–124. 5. Ahmed, O.H., Husni, M.H.A., Anuar, A.R., and Hanafi, M.M. (2003) Alternative means of recycling pineapple leaf
residues. Fruits 58(1), 53–60. 6. Ahmed, O.H., Husni, M.H.A., Anuar, A.R., and Hanafi, M.M. (2004) Towards sustainable use of potassium in
pineapple waste. TheScientificJOURNAL 4, 1007-1013. p
f
H., Wee, Y.C., and Chong, W.S. (1968) The nutritional requirements of pineapple (Ananas comusus (L.) Mer 7. Tay, T.H., Wee, Y.C., and Chong, W.S. (1968) The nutritional requirements of pineapple (Ananas comusus (L.) Merr
var Singapore Spanish) on peat soil in Malaya. I. Effect of nitrogen, phosphorous and potassium on yield, sugar and
acid content of the fruit. Malays. Agric. J. 46, 458–468. y
g
H. (1972) Comparative study of different types fertilizer as sources of nitrogen, phosphorus and potassium in
ple cultivation. Trop. Agric. (Trinidad), 49, 51–59. pineapple cultivation. Trop. Agric. (Trinidad), 49, 51–59. 9. Tay, T.H. (1973) Response of improved Singapore Spanish pineapple to nitrogen, phosphorus and potassium
fertilization. Planter 49, 414–420. .H. (1973) Response of improved Singapore Spanish pineapple to nitrogen, phosphorus and potassium
ation. Planter 49, 414–420. 10. Tay, T.H. (1974) Effect of potassium and magnesium application on the yield and quality of pineapple. Malays. Agric. Res. Dev. Inst. Bull. 2, 43–45. g
11. Selamat, M. and Ramlah, M. (1993) The response of pineapple cv Gandul to nitrogen, phosphorus and potassium on
peat soils in Malaysia. Acta Hortic. 334, 247–254. 12. Razzaque, A.H.M. (1999) Improvement of Pineapple Production on Tropical Peat Through Fertilizer Use [Ph.D. Thesis]. Universiti Putra Malaysia. Ahmed, O.H., Husni, M.H.A., Anuar, A.R., and Hanafi, M.M. (2002) Economic viability of modifying
management and potassium application in pineapple cultivation. Trop. Sci. 42, 107–110. 14. Stevenson, F.H. (1994). Humus Chemistry: Genesis, Composition, Reactions. John Wiley & Sons, New York. 14. Ahmed, O.H., Husni, M.H.A., Hanafi, M.M., Anuar, A.R., Syed Omar, S.R. (2005) Applied K fertilizer use efficiency in
pineapples grown on a tropical peat soil under residues removal. TheScientificWorldJOURNAL 5, 42–49. This article should be referenced as follows: TheScientificWorldJOURNAL (2005) 5, 42–49 REFERENCES Stevenson, F.H. (1994). Humus Chemistry: Genesis, Composition, Reactions. John Wiley & Sons, New York. 15. Shickluna, J.C., Lucas, R.E., and Davis, J.F. (1972) The movement of potassium in organic soils. The Use of Peatland 14. Stevenson, F.H. (1994). Humus Chemistry: Genesis, Composition, Reactions. John Wiley & Sons, New York. 15. Shickluna, J.C., Lucas, R.E., and Davis, J.F. (1972) The movement of potassium in organic soils. The Use of Peatland
for Agriculture, Horticulture and Forestry 3, 132–148. Andriesse, J.P. (1988) Nature and Management of Tropical Peat Soils. FAO Soils Bulletin 59. FAO, Rome. AGRIQUEST Sd
Bhd (2003/2004) M l
i A
i
l
l Di
d I d
AGRIQUEST K
l L ,
(
)
g
p
,
RIQUEST Sdn. Bhd. (2003/2004) Malaysia Agricultural Directory and Index. AGRIQUEST, Kuala Lumpur. 18. Van Lierop, W., Martel, Y.A., and Cescas, M.P. (1980) Optimal soil, pH, and sufficiency concentrations of N, P, and
K max. alfalfa and onion yields on acid organic soils. Can. J. Soil Sci. 107–117. 48 TheScientificWorldJOURNAL (2005) 5, 42–49 TheScientificWorldJOURNAL (2005) 5, 42–49 Ahmed et al.: Potassium Fertilizer Use Efficiency 19. Cottenie, A. (1980) Soil testing and plant testing as a basis of fertilizer recommendation. FAO Soils Bull. 38, 70–73. 20. Bailey, D., Nelson, P.V., Fonteno, W.C., Ji-We On Le, and Jin-Sheng (1996) Breakthrough plug research, ph
fertilization and nutrition. Floraculture Int. (Jan), 18–19. 21. SAS (2001) SAS/STAT Software. SAS Institute, Cary, NC. 22. Pomares-Gracia, F. and Pratt, P.F. (1987). Recovery of 15N-labelled fertilizer from manured and sludge-amende
soils. Soil Sci. Soc. Am. J. 42, 717–720. 23. Miller, R. and Donahue, R.L. (1995) Soils in our Environment. Prentice Hall, Englewood Cliffs, NJ. 24. Mengel, K. and Kirby, E.A. (1987) Principles of Plant Nutrition. International Potash Institute, CH-Eorbla-fen-Bern. 25. D’Eeckenbrugge, G.C. and Leal, F. (2003) Morphology, anatomy and taxonomy. In The Pineapple: Botany
Production and Uses. Bartholomew, D.P., Paull, R.E., and Rohrbach, KG., Eds. CAB International, New York. pp
13–32. This article should be referenced as follows:
Ahmed, O.H., Husni, M.H.A., Hanafi, M.M., Anuar, A.R., Syed Omar, S.R. (2005) Applied K fertilizer use efficiency in
pineapples grown on a tropical peat soil under residues removal. TheScientificWorldJOURNAL 5, 42–49. 19. Cottenie, A. (1980) Soil testing and plant testing as a basis of fertilizer recommendation. FAO Soils Bull. 38, 70–73. 20. Bailey, D., Nelson, P.V., Fonteno, W.C., Ji-We On Le, and Jin-Sheng (1996) Breakthrough plug research, ph,
fertilization and nutrition. Floraculture Int. REFERENCES (Jan), 18–19. 19. Cottenie, A. (1980) Soil testing and plant testing as a basis of fertilizer recommendation. FAO Soils Bull. 38, 70–73. 20. Bailey, D., Nelson, P.V., Fonteno, W.C., Ji-We On Le, and Jin-Sheng (1996) Breakthrough plug research, ph,
fertilization and nutrition. Floraculture Int. (Jan), 18–19. 21. SAS (2001) SAS/STAT Software. SAS Institute, Cary, NC. 15 (
)
,
y,
22. Pomares-Gracia, F. and Pratt, P.F. (1987). Recovery of 15N-labelled fertilizer from manured and sludge-amended
soils. Soil Sci. Soc. Am. J. 42, 717–720. 22. Pomares-Gracia, F. and Pratt, P.F. (1987). Recovery of 15N-labelled fertilizer from manured and sludge-amended
soils. Soil Sci. Soc. Am. J. 42, 717–720. 23. Miller, R. and Donahue, R.L. (1995) Soils in our Environment. Prentice Hall, Englewood Cliffs, NJ. soils. Soil Sci. Soc. Am. J. 42, 717–720. 23. Miller, R. and Donahue, R.L. (1995) Soils in our Environment. Prentice Hall, Englewood Cliffs, NJ Miller, R. and Donahue, R.L. (1995) Soils in our Environment. Prentice Hall, Englewood Cliffs, NJ. 24. Mengel, K. and Kirby, E.A. (1987) Principles of Plant Nutrition. International Potash Institute, CH-Eorbla-fen-Bern. 25. D’Eeckenbrugge, G.C. and Leal, F. (2003) Morphology, anatomy and taxonomy. In The Pineapple: Botany,
Production and Uses. Bartholomew, D.P., Paull, R.E., and Rohrbach, KG., Eds. CAB International, New York. pp. 13–32. 24. Mengel, K. and Kirby, E.A. (1987) Principles of Plant Nutrition. International Potash Institute, CH-Eorbla-fen-Bern. 25. D’Eeckenbrugge, G.C. and Leal, F. (2003) Morphology, anatomy and taxonomy. In The Pineapple: Botany,
Production and Uses. Bartholomew, D.P., Paull, R.E., and Rohrbach, KG., Eds. CAB International, New York. pp. 13–32. 24. Mengel, K. and Kirby, E.A. (1987) Principles of Plant Nutrition. International Potash Institute, CH-Eorbla-fen-Bern. 25. D’Eeckenbrugge, G.C. and Leal, F. (2003) Morphology, anatomy and taxonomy. In The Pineapple: Botany,
Production and Uses. Bartholomew, D.P., Paull, R.E., and Rohrbach, KG., Eds. CAB International, New York. pp. 13–32. 49
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Synthesis of Y zeolite via acid-catalyzed hydrolysis of tetraethylorthosilicate
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Synthesis of Y zeolite via acid-catalyzed hydrolysis
of tetraethylorthosilicate Bosen Zhou
Jiangsu Ocean University
Yinghao Zhao
Jiangsu Ocean University
Zhengbo Lai
Jiangsu Ocean University
Hualan Zhou Bosen Zhou
Jiangsu Ocean University
Yinghao Zhao
Jiangsu Ocean University
Zhengbo Lai
Jiangsu Ocean University
Hualan Zhou
Jiangsu Ocean University
Jing Zhu
Jiangsu Ocean University
ShengKang Wang
Jiangsu Ocean University
Yibo Zhao
Jiangsu Ocean University Jiangsu Ocean University
Jing Zhu
Jiangsu Ocean University
ShengKang Wang
Jiangsu Ocean University
Yibo Zhao
Jiangsu Ocean University 1 Introduction Zeolite, a crystalline aluminum silicate with a well-defined micro-porous structure, plays a crucial role in
energy development and chemical production and application.[1] Zeolite is mostly used in heterogeneous
catalysis and adsorption separation, and the discovery of zeolite has brought breakthrough innovations
to these two fields.[2] Among them, Y zeolite is one of the most important zeolites, which belongs to the
FAU family and has 3D 12-member ring (MR) channels and spherical super-cages. Due to the large pore
opening and strong acidity of Y zeolite, the discovery and application of Y zeolite has completely
changed the fluid catalytic cracking (FCC) and hydro-cracking processes in refineries.[3] IIn recent years,
FAU zeolite has also shown great potential as an efficient catalyst for the conversion of biomass into
fuels and related chemicals.[4] High frame SAR has been proven to be the decisive factor for strong
acidity and good thermal stability of Y zeolite, which are two of the most important properties for
catalytic applications.[5] In the past decades of research, people have been trying to improve the SAR of Y
zeolite. Post-synthesis dealumination is a common method for the preparation of high silicon Y zeolite,
which usually uses steam/acid leaching method to remove Al atoms from the skeleton.[6] However, in the
post-treatment process, the decrease in crystallinity and the loss of mass as well as the generation of
dealumination gradient are always unavoidable. Therefore, the direct synthesis of high-silicon Y zeolite is
undoubtedly the most attractive method compared with the post-treatment method.[7] Zeolite Y synthesis is done in different ways but often takes place under hydrothermal conditions [8-10]. In
this method, different templates were applied for the synthesis of FAU zeolites with excellent performance
including expensive templates such as crown ethers, silylated polymer, N-methylpyridinium iodide,
modified carbon, and amphiphilic organosilane [11-14]. Most of these templates are commercially
unavailable or costly, and many template agents not only can't be recycled but also cause harm to the
environment. Thus, it is of great significance to use effective green template-free direct synthesis of Y
zeolite. Wang et al.[15] Researched the introduction of hydroxyl radicals (•OH) in the synthesis system can
significantly enhance the formation of Si–O–Si bond in the nucleation stage, so as to synthesize NaY
zeolite with SAR of 6.35. Keywords: License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. R
d F ll Li License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Additional Declarations: No competing interests reported. Additional Declarations: No competing interests reported. Page 1/13 Abstract The siliceous precursor was hydrolyzed from tetraethylsilicic acid (TEOS) under acidic conditions, then
sodium aluminate and sodium hydroxide were added, and Y zeolite was obtained by hydrothermal
crystallization under alkaline conditions. The key synthesis parameters, such as reactant molar ratios,
crystallization temperature and time were changed to optimize the synthesis conditions. The obtained
products were characterized by XRD, SEM, N2 adsorption and ICP elemental analysis. The well-
crystallized Y zeolite was successfully synthesized by hydrolysis of TEOS catalyzed by sulfuric acid at
low crystallization temperature 85℃ which has a SiO2/Al2O3 ratio(SAR)of 5.55. 2.1 Zeolite Synthesis The following is a typical synthesis procedure. A total of 10.0 g TEOS was mixed with 32.5 g deionized
water in a beaker. Under vigorous stirring, sulphuric acid was slowly dropped into the TEOS solution to
obtain a pH value of 1.0. The obtained mixture A was stirred at 20 °C for 20 h to get a complete
hydrolysis of TEOS. Solution B was prepared by adding successively 10.0 g of sodium hydroxide and
10.0 g sodium aluminate into 12 g of deionized water under stirring.Then, solution B was added into
solution A to make the gel mixture. Aging was conducted with stirring at room temperature for 12 h. The
molar composition of the synthesis gel was 1 Na2O: 1 Al2O3: 10 SiO2: 160 H2O. Finally, the slurry was
transferred into a Teflon-lined stainless steel autoclave and left to crystallize statically at 85 °C. Products
from the synthesis were separated by centrifugation, washed with deionized water and air-dried at 100 °C
. The obtained as-synthesized samples were calcined at 550 °C for 5 h in air stream to give the as-
calcined Y. 2.1 Materials Zeolite Y was synthesized using sodium aluminate (14% Al2O3, 25% Na2O and 61% H2O, Macklin),
sodium hydroxide (NaOH, 98%, Merck), sulfuric acid (99.3%, purity) and tetraethyl orthosilicate (98%,
Aladdin). 1 Introduction Ren et al.[16] Co2+ was introduced into the synthesis system, and the Y zeolite
with a small crystal size and a SAR of 6.15 was obtained.Meng et al.[17] proposed a kind of hydrothermal
synthesis of Y zeolite using coal fly ash as raw material without organic guiding agent. Although the use Page 2/13 of industrial waste coal fly ash can reduce the harm to the environment, the catalytic performance of the
synthesized zeolite Y will become worse and the high temperature calcination is required to handle the
coal fly ash, which increases the cost of synthesis. of industrial waste coal fly ash can reduce the harm to the environment, the catalytic performance of the
synthesized zeolite Y will become worse and the high temperature calcination is required to handle the
coal fly ash, which increases the cost of synthesis. The dissolution of silica precursors is one of the important factors in zeolite synthesis, through which
silicate intermediates are formed and then nucleation and crystallization. Various silica sources have
been used for the synthesis of Y including water glass, fumed silica, TEOS, colloidal silica, and sodium
metasilicate. It is well known that silicon sources TEOS can be hydrolyzed not only in alkaline media but
also in acidic media. At present, MCM-22, ZSM-5 and Silicalite-1 can be successfully synthesized by acid-
catalyzed hydrolysis of TEOS. In this work, high crystallinity Y zeolite was synthesized at 85℃ by acid-catalyzed hydrolysis of TEOS. Effects of gel compositions and crystallization conditions are investigated in detail. Compared to the
usually used hydrothermal route, synthesis by acid-catalyzed hydrolysis of TEOS shows the benefits of
a lower crystallization temperature and high SiO2/Al2O3 ratio in solid phase. 3.1 Effect of Crystallization Temperature and Crystallization Time The effect of hydrothermal temperature on the crystallization of zeolite Y was evaluated by synthesis
from 70 to 95 °C without using any template. The mole oxide compositions of the gels were 7 Na2O: 1
Al2O3: 10 SiO2: 300 H2O. The prepared gels were aged at temperatures of 30 °C for 24 h and then
crystallized for 24 h. Figure 1 shows the crystallization rate curves of the products synthesized at
different temperatures.It can be seen from the crystallization curve that different temperatures have a
great influence on the nucleation stage of crystals.With the increase of crystallization temperature, the
induction period of nucleation is shortened.However, it can be seen from the slope of the crystallization
curve that the slopes of several curves are basically the same, indicating that different crystallization
temperatures have little effect on the growth rate of crystals. With the increase of crystallization
temperature, the crystal growth time is shortened. The zeolite Y in the figure is a sample that crystallizes
for 32 hours at a crystallization temperature of 85° C. Noticeably, at a low temperature of 70 °C, highly crystallized Y zeolite could be obtained with a longer
crystallization time 80 hours. Early efforts under hydrothermal conditions revealed that Y zeolite was
created mostly at 100 °C, and impurities like P zeolite were observed at a lower temperature 80°C[18]. The
present result convinced that the synthesis method by acid-catalyzed hydrolysis of tetraethylorthosilicate
allows the generation of pure Y zeolite at a very low crystallization temperature 70 °C, though needing a
longer crystallization time. The SEM images of Y products at different crystallization stages are shown in Figure 2. It can be seen
that the particle size of Y zeolite synthesized at different crystallization temperatures is also different.At
the same crystallization temperature, the particle size of the product increases with the extension of
crystallization time.When the temperature increases from 80℃ to 85℃ , the product size increases from
1.6 μm to 2.4 μm with crystallization time 32 hours while from 3.6 μm to 4 μm with crystallization time 48
hours. This is because the particle size of zeolite depends on the nucleation rate and growth rate. At low
temperature, it is beneficial to promote the formation of crystal nuclei and control the growth rate of
grains. 2.3 Zeolite Characterization X-ray diffraction (XRD) patterns of the prepared zeolites were determined by Philips PW1730
diffractometer using Cu Kα radiation (40 kV, 40 mA). In this method, the prepared sample with the highest Page 3/13 peak intensities was assumed to have 100% crystallinity, while the crystallinities of the other prepared
samples were normalized by considering the ratios of their peak intensities corrected by the width at half
height to those of the sample with the highest crystallinity. peak intensities was assumed to have 100% crystallinity, while the crystallinities of the other prepared
samples were normalized by considering the ratios of their peak intensities corrected by the width at half
height to those of the sample with the highest crystallinity. The surface area and pore volume of the prepared zeolites were determined by the nitrogen physisorption
using a Micromeritics ASAP 2010 automated system. 3.1 Effect of Crystallization Temperature and Crystallization Time With the increase of temperature, the growth process of crystal nucleus is obviously faster, and
the nucleation process is inhibited, and the particle size of the product is increased [19-20]. 3.2 Effect of Initial SiO2/Al2O3 ratio Amount 3.2 Effect of Initial SiO2/Al2O3 ratio Amount 3.2 Effect of Initial SiO2/Al2O3 ratio Amount 3.2 Effect of Initial SiO2/Al2O3 ratio Amount Page 4/13 Page 4/13 The effect of SiO2/Al2O3 ratio on the crystallization of Y zeolite was tested, when the mole oxide com-
positions of the gels were 7 Na2O: 1 Al2O3: X SiO2: 300 H2O, in which X varied from 6.0 to 17.0. Figure 3
shows the XRD pattern and crystallinity of zeolite prepared with different SiO2/Al2O3 ratios of initial gels. As shown in Figure 3, pure Y zeolites were obtained at the SiO2/Al2O3 ratios from 6 to 15, in which the
sample with SiO2/Al2O3 12 exhibited the highest crystallinity. Table 1 shows the physical and chemical properties of Y zeolite. According to the ICP analysis,
SiO2/Al2O3 ratios for final Y solids obtained with initial gel SiO2/Al2O3 ratios of 6, 9, 12 and 15 were 2.47,
3.89, 5.55 and 4.93, respectively. The BET surface areas were 494, 641, 743 and 567 m2/g, respectively. The lower surface areas at SiO2/ Al2O3 ratio of 6 correspond to its lower crystallinity as shown in
Fig.3.When the SiO2/Al2O3 ratio was as low as 6 and as high as 15, the XRD Patterns in Fig. 3 both
showed much lowered crystallinities of Y phase. On the other hand, the much higher SiO2/Al2O3 ratio of
12 cause a comparatively high crystallinity of Y zeolite.When the SiO2/Al2O3 ratio was up to 17, the XRD
showed that the synthesized zeolite Y is an amorphous product. This is because the excessive addition
of Si in the feed ratio leads to the decrease of the relative content of sodium in the mother liquor, which
reduces the participation of silicon and aluminum in the structure of zeolite and eventually generates an
amorphous product. 1 Textural parameters and of the samples obtained at different Si/Al ratio. Samples
SiO2/Al2O3
Radio
SBET,
m2/gc
Vmicro,
cm3/gd
VTot,
Cm3/ge
NaY-1
6a(2.47)b
494
0.18
0.22
NaY-2
9(3.89)
641
0.24
0.27
NaY-3
12 (5.55)
743
0.27
0.31
NaY-4
15 (4.93)
567
0.21
0.24
Table 1 Textural parameters and of the samples obtained at different Si/Al ratio. a SiO2/Al2O3 ratio in the initial gel. b SiO2/Al2O3 ratio calculated from ICP-AES
analysis. c BET surface area. d Microporous surface area evaluated by the t-
plot method. e Total pore volume calculated by the single-
point method at P/P0=0 95 e Total pore volume calculated by the single- point method at P/P0=0.95. point method at P/P0=0.95. 3.3 Effect of Initial Na2O Amount It is well known that the alkalinity of the initial gel is an important parameter affecting the crystallization
of zeolite.Thus, the mole oxide compositions of the gels were X Na2O: 1 Al2O3: 10 SiO2: 300 H2O, in which
X varied from 3.0 to 10.0 to evaluate the influence of gel’s alkalinities. Fig. 5 shows the XRD patterns of
the resultant as-calcined samples. When the Na2O content was 3 ~ 8.5, pure Y products can be obtained. In this range, crystallinities increased with the increase of Na2O content due to rapid dissolution of
silicon in high alkalinity media. At low alkalinity ( Na2O content was 3), a poorly crystallized Y phase was Page 5/13 observed because the low concentration of hydroxyl ions could not depolymerize the silica source to
provide sufficient solubilized aluminosilicate species for nucleation[21-24]. In contrast, high alkalinity
(Na2O content was 8.5) reduces crystallinity, which may be due to the presence of excessive hydroxyl
ions leading to dissolution of the already formed zeolite nuclei. A higher Na2O content up to 10 caused
occurrence of P zeolite crystals. Accordingly, the Na2O content range from 4.5 to 8.5 is optimal for
producing the pure phase of Y zeolite. 3.4 Effect of Initial H2O Amount The water content in the synthetic system will directly affect the concentration of each substance in the
gel, thus affecting the crystallization process of zeolite. Fig. 6 shows the XRD patterns for the samples
synthesized with various H2O content with the mole oxide compositions of the gels were 7 Na2O: 1 Al2O3:
10 SiO2: X H2O, in which X varied from 200 to 640. At the very low H2O content of 200, the very The water content in the synthetic system will directly affect the concentration of each substance in the
gel, thus affecting the crystallization process of zeolite. Fig. 6 shows the XRD patterns for the samples
synthesized with various H2O content with the mole oxide compositions of the gels were 7 Na2O: 1 Al2O3:
10 SiO2: X H2O, in which X varied from 200 to 640. At the very low H2O content of 200, the very
concentrated gel created only p zeolite crystals. Because the low water content in the synthetic gel was,
the induction period can be shortened, the nucleation rate and crystal growth rate can be accelerated,
which was conducive to rapid crystallization, but too little water content in the synthetic system cannot
form a uniform gel, resulting in difficult to form Y zeolite products and easy to appear impurity crystals. Also, the much diluted gel mixture (H2O content 600) created only p zeolite crystals, which is ascribed to
the very slow nucleation rate arising for the longer distance between nutrients in this diluted solution. When H2O contents were changed from 300 to 480, pure and highly crystallized Y solids were produced. However, the slightly diluted gel mixture (H2O content 480) resulted in a lower crystallinity of Y which due
to the high-water content generated the low concentration of reactants in the synthetic system leading to
slowing crystallization rate. Consequently, the moderate range of H2O content from 300 to 480 is suitable
for synthesizing zeolite Y[25]. Conclusion The aim of this study is to synthesize Y zeolite by hydrolyzing regular acid tetraethyl orthosilicate (TEOS)
as silicon source, and the effects of crystallization temperature, crystallization time and Na2O content of
seeding on the crystal size and SiO2/Al2O3 ratio of NaY zeolite was investigated. It is found that higher
the crystallization temperature and the longer the crystallization time, the more ideal the crystal growth
than the nucleation, the larger the Y zeolite crystal produced. The higher the crystallization temperature
and the longer the crystallization time, the more ideal the crystal growth than nucleation, and the larger
the generated Y zeolite crystal. Declarations The authors declare no competing financial interest. Data Availability Statement References 1. Shi, Jing, et al. "Recent advances of pore system construction in zeolite-catalyzed chemical industry
processes." Chemical Society Reviews 44.24 (2015): 8877-8903. 2. Martínez, Cristina, and Avelino Corma. "Inorganic molecular sieves: Preparation, modification and
industrial application in catalytic processes." Coordination Chemistry Reviews 255.13-14 (2011):
1558-1580. 3. van der Wal, Lars I., et al. "Control and impact of metal loading heterogeneities at the nanoscale on
the performance of Pt/zeolite Y catalysts for alkane hydroconversion." ACS catalysis 11.7 (2021):
3842-3855. 4. West, R. M., et al. "Z. 60 Beversdorf, E. Taarning and CH Christensen." J. C 4. West, R. M., et al. "Z. 60 Beversdorf, E. Taarning and CH Christensen." J. Catal 269 (2010): 122-130. 5. Vermeiren, W., and J-P. Gilson. "Impact of zeolites on the petroleum and petrochemical industry."
Topics in Catalysis 52.9 (2009): 1131-1161. 5. Vermeiren, W., and J-P. Gilson. "Impact of zeolites on the petroleum and petrochemical industry."
Topics in Catalysis 52.9 (2009): 1131-1161. 6. Agostini, Giovanni, et al. "In situ XAS and XRPD parametric Rietveld refinement to understand
dealumination of Y zeolite catalyst." Journal of the American Chemical Society 132.2 (2010): 667-
678. 7. Silaghi, Marius-Christian, Céline Chizallet, and Pascal Raybaud. "Challenges on molecular aspects of
dealumination and desilication of zeolites." Microporous and Mesoporous Materials 191 (2014): 82-
96. 8. Sun, Baochang, et al. "Synthesis of ZSM‐5 by hydrothermal method with pre‐mixing in a stirred‐tank
reactor." The Canadian Journal of Chemical Engineering 97.12 (2019): 3063-3073. 8. Sun, Baochang, et al. "Synthesis of ZSM‐5 by hydrothermal method with pre‐mixing in a stirred‐tank
reactor." The Canadian Journal of Chemical Engineering 97.12 (2019): 3063-3073. 9. Moosavifar, Maryam, et al. "Photocatalytic degradation of dye pollutant over FeTPP/NaY zeolite
nanocomposite." Journal of Inorganic and Organometallic Polymers and Materials 30 (2020): 1621-
1628. 9. Moosavifar, Maryam, et al. "Photocatalytic degradation of dye pollutant over FeTPP/NaY zeolite
nanocomposite." Journal of Inorganic and Organometallic Polymers and Materials 30 (2020): 1621-
1628. 10. Ghebache, Zohra, et al. "Synthesis and electrical conducting properties of poly (aniline) doped with
zeolite HY nanocomposites containing SnO 2 for high-performance supercapacitor electrode."
Journal of Inorganic and Organometallic Polymers and Materials 29 (2019): 1548-1558. 10. Ghebache, Zohra, et al. "Synthesis and electrical conducting properties of poly (aniline) doped with
zeolite HY nanocomposites containing SnO 2 for high-performance supercapacitor electrode."
Journal of Inorganic and Organometallic Polymers and Materials 29 (2019): 1548-1558. 11. Tang, Ting, et al. Acknowledgments The authors thank greatly the financial supports from National Natural Science Foundation of China
(Nos. 22208132). The authors thank greatly the financial supports from National Natural Science Foundation of China
(Nos. 22208132). Page 6/13 Page 6/13 The data underlying this study are available in the published article and its Supporting Information. Acknowledgments The data underlying this study are available in the published article and its Supporting Information. Acknowledgments References "Organic template-free synthesis of zeolite Y nanoparticle assemblies and their
application in the catalysis of the Ritter reaction." RSC advances 7.13 (2017): 7711-7717. 11. Tang, Ting, et al. "Organic template-free synthesis of zeolite Y nanoparticle assemblies and their
application in the catalysis of the Ritter reaction." RSC advances 7.13 (2017): 7711-7717. 12. Ferdov, Stanislav, et al. "Comparative study between high-silica faujasites (FAU) from organic-free
system and the commercial zeolite Y." Microporous and Mesoporous Materials 276 (2019): 154-159. 12. Ferdov, Stanislav, et al. "Comparative study between high-silica faujasites (FAU) from organic-free
system and the commercial zeolite Y." Microporous and Mesoporous Materials 276 (2019): 154-159. 12. Ferdov, Stanislav, et al. "Comparative study between high-silica faujasites (FAU) from organic-free
system and the commercial zeolite Y." Microporous and Mesoporous Materials 276 (2019): 154-159. Page 7/13 Page 7/13 13. Li, Rui, et al. "Ultrasmall zeolite L crystals prepared from highly interdispersed alkali‐silicate
precursors." Angewandte Chemie International Edition 57.35 (2018): 11283-11288. 14. Mintova, Svetlana, Jean-Pierre Gilson, and Valentin Valtchev. "Advances in nanosized zeolites."
Nanoscale 5.15 (2013): 6693-6703. 15. Wu, Qinming, et al. "Generalized ionothermal synthesis of silica-based zeolites." Microporous and
Mesoporous Materials 286 (2019): 163-168. 16. Han, Shichao, et al. "Potassium-directed sustainable synthesis of new high silica small-pore zeolite
with KFI structure (ZJM-7) as an efficient catalyst for NH3-SCR reaction." Applied Catalysis B:
Environmental 281 (2021): 119480. 16. Han, Shichao, et al. "Potassium-directed sustainable synthesis of new high silica small-pore zeolit
with KFI structure (ZJM-7) as an efficient catalyst for NH3-SCR reaction." Applied Catalysis B:
Environmental 281 (2021): 119480. 17. Delprato, F., et al. "Synthesis of new silica-rich cubic and hexagonal faujasites using crown-
etherbased supramolecules as templates." Zeolites 10.6 (1990): 546-552. 17. Delprato, F., et al. "Synthesis of new silica-rich cubic and hexagonal faujasites using crown-
etherbased supramolecules as templates." Zeolites 10.6 (1990): 546-552. 18. Moteki, Takahiko, and Tatsuya Okubo. "From Charge Density Mismatch to a Simplified, More
Efficient Seed-Assisted Synthesis of UZM-4." Chemistry of Materials 25.13 (2013): 2603-2609. 18. Moteki, Takahiko, and Tatsuya Okubo. "From Charge Density Mismatch to a Simplified, More
Efficient Seed-Assisted Synthesis of UZM-4." Chemistry of Materials 25.13 (2013): 2603-2609. 19. Inayat, Alexandra, et al. "Assemblies of mesoporous FAU‐type zeolite nanosheets." Angewandte
Chemie International Edition 8.51 (2012): 1962-1965. 19. Inayat, Alexandra, et al. "Assemblies of mesoporous FAU‐type zeolite nanosheets." Angewandte
Chemie International Edition 8.51 (2012): 1962-1965. 20. Valtchev, Valentin, and Lubomira Tosheva. References "Porous nanosized particles: preparation, properties, and
applications." Chemical Reviews 113.8 (2013): 6734-6760. 20. Valtchev, Valentin, and Lubomira Tosheva. "Porous nanosized particles: preparation, properties, and
applications." Chemical Reviews 113.8 (2013): 6734-6760. 21. Jiang, Yijiao, et al. "Solid-state nuclear magnetic resonance investigations of the nature, property, and
activity of acid sites on solid catalysts." Solid state nuclear magnetic resonance 39.3-4 (2011): 116-
141. 21. Jiang, Yijiao, et al. "Solid-state nuclear magnetic resonance investigations of the nature, property, and
activity of acid sites on solid catalysts." Solid state nuclear magnetic resonance 39.3-4 (2011): 116-
141. 22. Mu, Liang, et al. "Synthesis and catalytic performance of a small crystal NaY zeolite with high SiO
2/Al 2 O 3 ratio." RSC advances 9.36 (2019): 20528-20535. 22. Mu, Liang, et al. "Synthesis and catalytic performance of a small crystal NaY zeolite with high SiO
2/Al 2 O 3 ratio." RSC advances 9.36 (2019): 20528-20535. 23. Meng, Bo, et al. "A facile organic-free synthesis of high silica zeolite Y with small crystal in the
presence of Co2+." Microporous and Mesoporous Materials 323 (2021): 111248. 23. Meng, Bo, et al. "A facile organic-free synthesis of high silica zeolite Y with small crystal in the
presence of Co2+." Microporous and Mesoporous Materials 323 (2021): 111248. 24. Eapen, M. J., K. S. N. Reddy, and V. P. Shiralkar. "Hydrothermal crystallization of zeolite beta using
tetraethylammonium bromide." Zeolites 14.4 (1994): 295-302. 24. Eapen, M. J., K. S. N. Reddy, and V. P. Shiralkar. "Hydrothermal crystallization of zeolite beta using
tetraethylammonium bromide." Zeolites 14.4 (1994): 295-302. 25. Nakhaei Pour, Ali, and Ali Mohammadi. "Effects of synthesis parameters on organic template-free
preparation of zeolite Y." Journal of Inorganic and Organometallic Polymers and Materials 31.6
(2021): 2501-2510. 25. Nakhaei Pour, Ali, and Ali Mohammadi. "Effects of synthesis parameters on organic template-free
preparation of zeolite Y." Journal of Inorganic and Organometallic Polymers and Materials 31.6
(2021): 2501-2510. Figures Page 8/13 Page 8/13 Figure 1 Calculated crystallinity of the prepared samples crystalized at various temperatures and times. Calculated crystallinity of the prepared samples crystalized at various temperatures and times. Page 9/13 SEM images of Y zeolite with seeding prepared at different temperatures and times (a)80 ℃ 32h, (b) 80
℃ 48h, (c) 85 ℃ 32h, (d) 85 ℃ 48h. Page 9/13 Figure 2
SEM images of Y zeolite with seeding prepared at different temperatures and times (a)80 ℃ 32h, (b) 80
℃ 48h, (c) 85 ℃ 32h, (d) 85 ℃ 48h. Figure 2 SEM images of Y zeolite with seeding prepared at different temperatures and times (a)80 ℃ 32h, (b) 80
℃ 48h, (c) 85 ℃ 32h, (d) 85 ℃ 48h. Page 10/13 Figure 3
The effect of SiO2/Al2O3 ratio in the initial gel on the XRD patterns of the prepared samples. Figure 3 Figure 3 The effect of SiO2/Al2O3 ratio in the initial gel on the XRD patterns of the prepared samples. Page 11/13 Figure 4
The effect of Na2O ratio in the initial gel on the XRD patterns of the prepared samples. Figure 4 The effect of Na2O ratio in the initial gel on the XRD patterns of the prepared samples. Page 12/13 Page 12/13 Figure 5
The effect of H2O/Al2O3 ratio in the initial gel on the XRD patterns of the prepared samples. Figure 5 The effect of H2O/Al2O3 ratio in the initial gel on the XRD patterns of the prepared samples. Page 13/13
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Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem
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Adaptation, Comparison, and
Improvement of Metaheuristic
Algorithms to the Part-of-Speech
Tagging Problem
Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina
Sierra-Martínez; Carlos-Alberto Cobos-Lozada Conflict of interest: The authors state there is no conflict of interest. Re ista Fac ltad de Ingeniería (Re
Fac Ing ) Vol 29 (54) e11762 2020 T nja Bo acá Colombia
1 Universidad del Cauca (Popayán-Cauca, Colombia). miguelsolano@unicauca.edu.co. ORCID: 0000-0003-
1936-3488
2 Universidad del Cauca (Popayán-Cauca, Colombia). josej@unicauca.edu.co. ORCID: 0000-0002-5436-0816
3 Ph. D. Universidad del Cauca (Popayán-Cauca, Colombia). lsierra@unicauca.edu.co. ORCID: 0000-0003-
3847-3324
4 Ph. D. Universidad del Cauca (Popayán-Cauca, Colombia). ccobos@unicauca.edu.co. ORCID: 0000-0002-
6263-1911 Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
L
d Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Tagging Problem Miguel-Alexis Solano-Jiménez1
José-Julio Tobar-Cifuentes2
Luz-Marina Sierra-Martínez3
Carlos-Alberto Cobos-Lozada4 Abstract Part-of-Speech Tagging (POST) is a complex task in the preprocessing of Natural
Language Processing applications. Tagging has been tackled from statistical
information and rule-based approaches, making use of a range of methods. Most
recently, metaheuristic algorithms have gained attention while being used in a wide
variety of knowledge areas, with good results. As a result, they were deployed in this
research in a POST problem to assign the best sequence of tags (roles) for the words
of a sentence based on information statistics. This process was carried out in two
cycles, each of them comprised four phases, allowing the adaptation to the tagging
problem in metaheuristic algorithms such as Particle Swarm Optimization, Jaya,
Random-Restart Hill Climbing, and a memetic algorithm based on Global-Best
Harmony Search as a global optimizer, and on Hill Climbing as a local optimizer. In
the consolidation of each algorithm, preliminary experiments were carried out (using
cross-validation) to adjust the parameters of each algorithm and, thus, evaluate them Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colomb
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117 Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem on the datasets of the complete tagged corpus: IULA (Spanish), Brown (English) and
Nasa Yuwe (Nasa). The results obtained by the proposed taggers were compared,
and the Friedman and Wilcoxon statistical tests were applied, confirming that the
proposed memetic, GBHS Tagger, obtained better results in precision. The
proposed taggers make an important contribution to POST for traditional languages
(English and Spanish), non-traditional languages (Nasa Yuwe), and their application
areas. Keywords: computational intelligence; computational linguistics; evolutionary
computing; heuristic algorithms; natural language processing; parts of speech
tagging; search methods. g
(
g )
(
)
j
y
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 evista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. Resumen La identificación de partes del discurso (Part-of-Speech Tagging, POST) es una
tarea compleja en las aplicaciones de procesamiento de lenguaje natural. Ha sido
abordada desde enfoques basados en información estadística y reglas, haciendo
uso de distintos métodos y, últimamente, se destacan los algoritmos
metaheurísticos obteniendo buenos resultados. Por ello, se involucran en esta
investigación para asignar la mejor secuencia de etiquetas (roles) para las palabras
de una oración, basándose en información estadística. Este proceso se desarrolló
en 2 ciclos, donde cada ciclo tuvo 4 fases para la adaptación al problema de
etiquetado en los algoritmos metaheurísticos Particle Swarm Optimization, Jaya,
Random-Restart Hill Climbing, y un algoritmo memético basado en Global-Best
Harmony Search como optimizador global, y en Hill Climbing como optimizador
local. Se realizaron experimentos preliminares (utilizando validación cruzada), para
ajustar los parámetros de cada algoritmo y luego ejecutarlos sobre los datasets
completos de los corpus etiquetados IULA (castellano), Brown (inglés) y Nasa Yuwe
(Nasa). Los resultados obtenidos por los etiquetadores propuestos se compararon
mediante las pruebas estadísticas no paramétricas de Friedman y Wilcoxon,
ratificando que el memético propuesto, GBHS Tagger, obtiene mejores resultados Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada de precisión. Los etiquetadores propuestos se convierten en un aporte muy
importante para el POST, tanto para lenguas tradicionales (Inglés y Castellano), no
tradicionales (Nasa Yuwe), y sus áreas de aplicación. Palabras clave: algoritmos heurísticos; computación evolutiva; etiquetado de
partes del discurso; inteligencia computacional; lingüística computacional; métodos
de búsqueda; procesamiento de lenguaje natural. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Resumo A identificação de partes do discurso (Part-of-Speech Tagging, POST) é uma tarefa
complexa nas aplicações de processamento de linguagem natural. Tem sido
abordada desde enfoques baseados em informação estatística e regras, fazendo
uso
de distintos
métodos e,
ultimamente, destacam-se
os
algoritmos
metaheurísticos obtendo bons resultados. Por isso, envolvem-se nesta pesquisa
para assignar a melhor sequência de etiquetas (papéis) para as palavras de uma
oração, baseando-se em informação estatística. Este processo desenvolveu-se em
2 ciclos, onde cada ciclo teve 4 fases para a adaptação ao problema de etiquetado
nos algoritmos metaheurísticos Particle Swarm Optimization, Jaya, Random-Restart
Hill Climbing, e um algoritmo mimético baseado em Global-Best Harmony Search
como otimizador global, e em Hill Climbing como otimizador local. Realizaram-se
experimentos preliminares (utilizando validação cruzada), para ajustar os
parâmetros de cada algoritmo e depois executá-los sobre os datasets completos
dos corpus etiquetados IULA (castelhano), Brown (inglês) e Nasa Yuwe (Nasa). Os
resultados obtidos pelos etiquetadores propostos compararam-se mediante as
provas estatísticas não paramétricas de Friedman e Wilcoxon, ratificando que o
mimético proposto, GBHS Tagger, obtém melhores resultados de precisão. Os
etiquetadores propostos convertem-se em um aporte muito importante para o
POST, tanto para línguas tradicionais (Inglês e Castelhano), não tradicionais (Nasa
Yuwe), e suas áreas de aplicação. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem Palavras chave: algoritmos heurísticos; computação evolutiva; etiquetado de
partes do discurso; inteligência computacional; linguística computacional; métodos
de busca; processamento de linguagem natural. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colomb
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117 Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada g
(
g )
(
)
j
y
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 evista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. I. INTRODUCTION Metaheuristic algorithms are being applied every day in a variety of areas of
knowledge. It is not unusual, therefore, to use them in the problem of Part-of-speech
Tagging (POST) or Identification. This is a complex task of great importance in
Natural Language, given the challenges it faces, such as: the ambiguity of words,
the size of the tag set, and the tagging of unknown words [1, 2]. Metaheuristic algorithms in the tagging problem (POST) have been used to assign
the best sequence of tags (roles) for the words of a sentence, based on both
statistical information and rules of transformation to solve this problem, obtaining
outstanding results in contrast to traditional approaches. Related work includes: 1)
Alhasan and Al-taani [3], who represented the tagging problem as a graph, the nodes
are the possible tags of a sentence and use the optimization algorithm by Bee
Colony Optimization (BCO), which finds the best solution path. 2) Sierra Martínez,
Cobos and Corrales [4] proposed a memetic algorithm for tagging based on Global-
Best Harmony Search (GBHS) that includes knowledge of the problem through a
local optimization strategy based on the Hill Climbing algorithm. 3) Forsati &
Shamsfard [5] presented two improvements to the HSTAgger tagger based on the
Harmony Search metaheuristic, called HSTAgger (I) and HSTAgger (II), which
increase search efficiency and improve the selection of new solutions for harmony
memory. 4) Ekbal and Saha [6] addressed the tagging problem using single-
objective and multiobjective optimization based on the Simulated Annealing-Based
Multiobjective Optimization Algorithm proposed in [7], exploiting the search capacity
of the simulated annealing algorithm. Said metaheuristic approaches have been applied to corpus tagged in English, the
Brown Corpus [8], the Penn Treebank Corpus [9], and other non-traditional
languages such as Arabic with the KALIMAT corpus [10], Bengali (Bangladesh) [11],
Hindi (India) [12], Telugu (India) [13], and Nasa Yuwe (an indigenous language of
Colombia) [14]. Generally, these proposals use the Petrov tag set [15]. Metaheuristic algorithms solve problems using a search process (exploration and
exploitation) of optimal solutions for a particular problem [16]. Thus, memetic
algorithms [17] use population-based search to explore solutions, and local search Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem based on neighborhood for the exploitation of promising solutions [18, 19]. They also
add knowledge of the problem to solve it. I. INTRODUCTION Table 1 describes the metaheuristics
studied in this research for their subsequent adaptation to the tagging problem. Table 1. Metaheuristic algorithms studied to adapt to the tagging problem. Metaheuristic
algorithm
Description
Random-
Restart Hill
Climbing
(RRHC) [20]
Simple state metaheuristic that improves Hill Climbing (HC) [17]. It seeks to
prevent HC from being trapped in local optimum by performing repetitive
explorations in the problem space, which are generated randomly until the stop
criterion occurs or a better solution is not found. Particle Swarm
Optimization
(PSO) [21]
Population metaheuristic motivated by the intelligent collective behavior of
swarms in nature. Each potential solution is called a particle, the set of particles
is known as a swarm, and the position of each particle changes depending on
its own experience and the experience of the swarm [22]. Jaya [23]
Population metaheuristic that seeks to find the best solution in the shortest
possible time, but is also always trying to get away from failure, generating an
optimal balance between exploration and exploitation. Jaya is a novel, simple
and efficient algorithm for optimization problem solving with and without
restrictions. GBHS Tagger
[4]
Memetic algorithm adapted to the tagging problem [4], based on the Global-Best
Harmony Search (GBHS) metaheuristic, which has the following parameters
[17]: HMS (Harmonic Memory Size), NI (number of improvisations ), HCMR
(Harmonic Memory Consideration Rate), and PARMin, PARMax (Tone
Adjustment Rate). GBHS Tagger includes knowledge of the tagging problem using a local
optimizer, adapted from the Hill Climb (HC) metaheuristic [17], which is applied
to the best harmony in harmonic memory (HM). In addition to the GBHS
parameters, three more parameters are defined: ProbOpt, which controls the
percentage of times the local optimization process is carried out; MaxNeighbors,
which defines the number of neighbors used in the local optimization process,
and the parameter Alpha, which controls whether the components of each
harmony in the population are randomly generated from their possible tags or
taken from the tag with higher probability. Table 1. Metaheuristic algorithms studied to adapt to the tagging problem. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 I. INTRODUCTION In the present work, the adaptation of several metaheuristic algorithms to the tagging
problem was carried out, using the representation of the solution proposed in [4], in
order to propose improvements to the memetic presented in the same work, at the
same time that it was sought to evaluate its performance on the corpus in Castilian
IULA [24], English Brown [8] and Nasa Yuwe [14]. The rest of the article is organized as follows: Section 2 presents the methodology
used; Section 3 details the adaptation of the selected metaheuristics to the tagging
problem; Section 4 shows the results of the experiments carried out, and, finally,
Section 5 presents the discussion, conclusions and future work. II. METHODOLOGY This section describes the dataset used for the evaluation of the algorithms, the
activities carried out in each phase of the cycles of the Iterative Research Pattern
(IRP) methodology [25], used for carrying out this work, and how the experiments
were set up. I. INTRODUCTION Figure 1 shows the representation of the solution used for this investigation, which
consists of: 1) a first vector of the size of the number of words in a sentence (one
position per word), which contains the tags assigned to each word, from position 0
to position n-1 (T0, T1, … , Tn−1); 2) a second vector containing the cumulative
probability of each tagged word, and its relationship with its predecessor and
successor, and 3) a field that stores the value of the fitness function, calculated as
shown in Figure 1, adapted from [5]. In GBHS Tagger, the selected context for the
word to be tagged is a trigram (predecessor, word to tag, successor). Figure 1 shows the representation of the solution used for this investigation, which
consists of: 1) a first vector of the size of the number of words in a sentence (one
position per word), which contains the tags assigned to each word, from position 0
to position n-1 (T0, T1, … , Tn−1); 2) a second vector containing the cumulative
probability of each tagged word, and its relationship with its predecessor and
successor, and 3) a field that stores the value of the fitness function, calculated as
shown in Figure 1, adapted from [5]. In GBHS Tagger, the selected context for the
word to be tagged is a trigram (predecessor, word to tag, successor). Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Fig. 1. Representation of the solution [4]. T0
T1
T2
T3
…
Ti
…
Tn-1
0
1
2
3
n-1
P0
P1
P2
P3
…
Pi
…
Pn-1
−1, 1
Probabilities for each tag
Tags assigned to each word
i Fig. 1. Representation of the solution [4]. In the present work, the adaptation of several metaheuristic algorithms to the tagging
problem was carried out, using the representation of the solution proposed in [4], in
order to propose improvements to the memetic presented in the same work, at the
same time that it was sought to evaluate its performance on the corpus in Castilian
IULA [24], English Brown [8] and Nasa Yuwe [14]. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colomb
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117 A. Used Method Two cycles were used for this research. The first cycle focused on the adaptation of
the metaheuristic algorithms to the tagging problem and the selection of the best
one; the second cycle focused on the adaptation of the selected metaheuristic , Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem algorithms to the tagging problem and the proposal of a new version of the memetic
algorithm. Table 2 describes the activities carried out in each phase. Table 2. Description of the methodology. Observation
Identification
Development
Testing
Cycle
1
Review
of
metaheuristics
and investigation
of corpus and set
of tags. Selection of corpus
Design
and
implementation
of
the
database
Execution
of
experiments with
the
complete
dataset. Mapping of tags to
universal tagging. Adaptation
and
implementation
of
the
metaheuristic algorithms
to the POST. Execution of non-
parametric
statistical tests. Study of selected
metaheuristic
algorithms. Configuration
and
execution of experiments
on small datasets. Analysis
and
discussion
of
results
Cycle
2
Research
into
memetic
algorithms
and
discrete
implementations. Adaptation
and
implementation
of
the
PSO,
Jaya,
Random-Restart Hill
Climbing
(RRHC),
and HC algorithms to
the tagging problem. Implementation
of
the
final
versions
of
the
proposed taggers. Execution of full
experiments and
tests. Study
and
understanding of
the
memetic
GBHS Tagger. Integration of HC Tagger
to the memetic algorithm. Analysis of results
and issuance of
conclusions. Experiment setup on
small datasets and
parameter tuning. Execution
of
the
experiments
and
development of the new
version of the memetic. Table 2. Description of the methodology. B. Dataset and Experimental Setup As part of this work, the IULA (Spanish), Brown (English) and Nasa Yuwe tagged
corpus were integrated into a single database designed and developed in SQL
Server. The experiments were carried out on this database and, for their execution
(both preliminary and complete), a client-server model was used, in which the clients
(machines) request the tasks to be carried out. Each task receives the phrase and
the algorithm that it must run and evaluate. Likewise, each task is executed 30 times
(repetitions of the experiment) on the local machine. Once the task is finished, the
results are recorded in the cloud database. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 III. RESULTS In the first instance of this section, the adaptation of the algorithms to the tagging
problem and a new version of the memetic GBHS Tagger (GBHS4Tagger) are
presented. In the second instance, the experiments and the results obtained with the Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-A
Lozada proposed taggers are shown. It is highlighted that all the adapted algorithms use the
representation of the solution presented in [4], described in Figure 1. A. Proposed JayaTagger A discrete version of Jaya, called DJaya and proposed by [27], was used, it is free
of parameters. The adaptation consisted in moving towards the best-known solution
and moving away from the worst solution. Handling of the worst solution parameter
was varied. The JayaTagger algorithm only handles three parameters:
𝑜𝑝𝑢𝑙𝑎 𝑖𝑜𝑛𝑆𝑖𝑧𝑒, MaxGenerations and 4. The latter controls the new solution from
selecting a tag of the worst solution 𝑋𝑊, making the algorithm simple to implement
and evaluate. In Figure 2, the proposed JayaTagger pseudocode is presented. Fig. 2. JayaTagger pseudocode Fig. 2. JayaTagger pseudocode Fig. 2. JayaTagger pseudocode Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 B. Proposed PSOTagger The adaptation proposed is done according to the following parameters (a discrete
version of PSO [26] was used): 𝑊, that selects a random tag for each dimension of
a particle; 𝐶1, that selects the tag of the best particle history for that word; 𝐶2, that Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem selects the tag of the best global of the swarm for each dimension of the particle,
and , that maintains the components of the current particle. Additionally,
PSOTagger involves the parameters 𝑜𝑝𝑢𝑙𝑎 𝑖𝑜𝑛𝑆𝑖𝑧𝑒 and 𝑀𝑎𝑥𝐺𝑒𝑛𝑒𝑟𝑎 𝑖𝑜𝑛𝑠 from its
original version. The tuning of the 𝑊, 𝐶1, 𝐶2, and parameters in PSO was carried
out experimentally with cross validation of 5 folders and a small dataset as a sample
of the evaluation dataset. The PSOTagger pseudocode is presented in Figure 3. Fig. 3. PSOTagger pseudocode. Fig. 3. PSOTagger pseudocode. Fig. 3. PSOTagger pseudocode. Fig. 3. PSOTagger pseudocode. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 C. Proposed Random-Restart Hill Climbing (RRHC) Tagger The adaptation of the RRHCTagger algorithm to the tagging problem was carried
out as follows. 1) The parameters: 𝑛_𝑟𝑒𝑠 𝑎𝑟 controls the number of restarts of
solution 𝑆; 𝑟𝑜𝑏, list that stores the probabilities of the possible tags of a word;
𝐴𝑐 𝑖𝑣𝑒𝐼𝑛𝑑𝑒𝑥, a list that stores the positions of words that have more than one tag, Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada and 𝑆 𝑎 𝑢𝑠𝑇𝑟𝑖𝑔𝑟𝑎𝑚, a list that stores the words selected to make a stochastic
improvement. 2) The solution is stochastically improved, after a certain number of
iterations without obtaining improvements, the algorithm saves the current result and
the solution is restarted again (n_restart parameter), selecting another word from all
the possibilities. 3) A tabu memory was implemented, which saves the words that
were selected in the solution restart. In Figure 4, the proposed RRHCTagger
pseudocode is presented. Fig. 4. RRHCTagger pseudocode. Fig. 4. RRHCTagger pseudocode. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 D. Proposed GBHS4Tagger The GBHS4Tagger algorithm is based on the GBHSTagger memetic algorithm
proposed in [4] and its improvement consists of the following steps. 1) The Hill
Climbing (HC) algorithm was adapted to the tagging problem involving two Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem neighborhoods. The first one selects a random word, regardless of the condition,
and the second selects the word with the lowest probability. These neighborhoods
are controlled with the 𝑟𝑜𝑏 parameter. 2) The proposed HCTagger was
incorporated into GBHS Tagger 2 [4] as a local optimizer and, thus, the new memetic
version called GBHS4Tagger. In Figure 5, the proposed HCTagger pseudocode is
shown and in Figure 6, the proposed GBHS4Tagger is shown. Fig. 5. HCTagger pseudocode Fig. 5. HCTagger pseudocode Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 E. Experiments with the proposed taggers To carry out the experiments, in the first instance, an adjustment (fine-tuning) of the
tagging parameters was carried out using a small dataset (sample) of 5000
sentences, in order to select the best combinations of parameters of each algorithm. Table 3 shows the distribution of the sentences in the test and training datasets for
each folder, with which the experiments were carried out on each complete corpus,
as seen in Table 5. All the experiments were executed using cross-validation of 5
folders, except for the Nasa Yuwe corpus, with which Leave-One-Out was used,
since the dataset has only 175 sentences. Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Fig. 6. GBHS4Tagger pseudocode. Adapted from [4]. Fig. 6. GBHS4Tagger pseudocode. Adapted from [4]. Table 3. Test and training data set for the experiments. Data sets
IULA corpus
Brown corpus
Test
Data
Folder with
Training
data
Sentences
in the Test
data
Words
in the
Test
data
Words in
the
Training
data
Sentences
in the Test
data
Words
in the
Test
data
Words in
the
Training
data
1
2, 3, 4, 5
8416
16316
65521
10595
23105
45113
2
1, 3, 4, 5
8416
16357
65480
10600
22852
45199
3
1, 2, 4, 5
8416
16466
65371
10600
23130
45009
4
1, 2, 3, 5
8416
16290
65547
10600
22929
45130
5
1, 2, 3, 4
8415
16408
65429
10603
23111
45025
Nasa Yuwe corpus
The Nasa Yuwe corpus used Leave-One-Out, a method that takes one
phrase as test data and the remaining 174 phrases as training data. This
process is repeated for all the sentences in the corpus. It is a commonly
used evaluation method when the dataset is small. Table 3. Test and training data set for the experiments. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 , Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem In Table 4, following, the configuration of the algorithms for the experiments carried
out with each corpus is presented. In Table 4, following, the configuration of the algorithms for the experiments carried
out with each corpus is presented. Table 4. Configuration of the tagging algorithms for the experiments. Algorithm
Parameters defined for
the IULA corpus
Parameters defined
for the Brown corpus
Parameters defined
for the Nasa Yuwe
corpus
PSOTagger
W = 0.3, C1 = 0.15,
C2 = 0.45 and P = 0.1
W = 0.3, C1 = 0.15,
C2 = 0.45 and P = 0.1
W = 0.3, C1 = 0.2,
C2 = 0.4 and P = 0.1. JayaTagger
P4 = 4
P4 = 3
P4 = 4. RRHCTagger
n_restart = 6
n_restart = 4. n_restart = 4. GBHS4Tagger
Prob = 0.7
Prob = 0.7. Prob = 0.75. Table 4. Configuration of the tagging algorithms for the experiments. Table 4. Configuration of the tagging algorithms for the experiments. In Table 5, the results of the experiments carried out on the three complete corpuses
are presented. It can be seen that GBHS4Tagger surpassed the other algorithms in
precision value, in the IULA and Brown corpus, with the Nasa Yuwe corpus being
the second best. It should be noted that the adapted algorithms obtained very good
results for this problem, but there are differences between the precision values
obtained in each algorithm, which allow us to appreciate that some algorithms
perform better than others, as established in the second theorem of No Free Lunch
Theorems for Optimization (NFLT) [28]. Table 5. Results of the experiments. Results
IULA corpus
BROWN corpus
Nasa Yuwe corpus
Algorithm
Phrases
Precision
Std dev
Phrases
Precision
Std
dev
Phrases
Precision
Std dev
GBHS4Tagger
42079
97.5403
5.4795
52998
94.8803
6.0289
175
61.4185
15.5199
RRHCTagger
42079
97.2678
5.5006
52998
94.5342
6.0106
175
63.7096
16.2249
GBHS Tagger2
42079
97.4306
5.7844
52998
94.8236
6.2051
175
60.0749
15.5199
JayaTagger
42079
96.8592
5.5963
52998
93.0519
6.3054
175
57.084
15.977
PSOTagger
42079
96.7738
5.7844
52998
89.6933
7.0810
175
55.936
16.052 Table 6 shows the ranking of each algorithm in the experiments carried out in each
corpus once the Friedman NxN non-parametric statistical test has been applied,
obtaining a p value smaller than 0.05, therefore, it makes the ranking statistically
significant, complementing the evaluation of the algorithms. Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Table 6. Friedman test results - IULA corpus. In Table 4, following, the configuration of the algorithms for the experiments carried
out with each corpus is presented. Made with KEEL software [29]
IULA corpus
Brown corpus
Nasa Yuwe
Algorithm
Ranking
Algorithm
Ranking
Algorithm
Ranking
GBHS4Tagger
1
GBHS4Tagger
1
RRHCTagger
1
GBHS
Tagger2
2
GBHS
Tagger2
2
GBHS4Tagger
2
2
RRHCTagger
3
RRHCTagger
3
GBHS
Tagger2
3
JayaTagger
4
JayaTagger
4
JayaTagger
4
PSOTagger
5
PSOTagger
5
PSOTagger
5 Table 6. Friedman test results - IULA corpus. Made with KEEL software [29] Additionally, the Wilcoxon test showed, with a significance level of 90%, that the
results obtained for the winning algorithms, GBHS4Tagger for Spanish and English,
and RRHCTagger for Nasa Yuwe, are better in contrast with the other proposed
taggers. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 This work was partially financed by Universidad del Cauca. This work was partially financed by Universidad del Cauca. V. DISCUSSION AND CONCLUSIONS This work achieved the adaptation of the metaheuristic algorithms PSO, Jaya, and
RRHC to the problem of part of speech tagging (POST), taking into account the
characteristics of each algorithm, and performing the parameter adjustment required
for each algorithm on each corpus, obtaining competitive results with respect to one
of the state-of-the-art algorithms. It was also possible to propose an improvement to
the state-of-the-art GBHS Tagger 2 memetic algorithm, which continued to
demonstrate that the performance of the tagger improves by including knowledge of
the problem, as seen in the IULA (Spanish) and Brown (English) corpus. Consequently, the presented research reinforced the idea that metaheuristic
approaches are capable of performing tagging with good results, with acceptable
resources and times. Metaheuristic algorithms should continue to be used for
tagging on other traditional and non-traditional languages, and seek new
improvements for the proposed taggers in combination with other optimization
techniques that improve the results of the tagging. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colomb
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117 Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem ACKNOWLEDGMENTS The authors express especially gratitude to Colin McLachlan for suggestions relating
to the English text. The authors express especially gratitude to Colin McLachlan for suggestions relating
to the English text. AUTHOR’S CONTRIBUTION Miguel-Alexis Solano-Jiménez: Formal Analysis, Data curation, Investigation,
Methodology, Software, Validation, Visualization, Writing – original draft, Writing –
review & editing. Jose-Julio Tobar-Cifuentes: Formal Analysis, Data curation, Investigation,
Methodology, Software, Validation, Writing – original draft, Writing – review & editing. Luz-Marina Sierra-Martínez: Conceptualization, Methodology, Supervision, Project
administration, Writing -original draft, Writing – review & editing. Carlos-Alberto Cobos-Lozada: Conceptualization, Methodology, Supervision,
Project administration, Writing -original draft, Writing – review & editing. REFERENCES [1]
T. Güngör, Handbook of Natural Language Processing (2 Edition ), 2011. [1]
T. Güngör, Handbook of Natural Language Processing (2 Edition ), 2011. [1]
T. Güngör, Handbook of Natural Language Processing (2 Edition ), 2011. [2]
D. Jurafsky, and J. H. Martin, “Speech and Language Processing: An Introduction to Natural Language
Processing, Computational Linguistics, and Speech Recognition,” Computational Linguistics, vol. 26(4), pp. 638-641, 2009. https://doi.org/10.1162/089120100750105975 [3]
A. Alhasan, and A. T. Al-taani, “POS Tagging for Arabic Text Using Bee Colony Algorithm,” Procedia
Computer Science, pp. 158-165, 2018. https://doi.org/10.1016/j.procs.2018.10.471 [3]
A. Alhasan, and A. T. Al-taani, “POS Tagging for Arabic Text Using Bee Colony Algorithm,” Procedia
Computer Science, pp. 158-165, 2018. https://doi.org/10.1016/j.procs.2018.10.471 [4]
L. M. Sierra Martínez, C. A. Cobos, and J. C. Corrales, “Memetic algorithm based on global-best harmony
search and hill climbing for part of speech tagging,” in International Conference on Mining Intelligence and
Knowledge Exploration, 2017, pp. 198-211. https://doi.org/10.1007/978-3-319-71928-3_20 [4]
L. M. Sierra Martínez, C. A. Cobos, and J. C. Corrales, “Memetic algorithm based on global-best harmony
search and hill climbing for part of speech tagging,” in International Conference on Mining Intelligence and
Knowledge Exploration, 2017, pp. 198-211. https://doi.org/10.1007/978-3-319-71928-3_20 [5]
R. Forsati, and M. Shamsfard, “Novel harmony search-based algorithms for part-of-speech tagging,”
Knowledge and Information Systems, vol. 42, pp. 709-736, 2014. https://doi.org/10.1007/s10115-013-
0719-6 [5]
R. Forsati, and M. Shamsfard, “Novel harmony search-based algorithms for part-of-speech tagging,”
Knowledge and Information Systems, vol. 42, pp. 709-736, 2014. https://doi.org/10.1007/s10115-013-
0719-6 [6]
A. Ekbal, and S. Saha, “Simulated annealing based classifier ensemble techniques: Application to part of
speech
tagging,”
Information
Fusion,
vol. 14
(3),
pp. 288-300,
2013. https://doi.org/10.1016/j.inffus.2012.06.002 [6]
A. Ekbal, and S. Saha, “Simulated annealing based classifier ensemble techniques: Application to part of
speech
tagging,”
Information
Fusion,
vol. 14
(3),
pp. 288-300,
2013. https://doi.org/10.1016/j.inffus.2012.06.002 [7]
S. Bandyopadhyay, S. Saha, U. Maulik, and K. Deb, “A Simulated Annealing-Based Multiobjective [7]
S. Bandyopadhyay, S. Saha, U. Maulik, and K. Deb, “A Simulated Annealing-Based Multiobjective Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colomb
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117 Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Miguel-Alexis Solano-Jiménez; José-Julio Tobar-Cifuentes; Luz-Marina Sierra-Martínez; Carlos-Alberto Cobos-
Lozada Optimization Algorithm: AMOSA,” IEEE Transactions on Evolutionary Computation, vol. 12 (3), pp. 269-
283, Jun. 2008. https://doi.org/10.1109/TEVC.2007.900837 [8]
W. N. Francis,
and
H. Kucera,
Brown
Corpus
Manual,
1979. http://clu.uni.no/icame/manuals/BROWN/INDEX.HTM#bc8 [9]
M. P. Marcus, M. A. Marcinkiewicz, and B. REFERENCES Santorini, “Building a large annotated corpus of English: the
penn
treebank,”
Computational
Linguistics,
vol. 19
(2),
pp. 313-330,
1993. https://doi.org/10.1162/coli.2010.36.1.36100 [10] M. El-Haj, and R. Koulali, “KALIMAT a multipurpose Arabic Corpus,” in Second Workshop on Arabic Corpus
Linguistics, 2013. [11] T. Chakraborty, “Identification of Reduplication in Bengali Corpus and their Semantic Analysis : A Rule-
Based Approach,” in Proceedings of the Workshop on Multiword Expressions: from Theory to Applications,
2010, pp. 73-76. [12] O. Bojar, V. Diatka, P. Rychly, P. Strañak, V. Suchomel, Al. Tamchyna, and D. Zeman, “HindEnCorp -
Hindi-English and Hindi-only corpus for machine translation,” in Proceedings of the Ninth International
Conference on Language Resources and Evaluation, 2014, pp. 3550-3555. [13] S. S. Mukku, and R. Mamidi, “ACTSA: Annotated Corpus for Telugu Sentiment Analysis,” in Proceedings
of the First Workshop on Building Linguistically Generalizable NLP Systems, 2018, pp. 54-58. https://doi.org/10.18653/v1/w17-5408 [14] L. M. Sierra Martínez, C. A. Cobos, C. J. Muñoz Corrales, T. Curieux Rojas, E. Herrera-viedma, and D. H. Peluffo-ordóñez, “Building a Nasa Yuwe Language Corpus and Tagging with a Metaheuristic Approach,”
Computación y Sistemas, vol. 22 (3), pp. 881-894, 2018. https://doi.org/10.13053/CyS-22-3-3018 [15] S. Petrov, D. Das, and R. McDonald, “A Universal Part-of-Speech Tagset,” in Proceedings of the Eighth
International Conference on Language Resources and Evaluation, 2012, pp. 2089-2096. [16] X. S. Yang, and S. Deb, “Cuckoo search: Recent advances and applications,” Neural Computing and
Applications, vol. 24 (1), pp. 169-174, 2014. https://doi.org/10.1007/s00521-013-1367-1 [17] J. Brownlee, Clever Algorithms, 2011. [18] F. Neri, and C. Cotta, “A Primer on Memetic Algorithms,” in Handbook of Memetic Algorithm, pp. 43-52,
2012. [19] C. Cotta,
Una
Visión
General
de
los
Algoritmos
Meméticos. http://www.lcc.uma.es/~ccottap/papers/memeticos.pdf [20] E. R. R. Kato, G. D. de A. Aranha, and R. H. Tsunaki, “A new approach to solve the flexible job shop
problem based on a hybrid particle swarm optimization and Random-Restart Hill Climbing,” Computers &
Industrial Engineering, vol. 125, pp. 178-189, Nov. 2018. https://doi.org/10.1016/j.cie.2018.08.022 [20] E. R. R. Kato, G. D. de A. Aranha, and R. H. Tsunaki, “A new approach to solve the flexible job shop
problem based on a hybrid particle swarm optimization and Random-Restart Hill Climbing,” Computers &
Industrial Engineering, vol. 125, pp. 178-189, Nov. 2018. https://doi.org/10.1016/j.cie.2018.08.022 [21] J. Kennedy, and R. Eberhart, “Particle Swarm Optimization,” in Proceedings of ICNN'95 - International
Conference on Neural Networks, 1995, pp. 1942-1948. https://doi.org/10.1109/ICNN.1995.488968 [21] J. Kennedy, and R. Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia.
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 REFERENCES Eberhart, “Particle Swarm Optimization,” in Proceedings of ICNN'95 - International
Conference on Neural Networks, 1995, pp. 1942-1948. https://doi.org/10.1109/ICNN.1995.488968 [22] A. Nickabadi, M. M. Ebadzadeh, and R. Safabakhsh, “A novel particle swarm optimization algorithm with
adaptive
inertia
weight,”
Applied
Soft
Computing,
vol. 11
(4),
pp. 3658-3670,
2011. https://doi.org/10.1016/j.asoc.2011.01.037 [22] A. Nickabadi, M. M. Ebadzadeh, and R. Safabakhsh, “A novel particle swarm optimization algorithm with
adaptive
inertia
weight,”
Applied
Soft
Computing,
vol. 11
(4),
pp. 3658-3670,
2011. https://doi.org/10.1016/j.asoc.2011.01.037 [23] R. Venkata Rao, “Jaya: A simple and new optimization algorithm for solving constrained and unconstrained
optimization problems,” International Journal of Industrial Engineering Computations, vol. 7 (1), pp. 19-34,
Dec. 2016. https://doi.org/10.5267/j.ijiec.2015.8.004 [23] R. Venkata Rao, “Jaya: A simple and new optimization algorithm for solving constrained and unconstrained
optimization problems,” International Journal of Industrial Engineering Computations, vol. 7 (1), pp. 19-34,
Dec. 2016. https://doi.org/10.5267/j.ijiec.2015.8.004 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Adaptation, Comparison, and Improvement of Metaheuristic Algorithms to the Part-of-Speech Tagging Problem [25] K. S. Pratt, “Design Patterns for Research Methods: Iterative Field Research,” in AAAI Spring Symposium:
Experimental Design for Real, 2009, pp. 1-7. [26] Q. Pan, M. F. Tasgetiren, and Y. Liang, “A discrete particle swarm optimization algorithm for the no-wait
flowshop scheduling problem,” Computers & Operations Research, vol. 35, pp. 2807-2839, 2008. https://doi.org/10.1016/j.cor.2006.12.030 [27] K. Gao, F. Yang, M. Zhou, Q. Pan, and P. N. Suganthan, “Flexible job-shop rescheduling for new job
insertion by using discrete Jaya algorithm,” IEEE Transactions on Cybernetics, vol. 49 (5), pp. 1944-1955,
2019. https://doi.org/10.1109/TCYB.2018.2817240 [28] D. H. Wolpert, and W. G. Macready, “No free lunch theorems for optimization,” IEEE Transactions on
Evolutionary Computation, vol. 1 (1), pp. 67-82, Apr. 1997. https://doi.org/10.1109/4235.585893 [29] J. Alcalá-Fdez, L. Sánchez, S. García, M. J. del Jesus, S. Ventura, J. M. Garrell, J. Otero, C. Romero, J. Bacardit, V. M. Rivas, J. C. Fernández, and F. Herrera, “KEEL: A software tool to assess evolutionary
algorithms
for
data
mining
problems,”
Soft
Computing,
vol. 13,
pp. 307-318,
2009. https://doi.org/10.1007/s00500-008-0323-y Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colombia. L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.11762 Revista Facultad de Ingeniería (Rev. Fac. Ing.) Vol. 29 (54), e11762. 2020. Tunja-Boyacá, Colomb
L-ISSN: 0121-1129, e-ISSN: 2357-5328, DOI: https://doi.org/10.19053/01211129.v29.n54.2020.117
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https://openalex.org/W172263345
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https://journals.iucr.org/e/issues/2012/10/00/wm2664/wm2664.pdf
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Latin
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Bis[4-amino-3,5-bis(pyridin-2-yl)-4<i>H</i>-1,2,4-triazole-κ<sup>2</sup><i>N</i><sup>1</sup>,<i>N</i><sup>5</sup>]diaquacobalt(II) bis(perchlorate)
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Acta crystallographica. Section E
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Related literature For the synthesis of the adpt ligand, see: Geldard & Lions
(1965). For background to the coordination chemistry of the
adpt ligand, see: Meng et al. (2009). For intramolecular
hydrogen bonds in the adpt ligand, see: Kitchen et al. (2008). For other Co(II) coordination compounds with the same
ligand, see: Keij et al. (1984); Peng et al. (2006); Garcı´a-
Couceiro et al. (2009); White et al. (2010). We thank the NSFC (21061009) and the National Students
of Innovation and Entrepreneurship Training Programs
(111012608) for their financial support. Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: WM2664). metal-organic compounds Experimental
Crystal data
[Co(C12H10N6)2(H2O)2](ClO4)2
Mr = 770.38
Monoclinic, P21=c
a = 8.5839 (17) A˚
b = 12.950 (3) A˚
c = 14.975 (5) A˚
= 114.34 (2)
V = 1516.7 (7) A˚ 3
Z = 2
Mo K radiation
= 0.82 mm1
T = 293 K
0.04 0.03 0.01 mm
Data collection
Bruker SMART APEX CCD
diffractometer
Absorption correction: multi-scan
(SADABS; Sheldrick, 1996)
Tmin = 0.971, Tmax = 0.992
10155 measured reflections
2681 independent reflections
2336 reflections with I > 2(I)
Rint = 0.038
Refinement
R[F 2 > 2(F 2)] = 0.050
wR(F 2) = 0.121
S = 1.07
2681 reflections
223 parameters
H-atom parameters constrained
max = 0.87 e A˚ 3
min = 0.50 e A˚ 3 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Mi Feng, Yu-Fei Ji, Sheng-Li Liang and Zhi-Liang Liu* College of Chemistry and Chemical Engineering, Inner Mongolia University, Hohhot,
People’s Republic of China
Correspondence e-mail: cezlliu@imu.edu.cn Received 23 July 2012; accepted 8 September 2012 Key indicators: single-crystal X-ray study; T = 293 K; mean (C–C) = 0.005 A˚;
R factor = 0.050; wR factor = 0.121; data-to-parameter ratio = 12.0. Key indicators: single-crystal X-ray study; T = 293 K; mean (C–C) = 0.005 A˚;
R factor = 0.050; wR factor = 0.121; data-to-parameter ratio = 12.0. In the title structure, [Co(C12H10N6)2(H2O)2](ClO4)2, the CoII
atom lies on an inversion centre and is coordinated in a
slightly distorted octahedral geometry by four N atoms from
two
4-amino-3,5-bis(pyridin-2-yl)-4H-1,2,4-triazole
(adpt)
ligands in equatorial positions and two O atoms from two
water molecules in axial positions. An intramolecular N—
H N interaction stabilizes the molecular conformation. Intermolecular N—H O and O—H O interactions invol-
ving the perchlorate counter-anions extend the monomeric
compound into a two-dimensional network parallel to the bc
plane. Table 1
Hydrogen-bond geometry (A˚ , ). Table 1
Hydrogen-bond geometry (A˚ , ). D—H A
D—H
H A
D A
D—H A
N6—H6B N5
0.89
2.29
2.897 (4)
125
N6—H6B O3i
0.89
2.39
2.989 (4)
124
O1—H1A O4
0.85
2.16
2.782 (4)
130
O1—H1B O2ii
0.85
2.22
2.983 (4)
150
O1—H1B O5ii
0.85
2.58
3.284 (5)
141
Symmetry codes: (i) x; y þ 3
2; z þ 1
2; (ii) x þ 1; y þ 1
2; z þ 1
2. Data collection: SMART (Bruker, 2001); cell refinement: SAINT
(Bruker, 2001); data reduction: SAINT; program(s) used to solve
structure: SHELXS97 (Sheldrick, 2008); program(s) used to refine
structure:
SHELXL97
(Sheldrick,
2008);
molecular
graphics:
DIAMOND (Brandenburg & Putz, 2006); software used to prepare
material for publication: publCIF (Westrip, 2010). metal-organic compounds Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: WM2664). Peng, M. X., Hong, C. G., Tan, C. K., Chen, J. C. & Tong, M. L. (2006). J. Chem.
Crystallogr. 36, 703–707.
Sheldrick, G. M. (1996). SADABS. University of Go¨ttingen, Germany.
Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. Westrip, S. P. (2010). J. Appl. Cryst. 43, 920–925.
White, N. G., Feltham, H. L. C., Gandolfi, C., Albrecht, M. & Brooker, S.
(2010). Dalton Trans. 39, 3751–3758. Acta Cryst. (2012). E68, m1272–m1273 References Brandenburg, K. & Putz, H. (2006). DIAMOND. Crystal Impact GbR, Bonn,
Germany. Bruker (2001). SMART and SAINT. Bruker AXS Inc., Madison, Wisconsin,
USA. Garcı´a-Couceiro, U., Castillo, O., Cepeda, J., Luque, A., Pe´rez-Yanez, S. &
Roma´n, P. (2009). Inorg. Chim. Acta, 362, 4212–4218. Geldard, J. F. & Lions, F. (1965). J. Org. Chem. 30, 318–319. Keij, F. S., de Graaff, R. A. G., Haasnoot, J. G. & Reedijk, J. (1984). J. Chem. Soc. Dalton Trans. pp. 2093–2097. Kitchen, J. A., Noble, A., Brandt, C. D., Moubaraki, B., Murray, K. S. &
Brooker, S. (2008). Inorg. Chem. 47, 9450–9458. Meng, Z.-S., Yun, L., Zhang, W.-X., Hong, C.-G., Herchel, R., Ou, Y.-C., Leng,
J.-D., Peng, M.-X., Lin, Z.-J. & Tong, M.-L. (2009). Dalton Trans. pp. 10284–
10295. m1272
Feng et al. Acta Cryst. (2012). E68, m1272–m1273 doi:10.1107/S1600536812038573 metal-organic compounds Feng et al. [Co(C12H10N6)2(H2O)2](ClO4)2
m1273 Acta Cryst. (2012). E68, m1272–m1273 supporting information Acta Cryst. (2012). E68, m1272–m1273 [https://doi.org/10.1107/S1600536812038573]
Bis[4-amino-3,5-bis(pyridin-2-yl)-4H-1,2,4-triazole-κ2N1,N5]diaquacobalt(II)
bis(perchlorate) Acta Cryst. (2012). E68, m1272–m1273 [https://doi.org/10.1107/S1600536812038573]
Bis[4-amino-3,5-bis(pyridin-2-yl)-4H-1,2,4-triazole-κ2N1,N5]diaquacobalt(II)
bis(perchlorate) a Cryst. (2012). E68, m1272–m1273 [https://doi.org/10.1107/S1600536812038573] Mi Feng, Yu-Fei Ji, Sheng-Li Liang and Zhi-Liang Liu Mi Feng, Yu-Fei Ji, Sheng-Li Liang and Zhi-Liang Liu S1. Comment Recently, 4-amine-3,5-di-2-pyridyl-1,2,4-triazol (adpt) has been used as a potential multidentate ligand to generate novel
metal-organic complexes due to containing five N coordination sites and three potentially conjugated aromatic rings
(Meng et al., 2009). Such complexes with adpt have interesting properties for potential applications in the fields of
magnetic materials (Keij et al., 1984). Several Co(II) compounds containing adpt have been reported previously (Keij et
al., 1984; Peng et al., 2006; García-Couceiro et al., 2009; White et al., 2010). Herein, the synthesis and crystal structure
of the title complex [Co(C12H10N6)2(H2O)2](ClO4)2, (I), is reported. As shown in Figure 1, compound (I) consists of one Co(II) atom located on an inversion centre, two adpt ligands, two
water molecules and two isolated perchlorate counter anions. The Co(II) is six-coordinated by four N atoms from two
adpt ligands and two O atoms from two water molecules, giving a slightly distorted octahedral coordination environment. The equatorial plane is defined by four N atoms from two adpt ligands with a chelate formation, and the axial positions
are occupied by two O atoms of water molecules. The dihedral angle between the non-coordinated pyridine ring and the
coordinating pyridine ring is 11.94 (16) ° and that between the coordinating pyridine ring and the triazole ring is
6.76 (6)°. In the mononuclear unit, an intramolecular N—H···N hydrogen-bonding interaction between the NH2 group
attached to the the triazole ring and the non-coordinating N atom of pyridine is observed (Kitchen et al., 2008). Intermolecular N—H···O and O—H···O hydrogen-bonding interactions exist between the amine group and the
coordinating water molecules, respectively, with the O atoms of the isolated perchlorate counter anions. In the crystal, the
molecular entities are linked by O—H···O hydrogen bonds generating chains along the b axis. These chains in turn
aggregate into a two-dimensional network parallel to the bc plane (Fig. 2). S2. Experimental 4-Amino-3,5-bis(pyridin-2-yl)-4H-1,2,4-triazole (abpt, 5mmol) was dissolved in 20 ml mixture solution of water and
methanol (1:1, v/v). Then Co(ClO4)2`4H2O (5 mmol) was added to the above solution. The resulting solution was stirred
for 3 h at room temperature. Upon slow evaporation of the solvent, dark red block-shaped crystals formed from the
filtrate in a few days. The used 4-amine-3,5-di-2-pyridyl-1,2,4-triazol (adpt) was synthesized according to the previously
reported procedure (Geldard & Lions, 1965). S3. Refinement Acta Cryst. (2012). E68, m1272–m1273 Figure 1 g
The molecular structure of the title compound, with atom labels and 30% probability displacement ellipsoids for non-H
atoms. N—H···N and O—H···O interactions are shown as dashed lines. g
The molecular structure of the title compound, with atom labels and 30% probability displacement ellipsoids for non-H
atoms. N—H···N and O—H···O interactions are shown as dashed lines. The molecular structure of the title compound, with atom labels and 30% probability displacement ellipsoids for non-H
atoms. N—H···N and O—H···O interactions are shown as dashed lines. Figure 2
The crystal packing of the title compound. O—H···O interactions are shown as dashed lines. S3. Refinement All H atoms were placed in geometrically idealized positions and constrained to ride on their parent atoms with C—H =
0.93 Å and with Uiso(H) = 1.2Ueq(C). H atoms bonded to N and O atoms were located in a difference map and refined
with a fixed distance of O—H = 0.85 and N—H = 0.89 Å, and with Uiso(H) = 1.2Ueq(N,O). Acta Cryst. (2012). E68, m1272–m1273 sup-1 supporting information Figure 1
The molecular structure of the title compound, with atom labels and 30% probability displacement ellipsoids for non-H
atoms. N—H···N and O—H···O interactions are shown as dashed lines. Refinement Refinement
Refinement on F2
Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.050
wR(F2) = 0.121
S = 1.07
2681 reflections
223 parameters
0 restraints
Primary atom site location: structure-invariant
direct methods
Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.0587P)2 + 2.3812P]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max < 0.001
Δρmax = 0.87 e Å−3
Δρmin = −0.50 e Å−3 Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.0587P)2 + 2.3812P]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max < 0.001
Δρmax = 0.87 e Å−3
Δρmin = −0.50 e Å−3 Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.0587P)2 + 2.3812P]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max < 0.001
Δρmax = 0.87 e Å−3
Δρmin = −0.50 e Å−3 Figure 2 g
The crystal packing of the title compound. O—H···O interactions are shown as dashed lines. g
The crystal packing of the title compound. O—H···O interactions are shown as dashed lines. The crystal packing of the title compound. O—H···O interactions are shown as dashed lines. Bis[4-amino-3,5-bis(pyridin-2-yl)-4H-1,2,4-triazole- κ2N1,N5]diaquacobalt(II) bis(perchlorate) Crystal data
[Co(C12H10N6)2(H2O)2](ClO4)2
Mr = 770.38
Monoclinic, P21/c
Hall symbol: -P 2ybc
a = 8.5839 (17) Å
b = 12.950 (3) Å
c = 14.975 (5) Å
β = 114.34 (2)°
V = 1516.7 (7) Å3
Z = 2
F(000) = 786
Dx = 1.687 Mg m−3 Acta Cryst. (2012). E68, m1272–m1273 sup-2 sup-2
Acta Cryst. (2012). E68, m1272–m1273 supporting information Mo Kα radiation, λ = 0.71073 Å
Cell parameters from 3601 reflections
θ = 2.2–27.9°
µ = 0.82 mm−1
T = 293 K
Block, dark red
0.04 × 0.03 × 0.01 mm
Data collection
Bruker SMART APEX CCD
diffractometer
Radiation source: fine-focus sealed tube
Graphite monochromator
ω scans
Absorption correction: multi-scan
(SADABS; Sheldrick, 1996)
Tmin = 0.971, Tmax = 0.992
10155 measured reflections
2681 independent reflections
2336 reflections with I > 2σ(I)
Rint = 0.038
θmax = 25.0°, θmin = 2.2°
h = −7→10
k = −15→15
l = −17→15 Mo Kα radiation, λ = 0.71073 Å
Cell parameters from 3601 reflections
θ = 2.2–27.9°
µ = 0.82 mm−1
T = 293 K
Block, dark red
0.04 × 0.03 × 0.01 mm
Data collection
Bruker SMART APEX CCD
diffractometer
Radiation source: fine-focus sealed tube
Graphite monochromator
ω scans
Absorption correction: multi-scan
(SADABS; Sheldrick, 1996)
Tmin = 0.971, Tmax = 0.992
10155 measured reflections
2681 independent reflections
2336 reflections with I > 2σ(I)
Rint = 0.038
θmax = 25.0°, θmin = 2.2°
h = −7→10
k = −15→15
l = −17→15
Refinement
Refinement on F2
Least-squares matrix: full
R[F2 > 2σ(F2)] = 0.050
wR(F2) = 0.121
S = 1.07
2681 reflections
223 parameters
0 restraints
Primary atom site location: structure-invariant
direct methods
Secondary atom site location: difference Fourier
map
Hydrogen site location: inferred from
neighbouring sites
H-atom parameters constrained
w = 1/[σ2(Fo2) + (0.0587P)2 + 2.3812P]
where P = (Fo2 + 2Fc2)/3
(Δ/σ)max < 0.001
Δρmax = 0.87 e Å−3
Δρmin = −0.50 e Å−3 T = 293 K
Block, dark red
0.04 × 0.03 × 0.01 mm supporting information supporting information
H1B
0.5093
0.6085
0.3630
0.043*
O2
0.6254 (4)
0.2589 (3)
0.1740 (3)
0.0633 (10)
O3
0.4116 (4)
0.3823 (2)
0.1213 (2)
0.0555 (9)
O4
0.6210 (4)
0.3837 (2)
0.2840 (2)
0.0475 (8)
O5
0.4126 (4)
0.2533 (3)
0.2297 (2)
0.0687 (11)
C1
0.2804 (4)
0.6823 (2)
0.4928 (2)
0.0181 (7)
C2
0.1401 (4)
0.7437 (3)
0.4777 (2)
0.0229 (7)
H2
0.1537
0.8123
0.4977
0.027*
C3
−0.0217 (4)
0.7004 (3)
0.4318 (3)
0.0273 (8)
H3
−0.1184
0.7398
0.4211
0.033*
C4
−0.0381 (4)
0.5988 (3)
0.4024 (2)
0.0261 (8)
H4
−0.1457
0.5692
0.3704
0.031*
C5
0.1082 (4)
0.5415 (3)
0.4210 (2)
0.0228 (7)
H5
0.0969
0.4724
0.4023
0.027*
C6
0.4598 (4)
0.7148 (2)
0.5385 (2)
0.0171 (7)
C7
0.7014 (4)
0.7965 (2)
0.5981 (2)
0.0190 (7)
C8
0.8325 (4)
0.8777 (2)
0.6329 (2)
0.0205 (7)
C9
0.9991 (4)
0.8547 (3)
0.6470 (3)
0.0285 (8)
H9
1.0293
0.7879
0.6378
0.034*
C10
1.1191 (5)
0.9332 (3)
0.6750 (3)
0.0334 (9)
H10
1.2307
0.9207
0.6828
0.040*
C11
1.0696 (5)
1.0310 (3)
0.6914 (3)
0.0313 (8)
H11
1.1477
1.0851
0.7107
0.038*
C12
0.9036 (5)
1.0464 (3)
0.6786 (3)
0.0287 (8)
H12
0.8726
1.1116
0.6915
0.034*
Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
Co1
0.0183 (3)
0.0139 (3)
0.0231 (3)
−0.0002 (2)
0.0096 (3)
−0.0014 (2)
Cl1
0.0309 (5)
0.0211 (4)
0.0282 (5)
−0.0011 (3)
0.0160 (4)
−0.0031 (3)
N1
0.0186 (14)
0.0168 (14)
0.0212 (13)
−0.0010 (11)
0.0103 (11)
0.0001 (11)
N2
0.0157 (14)
0.0183 (14)
0.0245 (14)
−0.0012 (11)
0.0058 (12)
−0.0021 (11)
N3
0.0174 (14)
0.0143 (13)
0.0244 (14)
0.0001 (11)
0.0083 (12)
−0.0013 (11)
N4
0.0191 (14)
0.0131 (13)
0.0185 (13)
0.0010 (10)
0.0091 (11)
−0.0003 (10)
N5
0.0233 (15)
0.0187 (14)
0.0297 (16)
−0.0012 (12)
0.0086 (13)
−0.0012 (12)
N6
0.0262 (16)
0.0185 (15)
0.0424 (18)
0.0023 (12)
0.0128 (14)
−0.0011 (13)
O1
0.0389 (15)
0.0206 (12)
0.0312 (13)
0.0066 (11)
0.0191 (12)
0.0034 (10)
O2
0.0474 (19)
0.070 (2)
0.073 (2)
0.0008 (17)
0.0256 (17)
−0.0440 (19)
O3
0.062 (2)
0.0395 (18)
0.0509 (18)
0.0045 (16)
0.0092 (16)
0.0161 (14)
O4
0.0537 (19)
0.0519 (18)
0.0393 (16)
−0.0126 (15)
0.0217 (14)
−0.0229 (14)
O5
0.060 (2)
0.096 (3)
0.0425 (18)
−0.046 (2)
0.0130 (16)
0.0131 (18)
C1
0.0217 (17)
0.0179 (16)
0.0181 (16)
−0.0007 (13)
0.0116 (14)
0.0017 (12)
C2
0.0237 (18)
0.0196 (17)
0.0283 (18)
0.0016 (14)
0.0138 (15)
−0.0002 (14)
C3
0.0205 (18)
0.0293 (19)
0.035 (2)
0.0053 (15)
0.0145 (16)
0.0059 (15)
C4
0.0165 (17)
0.032 (2)
0.0295 (18)
−0.0049 (15)
0.0090 (15)
−0.0010 (15)
C5
0.0240 (18)
0.0206 (17)
0.0268 (17)
−0.0019 (14)
0.0134 (15)
−0.0012 (14)
C6
0.0212 (17)
0.0156 (16)
0.0175 (15)
−0.0007 (13)
0.0109 (13)
0.0007 (12) H1B
0.5093
0.6085
0.3630
0.043*
O2
0.6254 (4)
0.2589 (3)
0.1740 (3)
0.0633 (10)
O3
0.4116 (4)
0.3823 (2)
0.1213 (2)
0.0555 (9)
O4
0.6210 (4)
0.3837 (2)
0.2840 (2)
0.0475 (8)
O5
0.4126 (4)
0.2533 (3)
0.2297 (2)
0.0687 (11)
C1
0.2804 (4)
0.6823 (2)
0.4928 (2)
0.0181 (7)
C2
0.1401 (4)
0.7437 (3)
0.4777 (2)
0.0229 (7)
H2
0.1537
0.8123
0.4977
0.027*
C3
−0.0217 (4)
0.7004 (3)
0.4318 (3)
0.0273 (8)
H3
−0.1184
0.7398
0.4211
0.033*
C4
−0.0381 (4)
0.5988 (3)
0.4024 (2)
0.0261 (8)
H4
−0.1457
0.5692
0.3704
0.031*
C5
0.1082 (4)
0.5415 (3)
0.4210 (2)
0.0228 (7)
H5
0.0969
0.4724
0.4023
0.027*
C6
0.4598 (4)
0.7148 (2)
0.5385 (2)
0.0171 (7)
C7
0.7014 (4)
0.7965 (2)
0.5981 (2)
0.0190 (7)
C8
0.8325 (4)
0.8777 (2)
0.6329 (2)
0.0205 (7)
C9
0.9991 (4)
0.8547 (3)
0.6470 (3)
0.0285 (8)
H9
1.0293
0.7879
0.6378
0.034*
C10
1.1191 (5)
0.9332 (3)
0.6750 (3)
0.0334 (9)
H10
1.2307
0.9207
0.6828
0.040*
C11
1.0696 (5)
1.0310 (3)
0.6914 (3)
0.0313 (8)
H11
1.1477
1.0851
0.7107
0.038*
C12
0.9036 (5)
1.0464 (3)
0.6786 (3)
0.0287 (8)
H12
0.8726
1.1116
0.6915
0.034* Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
Co1
0.0183 (3)
0.0139 (3)
0.0231 (3)
−0.0002 (2)
0.0096 (3)
−0.0014 (2)
Cl1
0.0309 (5)
0.0211 (4)
0.0282 (5)
−0.0011 (3)
0.0160 (4)
−0.0031 (3)
N1
0.0186 (14)
0.0168 (14)
0.0212 (13)
−0.0010 (11)
0.0103 (11)
0.0001 (11)
N2
0.0157 (14)
0.0183 (14)
0.0245 (14)
−0.0012 (11)
0.0058 (12)
−0.0021 (11)
N3
0.0174 (14)
0.0143 (13)
0.0244 (14)
0.0001 (11)
0.0083 (12)
−0.0013 (11)
N4
0.0191 (14)
0.0131 (13)
0.0185 (13)
0.0010 (10)
0.0091 (11)
−0.0003 (10)
N5
0.0233 (15)
0.0187 (14)
0.0297 (16)
−0.0012 (12)
0.0086 (13)
−0.0012 (12)
N6
0.0262 (16)
0.0185 (15)
0.0424 (18)
0.0023 (12)
0.0128 (14)
−0.0011 (13)
O1
0.0389 (15)
0.0206 (12)
0.0312 (13)
0.0066 (11)
0.0191 (12)
0.0034 (10)
O2
0.0474 (19)
0.070 (2)
0.073 (2)
0.0008 (17)
0.0256 (17)
−0.0440 (19)
O3
0.062 (2)
0.0395 (18)
0.0509 (18)
0.0045 (16)
0.0092 (16)
0.0161 (14)
O4
0.0537 (19)
0.0519 (18)
0.0393 (16)
−0.0126 (15)
0.0217 (14)
−0.0229 (14)
O5
0.060 (2)
0.096 (3)
0.0425 (18)
−0.046 (2)
0.0130 (16)
0.0131 (18)
C1
0.0217 (17)
0.0179 (16)
0.0181 (16)
−0.0007 (13)
0.0116 (14)
0.0017 (12)
C2
0.0237 (18)
0.0196 (17)
0.0283 (18)
0.0016 (14)
0.0138 (15)
−0.0002 (14)
C3
0.0205 (18)
0.0293 (19)
0.035 (2)
0.0053 (15)
0.0145 (16)
0.0059 (15)
C4
0.0165 (17)
0.032 (2)
0.0295 (18)
−0.0049 (15)
0.0090 (15)
−0.0010 (15)
C5
0.0240 (18)
0.0206 (17)
0.0268 (17)
−0.0019 (14)
0.0134 (15)
−0.0012 (14)
C6
0.0212 (17)
0.0156 (16)
0.0175 (15)
−0.0007 (13)
0.0109 (13)
0.0007 (12) sup-4 Acta Cryst. Special details Geometry. All e.s.d.'s (except the e.s.d. in the dihedral angle between two l.s. planes) are estimated using the full
covariance matrix. The cell e.s.d.'s are taken into account individually in the estimation of e.s.d.'s in distances, angles and
torsion angles; correlations between e.s.d.'s in cell parameters are only used when they are defined by crystal symmetry. An approximate (isotropic) treatment of cell e.s.d.'s is used for estimating e.s.d.'s involving l.s. planes. Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2,
conventional R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used
only for calculating R-factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2
are statistically about twice as large as those based on F, and R- factors based on ALL data will be even larger. Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq
Co1
0.5000
0.5000
0.5000
0.0181 (2)
Cl1
0.51836 (11)
0.31957 (6)
0.20373 (6)
0.0255 (2)
N1
0.2655 (3)
0.5819 (2)
0.46508 (18)
0.0182 (6)
N2
0.7370 (3)
0.6987 (2)
0.59168 (19)
0.0203 (6)
N3
0.5833 (3)
0.64755 (19)
0.55294 (19)
0.0188 (6)
N4
0.5287 (3)
0.80947 (19)
0.56599 (18)
0.0165 (6)
N5
0.7829 (4)
0.9719 (2)
0.6482 (2)
0.0247 (6)
N6
0.4322 (4)
0.9001 (2)
0.5607 (2)
0.0295 (7)
H6A
0.3984
0.9278
0.5012
0.044*
H6B
0.4971
0.9452
0.6054
0.044*
O1
0.5064 (3)
0.54303 (18)
0.36619 (16)
0.0287 (6)
H1A
0.5952
0.5177
0.3628
0.043* Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq omic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) sup-3 Acta Cryst. (2012). E68, m1272–m1273 supporting information (2012). E68, m1272–m1273 supporting information
C7
0.0218 (17)
0.0181 (16)
0.0193 (16)
−0.0002 (13)
0.0107 (14)
0.0002 (13)
C8
0.0214 (17)
0.0196 (17)
0.0198 (16)
−0.0013 (13)
0.0077 (14)
−0.0007 (13)
C9
0.0248 (19)
0.0256 (19)
0.0339 (19)
−0.0015 (15)
0.0111 (16)
−0.0073 (15)
C10
0.0230 (19)
0.039 (2)
0.038 (2)
−0.0043 (16)
0.0120 (17)
−0.0086 (17)
C11
0.028 (2)
0.029 (2)
0.031 (2)
−0.0115 (16)
0.0065 (16)
−0.0048 (16)
C12
0.029 (2)
0.0191 (18)
0.0338 (19)
−0.0032 (15)
0.0089 (16)
−0.0063 (15)
Geometric parameters (Å, º)
Co1—N3
2.079 (3)
N6—H6B
0.8901
Co1—N3i
2.079 (3)
O1—H1A
0.8500
Co1—O1i
2.102 (2)
O1—H1B
0.8500
Co1—O1
2.102 (2)
C1—C2
1.381 (4)
Co1—N1
2.141 (3)
C1—C6
1.466 (4)
Co1—N1i
2.141 (3)
C2—C3
1.389 (5)
Cl1—O2
1.413 (3)
C2—H2
0.9300
Cl1—O5
1.416 (3)
C3—C4
1.376 (5)
Cl1—O4
1.428 (3)
C3—H3
0.9300
Cl1—O3
1.446 (3)
C4—C5
1.385 (5)
N1—C5
1.341 (4)
C4—H4
0.9300
N1—C1
1.355 (4)
C5—H5
0.9300
N2—C7
1.316 (4)
C7—C8
1.470 (4)
N2—N3
1.372 (4)
C8—C9
1.389 (5)
N3—C6
1.319 (4)
C9—C10
1.384 (5)
N4—C6
1.350 (4)
C9—H9
0.9300
N4—C7
1.367 (4)
C10—C11
1.390 (5)
N4—N6
1.420 (4)
C10—H10
0.9300
N5—C8
1.342 (4)
C11—C12
1.372 (5)
N5—C12
1.350 (5)
C11—H11
0.9300
N6—H6A
0.8901
C12—H12
0.9300
N3—Co1—N3i
180.0
H1A—O1—H1B
109.5
N3—Co1—O1i
91.15 (10)
N1—C1—C2
122.4 (3)
N3i—Co1—O1i
88.85 (10)
N1—C1—C6
111.5 (3)
N3—Co1—O1
88.85 (10)
C2—C1—C6
126.1 (3)
N3i—Co1—O1
91.15 (10)
C1—C2—C3
118.4 (3)
O1i—Co1—O1
180.000 (1)
C1—C2—H2
120.8
N3—Co1—N1
77.24 (10)
C3—C2—H2
120.8
N3i—Co1—N1
102.76 (10)
C4—C3—C2
119.6 (3)
O1i—Co1—N1
88.45 (9)
C4—C3—H3
120.2
O1—Co1—N1
91.55 (9)
C2—C3—H3
120.2
N3—Co1—N1i
102.76 (10)
C3—C4—C5
119.0 (3)
N3i—Co1—N1i
77.24 (10)
C3—C4—H4
120.5
O1i—Co1—N1i
91.55 (9)
C5—C4—H4
120.5
O1—Co1—N1i
88.45 (9)
N1—C5—C4
122.3 (3)
N1—Co1—N1i
180.000 (1)
N1—C5—H5
118.8
O2—Cl1—O5
108.9 (3)
C4—C5—H5
118.8
O2—Cl1—O4
109.47 (19)
N3—C6—N4
109.2 (3) sup-5 Acta Cryst. (2012). supporting information E68, m1272–m1273 supporting information supporting information pp
g
O5—Cl1—O4
111.4 (2)
N3—C6—C1
120.4 (3)
O2—Cl1—O3
108.0 (2)
N4—C6—C1
130.3 (3)
O5—Cl1—O3
108.8 (2)
N2—C7—N4
110.1 (3)
O4—Cl1—O3
110.2 (2)
N2—C7—C8
123.2 (3)
C5—N1—C1
118.3 (3)
N4—C7—C8
126.7 (3)
C5—N1—Co1
125.6 (2)
N5—C8—C9
123.3 (3)
C1—N1—Co1
116.1 (2)
N5—C8—C7
117.4 (3)
C7—N2—N3
106.5 (3)
C9—C8—C7
119.3 (3)
C6—N3—N2
108.6 (2)
C10—C9—C8
118.7 (3)
C6—N3—Co1
114.6 (2)
C10—C9—H9
120.7
N2—N3—Co1
136.4 (2)
C8—C9—H9
120.7
C6—N4—C7
105.7 (3)
C9—C10—C11
118.7 (3)
C6—N4—N6
124.2 (3)
C9—C10—H10
120.7
C7—N4—N6
130.1 (3)
C11—C10—H10
120.7
C8—N5—C12
117.0 (3)
C12—C11—C10
118.9 (3)
N4—N6—H6A
109.3
C12—C11—H11
120.6
N4—N6—H6B
109.2
C10—C11—H11
120.6
H6A—N6—H6B
109.5
N5—C12—C11
123.5 (3)
Co1—O1—H1A
109.3
N5—C12—H12
118.2
Co1—O1—H1B
109.3
C11—C12—H12
118.2
N3—Co1—N1—C5
−179.1 (3)
Co1—N3—C6—N4
−173.37 (18)
N3i—Co1—N1—C5
0.9 (3)
N2—N3—C6—C1
176.9 (3)
O1i—Co1—N1—C5
−87.5 (3)
Co1—N3—C6—C1
3.0 (4)
O1—Co1—N1—C5
92.5 (3)
C7—N4—C6—N3
0.0 (3)
N3—Co1—N1—C1
−0.9 (2)
N6—N4—C6—N3
−179.7 (3)
N3i—Co1—N1—C1
179.1 (2)
C7—N4—C6—C1
−175.8 (3)
O1i—Co1—N1—C1
90.7 (2)
N6—N4—C6—C1
4.4 (5)
O1—Co1—N1—C1
−89.3 (2)
N1—C1—C6—N3
−3.6 (4)
C7—N2—N3—C6
−1.0 (3)
C2—C1—C6—N3
176.9 (3)
C7—N2—N3—Co1
171.1 (2)
N1—C1—C6—N4
171.8 (3)
O1i—Co1—N3—C6
−89.3 (2)
C2—C1—C6—N4
−7.7 (5)
O1—Co1—N3—C6
90.7 (2)
N3—N2—C7—N4
1.0 (3)
N1—Co1—N3—C6
−1.1 (2)
N3—N2—C7—C8
−177.6 (3)
N1i—Co1—N3—C6
178.9 (2)
C6—N4—C7—N2
−0.6 (3)
O1i—Co1—N3—N2
99.0 (3)
N6—N4—C7—N2
179.1 (3)
O1—Co1—N3—N2
−81.0 (3)
C6—N4—C7—C8
177.8 (3)
N1—Co1—N3—N2
−172.8 (3)
N6—N4—C7—C8
−2.4 (5)
N1i—Co1—N3—N2
7.2 (3)
C12—N5—C8—C9
0.2 (5)
C5—N1—C1—C2
0.3 (4)
C12—N5—C8—C7
−178.9 (3)
Co1—N1—C1—C2
−178.0 (2)
N2—C7—C8—N5
−171.5 (3)
C5—N1—C1—C6
−179.2 (3)
N4—C7—C8—N5
10.2 (5)
Co1—N1—C1—C6
2.5 (3)
N2—C7—C8—C9
9.4 (5)
N1—C1—C2—C3
−0.4 (5)
N4—C7—C8—C9
−169.0 (3)
C6—C1—C2—C3
179.1 (3)
N5—C8—C9—C10
−2.3 (5)
C1—C2—C3—C4
−0.4 (5)
C7—C8—C9—C10
176.8 (3)
C2—C3—C4—C5
1.3 (5)
C8—C9—C10—C11
2.3 (5)
C1—N1—C5—C4
0.6 (5)
C9—C10—C11—C12
−0.4 (5) O5—Cl1—O4
111.4 (2)
N3—C6—C1
O2—Cl1—O3
108.0 (2)
N4—C6—C1
O5—Cl1—O3
108.8 (2)
N2—C7—N4
O4—Cl1—O3
110.2 (2)
N2—C7—C8
C5—N1—C1
118.3 (3)
N4—C7—C8
C5—N1—Co1
125.6 (2)
N5—C8—C9
C1—N1—Co1
116.1 (2)
N5—C8—C7
C7—N2—N3
106.5 (3)
C9—C8—C7
C6—N3—N2
108.6 (2)
C10—C9—C8
C6—N3—Co1
114.6 (2)
C10—C9—H9
N2—N3—Co1
136.4 (2)
C8—C9—H9
C6—N4—C7
105.7 (3)
C9—C10—C11
C6—N4—N6
124.2 (3)
C9—C10—H10
C7—N4—N6
130.1 (3)
C11—C10—H10
C8—N5—C12
117.0 (3)
C12—C11—C10
N4—N6—H6A
109.3
C12—C11—H11
N4—N6—H6B
109.2
C10—C11—H11
H6A—N6—H6B
109.5
N5—C12—C11
Co1—O1—H1A
109.3
N5—C12—H12
Co1—O1—H1B
109.3
C11—C12—H12
N3—Co1—N1—C5
−179.1 (3)
Co1—N3—C6—N4
N3i—Co1—N1—C5
0.9 (3)
N2—N3—C6—C1
O1i—Co1—N1—C5
−87.5 (3)
Co1—N3—C6—C1
O1—Co1—N1—C5
92.5 (3)
C7—N4—C6—N3
N3—Co1—N1—C1
−0.9 (2)
N6—N4—C6—N3
N3i—Co1—N1—C1
179.1 (2)
C7—N4—C6—C1
O1i—Co1—N1—C1
90.7 (2)
N6—N4—C6—C1
O1—Co1—N1—C1
−89.3 (2)
N1—C1—C6—N3
C7—N2—N3—C6
−1.0 (3)
C2—C1—C6—N3
C7—N2—N3—Co1
171.1 (2)
N1—C1—C6—N4
O1i—Co1—N3—C6
−89.3 (2)
C2—C1—C6—N4
O1—Co1—N3—C6
90.7 (2)
N3—N2—C7—N4
N1—Co1—N3—C6
−1.1 (2)
N3—N2—C7—C8
N1i—Co1—N3—C6
178.9 (2)
C6—N4—C7—N2
O1i—Co1—N3—N2
99.0 (3)
N6—N4—C7—N2
O1—Co1—N3—N2
−81.0 (3)
C6—N4—C7—C8
N1—Co1—N3—N2
−172.8 (3)
N6—N4—C7—C8
N1i—Co1—N3—N2
7.2 (3)
C12—N5—C8—C9
C5—N1—C1—C2
0.3 (4)
C12—N5—C8—C7
Co1—N1—C1—C2
−178.0 (2)
N2—C7—C8—N5
C5—N1—C1—C6
−179.2 (3)
N4—C7—C8—N5
Co1—N1—C1—C6
2.5 (3)
N2—C7—C8—C9
N1—C1—C2—C3
−0.4 (5)
N4—C7—C8—C9
C6—C1—C2—C3
179.1 (3)
N5—C8—C9—C10
C1—C2—C3—C4
−0.4 (5)
C7—C8—C9—C10
C2—C3—C4—C5
1.3 (5)
C8—C9—C10—C1
C1—N1—C5—C4
0.6 (5)
C9—C10—C11—C Acta Cryst. sup-6
Acta Cryst. (2012). E68, m1272–m1273 Acta Cryst. (2012). E68, m1272–m1273 supporting information (2012). E68, m1272–m1273 sup-6 supporting information
Co1—N1—C5—C4
178.8 (2)
C8—N5—C12—C11
1.9 (5)
C3—C4—C5—N1
−1.4 (5)
C10—C11—C12—N5
−1.8 (6)
N2—N3—C6—N4
0.6 (3)
Symmetry code: (i) −x+1, −y+1, −z+1. Hydrogen-bond geometry (Å, º)
D—H···A
D—H
H···A
D···A
D—H···A
N6—H6B···N5
0.89
2.29
2.897 (4)
125
N6—H6B···O3ii
0.89
2.39
2.989 (4)
124
O1—H1A···O4
0.85
2.16
2.782 (4)
130
O1—H1B···O2iii
0.85
2.22
2.983 (4)
150
O1—H1B···O5iii
0.85
2.58
3.284 (5)
141
Symmetry codes: (ii) x, −y+3/2, z+1/2; (iii) −x+1, y+1/2, −z+1/2. supporting information
Co1—N1—C5—C4
178.8 (2)
C8—N5—C12—C11
1.9 (5)
C3—C4—C5—N1
−1.4 (5)
C10—C11—C12—N5
−1.8 (6)
N2—N3—C6—N4
0.6 (3)
Symmetry code: (i) −x+1, −y+1, −z+1. Co1—N1—C5—C4
178.8 (2)
C8—N5—C12—C11
1.9 (5)
C3—C4—C5—N1
−1.4 (5)
C10—C11—C12—N5
−1.8 (6)
N2—N3—C6—N4
0.6 (3)
Symmetry code: (i) −x+1, −y+1, −z+1. Hydrogen-bond geometry (Å, º)
D—H···A
D—H
H···A
D···A
D—H···A
N6—H6B···N5
0.89
2.29
2.897 (4)
125
N6—H6B···O3ii
0.89
2.39
2.989 (4)
124
O1—H1A···O4
0.85
2.16
2.782 (4)
130
O1—H1B···O2iii
0.85
2.22
2.983 (4)
150
O1—H1B···O5iii
0.85
2.58
3.284 (5)
141
S
t
d
(ii)
+3/2
+1/2 (iii)
+1
+1/2
+1/2 Hydrogen-bond geometry (Å, º) Hydrogen-bond geometry (Å, º) sup-7 Acta Cryst. (2012). E68, m1272–m1273
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https://openalex.org/W4312686790
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https://sfs.elpub.ru/jour/article/download/266/265
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Corporate social responsibility of a city-forming and system-forming enterprise: analysis and directions of development
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Sibirskaâ finansovaâ škola
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cc-by
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Менеджмент _ Менеджмент _ 130 УДК 005.35: 65.017.12
DOI: https://doi.org/10.34020/1993-4386--2022-1-130-137 2 Согласно «Критериям и порядку включения организаций в перечень системообразующих организаций российской
экономики» (утв. протоколом заседания Правительственной комиссии по повышению устойчивости развития российской
экономики (далее – ПК) от 10.04.2020 г. № 7кв; действ. в ред. от 19.06.2020) в Перечень системообразующих организаций
(СОО) российской экономики, включение организаций в Перечень СОО осуществляется на основании отраслевых пока
зателей по предложениям соответствующих федеральных органов исполнительной власти. Среди критериев для включе
ния организации в Перечень СОО выделим превышение минимальных значений отраслевых показателей, определенных
ПК отдельно для каждой отрасли (например, для автомобильной промышленности определены минимальные значения
по размеру выручки (20 000 млн руб.) и численности персонала в организации (1 000 чел.), а также наличие одного или
нескольких из следующих оснований, характеризующих деятельность организации-претендента (ОП) на включение в Пе
речень СОО: а) ОП должна быть градообразующей организацией, оказывающей существенное влияние на развитие ре
гиона; б) ОП осуществляет деятельность по обеспечению транспортной доступности удаленных территорий; в) признано
доминирующее положение ОП на рынке определенного товара в соответствии со статьей 5 Федерального закона от 26
июля 2006 г. № 135-ФЗ «О защите конкуренции». Решение о включении ОП в Перечень СОО принимает ПК. 1 Согласно постановлению Правительства РФ от 2 апреля 2020 г. № 409 (ред. от 07.11.2020) «О мерах по обеспече
нию устойчивого развития экономики», к градообразующим организациям относятся организации, у которых среднее ко
личество застрахованных лиц согласно данным расчетов по страховым взносам за последние четыре отчетных периода
составляет более 5000 человек. КОРПОРАТИВНАЯ СОЦИАЛЬНАЯ
ОТВЕТСТВЕННОСТЬ ГРАДООБРАЗУЮЩЕЙ И
СИСТЕМООБРАЗУЮЩЕЙ ОРГАНИЗАЦИИ: АНАЛИЗ
И НАПРАВЛЕНИЯ РАЗВИТИЯ Э.Р. Назарова
Финансовый университет при Правительстве Российской Федерации
(Финансовый университет), Уфа, Россия А.Ю. Шеина
Уфимский филиал Финансового университета, Уфа, Россия
Л.С. Брусенцова
Уфимский филиал Финансового университета, Уфа, Россия Градообразующие и системообразующие организации играют важную роль в социально-э
кономическом развитии региона, за счет их налоговых поступлений формируются местные
и региональные бюджеты, они предоставляют рабочие места жителям региона, формируют
социальную среду и существенно влияют на обеспечение качества жизни населения. Одним
из базовых элементов такого рода организаций является система корпоративной социаль
ной ответственности, эффективное функционирование которой обеспечивает не только
устойчивое развитие бизнеса, но и улучшение социальной среды территории и повышение
качества жизни ее жителей. В данной статье рассмотрен опыт реализации основных на
правлений системы корпоративной социальной ответственности в ПАО «НЕФАЗ» (входит
в группу ПАО «КАМАЗ»). Особое внимание уделено приоритетным направлениям кадровой
политики ПАО «НЕФАЗ» (мотивации персонала, развитию персонала, социальной политике,
охране труда) и ее влиянию на стратегическое развитие рассматриваемой организации как
резидента территории опережающего социально-экономического развития, монопрофильно
го муниципального образования (моногорода) «Нефтекамск». Ключевые слова: градообразующие и системообразующие организации, территория
опережающего социально-экономического развития, ПАО «НЕФАЗ», корпоративная социальная
ответственность. ные) бюджеты, предоставляют рабочие места насе
лению региона, формируют социально-экономиче
скую среду, «качественные характеристики и сте
пень развитости которой оказывают большую сте
пень воздействия на уровень жизни населения» [1]. Градообразующие1 и системообразующие2 ор
ганизации играют важную роль в социально-эконо
мическом развитии экономики региона, они форми
руют значимые объемы налоговых поступлений
в местные бюджеты и субфедеральные (региональ 1 Согласно постановлению Правительства РФ от 2 апреля 2020 г. № 409 (ред. от 07.11.2020) «О мерах по обеспече
нию устойчивого развития экономики», к градообразующим организациям относятся организации, у которых среднее ко
личество застрахованных лиц согласно данным расчетов по страховым взносам за последние четыре отчетных периода
составляет более 5000 человек. 2 Согласно «Критериям и порядку включения организаций в перечень системообразующих организаций российской
экономики» (утв. протоколом заседания Правительственной комиссии по повышению устойчивости развития российской
экономики (далее – ПК) от 10.04.2020 г. № 7кв; действ. в ред. от 19.06.2020) в Перечень системообразующих организаций
(СОО) российской экономики, включение организаций в Перечень СОО осуществляется на основании отраслевых пока
зателей по предложениям соответствующих федеральных органов исполнительной власти. 3 Утв. 29 декабря 2014 г. (действ. в ред. от 11.06.2021).
4 Публичное акционерное общество «НЕФАЗ» (ПАО «НЕФАЗ») входит в группу ПАО «КАМАЗ» и является крупнейшим
в России заводом по производству спецнадстроек на шасси КАМАЗ. Производственные площади ПАО «НЕФАЗ» располо
жены в г. Нефтекамск (Республика Башкортостан). В числе крупнейших акционеров ПАО «НЕФАЗ»: ПАО «КАМАЗ» (доля
в уставном капитале составляет 50,02 %), Республика Башкортостан (доля в уставном капитале составляет 28,50 %).
ПАО «НЕФАЗ» производит специальные надстройки на шасси автомобилей, пассажирские и вахтовые автобусы, трол
лейбусы, электробусы, емкостно-наливную технику, бортовые прицепы и полуприцепы, запасные части. Выпускаемая
ПАО «НЕФАЗ» продукция отвечает самым высоким международным стандартам.
5 «НЕФАЗ» – социально эффективное предприятие. URL: http://kama-avtodetal.ru/about/news/news 10418.html. КОРПОРАТИВНАЯ СОЦИАЛЬНАЯ
ОТВЕТСТВЕННОСТЬ ГРАДООБРАЗУЮЩЕЙ И
СИСТЕМООБРАЗУЮЩЕЙ ОРГАНИЗАЦИИ: АНАЛИЗ
И НАПРАВЛЕНИЯ РАЗВИТИЯ Среди критериев для включе
ния организации в Перечень СОО выделим превышение минимальных значений отраслевых показателей, определенных
ПК отдельно для каждой отрасли (например, для автомобильной промышленности определены минимальные значения
по размеру выручки (20 000 млн руб.) и численности персонала в организации (1 000 чел.), а также наличие одного или
нескольких из следующих оснований, характеризующих деятельность организации-претендента (ОП) на включение в Пе
речень СОО: а) ОП должна быть градообразующей организацией, оказывающей существенное влияние на развитие ре
гиона; б) ОП осуществляет деятельность по обеспечению транспортной доступности удаленных территорий; в) признано
доминирующее положение ОП на рынке определенного товара в соответствии со статьей 5 Федерального закона от 26
июля 2006 г. № 135-ФЗ «О защите конкуренции». Решение о включении ОП в Перечень СОО принимает ПК. Сибирская финансовая школа январь-март 1’2022 Менеджмент 131 Деятельность такого рода организаций (компаний)
обусловливает повышение социальной ответствен
ности бизнеса, развитие коммунальной инфра
структуры, социально-культурной сферы муници
пального образования (моногорода), обеспечение
приоритетности соблюдения интересов его жите
лей. 1. КСО реализуется при осуществлении органи
зацией социальных инвестиций, а не посредством
только благотворительности. 2. КСО предполагает использование триединого
подхода к реализации направлений КСО, базирую
щегося на применении трех подходов – экономиче
ском, социальном и экологическом. 3. Реализация КСО осуществляется в интересах
как самой организации, так и ее заинтересованных
сторон. В соответствии с Федеральным законом № 473-
ФЗ «О территориях опережающего социально-эко
номического развития в Российской Федерации»3,
постановлением Правительства РФ от 12 февраля
2019 г. № 129 «О создании территории опережаю
щего социально-экономического развития «Нефте
камск», в муниципальном образовании городском
округе городе Нефтекамске Республики Башкорто
стан создана территория опережающего социаль
но-экономического развития (ТОСЭР) «Нефте
камск». Кроме того, согласно постановлению Пра
вительства РФ от 29 июля 2014 г. № 709 «О крите
риях отнесения муниципальных образований Рос
сийской Федерации к монопрофильным (моногоро
дам) и категориях монопрофильных муниципаль
ных образований Российской Федерации (моного
родов) в зависимости от рисков ухудшения их соци
ально-экономического положения» и утвержденно
му в установленном порядке Перечню российских
моногородов, Нефтекамск признан монопрофиль
ным муниципальным образованием (моногородом),
а главным основанием получения такого статуса
является функционирование в Нефтекамске градо
образующей и системообразующей организации –
ПАО «НЕФАЗ»4, на объектах которого трудится зна
чительная часть жителей Нефтекамска, которые,
не понаслышке, знают о роли корпоративной соци
альной ответственности (КСО) в бизнесе и соци
ально-экономическом развитии города. Отметим,
что в 2019 г. градообразующая организация г. Не
фтекамска ПАО «НЕФАЗ» было включена в Реестр
социально ответственных работодателей Респу
блики Башкортостан. Всего в реестре находится бо
лее ста организаций. 1. Мотивация персонала 1. Мотивация персонала КОРПОРАТИВНАЯ СОЦИАЛЬНАЯ
ОТВЕТСТВЕННОСТЬ ГРАДООБРАЗУЮЩЕЙ И
СИСТЕМООБРАЗУЮЩЕЙ ОРГАНИЗАЦИИ: АНАЛИЗ
И НАПРАВЛЕНИЯ РАЗВИТИЯ Приоритетными направлениями кадровой поли
тики ПАО «НЕФАЗ» являются мотивация персона
ла, развитие персонала, социальная политика, ох
рана труда. Остановимся на указанных направлени
ях более подробно. 1. Мотивация персонала
Система мотивации персонала направлена на
привлечение и удержание квалифицированного
персонала, повышение заинтересованности работ
ников в результатах труда, росте производительно
сти труда [5]. Данные таблицы 1 свидетельствуют о следую
щем:
1) рост производительности труда в 2020 г. в стоимостном выражении на 1 человека составил
30 % (для сравнения, в 2019 г. – 52,7 %); такой рост
был обеспечен за счет увеличения объемов произ
водства, повышения мотивации персонала и обе
спечения эффективности использования рабочего
времени;
в
н
с
о
2
а
2
с
6
с
ч
н
п
ю
л
п
ч
н
к
в
н
Динамика показателей прои
ПАО «НЕФАЗ» за 20
Год
Численность, чел. С
2018
5 132
2019
5 367
2020
5 784
* Источник: составлено авторами по материалам собра
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (да
Анализ показателей подготовки
работников ПАО «НЕФАЗ»
Наименование
1
Обучение рабочей профессии (подготовка работников)
Переподготовка работников по рабочей профессии
Обучение второй профессии
Развивающее обучение на курсах повышения квалификаци
работников
Повышение
квалификации
руководителей
специалисто Менеджмент _ 132 Кадровая политика ПАО «НЕФАЗ» направлена
на создание сплоченного трудового коллектива, ко
торый наилучшим образом способствовал бы со
вмещению целей и приоритетов организации и его
работников. Успех организации напрямую зависит
от квалификации, ответственности и производи
тельности труда работников [4]. 2) среднесписочная численность ПАО «НЕФАЗ»
в 2020 г. составила 5 784 чел., что на 7,8 % выше уров
ня 2019 г.; среднесписочная численность в 2019 г. со
ставила 5 367 чел., что на 4,6 % выше уровня 2018 г.; 3) за счет увеличения численности расходы на
оплату труда увеличились: в 2020 г. они составили
2 756,4 млн руб., что на 11,2 % выше, чем в 2019 г.;
а в 2019 г. расходы на оплату труда составили
2 478,4 млн руб., что на 21,2 % выше, чем в 2018 г.;
средняя заработная плата в 2020 г. составила 39
677 руб., что на 3,2 % выше уровня 2019 г., в 2019 г. средняя заработная плата составила 38 439 руб.,
что на 15,9 % выше уровня 2018 г. 3) за счет увеличения численности расходы на
оплату труда увеличились: в 2020 г. они составили
2 756,4 млн руб., что на 11,2 % выше, чем в 2019 г.;
а в 2019 г. 2. Развитие персонала Система мотивации персонала направлена на
привлечение и удержание квалифицированного
персонала, повышение заинтересованности работ
ников в результатах труда, росте производительно
сти труда [5]. Большое внимание уделяется профессиональ
ной переподготовке персонала: функционирует кор
поративный учебный центр, где работники повыша
ют свою квалификацию, проходят обучение для по
лучения второй профессии. Данные таблицы 1 свидетельствуют о следую
щем: Развитие персонала включает следующий ком
плекс мер: наставничество; переподготовка, полу
чение смежных профессий; ротация; оценка; обуче
ние, повышение квалификации [6]. 1) рост производительности труда в 2020 г. в стоимостном выражении на 1 человека составил
30 % (для сравнения, в 2019 г. – 52,7 %); такой рост
был обеспечен за счет увеличения объемов произ
водства, повышения мотивации персонала и обе
спечения эффективности использования рабочего
времени; Для более детального анализа рассмотрим по
казатели по обучению, повышению квалификации
в разрезе образовательных мероприятий и выявим
наиболее значимые изменения. Таблица 1 Таблица 1 Динамика показателей производительности труда
ПАО «НЕФАЗ» за 2018–2020 годы*
Год
Численность, чел. Средняя заработная плата,
руб. / мес. Производительность
труда, тыс. руб. / чел. 2018
5 132
33 160
2 408
2019
5 367
38 439
3 677
2020
5 784
39 677
4 781
* Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). Динамика показателей производительности труда
ПАО «НЕФАЗ» за 2018–2020 годы* * Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). * Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). КОРПОРАТИВНАЯ СОЦИАЛЬНАЯ
ОТВЕТСТВЕННОСТЬ ГРАДООБРАЗУЮЩЕЙ И
СИСТЕМООБРАЗУЮЩЕЙ ОРГАНИЗАЦИИ: АНАЛИЗ
И НАПРАВЛЕНИЯ РАЗВИТИЯ Внесенным в данный Реестр
организациям, ориентированным на развитие си
стем корпоративной социальной ответственности,
оказываются различные виды государственной
поддержки5. 4. КСО не является каким-то отдельным элемен
том деятельности организации, а включена в ее
стратегию развития и основную деятельность. 5. Результаты КСО должны быть оценены как
самой организацией, так и ее заинтересованными
сторонами (стейкхолдерами) и обществом в целом. В современной научной литературе, как прави
ло, рассматривается четыре основных аспекта КСО: a) экономический аспект (заработная плата,
пенсионные отчисления, социальные выплаты, по
вышение квалификации сотрудников, взаимодей
ствие с государством и др.); б) экологический аспект (использование сырья,
воды, энергии, выбросы и отходы, сопровождающие
производство продукции, работ, услуг); в) социальный аспект (соблюдение прав работ
ников, обеспечение их безопасности и организация
труда); г) информационный аспект (открытая отчет
ность организации в области КСО) [2]. Из всего вышеперечисленного можно сделать
вывод, что концепция КСО заключается в том, что
экономическая эффективность производства не мо
жет быть самоцелью бизнеса, она должна способ
ствовать и гармоничному развитию общества в це
лом». Корпоративная социальная ответственность яв
ляется одним из приоритетных направлений дея
тельности ПАО «НЕФАЗ», реализуемых как по отно
шению к решению проблем территории присутствия
(так называемая внешняя социальная ответствен
ность), так и в отношении развития внутренней сре
ды организации (внутренняя или корпоративная со
циальная ответственность). Рассмотрим векторы реализации КСО. По мнению О.А. Сапрыкиной и М.В. Кургановой,
«главными отличительными особенностями, харак
теризующими понятие КСО, являются следующие
характеристики. Большое внимание в организации уделяется
развитию кадрового потенциала, одним из направ
лений которого является оценка результативности
работника [3]. 3 Утв. 29 декабря 2014 г. (действ. в ред. от 11.06.2021). 4 Публичное акционерное общество «НЕФАЗ» (ПАО «НЕФАЗ») входит в группу ПАО «КАМАЗ» и является крупнейшим
в России заводом по производству спецнадстроек на шасси КАМАЗ. Производственные площади ПАО «НЕФАЗ» располо
жены в г. Нефтекамск (Республика Башкортостан). В числе крупнейших акционеров ПАО «НЕФАЗ»: ПАО «КАМАЗ» (доля
в уставном капитале составляет 50,02 %), Республика Башкортостан (доля в уставном капитале составляет 28,50 %). ПАО «НЕФАЗ» производит специальные надстройки на шасси автомобилей, пассажирские и вахтовые автобусы, трол
лейбусы, электробусы, емкостно-наливную технику, бортовые прицепы и полуприцепы, запасные части. Выпускаемая
ПАО «НЕФАЗ» продукция отвечает самым высоким международным стандартам. 5 Сибирская финансовая школа январь-март 1’2022 32
Менеджмент _______________
Кадровая политика ПАО «НЕФАЗ» направлена
на создание сплоченного трудового коллектива, ко
торый наилучшим образом способствовал бы со
вмещению целей и приоритетов организации и его
работников. Успех организации напрямую зависит
от квалификации, ответственности и производи
тельности труда работников [4]. КОРПОРАТИВНАЯ СОЦИАЛЬНАЯ
ОТВЕТСТВЕННОСТЬ ГРАДООБРАЗУЮЩЕЙ И
СИСТЕМООБРАЗУЮЩЕЙ ОРГАНИЗАЦИИ: АНАЛИЗ
И НАПРАВЛЕНИЯ РАЗВИТИЯ расходы на оплату труда составили
2 478,4 млн руб., что на 21,2 % выше, чем в 2018 г.;
средняя заработная плата в 2020 г. составила 39
677 руб., что на 3,2 % выше уровня 2019 г., в 2019 г. средняя заработная плата составила 38 439 руб.,
что на 15,9 % выше уровня 2018 г. Приоритетными направлениями кадровой поли
тики ПАО «НЕФАЗ» являются мотивация персона
ла, развитие персонала, социальная политика, ох
рана труда. Остановимся на указанных направлени
ях более подробно. Таблица 2 Сибирская финансовая школа
январь-март 1’2022
Таблица 2
Анализ показателей подготовки и повышения квалификации
работников ПАО «НЕФАЗ» за 2018–2020 гг., чел.*
Наименование
2018 г. Уд. вес, %
2019 г. Уд. вес, %
2020 г. Уд. вес, %
1
2
3
4
5
6
7
Обучение рабочей профессии (подготовка работников)
24
1,0
1
0,02
70
1,06
Переподготовка работников по рабочей профессии
54
2,26
248
5,32
185
2,80
Обучение второй профессии
116
4,85
145
3,11
92
1,39
Развивающее обучение на курсах повышения квалификации
работников
148
6,19
340
7,29
340
5,12
Повышение квалификации руководителей, специалистов
и служащих (РСиС)
11
0,46
478
10,25
958
14,48 Анализ показателей подготовки и повышения квалификации
работников ПАО «НЕФАЗ» за 2018–2020 гг., чел.* _ Менеджмент 133 1
2
3
4
5
6
7
Повышение квалификации в целях получения разряда по
рабочей профессии
148
6,18
298
6,39
292
4,41
Подконтрольное внешнее обучение
27
1,13
59
1,26
1 568
23,70
Подконтрольное внутреннее обучение
427
17,85
2143
45,94
2 610
39,46
Проведение производственной практики студентов
252
10,53
247
5,28
217
3,28
Проведение экскурсий
590
24,67
528
11,32
182
2,75
Проведение лабораторно-практических работ для студентов
541
22,62
157
3,37
18
0,28
Проведение обучение мастеров по программе «Школа
Мастера»
26
1,09
0
–
27
0,42
Сотрудничество с КНИТУ-КХТИ, обучение на базовой кафедре
28
1,17
21
0,45
56
0,85
Всего
2 392
100,0
4 665
100,0
6 615
100,0
* Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы. URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). Окончание табл. 2 * Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы. URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). * Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы. URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). В ходе анализа выявлено, что численность ра
ботников, прошедших обучение, повышение квали
фикации по сравнению с 2019 г. возросла на
1 950 чел. (для сравнения, в 2018 г. – на 4 223 чел.). При этом наиболее значимыми были признаны: под
контрольное внутренне обучение (39,46 % от общего
числа), подконтрольное внешнее обучение (23,7 %)
и повышение квалификации руководителей, специа
листов и служащих (14,48 %). Остальные показатели
составили от 0,28 до 5,12 %. Если сопоставить пока
затели 2018 г. и 2020 г. работников, которые прошли
подконтрольное внешнее обучение, то можно убе
диться, что численность выросла более чем на
22,57 %, или на 1 541 человек. Таблица 2 Так же рост произо
шел на 14,02 % (или на 947 чел.) по повышению ква
лификации руководителей, специалистов и служа
щих, а также на 21,61 % (или на 2 183 чел.) по под
контрольному внутреннему обучению. тельстве Российской Федерации и Республики
Башкортостан, руководствуясь локальными норма
тивными актами, ПАО «НЕФАЗ» ориентировано на
удовлетворение запросов и интересов работников,
а также повышение их благосостояния. ПАО «НЕФАЗ» включен в Реестр социально от
ветственных работодателей Республики Башкорто
стан. Корпоративная социальная ответственность
в ПАО «НЕФАЗ» реализуется также и по таким на
правлениям, как «Забота», «Молодежь», «Оздо
ровление персонала», «Женщины», «Дети», «Не
государственное пенсионное обеспечение», «Куль
турно-массовая работа» (в табл. 3 приведены ре
зультаты анализа реализации указанных направ
лений КСО в 2018-2020 гг.). Данные таблицы 3 свидетельствуют, что затра
ты на реализацию направлений корпоративной со
циальной ответственности в ПАО «НЕФАЗ» в целом
составили в 2018 г. 163 462,4 тыс. руб., в 2019 г. –
170 021,4 тыс. руб., в 2020 г. – 178 360,3 тыс. руб. Сопоставление расходов 2018 г. и 2019 г. позволило
сделать выводы о том, что в 2019 г. расходы вырос
ли более чем на 4,0 % (или на 6 559,0 тыс. руб.). Расходы в 2020 г. выросли на 8 338,9 тыс. руб. (или
на 0,9 %) по сравнению с 2019 г. Таблица 3 Таблица 3
Анализ реализации направлений корпоративной социальной ответственности
в ПАО «НЕФАЗ» за 2018–2020 гг.*
Направления
2018 г.,
тыс. руб. 2019 г.,
тыс. руб. % к 2018 г. Откл. в сумме
2020 г.,
тыс. руб. %
к 2019 г. Откл. в сумме
1. Направление «Забота»,
всего, в том числе:
55 494,5
50 558,5
91,1
–4 936,0
52 383,6
103,6
+1 825,1
– материальная помощь
работникам,
пенсионерам;
16 700,0
13 100,0
78,4
–3 600,0
13 724,6
104,8
+6 246
– помощь по семейным
обстоятельствам,
погребение;
3 060,6
3 135,4
102,4
+74,8
1 463,0
46,7
–1 672,4
– ко дню пожилых людей
и инвалидов;
1 725,1
1 697,0
98,3
–28,1
1 787,8
105,4
+90,8
– в честь Дня
Машиностроителя;
231,2
496,8
0,47
+265,6
452,0
91,0
–44,8
– с выходом на пенсию;
9 761,3
5 342,5
54,7
–4 418,8
4 936,6
92,4
–405,9
– денежная компенсация
за проезд на работу
24 016,3
26 786,8
111,5
+2 770,5
30 019,6
112,1
+3 232,8
2. Направление
«Молодежь»
(всего): культурно-
массовые, спортивно-
оздоровительные
мероприятия, спартакиады,
велопробеги
8 947,9
8 585,4
95,9
–362,5
10 889,9
126,8
+2 304,5
3. Направление
«Женщины»: компенсация
матерям по уходу за
ребенком в возрасте от 1,5
до 3 лет
34,8
27,9
80,2
–6,9
13,6
17,0
–66,6
4. Направление
«Оздоровление персонала»
(всего):
97 300,0
109 940,0
113,0
+12 640,0
114 100,0
103,8
+4 160,0
– компенсация на
питание;
83 900,0
102 900,0
122,6
+19 000,0
103 300,0
100,4
+400,0
– санаторно-курортное
лечение
13 400,0
7 040,0
52,5
–6 360,0
10 800,0
153,4
+3 760,0
5. Направление «Дети»:
– лагеря, санатории;
– новогодние подарки
1 400,0
700,0
50,0
–700,0
700,0
100,0
н/д
6. Негосударственное
пенсионное обеспечение
285,2
209,6
73,6
–75,6
273,2
130,3
+63,6
Всего
163 462,4
170 021,4
104,0
+6 559,0
178 360,3
104,9
+8 338,9
* Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы. URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). Анализ реализации направлений корпоративной социальной ответственности
в ПАО «НЕФАЗ» за 2018–2020 гг.* * Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы. URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). * Источник: составлено авторами по материалам собраний акционеров ПАО «НЕФАЗ» за 2018-2020 годы. URL:
https://nefaz.ru/shareholders/materialy-sobraniya-aktsionerov/ (дата обращения: 21.12.2021). горячее питание в столовых получали 95 %
от явочной численности работников, по отноше
нию к 15 % от всего числа работников было орга
низовано диетическое питание. Денежная ком
пенсация на питание за 2018 г. 3. Социальная политика Социальная политика является неотъемлемой
частью кадровой политики ПАО «НЕФАЗ» и на
правлена на обеспечение конкурентных преиму
ществ на рынке труда, создание эффективной си
стемы социальной защиты работников. 4. Охрана труда р
ру
В ПАО «НЕФАЗ» большое внимание уделяется
охране труда. Все рабочие места аттестованы и обе
спечены необходимыми защитными средствами. В ПАО «НЕФАЗ» большое внимание уделяется
охране труда. Все рабочие места аттестованы и обе
спечены необходимыми защитными средствами. Для снижения уровня заболеваемости и повыше
ния производительности труда реализовано направ
ление «Оздоровление персонала», и это направление
имеет наибольший удельный вес в 2020 г. – 63,97 %
всех расходов. Расходы на «Оздоровление персона
ла» составили 114 100,0 тыс. руб., или 103,8 % от об
щей суммы расходов за 2020 г. По сравнению с пока
зателями за 2018 г. расходы на «Оздоровление персо
нала» увеличились на 16 800,0 тыс. руб., или 4,4 %. Согласно действующим нормативным актам, ра
ботники проходят за счет завода периодический ме
дицинский осмотр; осуществляется контроль за со
стоянием условий и охраны труда; ведется система
тическая работа по улучшению условий труда. ПАО «НЕФАЗ» – социально ответственная ор
ганизация. Основываясь на трудовом законода Сибирская финансовая школа январь-март 1’2022 Менеджмент _ 134 Таблица 3 Таблица 3 руб., оказанная материальная помощь
участникам Великой отечественной войны и ко Дню
пожилых
людей
и
инвалидов
возросла
на
90,8 тыс. руб. Выплата компенсации за проезд
к месту работу и обратно общественным транспор
том увеличилась в 2020 г. на 3 232,8 тыс. руб. (или
на 12,1 %) по сравнению с 2019 г. Исходя из проведенного анализа рассмотрен
ных направлений, можно сделать вывод, что корпо
ративная социальная ответственность ПАО «НЕ
ФАЗ» реализуется в целях регулирования социаль
но-трудовых отношений, повышения мотивации
персонала к обеспечению роста производительно
сти и качества труда, сохранения и привлечения
высококвалифицированных специалистов, поддер
жания лояльности персонала и направлена на реа
лизацию целей стратегического развития ПАО «НЕ
ФАЗ». Противоположная картина сложилась по вы
платам в честь Дня машиностроителя, расходы на
проведение
которого
в
2020 г. составили
452,0 тыс. руб., что на 44,8 тыс. руб. меньше уров
ня 2019 г. В ПАО «НЕФАЗ» выплачиваются выход
ные пособия в связи с выходом на пенсию по старо
сти – в 2020 г. на эти цели было потрачено
4 936,6 тыс. руб., что на 405,9 тыс. руб. меньше по
сравнению с 2019 г. Самый низкий уровень испол
нения по выплатам в 2020 г. составили расходы по
семейным обстоятельствам (на погребение) – они
снизились на 1 672,4 тыс. руб. (или на 46,7 %) по
сравнению с 2019 г. Благодаря проведенным мероприятий, программ
социального характера, ПАО «НЕФАЗ» является не
однократным участником и призером регионального
этапа Всероссийского конкурса «Российская органи
зация высокой социальной эффективности» в номи
нациях «За развитие кадрового потенциала в орга
низациях производственной сферы», «За развитие
социального партнерства в организациях производ
ственной сферы», «За создание и развитие рабочих
мест в организациях производственной сферы»
и «За формирование здорового образа жизни в орга
низациях производственной сферы». ПАО «НЕФАЗ»
получил почетный диплом за первое место в конкур
се на звание «Лучшая первичная профсоюзная орга
низация Роспрофпром-Башкортостан» по итогам ра
боты в 2020 году. Третье значимое направление КСО приходится
на направление «Молодежь». За 2020 г. расходы
составили 10 889,9 тыс. руб. (доля в общем объе
ме затрат социальной политики – 6,1 %), что на
2 304,5 тыс. руб. больше, чем в 2019 г. А в 2019 г. затраты
составили
8 585,4 тыс. руб.,
что
на
362,5 тыс. руб. (или на 4,1 %) ниже уровня 2018 г. Основная задача направления «Молодежь» заклю
чается в привлечении и закреплении в ПАО «НЕ
ФАЗ» молодых работников, обеспечении возможно
сти профессионального и карьерного роста, вовле
чении в проектную деятельность и процессы обуче
ния. Таблица 3 составила Особое внимание в системе корпоративной
социальной ответственности в ПАО «НЕФАЗ» уде
ляется добровольному медицинскому страхова
нию и компенсации стоимости горячего питания. Что касается последнего, то надо отметить, что Сибирская финансовая школа январь-март 1’2022 Менеджмент 135 83 900 тыс. руб., за 2019 г. – 102 900 тыс. руб., за
2020 г. – 103 300 тыс. руб. 83 900 тыс. руб., за 2019 г. – 102 900 тыс. руб., за
2020 г. – 103 300 тыс. руб. ные мероприятия, благотворительные акции ко
Дню знаний, массовые катания на коньках в Ледо
вом дворце, организуются спартакиады, велопро
беги. Общий объем расходов на эти мероприятия
составил 8 947,9 тыс. руб. В ПАО «НЕФАЗ» организовано реабилитацион
но-восстановительное лечение работников и их де
тей по программе «Мать и дитя», а также работни
ков, чей труд связан с вредными условиями труда. На это в 2018 г. было направлено 13 400 тыс. руб.,
в
2019 г. –
7 040 тыс. руб.,
а
в
2020 г. –
10 800 тыс. руб. Сумма финансирования по направлению «Жен
щины» в 2020 г. составила 13,6 тыс. руб., расходы
сокращены на 66,6 тыс. руб., или на 83 % по срав
нению с 2019 г. Организация детского отдыха – один из приори
тетов социальной политики ПАО «НЕФАЗ». В рам
ках направления «Дети» в 2018 г. организован от
дых 285 детей работников в детских оздоровитель
ных лагерях. На корпоративные новогодние подар
ки детям работников ПАО «НЕФАЗ» выделено
1 400 тыс. руб.,
приобретено
3 500
подарков. В 2019 г. сумма финансирования на эти расходы
сократилась и составила 700,0 тыс. руб., что на
50 % ниже уровня 2018 г. В 2020 г. по данному на
правлению расходы остались на уровне 2019 г. Второе значимое направление корпоративной
социальной ответственности приходится на на
правление «Забота», в 2020 г. составило 29,4 %
от общей суммы затрат (178 360,3 тыс. руб.),
в 2018 г. – 33,9 % (больше на 4,2 %, чем в 2019 г.). По сравнению с 2019 г. затраты в 2020 г. увеличены
на 6 246,0 тыс. руб., или на 3,6 %. Другим значимым направлением корпоратив
ной социальной ответственности в ПАО «НЕФАЗ»
является направление «Забота», в рамках которого
оказывается материальная помощь как работникам
завода, так и пенсионерам, оказавшимся в трудной
жизненной ситуации (на оплату операций). Ее раз
мер в 2020 г. по сравнению с 2019 г. увеличился на
6 246,0 тыс. Таблица 3 Проводятся культурно-массовые мероприятия,
в том числе фестивали, спортивно-оздоровитель Анализ реализации внешней социальной ответ
ственности ПАО «НЕФАЗ» показывает, что органи
зация принимает активное участие в решении со
циальных проблем территории. Городской округ город Нефтекамск Республики
Башкортостан относится к категории монопро
фильных муниципальных образований, в которых
имеются риски ухудшения социально-экономиче
ского положения (категория 2), согласно Перечню
монопрофильных муниципальных образований январь-март 1’2022 январь-март 1’2022 Сибирская финансовая школа Менеджмент _ 136 Российской Федерации (моногородов), утвержден
ному распоряжением Правительства Российской
Федерации от 29 июля 2014 г. № 1398-р6. Среди
основных проблем можно выделить проблему
с демографией и благоустройством города. анализа проблем и принятии решений о финанси
ровании проектов первостепенной важности для
Территории опережающего социально-экономиче
ского развития «Нефтекамск». Партнерство в решении социальных задач
развития территории позволит решать проблемы,
требующие значительных финансовых вложений
(порой недоступных для отдельных организаций),
творчества, инициативы и «свежего» видения,
а также широких связей предпринимательской
сети участников интеграционной структуры. Помимо ПАО «НЕФАЗ» в Нефтекамске функ
ционируют следующие организации: ООО «Не
фтекамский механический завод», ГК «ИНТЕХ»,
ООО «АрсХимСнаб», АО «Амзинский лесокомби
нат», ООО «Нефтекамский завод нефтепромысло
вого оборудования» – подразделение в составе
АФК «Система», ООО «Нефтекамский трубный за
вод», ООО «Нефтекамский машиностроительный
завод», ООО «Завод Высоковольтного Оборудова
ния «Электро-Н», ООО «Нефтекамский электро
механический завод», АО «Нефтекамская кожга
лантерейная фабрика», Текстильная фабрика
ООО «Малыш», АО «Искож», Завод металлокров
ли ООО «Призма». Объединенное целью гармоничного развития
социальной среды Территории опережающего со
циально-экономического развития «Нефтекамск»,
в рамках корпоративной социальной ответствен
ности участников, партнерство станет объедине
нием возможностей. Литература В соответствии с вышеупомянутым поста
новлением Правительства РФ № 129 «О создании
территории опережающего социально-экономиче
ского развития «Нефтекамск», ТОСЭР создана
в границах моногорода Нефтекамск. Данный ста
тус обеспечивает функционирование особого пра
вового режима предпринимательской деятельно
сти, предусматривающего предоставление префе
ренций организациям-резидентам ТОСЭР в части
освобождения от налога на имущество, снижения
ставок по налогу на прибыль и страховым взносам. 1. Другова Г.А. Проблема
взаимодействия
в системе моногород – градообразующее предпри
ятие // Молодой ученый. 2017. № 19 (53). С. 123–
127. 1. Другова Г.А. Проблема
взаимодействия
в системе моногород – градообразующее предпри
ятие // Молодой ученый. 2017. № 19 (53). С. 123–
127. 2. Курганова М.В., Сапрыкина О.А. Корпора
тивная социальная ответственность: понятие,
сущность, эволюция теорий // Сибирская финан
совая школа. 2020. № 1 (137). С. 18–26. 2. Курганова М.В., Сапрыкина О.А. Корпора
тивная социальная ответственность: понятие,
сущность, эволюция теорий // Сибирская финан
совая школа. 2020. № 1 (137). С. 18–26. 3. Морозов А.А. Корпоративная социальная от
ветственность в контексте социально-экономиче
ского развития общества // Российское предприни
мательство. 2018. Том 19, № 10. С. 3119–3128. Это дает основания полагать, что список рези
дентов в границах моногорода Нефтекамск расши
рится, что даст возможность к расширению рабо
чих мест и увеличению экономического потенциа
ла города. 4. Веснин В.Р., Кафидов В.В. Корпоративное
управление: учебник. М.: Инфра-М, 2018. 272 с. 5. Царитова К.Г. Корпоративная социальная
ответственность в системе управления устойчи
вым развитием организации: учеб. пособие. М.:
Русайнс, 2020. 73 с. Несмотря на то, что градообразующей и систе
мообразующей организацией является ПАО «НЕ
ФАЗ», видится целесообразным создание обще
ственной интеграционной структуры, в состав ко
торой войдут вышеперечисленные организации
Нефтекамска,
представители
муниципалитета,
инициативные группы горожан для совместного 6. Аникеева О.П. Социальная ответственность
бизнеса и международная конкурентоспособность:
учебник и практикум для вузов. 2-е изд., перераб. и доп. М.: Юрайт, 2020. 169 с. Сведения об авторах Назарова Эльвира Руслановна – магистрант Уфимского филиала ФГОБУ ВО «Финансовый университет
при Правительстве Российской Федерации» (Финансовый университет), Уфа, Россия. e-mail: alru8@mail.ru Шеина Анастасия Юрьевна – канд. экон. наук, доцент кафедры экономики, менеджмента и маркетинга
Уфимского филиала Финансового университета, Уфа, Россия. e-mail: ms.sheina90@mail.ru Шеина Анастасия Юрьевна – канд. экон. наук, доцент кафедры экономики, менеджмента и маркетинга
Уфимского филиала Финансового университета, Уфа, Россия. e-mail: ms.sheina90@mail.ru Брусенцова Лилия Самимовна – канд. социол. наук, доцент кафедры экономики, менеджмента
и маркетинга Уфимского филиала Финансового университета, Уфа, Россия. e-mail: lbrusbox@mail.ru Брусенцова Лилия Самимовна – канд. социол. наук, доцент кафедры экономики, менеджмента
и маркетинга Уфимского филиала Финансового университета, Уфа, Россия. Литература e-mail: lbrusbox@mail.ru 6 Распоряжение Правительства РФ от 29 июля 2014 года N 1398-р «Перечень монопрофильных муниципальных об
разований Российской Федерации (моногородов)» URL: http://government.ru/docs/all/92337/ (дата обращения 18.12.2021). январь-март 1’2022 Менеджмент 137 CORPORATE SOCIAL RESPONSIBILITY
OF A CITY-FORMING AND SYSTEM-FORMING ENTERPRISE:
ANALYSIS AND DIRECTIONS OF DEVELOPMENT Socialnaja
otvetstvennost
biznesa and mezhdunarodnaja konkurentosposobnost
[Social responsibility of business and international
competitiveness], Moscow: Yurait, 2020, 169 p. 6. Anikeeva O.P. Socialnaja
otvetstvennost
biznesa and mezhdunarodnaja konkurentosposobnost
[Social responsibility of business and international
competitiveness], Moscow: Yurait, 2020, 169 p. CORPORATE SOCIAL RESPONSIBILITY
OF A CITY-FORMING AND SYSTEM-FORMING ENTERPRISE:
ANALYSIS AND DIRECTIONS OF DEVELOPMENT E. Nazarova
Financial University under the Government of the Russian Federation (Financial University), Ufa, Russia
A. Sheina
Ufa Branch of the Financial University, Ufa, Russia
L. Brusentsova
Ufa Branch of the Financial University, Ufa, Russia City-forming and system-forming organizations play an important role in the socio-economic development of
the region, local and regional budgets are formed due to their tax revenues, they provide jobs to residents of the
region, form the social environment and significantly affect the quality of life of the population. One of the basic
elements of such organizations is the corporate social responsibility system, the effective functioning of which
ensures not only sustainable business development, but also improvement of the social environment of the territory
and improvement of the quality of life of its residents. This article discusses the experience of implementing the
main directions of the corporate social responsibility system in PJSC "NEFAZ" (part of the group of PJSC "KAMAZ"). Particular attention is paid to the priority areas of the personnel policy of PJSC NEFAZ (staff motivation, staff
development, social policy, labor protection) and its impact on the strategic development of the organization in
question as a resident of the territory of advanced socio-economic development, a single-industry municipality
(single-industry town) "Neftekamsk". Key words: city-forming and system-forming organizations, the territory of advanced socio-economic
development, PJSC "NEFAZ", corporate social responsibility. Key words: city-forming and system-forming organizations, the territory of advanced socio-economic
development, PJSC "NEFAZ", corporate social responsibility. References 4. Vesnin V.R.,
Kafidov V.V. Korporativnoe
upravlenie
[Corporate
Governance],
Moscow:
INFRA-M, 2018, 272 p. 1. Drugova G.A. The problem of interaction in the
system of single-industry city-city-forming enterprise,
Molodoi uchenyi, 2017, No.19 (53), pp. 123-127. (In Russ.) 5. Tsaritova K.G. Korporativnaja
social'naja
otvetstvennost' v sisteme upravlenija ustojchivym
razvitiem organizacii [Corporate social responsibility
in
the
management
system
of
sustainable
development of the organization], Moscow: Rusains,
2020, 73 p. 5. Tsaritova K.G. Korporativnaja
social'naja
otvetstvennost' v sisteme upravlenija ustojchivym
razvitiem organizacii [Corporate social responsibility
in
the
management
system
of
sustainable
development of the organization], Moscow: Rusains,
2020, 73 p. 2. Kurganova M.V.,
Saprykina O.A. Corporate
social
responsibility:
concept,
essence,
theory
evolution, Sibirskaya finansovaya shkola, 2020, No. 1
(137), pp. 18–26. (In Russ.) 3. Morozov A.A. Corporate social responsibility in
the context of social and economic development of so
ciety, Rossijskoe predprinimatel'stvo, 2018, Tom 19,
No. 10, pp. 3119-3128. (In Russ.) 6. Anikeeva O.P. About the authors El'vira R. Nazarova – graduate student of the Ufa branch of Financial University under the Government of the
Russian Federation (Financial University), Ufa, Russia. e-mail: alru8@mail.ru Anastasiya Yu. Sheina – Candidate of Economic Sciences, Associate Professor of the Department of Economics,
Management and Marketing Ufa Branch of Financial University, Ufa, Russia. e-mail: ms.sheina90@mail.ru Anastasiya Yu. Sheina – Candidate of Economic Sciences, Associate Professor of the Department of Economics,
Management and Marketing Ufa Branch of Financial University, Ufa, Russia. e-mail: ms.sheina90@mail.ru Liliya S. Brusentsova – Candidate of Sociological Sciences, Associate Professor of the Department of Economics,
Management and Marketing, Ufa Branch of Financial University, Ufa, Russia. e-mail: lbrusbox@mail.ru Сибирская финансовая школа
январь-март 1’2022 Сибирская финансовая школа январь-март 1’2022
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Hepatitis B Virus Surface Antibody
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Definitions
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Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Hepatitis B Virus Surface Antibody National Cancer Institute Qeios ID: 9GN6D5 · https://doi.org/10.32388/9GN6D5 Source National Cancer Institute. Hepatitis B Virus Surface Antibody. NCI Thesaurus. Code
C62796. An antibody produced by B lymphocytes to the hepatitis B surface antigen as part of the
immune response to hepatitis B viral infection. Qeios ID: 9GN6D5 · https://doi.org/10.32388/9GN6D5 1/1
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Ultrafine particles over Eastern Australia: an airborne survey
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S
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A
M ABSTRACT Ultrafine particles (UFP) in the atmosphere may have significant impacts on the regional water and radiation
budgets through secondary effects on cloud microphysics. Yet, as these particles are invisible for current
remote sensing techniques, knowledge about their three-dimensional distribution, source strengths and budgets
is limited. Building on a 40-yr-old Australia-wide airborne survey which provides a reference case study of
aerosol sources and budgets, this study presents results from a new airborne survey over Eastern Australia,
northern New South Wales and Queensland. Observations identified apparent changes in the number and
distribution of major anthropogenic aerosol sources since the early 1970s, which might relate to the
simultaneously observed changes in rainfall patterns over eastern Queensland. Coal-fired power stations in the
inland areas between Brisbane and Rockhampton were clearly identified as the major sources for ultrafine
particulate matter. Sugar mills, smelters and shipping along the coast close to the Ports of Townsville and
Rockhampton were comparable minor sources. Airborne Lagrangian plume studies were applied to investigate
source strength and ageing properties within power station plumes. Significant changes observed, compared to
the measurements in the 1970s, included a significant increase in the number concentration of UFP related to
coal-fired power station emissions in the sparsely populated Queensland hinterland coincident with the area
with the most pronounced reduction in rainfall. Keywords: power station, emission, coal, aerosol, precipitation, regional climate impact tion levels for remote (background) and polluted continen-
tal and maritime air masses. However, the local and re-
gional variability is high due to local sources or long range
transport (Bigg and Turvey, 1978; O’Dowd et al., 2009). Particles in a size range from a few nm to 100 nm have
lifetimes of a few hours to about a week in the atmos-
phere before they are removed by dry or wet deposition
(Jaenicke, 1978; Heintzenberg, 1989). Within this time they
can be transported over hundreds of kilometres. Thus
linking UFP to climate processes requires coupling ob-
servations with transport models and understanding of
particlecloud interaction processes. Tellus B 2015.
# 2015 W. Junkermann and J. M. Hacker. This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), allowing third parties to copy and redistribute the material in any medium or format and to
remix, transform, and build upon the material for any purpose, even commercially, provided the original work is properly cited and states its license.
1
Citation: Tellus B 2015, 67, 25308, http://dx.doi.org/10.3402/tellusb.v67.25308 *Corresponding author.
email: Wolfgang.Junkermann@kit.edu
Responsible Editor: Karle Ha¨ meri, University of Helsinki, Finland. Ultrafine particles over Eastern Australia:
an airborne survey By WOLFGANG JUNKERMANN1,2* and JORG M. HACKER2,
1Karlsruhe Institute of
Technology, IMK-IFU, Garmisch-Partenkirchen, Germany; 2School of the Environment, Flinders University,
Adelaide, Australia (Manuscript received 26 June 2014; in final form 30 March 2015) (Manuscript received 26 June 2014; in final form 30 March 2015) on the material for any purpose, even commercially, provided the original work is properly cited and states its license.
Citation: Tellus B 2015, 67, 25308, http://dx.doi.org/10.3402/tellusb.v67.25308 W. JUNKERMANN AND J. M. HACKER In this study, we evaluate current and historical detailed
airborne observations of UFP and source identification with
transport models over a region in Australia, to consider how
they might be associated with significant temporal trends in
precipitation distribution. In previous investigations over
Western Australia (WA), the authors found observational
evidence that locally emitted UFP are able to influence
regional CCN number concentrations, cloud microphysics
and rainfall patterns, but were not able to quantitatively
separate aerosol-related processes from those caused by
land use changes (Junkermann et al., 2009; Nair et al., 2011). In WA negative rainfall trends have been observed since
about 1970 despite a concurrent increase in absolute water
vapour content (dewpoint) in the atmosphere (Lucas, 2010;
BOM, 2014). In this case, the increase of available total
water in the atmosphere did not lead to more rainfall as may
be expected by a higher turnover rate of water in a warmer
atmosphere. The observed reduction in rainfall may instead
be caused by a more local physical effect such as a regional-
scale suppression of rainfall by enhanced CCN. To come
to a firm conclusion, though, would require considerably
more observations, analysis and modelling. The timing of
the rainfall decline, however, coincides with the initiation of
increased ultrafine particle production related to anthropo-
genic activities, which might therefore be a significant factor
for regional climate change. Due to the importance of rainfall variability for ecosystem
functioning and agricultural food and feed production,
the interaction between aerosols and clouds has been a
matter of interest for many decades. Detailed investigations
of aerosols (CCN) and clouds and their interaction in the
natural atmosphere were already performed by Twomey
and co-workers (Twomey, 1960, 1974; Twomey and Warner,
1967; Warner, 1968). Yet, many questions still remain
unclear in some cases even whether certain aerosol effects
lead regionally to more or to less precipitation. Individual
process studies sometimes revealed contradictory results
(Hobbs et al., 1970; Rosenfeld, 2000; Rosenfeld et al., 2006,
2008; Bigg, 2008; Qian et al., 2009). But, the majority of
the studies report a delayed raindrop production and
subsequent regional reduction of rainfall with increasing
particle numbers. It is clear, though, that despite the high
importance for the local to regional water cycle, even our
current knowledge about source strengths of UFP, their
contribution to CCN budgets, and their three-dimensional
distribution is still rather limited (Kerminen et al., 2012;
Andreae, 2013). W. JUNKERMANN AND J. M. HACKER 2 three, decades. Such long time series for aerosols are
available for the South Pole, Samoa and for Cape Grim
(since 1957), with a few shorter data sets for European
and US locations, but not for continental Australia (Gras,
1995; Bigg, 2008; Asmi et al., 2013). they do not interact with radiation but might play a role for
heterogenic chemical reactions affecting for example the
budget of nitrogen oxides (Heikes and Thompson, 1983). Particles in size ranges larger than 40 nm can act as
cloud condensation nuclei (CCN) (Twomey, 1977; Andreae,
2009; Kerminen et al., 2012). Ageing and growth to CCN
sizes normally requires less than 10 hours (Laaksonen et al.,
2005). As such they have the potential to modify the regional
water cycle. A larger number of CCN competing for the
available condensable water leads to smaller droplet sizes
and increases the brightness of clouds (Twomey, 1974). Moreover, as smaller droplets need more time to coagulate
to raindrops, cloud lifetime can also be affected (Albrecht,
1998). Slowing down raindrop production may significantly
delay or even suppress precipitation from certain cloud types
(Lee et al., 1980; Givati and Rosenfeld, 2004; Teller and
Levin, 2006; Konwar et al., 2010). As a result the temporal,
spatial and intensity of rainfall and its redistribution might
change. In case the minimum droplet diameter for raindrop
formation is not reached, an initial local reduction of rainfall
can be expected within and downwind of the source areas
of UFP, but as the water remains in the atmosphere either
as water vapour or as sub-raindrop size cloud droplets rain
will be formed elsewhere under more favourable conditions
potentially leading to an increase of vigorous rain (Li et al.,
2011; Rosenfeld et al., 2014a). Most of the current aerosol (CCN) cloud interaction
studies are thus based on numerical simulations (Lohmann
and Feichter, 2005; Teller and Levin, 2006; Spracklen et al.,
2008, 2011; Merikanto et al., 2009; Khain, 2009). In these
simulations, the major uncertainties in estimating the effects
on CCN availability are the unknown size and number size
distribution of regional scale particulate emissions, their
historic development and the partitioning between primary
emissions and secondary production (Lee et al., 2013). Another still challenging aspect of such simulations is
how to include local point sources into the model grid cells
(Stevens and Pierce, 2013). 1. Introduction There is clear evidence that the distribution of ultrafine
aerosols (B100 nm) in the planetary boundary layer (PBL)
is highly heterogeneous as a consequence of their compara-
tively short lifetime and the high spatial, temporal and
intensity variability of their sources. While fine (100 nm
to 2.5 mm) and coarse (2.510 mm) particles are detectable
from satellites under cloud-free conditions and therefore
allow an estimation of the regional to global distribution,
the distribution of ultrafine particles (UFP) (B100 nm) is
more uncertain because they are not directly measurable
using remote sensing techniques (Rosenfeld et al., 2014b). However, in situ techniques are robust. After Aitken (1888)
developed the first particle counter, a large number of
observations are now available to define typical concentra- Although too small to be visible and thus not directly
interacting with shortwave radiation, UFP can have im-
portant implications within the climate system. Produced
either from gas-to-particle conversion in the atmosphere, or
directly emitted from various sources, they rapidly grow
from an initial nm-size at rates in the range of 210 nm/h
(Kulmala and Kerminen, 2008; Suni et al., 2008; Andreae,
2013; Kulmala et al., 2013). Within the first hours of growth, (page number not for citation purpose) W. JUNKERMANN AND J. M. HACKER 2. Flight strategy and instrumentation From 24 to 30 August 2012, UFP and related meteorolo-
gical parameters were surveyed along a flight track from
Adelaide, SA via Broken Hill and Bourke in NSW to
Chinchilla in Queensland (Qld) (Fig. 1). From Chinchilla
to Rockhampton, several Lagrangian flight patterns were
flown in the plumes of coal-fired power stations for a more
detailed regional investigation measuring particle numbers,
size distributions and in-situ winds in several cross-sections
up to 200 km downwind from the sources. A long-distance
flight followed along the Queensland coast and hinterland
up to Cape Flattery about 40 km north of Cooktown in
Far North Queensland (FNQ). The complete aerosol ins-
trumentation on-board of the research aircraft consisting
of scanning mobility particle sizer (SMPS), condensation
particle counter (CPC) and OPC (see below) was then relo-
cated into a vehicle, and ground-based mobile measurements
were made along a similar route in the opposite direction
starting in Mareeba (Qld) on 31 August and finishing
in Adelaide on 12 September 2012. These measurements
mainly focused on background particle numbers and size
distributions along the transect but also included several
days of measurements at fixed locations (Myella Farm in the
Queensland outback and coastal locations at Townsville
and Lennox Head, both affected by shipping emissions). The data from the coast are not presented here. A further direct observation of coal-fired power stations
in Queensland emitting UFP was made by one of the authors
in 2011. High number concentrations of UFP in the vicinity
of Stanwell and Callide power stations (see Figs. 1 and 4)
were found using a single condensation nucleus counter
(TSI, model 3670) mounted on the back seat of a personal
car (for details see below). With southsouth-westerly winds
of 2 m s1, derived from Hybrid Single-Particle Lagrangian
Integrated Trajectory Model (HYSPLIT) (Draxler and Rolph,
2013), 80009000 particles were measured directly upwind,
50 000 particles cm3 at the lookout close to emission
height of the Callide smoke stack and 2 km downwind,
and 35 000 particles cm3 on the ground 15 km downwind
of the power station. Table 1 and Fig. 1 give an overview of the flight/road
tracks and patterns and regional survey locations. The
background colours of the map in Fig. 1 indicate the
rainfall trends for the time interval from 1970 to 2010 with
brown colours showing negative, green colours positive
trends (source: Australian Bureau of Meteorology, BOM,
2014). ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 3 3 however, the area affected by rainfall change in Queensland
is not subject to large-scale changes in land use and surface
roughness. Therefore, the apparent rainfall changes are
less likely explainable by such land surface changes. It is
thus interesting to investigate whether anthropogenic re-
gional ultrafine aerosol emissions may also have signifi-
cantly increased over Queensland within the 40 yr of rainfall
decline since 1970, which would then strengthen the
hypothesis, initially raised by Bigg (2008), that changes in
rainfall distribution are indeed linked to a change in aerosol
abundance. sources of ultrafine aerosols and (2) their possible impor-
tance to the overall ultrafine particle budget. The remote
Queensland outback serves in our study as a natural
laboratory with low background concentrations and a
rather limited number of anthropogenic sources. For the
current study, we compared our observations to an air-
borne survey of aerosol sources over Australia in the early
1970s, documenting aerosol sources and typical concentra-
tion levels all over Australia within the first years of
acceleration of anthropogenic climate change (Bigg and
Turvey, 1978). Sources of cloud-active particles over Queensland could
be gas to particle conversion (nucleation) from local
emissions over the forest systems or over the Great Barrier
Reef (GBR) both related to biogenic activity, anthropo-
genic emissions such as vehicle traffic, shipping or industry
or rather a combination of both (Kulmala et al., 2013). As no major land-use changes have occurred in these
areas since the 1970s, a change in the former two possible
contributions is unlikely whereas there were substantial
changes to be expected in the latter ones. For example fossil
fuel burning industries as they are installed in the area
have been identified previously to be strong emitters of
primary UFP which may then grow into CCNs (Bigg and
Turvey, 1978; Ayers et al., 1979; Junkermann et al., 2011a,
2011b). Results from satellite remote sensing analyses of cloud
properties over Australia by Rosenfeld (2000), Rosenfeld
et al. (2006) indicate smaller cloud droplets in clouds affected
by the plumes of such anthropogenic sources in South
Australia (SA), Victoria and New South Wales (NSW),
which means that they are indeed sources for cloud-active
particles and that these emissions are then transported on
a regional scale. W. JUNKERMANN AND J. M. HACKER The Australian Bureau of Meteorology (BOM, 2014)
is reporting similar trends in water vapour and rainfall
patterns for both, the Western Australian (WA) wheat belt
and an area about 300 km wide along the North-Eastern
Australian (Queensland) coast extending from Brisbane for
about 1000 km to the north towards Townsville. In both
regions, temperature and dewpoint have increased since
about 1970 while precipitation and the number of rainfall
days have decreased. In Queensland, this trend is even more
pronounced than in WA. In contrast to Western Australia, As aerosol size and number distributions, clouds and
precipitation are all highly variable, the interaction of
aerosols, clouds and rainfall is difficult to investigate using
observational data from short term field or process studies. To derive statistical significant trends and possible correla-
tions would require time series covering several, at least ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 5 Table 1. Overview of flight- and vehicle-based measurements
Date
Flight track
Flight hours/km
Remarks
24.8.2012
Broken Hill Bourke
2:40
480 km
Ferry SA-QLD with plume
25.8.2012
Bourke Chinchilla
3:40
580 km
Ferry SA-QLD with plume
25.8.2012
Chinchilla local
1:20
Local plume study sunset
26.8.2012
Chinchilla Tangool
4:05
450 km
Regional scale plume study high UV
27.8.2012
Thangool Rockhampton
4:10
570 km
Regional scale plume study high UV
28.8.2012
Rockhampton Proserpine
4:20
620 km
Plume/regional transect
29.8.2012
Proserpine Mareeba
3:50
500 km
Regional transect, background
30.8.2012
Mareeba Cape Flattery and back
3:55
500 km
Regional background
Rainforest/sea
Vehicle tracks
5.9.2012
Townsville Myella
9:00
700 km
Regional transect, remote/coal area
6.9.2012
Myella
20:00
Local/rural, coal area
7.9.2012
Myella Biloela to Hervey-Bay
8:00
500 km
Coal area
9.9.2012 12.9.2012
Lennox-Head Adelaide
28:00
1800 km
Northern NSW transect (background) Table 1. Overview of flight- and vehicle-based measurements data in spite of the given low time resolution of some of
the instruments (see below). and compared and supported by the in-situ wind mea-
surements from the aircraft. To determine the vertical extent
of the PBL, as well as its vertical mixing state, occasional
short profiles into the free troposphere were flown. The
top of the PBL can be identified from a rapid change in total
particle (10 nm) count rates, temperature and dewpoint
(Bigg and Turvey, 1978; Junkermann et al., 2009, 2011a). The flight sections from Adelaide to Chinchilla across
inland NSW and Queensland (Qld), as well as along the
coast north of Cairns were planned to quantify background
conditions and possible natural production of ultrafine
particulate matter, including nucleation mode aerosols
from biogenic emissions from the coastal rainforest, the
eucalyptus forests of the inland areas or from the GBR. Based on the findings by Kulmala et al. (2004) that biogenic
nucleation typically takes place in the late morning hours
and continues for several hours, all flights with the excep-
tion of one evening flight at Kogan Creek were scheduled
for take-off between 10 AM and 11 AM local time and
flight-times of about 4 hours. This is also the time of day
when airborne measurements in the mixed boundary layer
are comparable to ground-based measurements. 2. Flight strategy and instrumentation The airborne platform used was a motorglider, one of
Flinders University’s two ECO-Dimonas (www.airbornere
search.org.au). This aircraft is specifically suited to fly at
low altitudes in the PBL with a cruising speed of about
90 kts (45 m/s) and is also able to climb within a few
minutes to higher levels into the free troposphere. The ability
to cruise at low airspeed yields high spatial resolution Based on these initial results and further observations
of high ultrafine particle concentrations downwind of other
coal-fired power stations (Junkermann et al., 2011b) we
performed an airborne study along the Queensland coast
and over the coal mining area of the Queensland hinterland
to investigate (1) the source strength of individual major W. JUNKERMANN AND J. M. HACKER 4 BRISBANE
CAPE
FLATTERY
MAREEBA
Mt. ISA
BILOELA
CHINCHILLA
GLADSTONE
KOGAN CREEK
CALLIDE
STANWELL
TOWNSVILLE
SYDNEY
TREND IN
ANNUAL TOTAL
RAINFALL
mm/10y
COLLINSVILLE
MILLMERAN
ROCKHAMPTON
TARONG
MYELLA
50.0
40.0
30.0
20.0
15.0
10.0
5.0
0.0
–5.0
–10.0
–15.0
–20.0
–30.0
–40.0
–50.0
G R
E
A T
B
A
R R I E
R
R
E E
F
Map of Eastern Australia showing the airborne (blue) flight patterns and ground vehicle-based measurements (brown
red power stations are marked with a symbol and red text, the daily flight sections and airfields are identified by black
show the main wind direction during the survey days. Background colour contours show the decadal trend of rainfall betw
10, brown decreasing, green increasing annual rainfall (data provided by the Australian Bureau of Meteorology). Fig. 1. Map of Eastern Australia showing the airborne (blue) flight patterns and ground vehicle-based measurements (brown, dotted). Coal-fired power stations are marked with a symbol and red text, the daily flight sections and airfields are identified by black text. The
arrows show the main wind direction during the survey days. Background colour contours show the decadal trend of rainfall between 1970
and 2010, brown decreasing, green increasing annual rainfall (data provided by the Australian Bureau of Meteorology). ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA W. JUNKERMANN AND J. M. HACKER 6 back-country roads. Interference from other cars is limited
and can easily be omitted from the data set. Possible dis-
turbances from other cars or from the own exhaust would
be directly visible from enhanced particle numbers in the
CPC and OPC and the typical size distribution of fresh
car emissions, resembling a characteristic increase in the
lowest SMPS size bins below 10 nm. width of particle plumes (from total number concentration)
to identify strong sources in larger distances based on an
independent study of plume dispersion (Bigg et al., 1978)
and were further limited by using a single Pollack particle
counter only without size information. The size resolving
technology now available (fast SMPS, GRIMM, Ainring,
Germany) allows a far more detailed direct source identi-
fication and allocation on a regional scale especially in the
first few hours after emission. The aerosol and meteorological instrumentation was
previously used for airborne ultrafine aerosol measurements
over Western Australia in 2006/2007 (Junkermann et al.,
2009) and 2011. Since 2007 it is also standard instrumen-
tation on the KIT microlight aircraft (Junkermann, 2005;
Junkermann, 2011a, 2011b). The aircraft was equipped with a combination of
meteorological sensors and particle instrumentation, con-
sisting of a BAT-probe (Hacker and Crawford, 1999) for
high-resolution wind and 3D-turbulence, air temperature,
humidity, and pressure measurements, a GRIMM (Ainring,
Germany) Wide Range Aerosol Spectrometer (WRAS)
for size distribution measurements from 4.5 nm to 20 mm
and an additional totally independent fast (1 s) condensa-
tion particle counter (CPC) with a 10 nm counting threshold
(TSI 3010). The WRAS SMPS consists of a Vienna DMA
and a GRIMM CPC3 (model 5403) measuring the ultrafine
particle size distribution from 4.5 nm to 350 nm within
2 min, giving approximately 2.5 km horizontal resolution. The WRAS-Optical Particle Spectrometer (OPS, GRIMM,
model 1.108) which measures from 300 nm to 20 mm has
a time resolution of 6 s. The instruments were mounted on
the aircraft in underwing pods, allowing installation of
very short air intake lines. Forward pointing stainless steel
tips with a diameter in accordance with isokinetic sampl-
ing requirements at the nominal cruise speed of the aircraft
were fitted at the tip of the intakes. (Junkermann et al.,
2011a). W. JUNKERMANN AND J. M. HACKER Particle numbers agree within 5% measured with
the CPC and the SMPS as long as concentrations are
constant during the 2 min required for an SMPS scan and
the majority of the particles is larger than the lower cut-off
size (10 nm) of the CPC. The CPC thus serves also as an
online high time resolution reference instrument for the
SMPS (Wiedensohler et al., 2012). SMPS data were
analysed according to ISO 15900:2009 (ISO, 2009) includ-
ing multiple charge correction. All aerosol and selected
meteorological data are displayed on an online display in
the aircraft. ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA For four
days, the flight route basically followed the coastline north
of Rockhampton, either on-shore and a few km further in-
land over the forests or off-shore over the sea, to investigate
background concentrations and size distributions over dif-
ferent possible source regions. The depth of the mixed layer can be derived in-situ with
an accuracy of 50 m or about 5% with a PBL height of
1000 m. Although this depth usually still increases during
the earlier part of the day, it becomes near constant from
about noon onwards (O’Dowd et al., 2009). The accuracy
of the wind measurements is about 90.3 m/s (Hacker and
Crawford, 1999; Metzger et al., 2011). Optimum meteorologi-
cal conditions for flying budget studies are usually occurring
around the hours of solar noon (11:0014:00) and with
mean wind speeds of about 510 m/s. Under these condi-
tions the uncertainty for emission rate estimates is in the
order of 920 to 940%, mainly depending on the accuracy
of the transport velocity measurement, the estimation of
the average concentration within the plume cross-section
and the PBL height (Lelieveld et al., 1987). Based on particle size distributions and HYSPLIT back-
trajectories it was possible to identify individual sources of
particles by inspecting the modes of the ultrafine particle size
distribution (Junkermann et al., 2011a). This is different
to the approach of Bigg and Turvey (1978), who used the Lagrangian flight patterns for emission rate estimates
were flown downwind of several Queensland power stations
supported by real-time readouts from the sensors serving for
flight guidance. Air mass origin and history was derived
from HYSPLIT back trajectories (Draxler and Rolph, 2013) 3. Results 3.1. Flight sector Broken Hill to Chinchilla
(SA/NSW/QLD) 3.1. Flight sector Broken Hill to Chinchilla
(SA/NSW/QLD) Using a vehicle for ground based surveys is possible with
the very low traffic intensity on many of the Australian ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 7 7 0
2000
4000
6000
8000
5
36
266
5
36
266
21
124
dN/dln(dp) [cm–3]
Diameter [nm]
a)
b)
MAX (13200 /9)
6
11
15
32
29
Fig. 2. (a) Average size distribution of ultrafine particles between Broken Hill and Bourke (NSW) (averages over more than 100 size
distributions). Blue bars: Average size distribution of the background particle size distributions (55 size distributions) for the road transect
50100 km south of the flight path under northerly winds between Nyngan and Broken Hill for comparison. (b) Red: Average
distribution for the first 2 hours of the leg from Bourke to Chinchilla. Blue: average size for the last hour before landing. Black: last 30 min. Black dotted line: highest number concentration (13 200 cm3) size distribution for the last hour. Numbers indicate the size in nm of
individual modes. Distance to Port Augusta power station for the graphs in both panels: Panel (a) 350800 km; Panel (b) red 8501100 km,
blue 12001400 km. For more details, see text and Fig. 1. Fig. 2. (a) Average size distribution of ultrafine particles between Broken Hill and Bourke (NSW) (averages over more than 100 size
distributions). Blue bars: Average size distribution of the background particle size distributions (55 size distributions) for the road transect
50100 km south of the flight path under northerly winds between Nyngan and Broken Hill for comparison. (b) Red: Average
distribution for the first 2 hours of the leg from Bourke to Chinchilla. Blue: average size for the last hour before landing. Black: last 30 min. Black dotted line: highest number concentration (13 200 cm3) size distribution for the last hour. Numbers indicate the size in nm of
individual modes. Distance to Port Augusta power station for the graphs in both panels: Panel (a) 350800 km; Panel (b) red 8501100 km,
blue 12001400 km. For more details, see text and Fig. 1. therefore most likely related to long-range transport
from the two large sources in SA with primary emissions
(Rosenfeld, 2000; Junkermann et al., 2011b) and additional
photochemical secondary aerosol production of UFP from
remaining sulphur emissions (Lonsdale et al., 2012) even
on the second day of transport and more than 800 km
downwind. 3.1. Flight sector Broken Hill to Chinchilla
(SA/NSW/QLD) Although initially planned as a clean continental air
background reference section the ferry flight from Adelaide
via Broken Hill and Bourke to Chinchilla encountered a
continuous moderate tailwind with unanticipated coinci-
dental tracking of pollution from sources of UFP near
Port Augusta (power station) and Port Pirie (industrial
complex with copper, lead and zinc smelters) in SA. These
particle sources had been identified earlier by Rosenfeld
(2000) as sources of cloud relevant particles and a detailed
survey would have been useful, but time and weather
constraints did not allow for more sophisticated flight
patterns. The emissions from these sources were trans-
ported by south-westerly winds over 1200 km within
24 hours more or less along the flight track as confirmed
by HYSPLIT trajectories. Airborne measurements were
only taken from Broken Hill onwards because occasional
rain showers prevented earlier instrument operation. Par-
ticle numbers reached about 6000/cm3 during the first
day on the track from Broken Hill to Bourke with fairly
constant size distributions and number concentrations
within930% (Fig. 2a). During the flight on the second
day between Bourke and Chinchilla concentrations varied
from 2500/cm3 within the first 2 hours to 9000/cm3 within
the last 2 hours with variable size distributions, featuring
a significant number of fresh nucleation mode aerosol,
far above the typical concentrations for an Australian
background aerosol of 7001000 cm3 (Bigg and Turvey,
1978; Suni et al., 2008) (Fig. 2b). No local sources for
UFP upwind of the aircraft position in the sparsely
inhabited area could be identified, neither visually nor
from HYSPLIT back trajectories or in situ wind measure-
ments. Also the Australian National Pollution Inventory
(NPI, 2015) does not indicate any significant sulphur
emissions in the area. The measured concentrations were In the vehicle, a personal car, the aerosol instruments
taken from the aircraft were installed on the back seat and
powered from the car generator. Air was drawn to the
instruments via a 120 cm long stainless steel tubing with
2.5 mm inner diameter extending 1012 cm above the car
roof. Residence time in the inlet line was B0.15 s. This inlet
is not isokinetic for fine particles; however, it works well
for ultrafines as confirmed by direct comparison of the
SMPS total particle count with inlet line to the CPC counts
without inlet line. 3.1. Flight sector Broken Hill to Chinchilla
(SA/NSW/QLD) Sulphur dioxide to sulphuric acid conversion in
the atmosphere is not fast enough to convert more than an
upper limit of 20% of the SO2 in a power station plume
within 1 d (Cantrell and Whitby, 1978). Even during one or
two consecutive days of transport sulphuric acid can thus
be expected to be produced from remaining SO2, leading to
additional gas to particle formation within the plume. Plume
dispersion rapidly reduces the SO2 mixing ratios during the
transport. After 800 km a plume width of about 200 km
could be expected (Bigg, 1978). The Australian National
Pollution Inventory now published the data for the 2012 SO2
and H2SO4 annual emissions for Port Augusta (750 kg/
h) and Port Pirie (7200 kg/h). The resulting diluted SO2
concentration, calculated based on winds and mixed layer
depth derived from HYSPLIT analysis is in the order of
0.3 ppb (6 * 109 molecules cm3) sufficient for a rapid
daylight production of the 106 sulphuric acid molecules
cm3 required for particle formation (Kulmala et al., 2013). The co-emitted H2SO4 from Port Augusta is probably too
reactive for long range transport. Dilution alone would
result in 4 * 106 molecules cm3. However, for this flight leg we neither know the exact plume location, nor do we
have any data on sulphur dioxide concentrations or other
substances required for particle growth. therefore most likely related to long-range transport
from the two large sources in SA with primary emissions
(Rosenfeld, 2000; Junkermann et al., 2011b) and additional
photochemical secondary aerosol production of UFP from
remaining sulphur emissions (Lonsdale et al., 2012) even
on the second day of transport and more than 800 km
downwind. Sulphur dioxide to sulphuric acid conversion in
the atmosphere is not fast enough to convert more than an
upper limit of 20% of the SO2 in a power station plume
within 1 d (Cantrell and Whitby, 1978). Even during one or
two consecutive days of transport sulphuric acid can thus
be expected to be produced from remaining SO2, leading to
additional gas to particle formation within the plume. Plume
dispersion rapidly reduces the SO2 mixing ratios during the
transport. After 800 km a plume width of about 200 km
could be expected (Bigg, 1978). The Australian National
Pollution Inventory now published the data for the 2012 SO2
and H2SO4 annual emissions for Port Augusta (750 kg/
h) and Port Pirie (7200 kg/h). 3.3. Particle budgets and source strengths As described in Bigg and Turvey (1978), Lelieveld et al. (1987) and Junkermann et al. (2011a, 2011b), particle
emission source strengths can be derived from airborne
plume cross-section measurements multiplied with the aver-
age wind speed measured by the aircraft during the plume
transects with an accuracy of about 92550% (Lelieveld
et al., 1987). This accuracy depends on the accuracy of the
wind measurement and the estimate of the total plume cross-
section (horizontal extend and PBL height). The height of
the PBL is derived at least once during each flight from
vertical profile measurements of particles, potential tem-
perature and water vapour that are also used to confirm, As described in Bigg and Turvey (1978), Lelieveld et al. (1987) and Junkermann et al. (2011a, 2011b), particle
emission source strengths can be derived from airborne
plume cross-section measurements multiplied with the aver-
age wind speed measured by the aircraft during the plume
transects with an accuracy of about 92550% (Lelieveld
et al., 1987). This accuracy depends on the accuracy of the
wind measurement and the estimate of the total plume cross-
section (horizontal extend and PBL height). The height of
the PBL is derived at least once during each flight from
vertical profile measurements of particles, potential tem-
perature and water vapour that are also used to confirm,
that the PBL is well mixed. Finally it is also compared to
HYSPLIT reanalysis data that also contain the diurnal
behaviour of the mixed layer depth. The total number
of particles within the plume cross-section was calculated
from the number concentration of particles integrated over
the area of the plume (all data exceeding twice the back-
ground) and background particle concentrations were sub-
tracted. From previous studies in Germany, China and
Australia, including the one at the Port Augusta power
station (Junkermann et al., 2011a, 2011b), a particle flux
within the first 2 hours of transport in the order of 2 * 1018
particles per second per 600 MW of power generation was
derived using this method. Very similarly, the estimates for
the Queensland power stations were 3 * 1018 s1 directly
downwind of Kogan Creek (750 MW) on the evening of Results of the two plume studies at Kogan Creek are
shown in Fig. 3. W. JUNKERMANN AND J. M. HACKER 8 Particle numbers in size bins of the nucleation mode
(B15 nm) were either very low or not detected. Particle numbers in size bins of the nucleation mode
(B15 nm) were either very low or not detected. panel. Concerning particle number concentrations, sizes and
particle growth, all investigated plumes showed very simi-
lar characteristics to observations elsewhere (Junkermann
et al., 2011a, 2011b), with very high number concentrations
of UFP mainly in the nucleation mode and predominately
aged particles in the accumulation mode outside of the
plume area. Upwind of individual power stations and
outside of the plumes, particle numbers were typically
well below 30005000 cm3. In contrast to the expectation
that without further particle production coagulation
during transport would lead to a loss of particles in ageing
plumes such as these, increasing total numbers within the
plume cross-sections were found for daytime hours. This can
be explained by additional gas-to-particle conversion from
co-emitted particle precursor gases like sulphur dioxide,
nitrogen oxides, etc. following conversion of SO2 to SO¼
4
via OH radical chemistry (Lonsdale et al., 2012; Pietika¨ inen
et al., 2014). Such particle production in sulphur-rich
plumes is dependent on the SOX/NOX mixture and on the
background pollution levels (Lonsdale et al., 2012). The
conditions in Queensland with low background pollution
are most favourable for such in-plume nucleation mode
particle generation. 3.2. Power station surveys Between Chinchilla, Qld, and north of Rockhampton,
Qld, the survey flights concentrated on characterising the
emissions and their temporal behaviour from the power
stations at Kogan Creek (near Chinchilla), Callide (near
Biloela) and Gladstone (near Rockhampton) (Figs. 3
and 4). Particle production via sulphuric acid is well known
in the engineering community and is the cause of opacity
at the chimney (Srivastava et al., 2004; Brachert et al.,
2013, 2014). However, the resulting particle emission or
formation rate downwind of the chimney is not well known
as airborne measurements are required (Pueschel and
Van Valin, 1978; Whitby et al., 1978; Junkermann et al.,
2011a, 2011b). After arriving at Chinchilla on 25 August,
an evening survey was flown with south-westerly winds
downwind of the Kogan Creek Power Station taking off
30 min before and landing 30 min after sunset. The plume
was identified and was crossed three times at distances
between 30 and 50 km downwind of the power station
with particle number concentrations up to 35 000 cm3 and
geometrical mean diameters between 14 and 19 nm (Fig. 3). The next day, 26 August, under sunny conditions and
a generally weak south-easterly wind, a late morning/
noon Lagrangian survey of the Kogan Creek plume
was flown (take-off at 11:00 local time). Daytime surveys
of the plumes from the power stations near Biloela (Callide),
Rockhampton (Stanwell) and Gladstone followed on
27 August. 3.1. Flight sector Broken Hill to Chinchilla
(SA/NSW/QLD) The resulting diluted SO2
concentration, calculated based on winds and mixed layer
depth derived from HYSPLIT analysis is in the order of
0.3 ppb (6 * 109 molecules cm3) sufficient for a rapid
daylight production of the 106 sulphuric acid molecules
cm3 required for particle formation (Kulmala et al., 2013). The co-emitted H2SO4 from Port Augusta is probably too
reactive for long range transport. Dilution alone would
result in 4 * 106 molecules cm3. However, for this flight Figure 2a shows the average of all size distributions of
Day 1 (August 24); Fig. 2b shows average size distributions
for the first 2 hours, the last hour and the last 30 min
of Day 2 before landing at Chinchilla (August 25). All
measurements were taken within the boundary layer at
approximately 600900 m AGL. Figure 2a for comparison
also shows the background particle size distribution of
air originating from the area below and to the north of
the flight path measured 2 weeks later during the vehicle
transect on the ground under clear northerly advection
(average of all undisturbed ground based size distributions
between Nyngan and Broken Hill). The vehicle-based background measurements in the area
south of the flight transect under northerly winds (only
data from daytime measurements between 10:00 local time
and early afternoon with well-mixed boundary layers were
used) always showed lower particle number concentration
than what was observed on the aircraft and indicated aged
continental particles. They confirm, that no significant
sources of UFP exist along that part of the flight. Total
particle numbers on this section of the ground-based survey
were always in the range of about 10001800 cm3, very
similar to previous observations over pristine forested
areas in Western Australia (Junkermann et al., 2009). 3.3. Particle budgets and source strengths Within the first cross-section late morn-
ing we measured 100.000 particles cm3, concentrations
that are otherwise typical for high levels of urban pollution
(Bae et al., 2010). Winds were low at about 22.5 m/s and
PBL increased from 900 estimated after the first plume
transect to about 1600 m in the last cross-section. HYSPLIT
reanalysis and in situ estimates agree within 100 m. Figure 4
shows the results of the Callide and Gladstone plume sur-
veys with maximum number concentrations in the plume
cross-sections together with the mean geometrical size in nm. On that day (27 August 2012), the Stanwell power station
plume could not be located (probably caused by flying the
survey legs too close to the source). Stanwell power station
nevertheless had been already identified as one of the major
sources in the 2011 preliminary study mentioned above
and was also identified again later during the vehicle-based
survey. Number concentrations measured (using fast CPC
and total SMPS number concentrations) are shown in the
upper panels of Figs. 3 and 4, size distributions measured
in the centre of the plume from the SMPS in the lower 25 August, and again within 10% of this estimate for the
at that day (however constant within 20% in all three plum
dN/dln(dp) [cm–3]
Diameter [nm] (4.5 – 350)
0
50000
100000
150000
6
9
13
21
33
52
83
138
242
0
6
9
13
21
33
52
83
138
242
Fig. 3. Top: Airborne survey in the vicinity of the Kogan Creek Power Station near Chinchilla, Qld. Shown are data from an evenin
flight on 25 August 2012 (blue) around sunset with prevailing south-westerly winds (three plume cross-sections between 30 and 54 km
distance) and from the morning flight (take-off at 11:00 local time) on 26 August 2012 with prevailing south-easterly winds (yellow, plum
cross-sections at 12, 48 and 130 km downwind of the power station). Numbers inside the plume cross-sections indicate the maximum
particle concentration cm3 in the plume centre and the geometric mean diameter of the particle size distribution. Also shown is the fligh
track (red). Bottom: Size distributions measured within the centre of the first (12 km) and last (130 km) plume crossing, blue line with yellow
infill for daytime and blue line with blue infill for the sunset survey. The colours indicate the respective plume study, yellow/orange firs
transect, red last transect, aged plume. 3.3. Particle budgets and source strengths ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 9 dN/dln(dp) [cm–3]
Diameter [nm] (4.5 – 350)
0
50000
100000
150000
6
9
13
21
33
52
83
138
242
0
6
9
13
21
33
52
83
138
242 dN/dln(dp) [cm–3]
Diameter
0
50000
100000
150000
6
9
13
21
33
52
83
138
242 Fig. 3. Top: Airborne survey in the vicinity of the Kogan Creek Power Station near Chinchilla, Qld. Shown are data from an evening
flight on 25 August 2012 (blue) around sunset with prevailing south-westerly winds (three plume cross-sections between 30 and 54 km
distance) and from the morning flight (take-off at 11:00 local time) on 26 August 2012 with prevailing south-easterly winds (yellow, plume
cross-sections at 12, 48 and 130 km downwind of the power station). Numbers inside the plume cross-sections indicate the maximum
particle concentration cm3 in the plume centre and the geometric mean diameter of the particle size distribution. Also shown is the flight
track (red). Bottom: Size distributions measured within the centre of the first (12 km) and last (130 km) plume crossing, blue line with yellow
infill for daytime and blue line with blue infill for the sunset survey. The colours indicate the respective plume study, yellow/orange first
transect, red last transect, aged plume. Fig. 3. Top: Airborne survey in the vicinity of the Kogan Creek Power Station near Chinchilla, Qld. Shown are data from an evening
flight on 25 August 2012 (blue) around sunset with prevailing south-westerly winds (three plume cross-sections between 30 and 54 km
distance) and from the morning flight (take-off at 11:00 local time) on 26 August 2012 with prevailing south-easterly winds (yellow, plume
cross-sections at 12, 48 and 130 km downwind of the power station). Numbers inside the plume cross-sections indicate the maximum
particle concentration cm3 in the plume centre and the geometric mean diameter of the particle size distribution. Also shown is the flight
track (red). Bottom: Size distributions measured within the centre of the first (12 km) and last (130 km) plume crossing, blue line with yellow
infill for daytime and blue line with blue infill for the sunset survey. The colours indicate the respective plume study, yellow/orange first
transect, red last transect, aged plume. 3.3. Particle budgets and source strengths 25 August, and again within 10% of this estimate for the
first plume transect close to the power station (about 20 km)
in the late morning of 26 August. Due to the low wind speed at that day (however constant within 20% in all three plume
transects) and the varying PBL mixed layer depth between
860 m for the first transect and 1600 m for the third one, W. JUNKERMANN AND J. M. HACKER W. JUNKERMANN AND J. M. HACKER 10 the plume budget is less precise, but still estimated to be
better than 940%. The estimate for the first plume transect
1630 MW) around midday of 26 August was 6 * 1018 s
(plume width 23 km, wind speed 9 m/s, PBL 900 m, averag
40000
80000
120000
6
7
9
12
16
21
27
36
43
57
75
101
138
192
273
Diameter [nm] (4.5 – 350)
dN/dln(dp) [cm–3]
0
nm
nm
Fig. 4. Airborne survey in the vicinity of the Biloela (Callide) and Gladstone power stations, for the survey flight on 26 August 2012 from
Thangool to Rockhampton, take-off at 11:00 local time. Top: Plume cross-sections for the Callide power station (yellow, 20, 50 and 80 km
downwind of the power station) and for the combination of sources at Gladstone (green). The dashed lines show the HYSPLIT back
trajectories and the modelled age of the three plumes. The star marks Myella Farm, the location for ground-based measurements shown i
Fig. 5. Bottom: Size distributions measured in the centre of the plumes (using the same colour scheme as in the top diagram, yellow Callide
green Gladstone). Shown are averages of the three size distributions with the highest number concentration in the plume centre. The colour
indicate the respective plume study, yellow/orange: first transects; red: last transect ageing Callide plume; green: Gladstone plume. nm
nm 40000
80000
120000
6
7
9
12
16
21
27
36
43
57
75
101
138
192
273
Diameter [nm] (4.5 – 350)
dN/dln(dp) [cm–3]
0 Fig. 4. Airborne survey in the vicinity of the Biloela (Callide) and Gladstone power stations, for the survey flight on 26 August 2012 from
Thangool to Rockhampton, take-off at 11:00 local time. Top: Plume cross-sections for the Callide power station (yellow, 20, 50 and 80 km
downwind of the power station) and for the combination of sources at Gladstone (green). 3.4. Investigations of background air and of possible
biogenic or shipping related sources north of
Rockhampton These values of primary emissions from cross-sections
close to the source and at sunset can be taken as a lower
limit of the total particle emission rates as the source for
these primary emissions inside the flue gas system is
independent of any environmental conditions. Secondary
production of new particles is than additionally continu-
ing within the plumes due to the co-emitted SO2 reacting
with OH radicals under favourable (sunny) conditions
(Lonsdale et al., 2012) and may increase the total par-
ticle number flux in ageing plumes. During daytime,
this secondary aerosol production in sulphur rich plumes
which is dependent on the SO2/NOx ratio and other
variables, not only compensates for coagulation losses,
but also leads to a further increase up to a doubling of
the particle flux under sunny, clear sky conditions as can be
seen in Fig. 3 showing the plume transect at about 130 km
distance from Kogan Creek which equals approximately
8 hours of transport after emission. The aim of the survey for another 1000 km, from
Rockhampton via Cairns and Townsville to Cape Flattery
near Cooktown was to characterise background conditions
and to search for other possible ultrafine particle sources,
either from (biogenic) nucleation within or above the rain-
forests (Suni et al., 2008), from the GBR (Bigg and Turvey,
1978), or from other sources, not identified previously. The flight path basically followed the eastern escarpment
of the Great Dividing Ranges, with some minor excursions
to the western side of the mountains due to low cloud
and showers along the coast between Townsville and Cairns
(Fig. 1). Most of the time, easterly winds prevailed leading
to advection of maritime air masses. Particle number concentrations rapidly declined towards
concentrations of about 2500 particles cm3 or less north
of Rockhampton with winds turning more easterly (Figs. 5
and 6). Figure 5 shows the highly variable particle size
distributions at Myella in the plume-affected area 100 km
downwind of the two large power stations Callide and
Stanwell, and comparison to the ‘background’ north of
Rockhampton. Figure 6 shows a comparison of back-
ground size distributions in the more remote areas. UFP
in the smallest size bins were no longer dominating in all
these ‘background’ size distributions. Total particle number Primary particles are emitted at sizes of a few nm
(Srivastava et al., 2004; Junkermann et al., 2011a; Brachert
et al., 2013, 2014). 3.4. Investigations of background air and of possible
biogenic or shipping related sources north of
Rockhampton Observed growth rates derived from
mean geometric diameter in the plume centre, an emission
size of 8 nm, and the travelling time from the source
derived from HYSPLIT agree with those reported from
previous ground based and airborne studies with an initial
rate of 38 nm/h up to a diameter of about 2530 nm
(Kulmala et al., 2004; Suni et al., 2008; Junkermann et al.,
2011a). The exact size of the primary emitted particles
cannot be exactly specified, Brachert et al. (2014) esti-
mated a minimum of 8 nm from a power station stack
model, Junkermann et al. (2011a) extrapolated from air-
borne plume data 4 nm. The current study indicates a
range of 68 nm. The final, initial size in the atmos-
phere may depend on the initial ambient conditions in
the plume, temperature and humidity, at the exit of the
chimney, when hot and humid flue gas is cooled down
and dried rapidly. Growth rates, derived from the size
distributions, depend strongly on the mixture of primary
emitted and additional secondarily produced particles. As shown in the bottom panels of Figs. 3 and 4, the main
size modes within the distributions shift slowly towards
larger particles (Junkermann et al., 2011a), with the low
size bins being refilled during the day by new particle
formation (NPF) within the plumes. Laaksonen et al.,
(2005) report particle growth to CCN sizes within about
10 hours. During the Lagrangian plume studies we
were not able to follow the plumes for that long a time,
except for the unanticipated and incomplete case study
of the Port Augusta plume. In all cases, however, there
was no indication that growth would cease after a few
hours only. dN/dln(dp) [cm–3]
Diameter [nm]
0
6
9
13
21
33
52
83
138 242
10000
20000
30000
Fig. 5. Average size distributions measured on the ground
at Myella Farm (see Figs. 1 and 3 for locations), 100 km west
of Biloela (Callide power station) during daylight hours. Blue:
first hour; green: average of low concentration (B6000 cm3)
measurements; red and purple: averages of two half hour episodes
with 12000/cm3. Black: average of all measurements during
the day. HYSPLIT trajectories indicate that Stanwell and Callide
power stations are the major ultrafine particle sources. 3.3. Particle budgets and source strengths The dashed lines show the HYSPLIT back-
trajectories and the modelled age of the three plumes. The star marks Myella Farm, the location for ground-based measurements shown in
Fig. 5. Bottom: Size distributions measured in the centre of the plumes (using the same colour scheme as in the top diagram, yellow Callide,
green Gladstone). Shown are averages of the three size distributions with the highest number concentration in the plume centre. The colours
indicate the respective plume study, yellow/orange: first transects; red: last transect ageing Callide plume; green: Gladstone plume. 1630 MW) around midday of 26 August was 6 * 1018 s1
(plume width 23 km, wind speed 9 m/s, PBL 900 m, average
number concentration 30 000 cm3, estimated error 930%) the plume budget is less precise, but still estimated to be
better than 940%. The estimate for the first plume transect
downwind of the larger station Callide (Callide A, B and C, ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 11 3.4. Investigations of background air and of possible
biogenic or shipping related sources north of
Rockhampton 3.5. Emissions from other sources It is interesting to note that at no stage during the current
survey with maritime air masses over the forests of the
Great Dividing Ranges, nor during all our previous
airborne surveys over the forests of Western Australia in
2006, 2007 and 2011 (Junkermann et al., 2009, unpublished
data from the 2011 campaign during north-westerly air
mass advection from the Indian Ocean) were any signatures
of biogenic NPF detected, nor were any ultrafine particle
emissions found related to open cut mining activities. ‘Typical’ NFP events show nucleation mode particle
number concentrations exceeding 10 000 cm3, as observed
over Italy (Laaksonen et al., 2005), Finland (O’Dowd et al.,
2009) and Western Australia (Junkermann et al., 2009)
with the same instrumentation as used in our study. Very
similar to the Bigg and Turvey (1978) survey, all major
particle events in the present study with significantly
enhanced ultrafine particle numbers could clearly be traced
back to industrial installations burning sulphur-containing
fossil fuel. Also essential for the particle budget within the
first transects close to the power stations is the observation
that no significant differences in the particle flux close
to the power stations were found between day and night
(i.e. at sunset and late morning hours). This further con-
firms the hypothesis that a significant fraction of the initial
steps of the nucleation process and also the particle pro-
duction already takes place inside the power stations’
smoke stacks and is not photochemistry-driven (Srivastava
et al., 2004; Junkermann et al., 2011a, 2011b; Lonsdale et al.,
2012; Brachert et al., 2014). Primary particles from such
processes, once emitted into the atmosphere, are no longer
distinguishable from particles originating from secondary
atmospheric nucleation. Due to the elevated emission height
of the power station plumes, ground-based measurements
in the direct vicinity of the power stations rarely find high
particle numbers. Yet, increased particle concentrations were
always detectable on the ground approximately 15 to 20 km
downwind. Fig. 6. Background size distributions over the rain forest north
of Cairns (red) during the flight to Cape Flattery (Lizard Island)
and the return flight to Cairns over the open water (dark blue). Also shown are background size distributions measured over the
hinterland forests north of Rockhampton (light blue) and during
the vehicle transect in inland northern NSW (green) (average over
50 size distributions/about 2 flight hours or 200 km, road transect
80 distributions 500 km or 8 hours). W. JUNKERMANN AND J. M. HACKER W. JUNKERMANN AND J. M. HACKER 12 12 0
400
800
1200
1600
2000
Diameter [nm]
dN/dln(dp) [cm–3]
6
9
13
21
33
52
83
138
242
Fig. 6. Background size distributions over the rain forest north
of Cairns (red) during the flight to Cape Flattery (Lizard Island)
and the return flight to Cairns over the open water (dark blue). Also shown are background size distributions measured over the
hinterland forests north of Rockhampton (light blue) and during
the vehicle transect in inland northern NSW (green) (average over
50 size distributions/about 2 flight hours or 200 km, road transect
80 distributions 500 km or 8 hours). 0
400
800
1200
1600
2000
Diameter [nm]
dN/dln(dp) [cm–3]
6
9
13
21
33
52
83
138
242 However, with the low shipping intensity between the coast
and the Reef in this area, a continuous and significant effect
of ship emissions was too low to be quantified. Yet, several
days of ground-based measurements on the shore north of
Townsville and at Lennox Head, the eastern-most point of
Australia south of Brisbane, as well as further measurements
downwind of the port of Townsville indicate that ship
emissions can occasionally and locally increase the particle
numbers at the coast to approximately 10 000 cm3. 3.4. Investigations of background air and of possible
biogenic or shipping related sources north of
Rockhampton The filled
blue curve shows the background size distribution inland between
Rockhampton and Cairns (average over 50 size distributions/from
about 2 flight hours or 200 km) for comparison. dN/dln(dp) [cm–3]
Diameter [nm]
0
6
9
13
21
33
52
83
138 242
10000
20000
30000 Diameter [nm] Fig. 5. Average size distributions measured on the ground
at Myella Farm (see Figs. 1 and 3 for locations), 100 km west
of Biloela (Callide power station) during daylight hours. Blue:
first hour; green: average of low concentration (B6000 cm3)
measurements; red and purple: averages of two half hour episodes
with 12000/cm3. Black: average of all measurements during
the day. HYSPLIT trajectories indicate that Stanwell and Callide
power stations are the major ultrafine particle sources. The filled
blue curve shows the background size distribution inland between
Rockhampton and Cairns (average over 50 size distributions/from
about 2 flight hours or 200 km) for comparison. 4. Summary and discussion This study presents airborne and ground/vehicle-based
mobile measurements of the spatial distribution of UFP
serving as possible precursors of CCN over inland parts of
Northern NSW and along the Queensland coastal areas. This area is an ideal natural laboratory to investigate
emissions from an array of coal-fired power stations located
in a relatively sparsely inhabited, predominately agricultural
and partially forested region. Power stations have clearly
been identified as major sources for significant primary
emissions of UFP. Natural and biogenic sources for UFP
under discussion and addressed within this study were
those from forests or from the GBR, as well as from forest
fires. The current study confirmed the general apportion-
ment of major anthropogenic aerosol sources over Australia
found by Bigg and Turvey (1978) 40 yr ago to the burning
of sulphur-containing fossil fuel in power stations and
smelters. However, significant changes in the number and
locations of these major sources were detected. Since 1974,
when only Callide A was operational, eight new large coal-
fired power stations were commissioned and existing sta-
tions (Callide) were substantially enlarged. Most of the ‘new’
stations are now located in remote areas of the Queensland
hinterland. The results presented here revealed that these
‘new’ coal-fired power stations commissioned between
1966 (Callide) and 2008 (Kogan Creek) are major sources
for ultrafine particle number concentrations along the
Queensland coast and within the first 200 km of the
hinterland. It was not possible to locate or quantify any
other comparable sources for UFP over 10 flying days
and 3600 km distance. During the survey 40 yr ago, Callide
A was operational while the Gladstone power station had
just been commissioned in the year of the measurements
(1976), but the exact date of when its operations started
is not known. Both sources could also have easily been
missed during the survey with the technology available at
the time, consisting of airborne condensation nuclei (CN)
number measurements, in situ winds and synoptic weather
charts. HYSPLIT back trajectory re-analyses available
now for the years of the Bigg and Turvey (1978) measure-
ments indicate that even the 1976 GBR measurements might Conducting plume studies at different times of the day
using Lagrangian flight patterns, it was possible to estimate
the source strength of primary emissions from individual
power stations. ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 13 have been affected by long range transport from these
older power stations. Bigg and Turvey (1978) reported occasional source strengths
of up to 1019 s1 and Warner (1968) discussed a possible
effect of sugar cane fires on rainfall. However, as already
pointed out in Bigg and Turvey (1978), these sources are
not continuous and therefore less important for the total
long-term budget than continuous 24 hours, 365 d industrial
emissions. In addition, new environmental protection reg-
ulations have diminished the occurrence of such anthropo-
genic fires significantly over recent years. Bigg and Turvey (1978) reported occasional source strengths
of up to 1019 s1 and Warner (1968) discussed a possible
effect of sugar cane fires on rainfall. However, as already
pointed out in Bigg and Turvey (1978), these sources are
not continuous and therefore less important for the total
long-term budget than continuous 24 hours, 365 d industrial
emissions. In addition, new environmental protection reg-
ulations have diminished the occurrence of such anthropo-
genic fires significantly over recent years. During several days of measurements during our study
over ‘clean’ inland and coastal regions outside of the coal
mining and coal burning areas, mainly under the advec-
tion of maritime air masses, no signatures of biogenic NPF
were found from the GBR or such as reported from other
Australian forest environments (Suni et al., 2008) despite
favourable meteorological conditions for such a nucleation
(Baranizadeh et al., 2014). Anthropogenic plumes however,
could always be traced within the PBL, based on the size
distributions, real time in-situ wind measurement and
HYSPLIT trajectories over several hundreds of kilometres,
typically following the local orography. 3.5. Emissions from other sources concentrations north of Townsville were generally lower
over the inland forested and agricultural areas than over the
open sea (Fig. 6, averages of 50 size distributions for both
areas). The particle size distributions and total numbers
observed during this part of the survey were very similar
to particles found over the pristine Western Australian
forests (Junkermann et al., 2009 and unpublished data
from a campaign in March 2011). Particle numbers between
1000 and 1700 cm3 were measured over the rainforest
at the escarpment and slightly, but not significantly higher
numbers (up to 2500 cm3, 50 size distributions each)
within the marine boundary layer below 500 m over the
sea. Such particle levels are typical for Australian clean
conditions (Suni et al., 2008; Junkermann et al., 2009) but
are nevertheless larger than the clean background con-
centrations reported 40 yr ago (Bigg and Turvey, 1978). Size modes indicated aged particles larger than 20 nm. Obvious signatures in the size distributions, indicating
NPF, i.e. particles in the smallest size ranges between 4.5
and 15 nm were neither found over the sea nor over land in
these air masses which were not affected by sulphur
emissions from fossil fuel burning industries, even hundreds
of kilometres upwind. As shown in Fig. 6, the size distribu-
tions over the sea have slightly more particles in the lower
size ranges. All particle concentrations along the coast were
significantly lower than those over the areas downwind
of the power stations. The slightly higher fraction of smaller
particles over the sea might originate from ship emissions. Forest fires, common in Australia for centuries (Crowley
and Garnett, 2012), can occasionally be a locally dominat-
ing source of particulate matter. Measurements of particle
emission factors (Janha¨ ll et al., 2010) are scarce, but W. JUNKERMANN AND J. M. HACKER Within the surveyed plumes of the current
study, 2 hours after emission the majority of the particles
was still smaller (Figs. 24). Most of the emitted particles
are thus expected to further grow to CCN relevant sizes
within a few more hours (Laaksonen et al., 2005; Kerminen
et al., 2012) during transport of up to hundreds of
kilometres [see also the extension of the plumes in Ayers
et al. (1979), Rosenfeld (2000) and Rosenfeld et al. (2006)]. Based on the findings by Bigg and Turvey (1978), it was
expected to identify at least some particle production from
the biogenic activity of the GBR. However, as that study
already claims that the reported particle emission was a
sporadic event only and not reproducible from additional
long term local measurements made on an island between
the Reef and the continent, it can be hypothesised, that
the reported activity may have rather been the result of
long range transport from either Callide or Gladstone
power stations instead of from the GBR. This hypothesis
is supported by assessments based on HYSPLIT back
trajectories for the time of the 1976 research flights. Considering recent model calculations (Teller and Levin,
2006; Zhao et al., 2012) and experimental evidence from
other studies (Rosenfeld 2000; Rosenfeld et al., 2006), the
anthropogenic ultrafine particle production is well within
the order of magnitude that can after further growth to
CCN sizes contribute to rainfall modifications suspected
previously (Warner, 1968; Pueschel and Van Valin, 1978;
Rosenfeld 2000; Rosenfeld et al., 2006; Bigg, 2008;
Junkermann et al., 2009, 2011b) independently of whether
10% (Bigg and Turvey, 1978) or 30% (Andreae, 2009) of
the CN, measured by the CPC’s, survive. The Australian
Bureau of Meteorology reports clear negative trends in
precipitation over land within the area since 1970 (BOM,
2014) following 80 yr without rainfall trends from 1890
to 1970. Among the changes reported by the Australian
Bureau of Meteorology since 1970 are: a reduction of
rainfall days along the Sunshine Coast in SE-Queensland
by up to 8 d per decade; a change from low intensity rain
events to longer, or more severe drought events; and a shift
towards more vigorous single rain events. All of these
patterns are consistent with expected consequences of en-
hanced ultrafine particle number concentrations impact on
cloud microphysics and radiation (Teller and Levin, 2006;
Feingold and Siebert, 2009; Li et al., 2011). W. JUNKERMANN AND J. M. HACKER Within the surveyed plumes of the current
study, 2 hours after emission the majority of the particles
was still smaller (Figs. 24). Most of the emitted particles
are thus expected to further grow to CCN relevant sizes
within a few more hours (Laaksonen et al., 2005; Kerminen
et al., 2012) during transport of up to hundreds of
kilometres [see also the extension of the plumes in Ayers
et al. (1979), Rosenfeld (2000) and Rosenfeld et al. (2006)]. Emissions associated with industrial activities and mining
have previously been reported to show high CCN source
strength. A typical example from Australia is the work
of Ayers et al., (1979) who studied the industrial source
located at Mt. Isa, Qld, with a CCN source strength of
2 * 1018 s1, making it the most significant source in North
Queensland in 19761978 and claiming that its produc-
tion rate was 0.1% of the global CCN production at that
time. Interestingly, the particle budget studies presented
in the current study show that even this source, which is
still active today, though with reduced sulphur emissions
(Manins et al., 2001), is now only one of several large sources
for UFP in Queensland and is, although still one of the
largest Australian SO2 sources (NPI), in terms of ultrafine
particle number source strength, surpassed by the agglom- Detailed discussions about the production of CCN from
UFP and their dependence on size and chemistry are
beyond the scope of this paper. They can be found in
Pierce and Adams (2007), Zhang et al. (2012), Kerminen
et al. (2012) and Westervelt et al. (2013). The conditions in
Queensland with high availability of sulphur dioxide and
only marginal concentration of fine particulate matter
(particles between 100 nm and 2.5 mm, PM 2.5) favour the
survival and growth of both, primary emitted or secondary
produced, UFP into highly hygroscopic particles (Lonsdale
et al., 2012). A threshold of 40 nm is considered as a
reasonable proxy for such sulphur containing CCN (King
et al., 2007; Andreae, 2009). This threshold would also
be in agreement with the clear signature of cloud modifica-
tion observed from satellites (Rosenfeld, 2000) already
after less than 2 hours from Port Augusta and Port
Pirie, two sources that we investigated in October 2014
during another flight campaign (not published yet) and
found to emit 3.2 * 1018 and 5.3 * 1018 particles s1
respectively. 4. Summary and discussion Furthermore, these measurements made it
possible to address the question of whether the UFP in the
plumes are emitted as a result of primary production within
the power station itself or are produced later through
secondary processes in the atmosphere from gas-to-particle
conversion. This question is important for the overall
budget of particle production because primary emission
runs 24 hours per day while photochemical production is
active only during the hours of sunshine. In contrast to
previous plume studies which concentrated either on ‘dirty’
(Pueschel and Van Valin, 1978; Whitby et al., 1978) or
on only ‘partially cleaned’ power stations (Brock et al.,
2002; Zaveri et al., 2010), the current study investigated
emissions from state-of-the-art ‘clean’ power stations, their
size distributions and the temporal development within the
ageing plumes. Using highly mobile (in a three-dimensional
sense) airborne measurements and size distributions avail-
able in real-time during the flights as the primary criteria
for source apportionment, it was possible to follow plumes
over hundreds of kilometres in Queensland and most
probably even for more than 1000 km from SA into
south-west Queensland. The particle emission rates derived
from the plume studies are well within a range that
was observed elsewhere with about 23 * 1018 s1 for a
typical size power station with a capacity of 700 MW. The particle source strength of the individual power
stations was thus in the same order of magnitude as the
ultrafine particle emissions estimated for one of the major
cities in Australia in 1976 by Bigg and Turvey (1978),
Perth in Western Australia. As above, HYSPLIT back
trajectory calculations for 1976 confirmed that at that time
at least one coal-fired power station Muja (900 MW)
upwind of Perth contributed significantly to these pre-
vious measurements (Bigg et al., 2015). Within the plumes,
increasing total particle numbers were found which is in
agreement with the current understanding that within such W. JUNKERMANN AND J. M. HACKER 14 eration of power stations in the hinterland between Brisbane
and Rockhampton. sulphur and nitrogen rich plumes further particle produc-
tion continues during daytime following initial photoche-
mical conversion of SO2 into sulphuric acid (Lonsdale
et al., 2012). This additional particle formation com-
pensates a loss of particles due to coagulation under the
favourable conditions over Queensland. Such a behaviour
was already reported for some of the industrial plumes
during the 19741976 surveys of Bigg and Turvey (1978)
but was not further investigated at that time due to missing
information about the aerosol size distributions in these
early studies. The absence of biogenic nucleation events during the
current campaign does not mean that such biogenic nuclea-
tion does not take place in Queensland. It is only an
indication that, biogenic nucleation events are either not
every day phenomena in the region, occurring at night,
or are too low in concentration (Suni et al., 2008) to be
detectable from the aircraft flying in the mid or upper half
of the mixed boundary layer. Enhanced nucleation mode
particles found in previous airborne campaigns could be
traced back to ground-based salt lake emissions over ag-
ricultural land, which are probably also linked to sulphur
chemistry. All primary nucleation mode particle emissions
were due to anthropogenic burning of fossil fuel. early studies. Detailed discussions about the production of CCN from
UFP and their dependence on size and chemistry are
beyond the scope of this paper. They can be found in
Pierce and Adams (2007), Zhang et al. (2012), Kerminen
et al. (2012) and Westervelt et al. (2013). The conditions in
Queensland with high availability of sulphur dioxide and
only marginal concentration of fine particulate matter
(particles between 100 nm and 2.5 mm, PM 2.5) favour the
survival and growth of both, primary emitted or secondary
produced, UFP into highly hygroscopic particles (Lonsdale
et al., 2012). A threshold of 40 nm is considered as a
reasonable proxy for such sulphur containing CCN (King
et al., 2007; Andreae, 2009). This threshold would also
be in agreement with the clear signature of cloud modifica-
tion observed from satellites (Rosenfeld, 2000) already
after less than 2 hours from Port Augusta and Port
Pirie, two sources that we investigated in October 2014
during another flight campaign (not published yet) and
found to emit 3.2 * 1018 and 5.3 * 1018 particles s1
respectively. References Aitken, J. 1888. On the number of dust particles in the atmosphere. Trans. Roy. Soc. Edinb. 35(Pt.1), 119. Albrecht, B. A. 1998. Aerosols, cloud microphysics, and fractional
cloudiness. Science. 254, 12271230. Andreae, M. O. 2009. Correlation between cloud condensation
nuclei concentration and aerosol optical thickness in remote and
polluted regions. Atmos. Chem. Phys. 9, 543556. polluted regions. Atmos. Chem. Phys. 9, 543556. Andreae, M. O. 2013. The aerosol nucleation puzzle. Science. 339,
911. DOI: 10.1126/science.1233798. Given the good historical data base since 1900 on
meteorological variables, the long term homogeneous land-
scape and marginal land use change together with the high
production rate of additional UFP originating from well-
defined sources, which allows to reconstruct the ‘laboratory
notebook’ of this experiment, the area of this study would
offer a unique opportunity for a regional-scale modelling
study investigating aerosolcloudprecipitation interac-
tion with aerosol and cloud microphysics resolving models
(Vogel et al., 2009; Zhao et al., 2012; Matsui et al., 2014),
supported by more extensive in-situ measurements of source
strengths including detailed size and mass distributions
and the partitioning between nucleation and accumulation
mode emissions which are essential for CCN production
(Pierce and Adams, 2009; Wang and Penner, 2009). Asmi, A., Coen, C., Ogren, M., Andrews, J. A., Sheridan, E. and co-authors. 2013. Aerosol decadal trends Part 2: In-situ
aerosol particle number concentrations at GAW and ACTRIS
stations. Atmos. Chem. Phys. 13, 895916. DOI: 10.5194/acp-13-
895-2013. Ayers, G. P., Bigg, E. K. and Turvey, D. E. 1979. Aitken particle
and cloud condensation nucleus fluxes in the plume from an
isolated industrial source. J. Appl. Meteorol. 187, 449459. Bae, M.-S., Schwab, J. J., Hogrefe, O., Frank, B. P., Lala, G. G. and co-authors. 2010. Characteristics of size distributions at
urban and rural locations in New York. Atmos. Chem. Phys. 10,
45214535. Baranizadeh, E., Arola, A., Hamed, A., Nieminen, T., Mikkonen,
S. and co-authors. 2014. The effect of cloudiness on new-particle
formation: investigation of radiation levels. Boreal Environ. Res. 19(Suppl B), 343354. (
;
g
)
Finally we would like to add that we did not find a ‘new’
source of nucleation mode particles. Significant CCN
production in such plumes was already reported by Pueschel
and Van Valin (1978) and Whitby et al. (1978). Emission
reduction measures, however, lead to a shift of the emitted
particle size distribution towards and an intensification of
the nucleation mode (Junkermann et al., 2011a, 2011b). W. JUNKERMANN AND J. M. HACKER However, from
the few and short-term measurements presented in this
study, a direct causality relationship cannot be established. Emissions associated with industrial activities and mining
have previously been reported to show high CCN source
strength. A typical example from Australia is the work
of Ayers et al., (1979) who studied the industrial source
located at Mt. Isa, Qld, with a CCN source strength of
2 * 1018 s1, making it the most significant source in North
Queensland in 19761978 and claiming that its produc-
tion rate was 0.1% of the global CCN production at that
time. Interestingly, the particle budget studies presented
in the current study show that even this source, which is
still active today, though with reduced sulphur emissions
(Manins et al., 2001), is now only one of several large sources
for UFP in Queensland and is, although still one of the
largest Australian SO2 sources (NPI), in terms of ultrafine
particle number source strength, surpassed by the agglom- ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 5. Acknowledgement It is, however, interesting to note, that the observed
negative trend in rainfall commenced at the same time
when the first intense particle source in the area (Callide)
began to operate and that the rainfall trend is negatively
correlated to the growing total emission of UFP from
the increased number of major ultrafine particle sources
installed within the area. The
authors
gratefully
acknowledge
the
NOAA
Air
Resources Laboratory (ARL) for the provision of the
HYSPLIT transport and dispersion model and/or READY
website (http://www.ready.noaa.gov) used in this publi-
cation. Financial support for this campaign was pro-
vided by the KIT International Excellence Fund, contract
# 120120/17. According to a regional modelling study by Zhao
et al. (2012) covering an area similar in size to eastern
Queensland, the aerosol-cloud-precipitation system is par-
ticularly sensitive to injection of additional aerosol particles
into the boundary layer just below the cloud base. Adding
aerosols acting as CCN into that model layer resulted in
a significant reduction of rainfall up to 1500 km down-
wind. As the power station stacks with 200 m height are
emitting the flue gas with UFP into elevations above 300 m
above ground, upward mixing to the layers where cloud
formation and also longer-range transport takes place can
be expected to be rather efficient. ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 15 References Aerosol size distributions
and aerosol volume formation for a coal fired power plant
plume. Atmos. Environ. 12, 323333. 12, 1203712059. DOI: 10.5194/acp-12-12037-2012. Khain, P. 2009. Notes on state-of-art investigations of aerosol
effects on precipitation: a critical review. Environ. Res. Lett. 4,
015004. DOI: 10.1088/1748-9326/4/1/015004. Crowley, G. M. and Garnett, S. T. 2012. Changing fire manage-
ment in the pastoral lands of Cape York Peninsula of northeast
Australia, 1623 to 1996. Aust. Geogr. Stud. 38, 1026. DOI:
10.1111/1467-8470.00097. King, S. M., Rosenoern, T., Shilling, J. E., Chen, Q. and Martin,
S. T. 2007. Cloud condensation nucleus activity of secondary
organic aerosol particles mixed with sulfate. Geophys. Res. Lett. 34, L24806. DOI: 10.1029/2007GL030390. Draxler, R. R. and Rolph, G. D. 2013. HYSPLIT (Hybrid Single-
Particle Lagrangian Integrated Trajectory) Model Access via
NOAA ARL READY. NOAA Air Resources Laboratory, Silver
Spring, MD. Konwar, M., Maheskumar, R. S., Kulkarni, J. R., Freud, E.,
Goswami, B. N. and co-authors. 2010. Suppression of warm rain
by aerosols in rain-shadow areas of India. Atmos. Chem. Phys. Discuss. 10, 1700917027. DOI: 10.5194/acpd-10-17009-2010. Feingold, G. and Siebert, H. 2009. Cloud-aerosol interactions
from the micro to the cloud scale. In: Clouds in the Perturbed
Climate System (eds. J. Heintzenberg and R. Charlson), MIT
Press, Cambridge, pp. 319336. Kulmala, M. and Kerminen, V.-M. 2008. On the formation and
growth of atmospheric nanoparticles. Atmos. Res. 90, 132150. DOI: 10.1016/j.atmosres.2008.01.005. Givati,
A. and
Rosenfeld,
D. 2004. Quantifying
precipita-
tion suppression due to air pollution. J. Appl. Meteorol. 43,
10381056. Kulmala, M., Kontkanen, J., Junninen, H., Lehtipalo, K.,
Manninen, H. E. and co-authors. 2013. Direct observations of
atmospheric aerosol nucleation. Science. 339, 943946. DOI:
10.1126/science.1227385. Gras, J. L. 1995. CN, CCN and particle size in Southern Ocean
air at Cape Grim. Atmos. Res. 35, 233251. Kulmala, M., Vehkama¨ ki, H., Peta¨ ja¨ , T., Dal Maso, M., Lauri, A. and co-authors. 2004. Formation and growth rates of ultrafine
atmospheric particles: a review of observations. J. Aerosol Sci. 35, 143176. Hacker, J. M. and Crawford, T. 1999. The BAT-Probe: the
ultimate tool to measure turbulence from any kind of aircraft
(or sailplane). Tech. Soaring. 23, 4346. Heikes, B. G. and Thompson, A. M. 1983. Effects of hetero-
geneous processes on NO3, HONO, and HNO3 chemistry in the
troposphere. J. Geophys. Res. 88, 1088310895. Laaksonen, A., Hamed, A., Joutsensaari, J., Hiltunen, L., Cavalli,
F. and co-authors. 2005. References Also, coal-fired power stations are well known as the major
continental sources for sulphur compounds required for
the ion clusters initiating nucleation (NPI, 2015; Kulmala
et al., 2013). However, we found that many of these intensive
primary particle sources are now located in a sparsely in-
habited remote area specifically sensitive to an increase in
changes of cloud microphysics relevant particles. Our study,
thus, provides support for consideration of UFP, power
plant location, and local cloud modification as additional
criteria in consideration for air quality and energy regula-
tory policy. Bigg, E. K. 2008. Trends in rainfall associated with sources of air
pollution. Environ. Chem. 5, 184193. DOI: 10.1071/EN07086. Bigg, E. K., Ayers, G. P. and Turvey, D. E. 1978. Measurement of
the dispersion of a smoke plume at large distances from the
source. Atmos. Environ. 12, 18151818. Bigg, E. K., Soubeyrand, S. and Morris C. E. 2015. Persistent
after-effects of heavy rain on concentrations of ice nuclei and
rainfall suggest a biological cause. Atmos. Chem. Phys. 15,
23132326. DOI: 10.5194/acp-15-2313-2015. Bigg, E. K. and Turvey, D. E. 1978. Sources of atmospheric
particles over Australia. Atmos. Environ. 12, 16431655. BOM. 2014. Australian Bureau of Meteorology. Online at: http://
www.bom.gov.au/cgi-bin/climate/change/trendmaps.cgi Brachert, L., Kochenburger, T. and Schaber, K. 2013. Facing
the sulfuric acid aerosol problem in flue gas cleaning: pilot
plant experiments and simulation. Aerosol Sci. Technol. 47,
10831091. Brachert, L., Mertens, J., Khakharia, P. and Schaber, K. 2014. The challenge of measuring sulfuric acid aerosols, number
concentration and size evaluation using a condensation particle W. JUNKERMANN AND J. M. HACKER 16 counter (CPC) and an electrical low pressure impactor (ELPI). J. Aerosol Sci. 67, 2127. Junkermann, W., Vogel, B. and Sutton, M. A. 2011b. The climate
penalty for clean fossil fuel combustion. Atmos. Chem. Phys. 11,
1291712924. Junkermann, W., Vogel, B. and Sutton, M. A. 2011b. The climate
penalty for clean fossil fuel combustion. Atmos. Chem. Phys. 11,
1291712924. Brock, C. A., Washenfelder, R. A., Trainer, M., Ryerson, T. B.,
Wilson, J. C. and co-authors. 2002. Particle growth in the
plumes of coal-fired power plants. J. Geophys. Res. 107, 4155. DOI: 10.1029/2001JD001062. Kerminen,
V.-M.,
Paramonov,
M.,
Anttila,
T.,
Riipinen,
I.,
Fountoukis, C. and co-authors. 2012. Cloud condensation nuclei
production associated with atmospheric nucleation: a synthesis
based on existing literature and new results. Atmos. Chem. Phys. 12, 1203712059. DOI: 10.5194/acp-12-12037-2012. Cantrell, B. K. and Whitby, K. T. 1978. References Cloud condensation nucleus produc-
tion from nucleation events at a highly polluted region. Geophys. Res. Lett. 32(6), L06812. DOI: 10.1029/2004GL022092. Heintzenberg, J. 1989. Fine particles in the global troposphere,
a review. Tellus B. 41, 149160. Hobbs, P. V., Radke, L. F. and Shumway, S. E. 1970. Cloud
condensation nuclei from industrial sources and their apparent
influence on precipitation in Washington State. J. Atmos. Sci. 27, 81. DOI: 10.1175/1520-0469(1970)027B0091:CCNFIS
2.0.CO;2. Lee, I. Y., Ha¨ nel, G. and Pruppacher, H. R. 1980. A numerical
determination of the evolution of cloud drop spectra due
to condensation on natural aerosol particles. J. Atmos. Sci. 37,
18391853. DOI:
10.1175/1520-0469(1980)037B1839: ANDOTE2.0.CO;2. Lee, L. A., Pringle, K. J., Reddington, C. L., Mann G. W., Stier, P. and co-authors. 2013. The magnitude and causes of uncertainty
in global model simulations of cloud condensation nuclei. Atmos. Chem. Phys. 13, 88798914. DOI: 10.5194/acp-13-8879-2013. ISO 15900:2009. Online at: http://www.iso.org/iso/catalogue_
detail.htm?csnumber39573 Jaenicke, R. 1978. On the dynamics of atmospheric Aitken
particles. Ber. Bunsenges. Phys. 82, 11981202. Lelieveld, J., Jansen, F. W. and den Tonkelaar, J. F. 1987. Assessment of transboundary mass fluxes of air pollutants by
aircraft measurements: a preliminary survey with reference to
a case study. Atmos. Environ. 21, 21332143. Janha¨ ll, S., Andreae, M. O. and Po¨ schl, U. 2010. Biomass burning
aerosol emissions from vegetation fires: particle number and
mass emission factors and size distributions. Atmos. Chem. Phys. 10, 14271439. DOI: 10.5194/acp-10-1427-2010. Junkermann, W. 2005. The actinic UV-radiation budget during the
ESCOMPTE campaign 2001: Results of airborne measurements
with the microlight research aircraft D-MIFU. Atmospheric
Research 74, 461475. Junkermann, W., Hacker, J., Lyons, T. and Nair, U. 2009. Land use change suppresses precipitation. Atmos. Chem. Phys. 9, 65316539. Li, Z., Niu, F., Fan, J., Liu, Y., Rosenfeld, D. and Ding, Y. 2011. Long-term impacts of aerosols on the vertical development of
clouds and precipitation. Nat. Geosci. 4, 888894. DOI: 10.1038/
ngeo1313. Junkermann, W., Hacker, J., Lyons, T. and Nair, U. 2009. Land use change suppresses precipitation. Atmos. Chem. Phys. 9, 65316539. Lohmann, U. and Feichter, J. 2005. Global indirect aerosol effects:
a review. Atmos. Chem. Phys. 5, 715737. DOI: 10.5194/acp-5-
715-2005. Junkermann, W., Hagemann, R. and Vogel, B. 2011a. Nucleation
in the Karlsruhe plume during the COPS/TRACKS Lagrange
experiment. Q. J. Roy. Meteorol. Soc. 137, 267274. Lonsdale, C. R., Stevens, R. G., Brock, C. A., Makar, P. A.,
Knipping, E. M. and co-authors. 2012. ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA 17 nucleation in the source plumes. Atmos. Chem. Phys. 12, 11519
11531. DOI: 10.5194/acp-12-11519-2012. nucleation in the source plumes. Atmos. Chem. Phys. 12, 11519
11531. DOI: 10.5194/acp-12-11519-2012. Rosenfeld, D., Lensky, I. M., Peterson, J. and Gingis, A. 2006. Potential impacts of air pollution aerosols on precipitation in
Australia. Clean Air Environ. Qual. 40, 4349. Lucas, C. 2010. A High-quality Historical Humidity Database for
Australia. CAWCR Technical Report 024, CSIRO, Australia. Online at: http://www.cawcr.gov.au/publications/technicalreports/
CTR_024.pdf Rosenfeld, D., Lohmann, U., Raga, G. B., O’Dowd, C. D.,
Kulmala, M. and co-authors. 2008. Flood or drought: how do
aerosols affect precipitation? Science. 321, 13091313. Rosenfeld, D., Lohmann, U., Raga, G. B., O’Dowd, C. D., Kulmala, M. and co-authors. 2008. Flood or drought: how do
aerosols affect precipitation? Science. 321, 13091313. aerosols affect precipitation? Science. 321, 13091313. Manins, P., Holper, P., Suppiah, R., Allan, R., Walsh, K. and
co-authors. 2001. Australia State of the Environment Report 2001
(Theme Report). Online at: http://www.environment.gov.au/
node/21559 Rosenfeld, D., Sherwood, S., Wood, R. and Donner, L. 2014b. Climate effects of aerosol-cloud-interactions. Science. 343,
379380. Spracklen, D. V., Carslaw, K. S., Kulmala, M., Kerminen, V. M.,
Sihto, S. L. and co-authors. 2008. Contribution of particle
formation to global cloud condensation nuclei concentrations. Geophys. Res. Lett. 35, L06808. Matsui, H., Koike, M., Kondo, Y., Fast, J. D. and Takigawa, M. 2014. Development of an aerosol microphysical module: aerosol
two-dimensional bin module for foRmation and Aging Simula-
tion (ATRAS). Atmos. Chem. Phys. 14, 1031510331. DOI:
10.5194/acp-14-10315-2014. Spracklen, D. V., Carslaw, K. S., Po¨ schl, U., Rap, A. and Forster,
P. M. 2011. Global cloud condensation nuclei influenced
by carbonaceous combustion aerosol. Atmos. Chem. Phys. 11,
90679087. DOI: 10.5194/acp-11-9067-2011. Metzger, S., Junkermann, W., Butterbach-Bahl, K. and Foken, T. 2011. Corrigendum to ‘‘Measuring the 3-D wind vector with
a weight-shift microlight aircraft.’’ Atmos. Meas. Tech. 4,
14211444, 15151539. Srivastava, R. K., Miller, C. A., Erickson, C. and Jambhekar, R. 2004. Emissions of sulfur trioxide from coal-fired power plants. J. Air Waste Manage. Assoc. 54, 750762. Merikanto, J., Spracklen, D. V., Mann, G. W., Pickering, S. J. and
Carslaw, K. S. 2009. Impact of nucleation on global CCN. Atmos. Chem. Phys. 9, 86018616. DOI: 10.5194/acp-9-8601-2009. Stevens, R. G. and Pierce, J. R. 2013. A parameterization of
sub-grid particle formation in sulfur-rich plumes for global- and
regional-scale models. Atmos. Chem. Phys. 13, 1211712133. DOI: 10.5194/acp-13-12117-2013. Nair, U. ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA S., Wu, Y., Kala, J., Lyons, T. J., Pielke, R. A., Sr. and
co-authors. 2011. The role of land use change on the develop-
ment and evolution of the west coast trough, convective clouds,
and precipitation in southwest Australia. J. Geophys. Res. 116,
D07103. DOI: 10.1029/2010JD014950. Suni, T., Kulmala, M., Hirsikko, A., Bergman, T., Laakso, L. and
co-authors. 2008. Formation and characteristics of ions and
charged aerosol particles in a native Australian Eucalypt forest. Atmos. Chem. Phys. 8, 129139. NPI (National Pollution Inventory of Australia). 2015. Online at:
www.npi.gov.au/npi data/ Teller, A. and Levin, Z. 2006. The effects of aerosols on
precipitation and dimensions of subtropical clouds: a sensitivity
study using a numerical cloud model. Atmos. Chem. Phys. 6,
6780. O’Dowd, C. D., Yoon, Y. J., Junkermann, W., Aalto, P., Kulmala,
M. and co-authors. 2009. Airborne measurements of nucleation
mode particles II: boreal forest nucleation events. Atmos. Chem. Phys. 9, 937944. Twomey, S. 1960. On the nature and origin of natural cloud nuclei. Bull. Obs. Puy de Dome. 1, 120. Pierce, J. R. and Adams, P. J. 2007. Efficiency of cloud
condensation nuclei formation from ultrafine particles. Atmos. Chem. Phys. 7, 13671379. DOI: 10.5194/acp-7-1367-2007. Twomey, S. 1974. Pollution and the planetary albedo. Atmos. Environ. 8, 12511256. Twomey, S. 1977. On the minimum size of particle for nucleation
in clouds. J. Atmos. Sci. 34, 18321835. Pierce, J. R. and Adams, P. J. 2009. Uncertainty in global CCN
concentrations from uncertain aerosol nucleation and primary
emission rates. Atmos. Chem. Phys. 9, 13391356. Twomey, S. and Warner, J. 1967. Comparison of measure-
ments of cloud droplets and cloud nuclei. J. Atmos. Sci. 24,
702703. Pietika¨ inen, J. P., Mikkonen, S., Hamed, A., Hienola, A. I.,
Birmili, W. and co-authors. 2014. Analysis of nucleation events
in the European boundary layer using the regional aerosol
climate model REMO-HAM with a solar radiation-driven
OH-proxy. Atmos. Chem. Phys. 14, 1171111729. DOI: 10.5194/
acp-14-11711-2014. Vogel, B., Vogel, H., Ba¨ umer, D., Bangert, M., Lundgren, K. and co-authors. 2009. The comprehensive model system
COSMO-ART radiative impact of aerosol on the state of
the atmosphere on the regional scale. Atmos. Chem. Phys. 9,
86618680. Pueschel, R. F. and Van Valin, C. C. 1978. Cloud nucleus formation
in a power plant plume. Atmos. Environ. 12, 307312. Wang, M. and Penner, J. E. 2009. Aerosol indirect forcing in
a global model with particle nucleation. Atmos. Chem. Phys. 9,
239260. DOI: 10.5194/acp-9-239-2009. References The effect of coal-fired
power-plant SO2 and NOx control technologies on aerosol ULTRAFINE PARTICLES OVER EASTERN AUSTRALIA Qian, Y., Gong, D., Fan, J., Leung, L. R., Bennartz, R. and
co-authors. 2009. Heavy pollution suppresses light rain in
China: observations and modeling. J. Geophys. Res. 114,
D00K02. DOI: 10.1029/2008JD011. Warner, J. 1968. A reduction in rainfall associated with smoke
from sugar-cane fires an inadvertent weather modification. J. Appl. Meteorol. 7, 247251. Rosenfeld, D. 2000. Suppression of rain and snow by urban and
industrial air pollution. Science. 287, 17931796. Westervelt, D. M., Pierce, J. R., Riipinen, I., Trivitayanurak, W.,
Hamed, A. and co-authors. 2013. Formation and growth
of nucleated particles into cloud condensation nuclei: model
measurement comparison. Atmos. Chem. Phys. 13, 76457663. DOI: 10.5194/acp-13-7645-2013. Rosenfeld, D., Andreae, M. O., Asmi, A., Chin, M., de Leeuw, G. and co-authors. 2014a. Global observations of aerosol-cloud-
precipitation-climate interactions. Rev. Geophys. 52, 750808. DOI: 10.1002/2013RG000441. W. JUNKERMANN AND J. M. HACKER 18 Whitby, K. T., Cantrell, B. K. and Kittelson, D. B. 1978. Nuclei
formation rate in a coal fire power plant plume. Atmos Environ. 12, 313321. aerosol formation, NO3 radical chemistry, and N2O5 hetero-
geneous hydrolysis. J. Geophys. Res. 115, D12304. DOI:
10.1029/2009JD013250. Wiedensohler, A., Birmili, W., Nowak, A., Sonntag, A., Weinhold,
K. and co-authors. 2012. Mobility particle size spectrometers:
harmonization of technical standards and data structure to
facilitate high quality long-term observations of atmospheric
particle number size distributions. Atmos. Meas. Tech. 5,
657685. Zhao, Z., Pritchard, M. S. and Russell, L. 2012. Effects on
precipitation, clouds, and temperature from long-range trans-
port of idealized aerosol plumes in WRF-Chem simulations. J. Geophys. Res. 117, D05206. DOI: 10.1029/2011JD016744. Zhang, R., Khalizov, A., Wang, L., Hu, M. and Xu, W. 2012. Nucleation and growth of nanoparticles in the atmosphere. Chem. Rev. 112, 19572011. DOI: 10.1021/cr2001756. Zaveri, R. A., Berkowitz, C. M., Brechtel, F. J., Gilles, M. K.,
Hubbe, J. M. and co-authors. 2010. Nighttime chemical evolu-
tion of aerosol and trace gases in a power plant plume:
Implications for secondary organic nitrate and organosulfate
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MIES AND MINIMALISM: A PERFECT COALESCENCE.
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International journal of advanced research
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MIES AND MINIMALISM: A PERFECT COALESCENCE. Srikanth Sakleshpur Venkatesh. University of Illinois at Urbana-Champaign. …………………………………………………………………………………………………….... Manuscript Info
Abstract
……………………. ………………………………………………………………
Manuscript History
Received: 19 April 2017
Final Accepted: 21 May 2017
Published: June 2017
Key words: -
Minimalism,
Architecture,
„less
is
more‟, Mies van der Rohe, Farnsworth
house
The renowned architect, Mies van der Rohe, revolutionized the sphere
of architecture by adopting the famous aphorism „less is more‟ in his
buildings. The concept of Minimalism, which was seen in artworks,
was adopted into architecture. He borrowed from the art theory which
talks about the object qualities and aesthetics. Mies buildings called
„masterpieces‟ encompass this theory which show that architecture can
also be an art, just like painting or sculpture. With specific reference to
one of Mies‟s very famous „work of art‟, the „Farnsworth house‟, this
paper will try to illustrate how the concept „less is more‟ is beautifully
incorporated into the architecture of this building, thereby showcasing
the perfect coalescence that exists between Mies and minimalism. C
Ri ht IJAR 2017 All i ht
d ………………………………………………………………
The renowned architect, Mies van der Rohe, revolutionized the sphere
of architecture by adopting the famous aphorism „less is more‟ in his
buildings. The concept of Minimalism, which was seen in artworks,
was adopted into architecture. He borrowed from the art theory which
talks about the object qualities and aesthetics. Mies buildings called
„masterpieces‟ encompass this theory which show that architecture can
also be an art, just like painting or sculpture. With specific reference to
one of Mies‟s very famous „work of art‟, the „Farnsworth house‟, this
paper will try to illustrate how the concept „less is more‟ is beautifully
incorporated into the architecture of this building, thereby showcasing
the perfect coalescence that exists between Mies and minimalism. Copy Right, IJAR, 2017,. All rights reserved. …………………………………………………………………………………………………….... Introduction: -
Ludwig Mies Van der Rohe, born in the year 1886 in the German town of Aachen, is considered the most influential
architect of the 20th Century. His apprenticeship with Peter Behrens, a German architect and designer, was one of the
turning points in his life. Under him he discovered the new way of looking at architecture, especially learning the
use of materials like steel, and glass. The adage „less is more‟ was unveiled to him in Behrens office. ISSN: 2320-5407 ISSN: 2320-5407 Int. J. Adv. Res. 5(6), 1236-1239 Journal Homepage: - www.journalijar.com
Article DOI: 10.21474/IJAR01/4529
DOI URL: http://dx.doi.org/10.21474/IJAR01/4529 MIES AND MINIMALISM: A PERFECT COALESCENCE. In 1930, Mies
became the Director of „Bauhaus‟- a German art school, which later added architecture as a medium of art in its
program, and developed the Bauhaus style of Architecture. Mies adopted this new style which favored the use of
steel, glass, and reinforced concrete. In 1933, when the Nazi regime closed the art school, Mies shifted to the United
States in 1938, and become of one of the most innovative leader of this modern movement in architecture called
minimalism. (Clemence, 2006). Introduction: - To quote Macarthur (2002), “The „look‟ of the object, in this case the
Farnsworth House, connected with the people, and came to be called a „poem‟, an artwork, just like a painting or a
sculpture.” To begin with, let‟s discuss how minimalism in architecture is perceived as an art: As Macarthur (2002) states,
minimalism in visual art is a known fact. However, modern art, which considers architecture too as a form of art,
sees the emergence of minimalist architecture, which assumes that, like in visual art, buildings are physical objects
and the „look‟ of the object is very important. Though buildings are seen as simple objects, whereas other visual arts
like painting and sculpture are seen as real artwork, minimalist architecture sees the building as an aesthetically
created object, which is considered artistic by the look they provide, thus making them a critical object and not just a
material one. However, some architects believe that a building can aspire to be a form of artwork only if it not
designed for utility. This raises the question whether all buildings should be then considered as just buildings or as
artworks? Mertins (2014) says that Minimalist architecture tries to provide an answer to it by displaying the works
of architect Mies van der Rohe, who believed that the method of construction itself was an art. It was in the concept
of built object. Buildings, like trees, were objects, and if the material used on them, looked back at the person
looking at them, then that architecture was art. Mies‟s connection to minimalism can be better understood by examining the different principles of minimalistic art:
Though minimalism in architecture was also considered art, different tenets to minimalism in art are seen. It is
generally seen as a materialist undertaking. The East-coast of USA sees minimalism as being more materialist,
whereas the West- coast perceives it as being more idealist. Donald Judd, an American artist believes in the
“research of truth with simple forms”. He also adds that, “To make good things, you have to have some sort of
belief”. Idealist minimalism has a more spiritual approach. Mies van der Rohe‟s minimalism intersects between
materialist and idealist (Chave, 2008). According to Mertins (2014), though Mies‟s architecture is considered as
philosophical, it is also very scientific in character. A self-taught person, Mies studied both philosophy and science,
and he put this education into his profession. Introduction: - This minimalist movement, which was first visible in the visual art, like sculpture and painting, arose in the 1950s. It was characterized by the use of simple and massive forms, which were aesthetically appealing. The artistic
creation was not perceived within any pre-determined fore bonding, but was self-contained (Mertins, 2014). Mies van der Rohe adopted this movement in architecture at a time when it was the age of rationalization, structural
rigidity, and mass production. His buildings were simple in form, had minimum use of material like steel, glass, and
concrete, but were aesthetically immaculate. They were neither an imitation of any works from the past nor were
they based on any social ideas or individual emotions. They were like a moment in history. They were self-
referential, like any work of art (Mertins, 2014). According to Chave (2008), Minimalism in art has two tenets – materialistic and idealistic, wherein the idealist
adopts a spiritual approach, which is almost „auratic‟ in nature. Mies adopted both these tenets and created a
minimalist style of his own, which for almost a century, proved very popular. For him, architecture was „sacred‟, Corresponding Author: - Srikanth Sakleshpur Venkatesh. Address: - University of Illinois at Urbana-Champaign. 1236 ISSN: 2320-5407 ISSN: 2320-5407 Int. J. Adv. Res. 5(6), 1236-1239 Int. J. Adv. Res. 5(6), 1236-1239 meaning divine and meant for a secular society, but supported by science and adopted to the ever-changing aspect of
the universe. His buildings were discernible physical objects that when looked at, shaped one‟s perceptions and
affections towards them. Vasilski (2016) adds that the simplicity of objects that minimalist art postulates, are also seen in Mies‟s works. For
him, the simplicity lay in the built form, relying only on the essential, by using minimum material for his structures,
but without really compromising on the utility (Chave 2008). This paper shows how the concept of „less is more‟ adopted by the architect Mies van der Rohe could be a
benchmark for minimalist architecture. How from one medium of expression, that is minimalist art, Mies
transcended it and evolved the modern movement of minimalist architecture. With specific reference to one of
Mies‟s very famous „work of art‟ in the United States, the Farnsworth House, this paper will try to illustrate how the
concept „less is more‟ is beautifully incorporated in this building, thus showcasing the perfect coalescence that is
visible between Mies and minimalism. ISSN: 2320-5407 ISSN: 2320-5407 ISSN: 2320-5407 His architecture was considered philosophical. He postulated that it was possible to integrate cosmos with
humanity‟s place in it. Spatial fluidity and continuity from interior to exterior was an example of harmony between
nature and the living world. Thus, minimalism in architecture provided Mies with a concept of sensation to
perception through tangible physical objects, which were pure and simple. In this way, Mies van der Rohe‟s
buildings coalesce perfectly with the aphorism he adopted very early is his career, „less is more‟: a tenet for
minimalist design and architecture. This paragraph examines how the essential elements seen in Mies‟s buildings integrate the aphorism „less is more‟
perfectly in them. According to Vasilski (2016) all the elements associated with minimalism that we enumerated
above, like simplicity in design over complexity are visible in Mies‟s works. Chave (2008) says that buildings built
with essential elements, like steel and glass, create harmony with free flowing open spaces, and provide clarity,
utility, and effect through the aesthetic appeal that they carry, by making use invisible qualities like natural light,
sky, earth, and air, thus providing the sublime spiritual experience. Vasilski (2016) states that this experience is
observed in Mies‟s masterpieces. Whether it is the Barcelona Pavilion or the Farnsworth house or the Seagram
Building, which are a pure and open „skin and bone‟ architecture, wherein the steel structure is the „bone‟ and the
glass about it is the „skin but also some of the foremost examples of functionalist aesthetic buildings (Mertins,
2014). The Farnsworth House, one of the best examples of minimalism among Mies van der Rohe‟s „masterpieces‟ in the
United States: In the design of this house, Mies‟s motto „less is more‟ reaches cathartic dimensions. Located on a
60-acres site, it is the only private home ever designed and built by Mies for his friend Dr. Edith Farnsworth at
Plano, Illinois between 1945 and 1951. Made completely of steel and glass, Farnsworth House essence lay more on
its spiritual qualities than functional qualities. According to Clemence 2006, Mies said that materials used were the
grammar of architecture. And unless grammar was mastered, one could not speak good prose and much less become
a good poet. Though, Mies‟s architecture generally invokes the objective mind, Farnsworth House implores both the
subjective and objective mind, as art is a mixture of both. And Farnsworth house was an architectural poem. ISSN: 2320-5407 According to Mies, a poem is a spiritual creation that never ceases to delight. This house was built in such a way
that it seemed to fly above the ground. There seemed to be no visual barrier between the interior and the exterior
(Clemence, 2006). Additionally, we shall deliberate how the Farnsworth house looks suspended among trees in an undisturbed
landscape. It‟s almost seems part of nature. Mies states, “…we should attempt to bring nature, houses, and human
beings together into higher unity. If you view nature through glass walls of Farnsworth House, it gains a more
profound significance than if viewed from outside…it becomes a part of a larger whole” (Clemence, 2006). Meant
to be a weekend retreat, this glass box pavilion, containing „almost nothing‟, but just one room, provided an
unobstructed space that was flexible to use. The space contains certain freestanding components and one central
wood core that provided veiled spaces meant for sleeping, cooking, sitting, dressing, and eating. The house in 2006
was earmarked as a National historic landmark (Clemence, 2006). Introduction: - His concept of sacred architecture, in a secular world, but primed by
science, is very evident in his buildings like the S.R Crown Hall at IIT campus in Chicago and the Seagram Building
in New York. The philosophy behind Mies‟s minimalism: If one argues Mies architecture as being philosophical, then it could
mean that it also aspires to make the world a better place. It decrees that the space we live in should be inspiring. Architecture is something that should be experienced to be understood. Immanuel Kant, a German philosopher avers
that minimalism in architecture and the philosophy of experience of life, go hand in hand. It means that the space
one lives in is essential to understand architecture. What we perceive and what we feel in a living space is important
(Vasilski, 2016). Furthermore, if the space that we live in is essential to understand architecture, then understanding different
elements of the building structure is important in order to perceive and feel the space we live in. In this context,
Vasilski (2016) postulates that in minimalism, light is also an important structural element. In the space we live in,
one can experience this light as proximity to time. And at the same time, in the silence one feels the space. Providing
purity, harmony, transparency, and simplicity of life is the ultimate goal of minimalist architecture. According to
Mertins (2014), Mies van der Rohe also adheres to this notion. He was drawn to the critical philosophy of Immanuel
Kant, the German philosopher. He believed that the search for the essence by shedding the superfluous was possible. 1237 Int. J. Adv. Res. 5(6), 1236-1239 Int. J. Adv. Res. 5(6), 1236-1239 Int. J. Adv. Res. 5(6), 1236-1239 Int. J. Adv. Res. 5(6), 1236-1239 Conclusion: - Mies van der Rohe, beautifully encompassed the aphorism „less is more‟, which is the tenet of minimalist design and
architecture, in his buildings, during the period of rationalization and mass production, and brought about a new
vision in the sphere of architecture (Mertins, 2014). The simplicity in basic geometrical forms, the use of simple materials like glass and steel, and invisible qualities like
natural light, sky, earth, and air, all portray a sense of order of simple and clean spaces. This is the only art form that
allows you to experience the „live‟ movement, that one can discern „inside‟ the object, which in this case is the
building (Vasilski, 2016). According to Mies, architecture could never become complacent, hinting that a building should not be something
that you „search‟, but something you should „find‟. This was possible only if the building was built by virtue of
transparency, economy, and obviousness. And this is what one would call the aesthetic experience of minimalism,
and that‟s found in the works of Mies Van der Rohe (Mertins, 1994). His buildings, often referred as „skin and bone‟ architecture, as he used glass enclosures on steel structures, became
pioneers of minimalist architecture expression. His various typologies, like the skyscraper typology, visible in the 1238 ISSN: 2320-5407 Int. J. Adv. Res. 5(6), 1236-1239 Int. J. Adv. Res. 5(6), 1236-1239 skyscraper the Seagram building; the pavilion typology, visible in buildings like the Barcelona pavilion and
Farnsworth house, and a combined typology of both skyscraper and pavilion typologies, visible in the Chicago
Federal Center, have set a benchmark in the world of minimalist architecture (Rosenfield, 2016). Mies postulated that the primary objective of architecture is to unequivocally represent its epoch, and that it‟s the
role of the architect to bring to light and articulate the significance of the time. Till today, this postulation of his has
credence among the generations of architects he has inspired and continues to inspire (Mertins, 2014). And his
buildings bear testimony to this conviction. References: - 1. Chave. C. A. (2008) Revaluing Minimalism: Patronage, Aura, and Place, The Art Bulletin, 90(3). p.466-486. 2. Clemence, P. (2006) Mies van der Rohe's Farnsworth House, Schiffer Pub, p.93. 3. Macarthur, J. (2002) The Look of the Object: Minimalism in Art and Architecture, Then and Now,
Architectural Theory Review, 7(1) p.137-148. y
( ) p
4. Mertins, D. (Ed.) (1994) The Presence of Mies, Princeton Architectural Press, p.270. 5. Mertins, D. (2014) Mies, Phaidon Press, p.544 7. Rosenfield,
K. (2016)
Mies
van
der
Rohe:
„Architecture
as
language‟. Retrieved
from
www.archdaily.com/782034/ 8. Schulze, F., & Windhorst, E. (2012) Mies van der Rohe: A Critical Biography, The University of Chicago
Press, p.512. 9. Vasilski, D. (2016) On minimalism in architecture - space as experience, Spatium, 1(36), p.61-66. 1239
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Linking warming effects on phenology, demography, and range expansion in a migratory bird population
|
Ecology and evolution
| 2,019
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cc-by
| 9,742
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Abstract Changing climatic conditions have been linked to changes in phe-
nology (Parmesan & Yohe, 2003; Visser, Holleman, & Gienapp,
2006), distribution (Chen, Hill, Ohlemüller, Roy, & Thomas, 2011;
This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited. © 2019 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. José A. Alves1,2
| Tómas G. Gunnarsson2
| William J. Sutherland3
|
Peter M. Potts4 | Jennifer A. Gill1 1School of Biological Sciences, University of
East Anglia, Norwich, UK
2South Iceland Research Centre, University
of Iceland, Laugarvatn, Iceland
3Department of Zoology, University of
Cambridge, Cambridge, UK
4Farlington Ringing Group, Southampton, UK Received: 5 March 2018 | Revised: 21 June 2018 | Accepted: 18 August 2018 Received: 5 March 2018 | Revised: 21 June 2018 | Accepted: 18 August 2018
DOI: 10.1002/ece3.4746 Linking warming effects on phenology, demography, and range
expansion in a migratory bird population José A. Alves1,2
| Tómas G. Gunnarsson2
| William J. Sutherland3
|
Peter M. Potts4 | Jennifer A. Gill1 Abstract Abstract
Phenological changes in response to climate change have been recorded in many
taxa, but the population‐level consequences of these changes are largely unknown. If phenological change influences demography, it may underpin the changes in range
size and distribution that have been associated with climate change in many species. Over the last century, Icelandic black‐tailed godwits (Limosa limosa islandica) have
increased 10‐fold in numbers, and their breeding range has expanded throughout
lowland Iceland, but the environmental and demographic drivers of this expansion
remain unknown. Here, we explore the potential for climate‐driven shifts in phenol-
ogy to influence demography and range expansion. In warmer springs, Icelandic
black‐tailed godwits lay their clutches earlier, resulting in advances in hatching dates
in those years. Early hatching is beneficial as population‐wide tracking of marked in-
dividuals shows that chick recruitment to the adult population is greater for early
hatched individuals. Throughout the last century, this population has expanded into
progressively colder breeding areas in which hatch dates are later, but temperatures
have increased throughout Iceland since the 1960s. Using these established relation-
ships between temperature, hatching dates and recruitment, we show that these
warming trends have the potential to have fueled substantial increases in recruitment
throughout Iceland, and thus to have contributed to local population growth and
expansion across the breeding range. The demographic consequences of tempera-
ture‐mediated phenological changes, such as the advances in lay dates and increased
recruitment associated with early hatching reported here, may therefore be key pro-
cesses in driving population size and range changes in response to climate change. K E Y W O R D S Correspondence
José A. Alves, School of Biological Sciences,
University of East Anglia, Norwich, UK. Email: j.alves@uea.ac.uk Correspondence
José A. Alves, School of Biological Sciences,
University of East Anglia, Norwich, UK. Email: j.alves@uea.ac.uk Funding information
Fundação para a Ciência e a Tecnologia,
Grant/Award Number: SFRH/
BPD/91527/2012; Arcadia; Natural
Environment Research Council, Grant/
Award Number: NE/H008527/1; Icelandic
Centre for Research, Grant/Award Number:
130412-051 climate change, population dynamics, species distribution, temperature, waders Ecology and Evolution. 2019;9:2365–2375.
| 2365
www.ecolevol.org
1 | INTRODUCTION
Understanding biological responses to global climatic and envi-
ronmental change is among the most urgent of challenges facing
ecologists and conservationists (Lebreton, 2011; Parmesan, 2006). 1 | INTRODUCTION 1 ecologists and conservationists (Lebreton, 2011; Parmesan, 2006). Changing climatic conditions have been linked to changes in phe-
nology (Parmesan & Yohe, 2003; Visser, Holleman, & Gienapp,
2006), distribution (Chen, Hill, Ohlemüller, Roy, & Thomas, 2011; Understanding biological responses to global climatic and envi-
ronmental change is among the most urgent of challenges facing | 2365
www.ecolevol.org |
www.ecolevol.org Ecology and Evolution. 2019;9:2365–2375. 2366 ALVES et al. traits and demographic rates across a population (McLean, Lawson,
Leech, & Pol, 2016). Hickling, Roy, Hill, Fox, & Thomas, 2006; Hill et al., 2002), and
demography (Both, Bouwhuis, Lessells, & Visser, 2006; Hansen,
Aanes, Herfindal, Kohler, & Sæther, 2011; Post & Forchhammer,
2008) across many taxa (Root et al., 2003; Thackeray et al.,
2010; Walther et al., 2002), but the mechanistic processes driv-
ing these changes in free‐ranging animals, and their population‐
level consequences, remain poorly understood (but see Lane,
Kruuk, Charmantier, Murie, & Dobson, 2012; Ozgul et al., 2010). Predicting species responses to future climatic scenarios requires
a mechanistic understanding of the ecological, behavioral, and
historical factors that influence species demographic and distribu-
tional responses to changing environments (Mustin, Sutherland,
& Gill, 2007; Norris, 2004). Quantifying the mechanisms through
which changing climatic conditions can influence changes in pop-
ulation size and distribution is therefore key to predicting future
responses to environmental change and identifying associated
conservation actions (Beale, Lennon, & Gimona, 2008; Guisan et
al., 2013). Among the most rapid and severe changes in climatic conditions
to have occurred over the last century are the warming tempera-
tures in arctic and subarctic zones (IPCC, 2007; Robinson, 2009). Iceland lies mostly within the subarctic climate zone and has expe-
rienced a general increasing trend in temperatures since records
began in 1845 (Einarsson, 1984; Jónsson, 2006), with rapid tem-
perature increases in the 20th century during which annual mean
temperature at the longest running weather station rose ~1.2°C
(Jónsson, 2006). Iceland hosts internationally important breed-
ing populations of many migratory bird species (Gunnarsson, Gill,
Appleton, et al., 2006a), for which changing climatic conditions
could have important implications. For example, the breeding and
wintering range of Icelandic black‐tailed godwits (Limosa limosa
islandica) has expanded over the last century, concomitant with
this warming period (Gill et al., 2001; Gunnarsson, Gill, Newton,
Potts, & Sutherland, 2005a). FI G U R E 1 Map of Iceland with
200 m asl contour line below which most
suitable habitat for breeding Icelandic
black‐tailed godwits occurs. Circles show
areas occupied by the species before the
1900s (white) or colonized during the
1950s (very light gray), 1960s (light gray),
1970s (gray), 1980s (dark gray), or 1990s
(black). All these areas have an operational
weather station collecting data for each
lowland basin (see Supporting Information
Table S3 for details) 1 | INTRODUCTION In the early 1900s, this species was
restricted to the southern lowlands of Iceland but since then it has
gradually colonized coastal lowland areas throughout the country
(Figure 1) with larger areas closer to occupied sites being colonized
first (Gunnarsson, Gill, Petersen, Appleton, & Sutherland, 2005b). The population now numbers ~50,000 individuals, which is likely to
be an approximately 10‐fold increase in numbers over the last cen-
tury (Gill et al., 2007; Gunnarsson, Gill, Potts, et al., 2005c), but the
environmental and demographic changes underpinning this popula-
tion increase and range expansion are not known (Gill et al., 2007). Icelandic godwits are long‐lived migratory shorebirds (Alves et al.,
2012; Gunnarsson, Gill, Atkinson, et al., 2006b) with a typical lifes-
pan of ~15–20 years (Gill et al., 2007), that breed almost exclusively
in Iceland and winter in coastal zones of north and west Europe (Gill,
Hatton, & Potts, 2002). They have a modal clutch size of four eggs,
nesting in lowland wetlands dominated by grasses or by dwarf birch
(Betula nana) and sedges (Carex spp.) (Gunnarsson, Gill, Newton, et
al., 2005a) and are among the largest nest‐concealing species of the
Scolopacidae (Cramp & Simmons, 1983), thus requiring a suitable Phenological changes in response to climate change (e.g., Amano,
Smithers, Sparks, & Sutherland, 2010; Gordo, 2007) will only directly
affect population demography (Pettorelli, Pelletier, Hardenberg,
Festa‐Bianchet, & Côté, 2007) and distribution (Van der Jeugd et
al., 2009) if fitness parameters are influenced by changes in the
timing of events across the annual cycle (Chuine, 2010; Visser et
al., 2006). Phenological mismatches with resource availability have
been linked to local population trends in several species (Both et
al., 2006; Gaillard et al., 2013; Hansen et al., 2011), but the extent
to which these patterns can drive large‐scale population and range
expansion or contraction in free‐ranging animals remains poorly
understood. In addition, recent studies have found that climate‐
mediated changes in phenology may not always lead to changes in
population size (Dunn & Møller, 2014), even when fitness effects are
apparent (Reed, Grøtan, Jenouvrier, Sæther, & Visser, 2013a; Reed,
Jenouvrier, & Visser, 2013b). Understanding how local climate ef-
fects can potentially scale up to population‐level changes requires
quantification of the magnitude of climate effects on individual FI G U R E 1 Map of Iceland with
200 m asl contour line below which most
suitable habitat for breeding Icelandic
black‐tailed godwits occurs. 1 | INTRODUCTION Circles show
areas occupied by the species before the
1900s (white) or colonized during the
1950s (very light gray), 1960s (light gray),
1970s (gray), 1980s (dark gray), or 1990s
(black). All these areas have an operational
weather station collecting data for each
lowland basin (see Supporting Information
Table S3 for details) FI G U R E 1 Map of Iceland with
200 m asl contour line below which most
suitable habitat for breeding Icelandic
black‐tailed godwits occurs. Circles show
areas occupied by the species before the
1900s (white) or colonized during the
1950s (very light gray), 1960s (light gray),
1970s (gray), 1980s (dark gray), or 1990s
(black). All these areas have an operational
weather station collecting data for each
lowland basin (see Supporting Information
Table S3 for details) FI G U R E 1 Map of Iceland with
200 m asl contour line below which most
suitable habitat for breeding Icelandic
black‐tailed godwits occurs. Circles show
areas occupied by the species before the
1900s (white) or colonized during the
1950s (very light gray), 1960s (light gray),
1970s (gray), 1980s (dark gray), or 1990s
(black). All these areas have an operational
weather station collecting data for each
lowland basin (see Supporting Information
Table S3 for details) ALVES et al. 2367 FI G U R E 2 Changes in (a) mean (± SE) annual nest laying
date (days from 1st of May); and (b) length of the period from
hatching to fledging, of Icelandic black‐tailed godwits in relation
to: (a) mean daily temperature in June between 2001 and 2013
(laying date = −5.49 * temperature + 90.7, r2 = 0.75, F(1,6) = 18.32,
p = 0.005), and (b) cumulative daily temperature in 2012 (gray)
and 2013 (black) during the 21 days post‐hatching (time to
fledge = −0.013 * cumulative temperature + 45.91, r2 = 0.40,
F(1,16) = 10.69, p = 0.005) vegetation height in order to initiate nesting. As the onset and
rate of vegetation growth in subarctic ecosystems (Thorvaldsson,
Björnsson, & Hermansson, 2005), as well as the timing of emergence
of invertebrate prey for wader chicks (Halldórsson et al., 2013; Tulp
& Schekkerman, 2008), are strongly temperature‐dependent, timing
of nesting, and chick growth rate are likely to be influenced by local
temperatures. 1 | INTRODUCTION Over eight years during which temperatures in Iceland varied
substantially, we quantified (a) the influence of temperature on nest
cup vegetation heights, laying dates and the duration of the pre‐
fledging period of Icelandic godwits, and (b) the subsequent influ-
ence of hatching dates on recruitment of chicks to the wintering or
subsequent breeding population. We then use these relationships to
investigate the potential contribution of warming‐derived changes
in phenology and recruitment to the rapid population increase,
by quantifying (c) variation in spring temperature and hatch dates
across breeding areas colonized at different times during the 20th
century, and (d) the magnitude of temperature changes and conse-
quent estimated rates of change in godwit recruitment within these
areas during the period of range expansion. 2.1.1 | Timing of nesting and vegetation growth FI G U R E 2 Changes in (a) mean (± SE) annual nest laying FI G U R E 2 Changes in (a) mean (± SE) annual nest laying
date (days from 1st of May); and (b) length of the period from
hatching to fledging, of Icelandic black‐tailed godwits in relation
to: (a) mean daily temperature in June between 2001 and 2013
(laying date = −5.49 * temperature + 90.7, r2 = 0.75, F(1,6) = 18.32,
p = 0.005), and (b) cumulative daily temperature in 2012 (gray)
and 2013 (black) during the 21 days post‐hatching (time to
fledge = −0.013 * cumulative temperature + 45.91, r2 = 0.40,
F(1,16) = 10.69, p = 0.005) The breeding success of godwits was intensively monitored annu-
ally between 2001–2003 and 2005, and 2010–2013, with 11 study
sites in South Iceland being surveyed 1–2 times per week during
the breeding season (Supporting Information Table S1). For each
godwit nest found, the incubation stage of the clutch (all eggs)
was measured using standard egg floatation method, allowing the
laying date (day when the last egg was laid) and hatch date to
be estimated. Categorical classification following (Liebezeit et al.,
2007) was adapted to our study species (Supporting Information
Table S2): firstly the average length of incubation was determined
in successfully hatched nests which were found during egg‐laying
(22.7 days ±0.3 SE, n = 7); then two additional floatation levels
were added to the five described in Figure 2 of Liebezeit et al. (2007) to allow greater accuracy during the later stages of incuba-
tion, based on field observations (J. A. Alves, personal observa-
tion). When eggs of the same clutch varied in incubation stage,
the middle value between categories (in days) was assigned to
the clutch. Every nest was visited regularly, and successful nests
were revisited at the estimated hatching date in order to cap-
ture and mark chicks and adults with individual combinations of
color‐rings. Vegetation height around the rim of the nest cup was
quantified when nests were first located, using a tape measure at
four equidistant points from the center of the nest, and also at 15
randomly located points in the vicinity of the nests (within 100 m)
throughout the breeding season (May to July) in 2011–2013. 2.3 | Data analyses The influence of temperature on annual variation in mean godwit lay-
ing dates across the 11 study areas in South Iceland was explored in
regression analyses using (a) mean June temperature (the month in
which the majority of godwit clutches are laid; although some clutches
were laid during the last week of May, temperatures during late May
and June were very strongly correlated (rs = 0.87, n = 8, p < 0.005) in
these years) and (b) mean daily temperature during the laying period
(from the laying date of the first nest to the laying date of the last nest
located) in each year. The former analysis facilitated use of histori-
cal mean June temperatures in subsequent analyses while the latter
ensured that the patterns were consistent with more highly resolved
temperature data which are not available for the historical time series. Mean temperature was chosen as predictor of laying dates as this pa-
rameter is strongly related to the growth rates of grasses in Iceland
(Thorvaldsson et al., 2005). Temperature data were recorded at the
closest weather monitoring station (Eyrarbakki, 63°52′N, 21°09′W;
which is within 7.5 km of all the nests found and broods tracked). 2.2.2 within 1–2 days of chick hatching (J. A. Alves, personal observation,
25 June & 3 July 2012). Models of the length of the pre‐fledging
period were constructed both including and excluding these two
families. Brood mortality was defined as two consecutive failures to
relocate tagged families (at 2 and 4 days) after the last confirmed ob-
servation (when adults still displayed aggressive defensive behavior). When families were not located at the last known position, scans for
tag transmissions were taken at vantage points (minimum of 3) in
a triangular shape surrounding the last known position and cover-
ing a range of more than 1 km from that position (a distance that
exceeds the distance over which godwit broods have been recorded
moving; Kentie, Hooijmeijer, Trimbos, Groen, & Piersma, 2013; J. A. Alves, personal observation). Godwit chicks typically fledge at
~25 days (Kentie et al., 2013); however, some families fledged young
prior to that age and, for these, visual confirmation of at least one of
the fledged young was attained by reading its individual color‐ring
combination. To explore the potential influence of temperature changes in recent
decades on recruitment rates in the Icelandic godwit population,
average monthly temperatures were extracted from the Icelandic
Meteorological Office (available at www.vedur.is) for 14 lowland
areas around Iceland in which the average year of colonization by
godwits during the past century had previously been compiled
(Supporting Information Table S3; Figure 1). The average year of
colonization has been reconstructed by collating reports and re-
cords of new breeding species within each lowland basin provided
by local residents which are encouraged by and submitted to the
Icelandic Institute of Natural History (see details in Gunnarsson,
Gill, Petersen, et al., 2005b; Supporting Information Table S3). None
of the weather stations provided temperature data prior to 1949
(Supporting Information Table S3). et al., 2006b), allowing recruitment to the wintering or subsequent
breeding population (i.e., any record after the first autumn period)
of the color‐marked chicks to be established. As the vast majority
of godwit recruits were first recorded within their first 2 years of
life (mean no. of years to first observation = 1.5 ± 2.1 SD, N = 394),
comparison of chicks that recruited (observed after the first autumn
migration period) or did not (never recorded since ringing) was re-
stricted to chicks ringed up to and including the summer of 2011
and using sightings up to and including those in summer 2013. More
recently ringed individuals (since 2012) that may not yet have been
observed in the breeding or nonbreeding sites at the time when this
analysis was executed were excluded. TA B LE 1 Results of binomial GLMMs of: (a) the influence of
hatching date on the probability of Icelandic black‐tailed godwit
chicks recruiting to the wintering population; (b) the effect of laying
date on daily nest survival probabilities Estimate
SE
z value
p
(a)
Intercept
2.53
0.62
4.05
<0.001
Hatch date
−0.04
0.01
−4.55
<0.001
(b)
Intercept
−2.71
0.46
−5.9
<0.001
Lay date
−0.01
0.01
−0.55
0.58
Annual variation (in a and b) is included as random factor (see methods
for details). Significant effects are highlighted in bold. Annual variation (in a and b) is included as random factor (see methods
for details). Significant effects are highlighted in bold. 2.1.2 | Length of the pre‐fledging period In 2012 and 2013, 32 godwit families were tracked during chick‐
rearing, from hatching to fledging (n = 18) or brood loss (n = 14). The
length of the pre‐fledging period could therefore be measured for
18 families (nine in each year). For each family, one of the adults
was captured using either a nest‐trap or a hand‐held net‐gun (details
in Edwards & Gilchrist, 2011) and fitted with an individual combi-
nation of color‐rings and a back‐mounted radio‐tag weighing 2.4 g
with a 1.5‐month lifespan (PIP3, Ag393 Biotrack Ltd). The position
of each radio‐tagged individual was recorded every two days using
a hand‐held Yagi antenna and receiver (Sika, Biotrack Ltd) and a
GPS (eTrex Garmin). Exact hatch dates were unknown for the two
broods of adults trapped with the net‐gun, but the highly aggressive
behavior of the adults (adult godwits stay very close to their chicks
and defend them during the pre‐fledging period, Gunnarsson, Gill,
Petersen, et al., 2005b) indicated that these had both been captured 2368 ALVES et al. ALVES et al. 3.1 | Effects of temperature on the phenology of
breeding season events response variable. Cumulative temperature was considered a proxy
of time available for chicks to forage, as low temperatures often re-
quire parental brooding thus reducing foraging time. As cumulative
temperatures will inevitably be higher for chicks that take longer to
fledge, we restricted the calculation of cumulative temperatures to
the first 21 days after hatching (the age at which the earliest brood
fledged). Icelandic godwits lay their clutches earlier and rear their chicks faster
when temperatures are warmer (Figure 2). In years with warmer mean
June temperatures (~11°C, Figure 2a), laying dates are ~11 days earlier
than in colder years (~9°C, Figure 2a). These patterns are also appar-
ent when using mean daily temperature during the sampled laying pe-
riods in each year (measured as the mean daily temperature between
the start and end of laying; laying date = −3.07 * temperature + 66.90,
r2 = 0.67, F(1,6) = 12.28, p = 0.013). The estimation of laying dates
using categorical data for large waders has a reported absolute mean
(± SE) deviation ranging from 0.2 (± 0.2) to 2.5 (± 0.5) days (Liebezeit
et al., 2007); however, there is no reason to expect systematic an-
nual bias in this error and the measured differences in laying dates
are considerably larger than the associated error (Figure 2a). Broods
that experienced warmer cumulative daily mean temperatures dur-
ing the pre‐fledging period also had significantly shorter pre‐fledging
periods (Figure 2b). This relationship persisted when the two broods
with unknown hatching date were excluded (time to fledge = −0.011
* cumulative temperature + 43.53, r2 = 0.31, F(1,14) = 6.28, p = 0.025). To estimate the seasonal effect of laying date on nest survival,
we used a formulation of Mayfield's method (Mayfield, 1961, 1975)
as a logistic model and a logit link function (Crawley, 2007) in which
success or failure over a given number of days (as a binary variable)
was modeled with the number of days over which the nest was
monitored as the binomial denominator (Aebischer, 1999; Morrison,
Robinson, Leech, Dadam, & Toms, 2014), laying date as a predic-
tor and year as a random effect. For predated nests, the number
of exposure days was considered to be the mid‐point between the
maximum and minimum possible number of exposure days, given the
timing of nest visits. 3.1 | Effects of temperature on the phenology of
breeding season events In order to investigate the effect of hatch date on the probabil-
ity of recruiting into the wintering population, and as the data were
too over‐dispersed for a capture‐mark‐recapture analysis, we con-
structed a GLMM with binomial error distribution and a logit link
function (Crawley, 2007), with recruited (observed after the first au-
tumn migration) or not (not recorded since ringing) as the response
variable, hatch date as a fixed factor and year of capture as random
factor. Variation in resighting probability of marked juveniles is not
included in these analyses but systematic variation in resighting
probability in relation to hatch date is unlikely. 2.2.1 | Determining recruitment rates In addition to the chicks marked at the 11 study sites (see above),
Icelandic godwit chicks have been caught, measured, and individu-
ally color‐ringed at locations all around Iceland since 1999 (n = 966;
yearly average = 69 ± 56.2 SD). The majority of these chicks were
captured, marked, and measured (mass to nearest 0.5 g using a spring
balance or a digital scale) after leaving the nest and so their age was
unknown. As very few chicks are repeatedly recaptured during the
pre‐fledging period, we used a previously published growth curve
established for this species (Beintema & Visser, 1989) to estimate
the age of each chick at capture (and thus hatch date, used in the
model below) from their body mass at capture. Although uncertainty
in age estimation increases with body mass (Kentie et al., 2013), the
vast majority (>75%) of the chicks in this study weighed 150 g or less
at ringing. A network of hundreds of volunteer observers regularly
report observations of color‐ringed Icelandic godwits from across
the migratory range (Alves et al., 2013; Gunnarsson, Gill, Atkinson, To explore the effect of temperature on the length of the chick‐
rearing period, we calculated the daily cumulative temperature sum
since hatching for each brood and used this as a predictor in a regres-
sion model with the length of the pre‐fledging period (days) as the ALVES et al. 2369 FI G U R E 3 Variation in the probability (solid line ± SE, dashed
lines) of Icelandic godwit chicks recruiting to the wintering or
subsequent breeding population in relation to their hatch date which temperature data were not available were not included in this
analysis. We then used the relationships established between (a) local
temperature and hatch dates, and (b) hatch dates and recruitment
probability, to estimate the magnitude of change in recruitment
probabilities for the breeding areas during the decades following
colonization, given average June temperatures in each area in each
decade (see Supporting Information for details). These estimates
conservatively assume that the relationships between temperature
and timing of breeding season events are consistent at the lower
temperatures that occur elsewhere in lowland Iceland. All analyses
were performed in R 2.15.0 (R Development Core Team, 2011). 2.2.1 | Determining recruitment rates FI G U R E 3 Variation in the probability (solid line ± SE, dashed
lines) of Icelandic godwit chicks recruiting to the wintering or
subsequent breeding population in relation to their hatch date | TA B LE 2 Results of a GLM of variation in mean June
temperatures over five decades (1950s–1990s) in 14 breeding areas
around Iceland colonized in different years 3.3 | The influence of temperature, phenology and
demography on range expansion df
F
p
Estimate (± SE)
Colonization year
1
81.66
<0.001
−0.06 (±0.01)
Decade
4
3.88
0.008
Col. year*Decade
53
0.68
0.609
Error
62
Significant effects are highlighted in bold. The sequence of colonization of lowland areas around Iceland
by breeding godwits over the last century follows a tempera-
ture gradient, with warmer areas being colonized first (Table 2;
Figure 4a), and godwit chicks hatch earlier in regions that were
colonized first (F4,686 = 12.8, p < 0.001; Figure 4b; Supporting
Information Table S3). Following relatively warm average June
temperatures in the nine areas around Iceland with available
temperature data in the 1950s (and when few sites had been
colonized; Figure 1), subsequent temperatures were lower in
the 1960s but have generally increased since then (Table 2;
Figure 4c). Significant effects are highlighted in bold. Significant effects are highlighted in bold. SE) of chicks hatched early (before day 57), indicating the substantial
effect that early hatching can have on the overall numbers of chicks
recruiting from warmer than colder years. SE) of chicks hatched early (before day 57), indicating the substantial
effect that early hatching can have on the overall numbers of chicks
recruiting from warmer than colder years. 3.2 | Effect of breeding season temperatures and
phenology on demography For Icelandic godwit chicks, the probability of successfully recruit-
ing to the wintering population is strongly influenced by hatch date
(Table 1a). Chicks hatched during the first two weeks of June (before
day 47 on Figure 3) have, on average, >60% probability of recruiting,
whereas those hatching after 12 July (day 73 on Figure 3) have, on
average, <35% probability of recruiting. The benefits of early lay-
ing in warmer years could be reduced if hatching success was lower
early in the season, but we found no seasonal effect of laying date
on daily nest survival (Table 1b). In colder years (2001, 2011), when
average June temperatures were below 9.5°C, the mean percent of
chicks hatched before day 57 (when recruitment probability exceeds
50%, Figure 3) was 45% (± 1 SE). By contrast, in warmer years (aver-
age June temperature≥11°C; 2010, 2012), an average of 64% (± 5 Over the last century, godwits have expanded into progressively
colder regions of Iceland. Regional variation in chick hatch dates
were explored with an ANOVA test, and rates of spring tempera-
ture change during the population expansion in colonized areas were
explored in a GLM, with mean decadal June temperature modeled
as function of decade (1950s to 1990s), mean year of colonization
(from Gunnarsson, Gill, Newton, et al., 2005a), and their interaction. Areas colonized by Icelandic godwits during the past century but for 2370 ALVES et al. 3.3 | The influence of temperature, phenology and
demography on range expansion FI G U R E 4 Variation in mean (± SE): (a) June temperature in 14 lowland areas in Iceland colonized by godwits during the second half
of the 20th century (lowland areas colonized in different decades colored as in Figure 1; see Supporting Information Table S3 for details
of temperature ranges); (b) hatch dates (ordinal days since 1st of May) of godwit chicks between 1999 and 2011 across regions of Iceland
for which temperature and colonization dates are available (number of chicks per region given within bars and bar color reflects the
predominant decade of colonization within each region); (c) June temperatures in five decades during the range expansion period (see
Table 2 for statistics); and (d) the potential consequences of spatial and annual variation in June temperatures and chick hatch dates for
estimated annual recruitment probability in areas colonized in different decades (number of areas with available temperature data shown
in parentheses, details in Supporting Information Table S3) during the 1960s (light gray bars), 1970s (gray bars), 1980s (dark gray bars), and
1990s (black bars) across Iceland FI G U R E 4 Variation in mean (± SE): (a) June temperature in 14 lowland areas in Iceland colonized by godwits during the second half
of the 20th century (lowland areas colonized in different decades colored as in Figure 1; see Supporting Information Table S3 for details
of temperature ranges); (b) hatch dates (ordinal days since 1st of May) of godwit chicks between 1999 and 2011 across regions of Iceland
for which temperature and colonization dates are available (number of chicks per region given within bars and bar color reflects the
predominant decade of colonization within each region); (c) June temperatures in five decades during the range expansion period (see
Table 2 for statistics); and (d) the potential consequences of spatial and annual variation in June temperatures and chick hatch dates for
estimated annual recruitment probability in areas colonized in different decades (number of areas with available temperature data shown
in parentheses, details in Supporting Information Table S3) during the 1960s (light gray bars), 1970s (gray bars), 1980s (dark gray bars), and
1990s (black bars) across Iceland ALVES et al. ALVES et al. 2371 | 2 The changes in June temperatures around Iceland since the
1950s (Figure 4a,c) can be used to assess the potential magnitude
of temperature‐driven variation in hatch dates and recruitment of
Icelandic godwits. 3.3 | The influence of temperature, phenology and
demography on range expansion In every decade, the areas of Iceland that were
colonized during the 1950s were warmest and estimated recruit-
ment is therefore consistently highest in these areas (Figure 4d). In
the 1990s, when all areas had been colonized, recruitment probabil-
ity was estimated to be highest in the earlier occupied (warmer) areas
and lowest in the most recently colonized (colder) areas (Figure 4d—
black bars). Rapid warming between the 1980s and 1990s (Figure 4c)
could potentially therefore have driven a widespread increase in re-
cruitment rates of up to ~3.0% (Figure 4d) across most of lowland
Iceland during this later decade (with the exception of areas colo-
nized during the 1960s, for which temperature data in the 1990s are
only available for one site). Warming temperatures facilitating earlier
nesting and associated increases in chick recruitment therefore have
the potential to have contributed quite substantially to the post‐col-
onization population growth around Iceland. 4.1 | Effect of temperature on timing of breeding
season events The timing of nest laying and the length of the pre‐fledging pe-
riod varied in relation to temperature, with warmer conditions
being associated with earlier and shorter breeding periods. In this
system, mean laying dates varied by ~11 days between the warm-
est (11.2°C, estimated laying = 29.2 ± 2.7 days) and coldest years
(9.2ºC, estimated laying = 40.2 ± 2.7 days), and this was the domi-
nant driver of annual variation in mean hatching dates. In contrast,
the lengths of pre‐fledging period varied by ~3.6 days between
the warmest and coldest years. The annual variation in nest laying
dates could be also influenced by carry‐over effects of adult pre‐
breeding condition, nesting site availability, or suitability of con-
ditions for chick‐rearing. Icelandic godwits are known to migrate
with sufficient reserves (Alves et al., 2012) and typically arrive in
Iceland 2–3 weeks before nest initiation (Gill et al., 2014). This sub-
stantial amount of time to improve body condition prior to nesting
may reduce the effects of any carry‐over from winter conditions
(Harrison, Blount, Inger, Norris, & Bearhop, 2011). However, faster
vegetation growth rates in warmer springs may facilitate earlier
nesting because Icelandic godwits are among the largest‐bodied
nest‐concealing species of their family (Cramp & Simmons, 1983)
and, while average vegetation height in the vicinity of godwit nests
on our study areas was ~9–10 cm by mid May, godwit nests have on
average a vegetation height of 23.3 cm (±1.2 SE, n = 45). The spring
onset and rate of growth of the grasses and sedges in these wet-
lands are positively influenced by warm temperatures, particularly
by the length of warm periods (Thorvaldsson et al., 2005). Thus,
in years with warmer average temperatures, vegetation will reach
suitable heights faster, removing potential limitations on nesting
site availability (i.e., patches with tall enough vegetation to con-
ceal nests), which may allow godwits to nest earlier than in colder
years. In addition to suitable vegetation heights for nesting, food
resources for chicks are also likely to be more abundant earlier (and
generally) in warmer years (Tulp & Schekkerman, 2008), and this
association may also contribute to the success of early breeding
attempts. 4 | DISCUSSION Phenological changes in response to changing climatic conditions
have been widely reported across many taxa in recent years, but
the evidence for population‐level consequences of these shifts for
free‐ranging species varies considerably (e.g., Both et al., 2006;
Wright et al., 2009). Although climate‐driven changes in phenol-
ogy may have little effect on population‐level processes in some
cases (Dunn & Møller, 2014; Reed, Grøtan, et al., 2013a), pheno-
logical changes that influence demography have the potential to
alter population and range size, particularly if these changes facili-
tate local population growth and range expansion into previously
unoccupied areas in which density‐dependent constraints may be
weak (McLean et al., 2016). Icelandic black‐tailed godwits have
colonized and become established in breeding locations around
lowland Iceland over the last century, concomitant with decades of
sustained warming. In south Iceland, earlier nesting occurs in years
with warmer temperatures, resulting in advances in hatching dates. As early hatching confers substantial increases in chick recruitment
probability, the widespread temperature increases around Iceland
may have contributed substantially to the sustained population
increase and range expansion of Icelandic godwits during the last
century, if the temperature effects on breeding phenology occur
throughout the range. As godwits conceal their nests from preda-
tors in tall vegetation, more rapid vegetation growth in recent
decades in response to warming could have facilitated earlier (and
perhaps more successful) nesting across the breeding range. Given
the consistently high adult survival rates and philopatry of godwits
(Alves et al., 2013; Gill et al., 2001; Gunnarsson, Sutherland, Alves,
Potts, & Gill, 2012), increases in recruitment rates as a consequence
of earlier nesting are likely to have contributed substantially to the
post‐colonization establishment and growth of local populations
around Iceland. Phenological changes in response to changing climatic conditions
have been widely reported across many taxa in recent years, but
the evidence for population‐level consequences of these shifts for
free‐ranging species varies considerably (e.g., Both et al., 2006;
Wright et al., 2009). Although climate‐driven changes in phenol-
ogy may have little effect on population‐level processes in some
cases (Dunn & Møller, 2014; Reed, Grøtan, et al., 2013a), pheno-
logical changes that influence demography have the potential to
alter population and range size, particularly if these changes facili-
tate local population growth and range expansion into previously
unoccupied areas in which density‐dependent constraints may be
weak (McLean et al., 2016). 4.2 | Cascading effects of temperature‐mediated
phenological changes on demography and distribution The ~11‐day delay in hatch dates re-
sulting solely from laying dates in warm and cold years equates to
a difference in recruitment probability of ~10% (Figure 3), with the
additional benefits of earlier fledging in warmer years likely contrib-
uting to the higher probability of recruitment. The decline in recruit-
ment probability with hatch date means that in cold years, when
most nests are laid late, very few chicks are likely to recruit to the
adult population. For example, in 2011, the coldest year recorded
during our study, only ~10% of 101 ringed chicks recruited into the
wintering population. Benefits of early hatching for recruitment
are likely to be manifest through advantages associated with suc-
cessful and early fledging, such as increased time to improve body
condition prior to migration, increased probability of traveling in
adult‐dominated migratory flocks, and earlier departure for winter
grounds allowing more time in which to select a favorable winter-
ing location (Alves et al., 2013; Gunnarsson, 2006). Given that adult
survival is relatively high (0.91 ± 0.02 SE) and with little annual vari-
ability (Alves et al., 2013), recruitment into the adult population is
likely to be a major driver of population growth. Positive associa-
tions between temperature and productivity have been reported in
migratory common sandpiper Actitis hypoleucos but these appear to
have been offset by declines in adult survival rates (Pearce‐Higgins,
Yalden, Dougall, & Beale, 2009). Iceland's position in the North Atlantic, between the Atlantic and
Arctic oceans, means that the south and west of the country typi-
cally experience warmer temperatures than the north and east. Over
the last century, the godwit breeding range has expanded from the
warmer south and west regions to colonize new sites in the north
and east (Gunnarsson, Gill, Petersen, et al., 2005b). Estimated re-
cruitment probability is consistently higher in traditionally occupied
areas (Figure 4d), primarily as a consequence of the earlier laying
and hatching that is possible in these warmer areas (Figure 4b),
and potential additional benefits of early fledging. The estimations
of recruitment probability assume that the relationships between
temperature and timing of breeding season events persist at lower
temperatures than those recorded on our study sites. 4.2 | Cascading effects of temperature‐mediated
phenological changes on demography and distribution 4.2 | Cascading effects of temperature‐mediated
phenological changes on demography and distribution Increased recruitment in new areas could also be influenced by
increases in food resources or habitat availability, or by reduced lev-
els of nest predation. During the early 19th century, both avian and
terrestrial nest predator species increased in Iceland, with gull (Larus
fuscus and L. argentatus) and owl (Asio flameus) species colonizing
the country in ~1920 to 1930 and increasing in numbers until ~1990
to 2010 (Skarphéðinsson, Katrínardóttir, Guðmundsson, & Auhage,
2016), and mink (Mustela vision) spreading around the country after
escaping captivity in 1937 (Bonesi & Palazon, 2007). Population
trends of native nest predators as raven (Corvus corax) and arctic
skua (Stercorarius parasiticus) are unknown, but arctic foxes (Vulpes
lagopus) which declined in the 1960s, have increased since to
numbers above those recorded in the late 1950s (Unnsteinsdottir,
Hersteinsson, Pálsson, & Angerbjörn, 2016). For species breeding
at the northern and colder areas of the distribution range, warming
temperatures likely relax environmental constraints (e.g., vegetation
growth, food abundance) and can positively influence productivity
and population growth. The range expansion in this system could
have been driven by increased productivity and continuous dispersal
from traditionally colonized areas and/or by increased productivity
within newly colonized areas. Given the high levels of natal philo-
patry in waders, and specifically in this population (Gunnarsson et
al., 2012), it seems likely that improved breeding conditions follow-
ing colonization of these areas have contributed substantially to the
population increase, particularly given the consistently high adult
survival rates in this population in recent decades (Alves et al., 2013). Although some recent studies report that climate‐driven changes in
phenology might not always lead to population‐level consequences
(Dunn & Møller, 2014; Reed, Jenouvrier, et al., 2013b), in Icelandic
godwits the links between temperature effects on breeding phenol-
ogy and subsequent juvenile recruitment may be apparent because
they have occurred during a phase of population expansion and col-
onization of previously unoccupied breeding areas, in which density‐
dependent constraints on growth are likely to have been relatively
weak (McLean et al., 2016). Overall, the additive effects of an ~11‐day difference in timing of
laying, and a ~3.6‐day difference in pre‐fledging period can result in
an average difference of up to ~14.6 days at fledging between warm
(~11°C) and cold (~9°C) years. 4 | DISCUSSION Icelandic black‐tailed godwits have
colonized and become established in breeding locations around
lowland Iceland over the last century, concomitant with decades of
sustained warming. In south Iceland, earlier nesting occurs in years
with warmer temperatures, resulting in advances in hatching dates. The pre‐fledging period of godwits was slightly longer in colder
temperatures. Variation in the length of the pre‐fledging period is a
function of chick growth rate, which is also influenced by tempera-
ture, with the sum of daily temperature during the pre‐fledging pe-
riod likely to provide a proxy for chick foraging time. At low ambient
temperatures, wader chicks need to be brooded by their parents
for longer (Schekkerman & Boele, 2009), which can limit foraging
opportunities and result in depressed growth rates and, in extreme
cases, death by starvation (Beintema & Visser, 1989). Greater abun-
dance of invertebrate prey resources for chicks in warmer conditions
(Halldórsson et al., 2013) is also likely to translate into faster chick
growth rates (Eglington et al., 2010). In addition, the trade‐off in al-
locating resources between somatic growth and body temperature
(Price & Dzialowski, 2018) is likely more biased toward the latter in
colder years. 2372 ALVES et al. suggesting a contribution of warming‐driven changes in recruitment
to the population expansion. ACKNOWLEDGMENTS States of America, 105, 14908–14912. https://doi.org/10.1073/
pnas.0803506105 States of America, 105, 14908–14912. https://doi.org/10.1073/
pnas.0803506105 We thank Lilja Jóhannesdóttir, Borgný Katrínardóttir, Verónica
Méndez, Sara Pardal, Juan Carlos Illera, Graham Appleton and Ruth
Croger for help in the field, Catriona Morrison and Maria Dias for help
with analyses, members of Farlington Ringing Group for chick ring-
ing in Iceland and volunteer observers across the range for reporting
ringed godwits. Funding was provided by NERC (NE/H008527/1),
Arcadia, The Icelandic Research Fund (130412‐051) and FCT (SFRH/
BPD/91527/2012). The Icelandic Meteorological Office provided
the temperature data. Beintema, A. J., & Visser, G. H. (1989). The effect of weather on the time
budgets and development of chicks of meadow birds. Ardea, 77,
181–192. Bonesi, L., & Palazon, S. (2007). The American mink in Europe: Status,
impacts, and control. Biological Conservation, 134, 470–483. https://
doi.org/10.1016/j.biocon.2006.09.006 doi.org/10.1016/j.biocon.2006.09.006 Both, C., Bouwhuis, S., Lessells, C. M., & Visser, M. E. (2006). Climate
change and population declines in a long‐distance migratory bird. Nature, 441, 81–83. https://doi.org/10.1038/nature04539 Chen, I.‐C., Hill, J., Ohlemüller, R., Roy, D., & Thomas, C. (2011). Rapid
range shifts of species associated with high levels of climate warming. Science, 333, 1024–1026. https://doi.org/10.1126/science.1206432 Chuine, I. (2010). Why does phenology drive species distribution? Philosophical Transactions of the Royal Society of London. Series
B, Biological Sciences, 365, 3149–3160. https://doi.org/10.1098/
rstb.2010.0142 CONFLICT OF INTEREST None declared. Cramp, S., & Simmons, K. E. L. (1983). Birds of the Western Palearctic. Oxford, UK: Oxford University Press. AUTHORS' CONTRIBUTIONS Crawley, M. J. (2007). The R book. Chichester, UK: John Wiley & Sons Ltd. Dunn, P. O., & Møller, A. P. (2014). Changes in breeding phenology and
population size of birds (ed S Griffith). Journal of Animal Ecology, 83,
729–739. https://doi.org/10.1111/1365-2656.12162 JAA, JAG, TGG and WJS formulated the idea and designed the re-
search program. JAA, TGG, JAG and PMP collected and compiled the
data. JAA developed the analysis with support from JAG. JAA, JAG
and TGG wrote the article with contributions from WJS. Edwards, D. B., & Gilchrist, H. G. (2011). A new means to catching shore-
birds: The Super Talon Net Gun. Wader Study Group Bulletin, 118,
134–136. Eglington, S. M., Bolton, M., Smart, M. A., Sutherland, W. J., Watkinson,
A. R., & Gill, J. A. (2010). Managing water levels on wet grasslands to
improve foraging conditions for breeding northern lapwing Vanellus
vanellus. Journal of Applied Ecology, 47, 451–458. ORCID José A. Alves
https://orcid.org/0000-0001-7182-0936
Tómas G. Gunnarsson
https://orcid.org/0000-0001-7692-0637
William J. Sutherland
https://orcid.org/0000-0002-6498-0437
Jennifer A. Gill
https://orcid.org/0000-0003-0167-6857 José A. Alves
https://orcid.org/0000-0001-7182-0936
Tómas G. Gunnarsson
https://orcid.org/0000-0001-7692-0637
William J. Sutherland
https://orcid.org/0000-0002-6498-0437
Jennifer A. Gill
https://orcid.org/0000-0003-0167-6857 Gill, J. A., Alves, J. A., Sutherland, W. J., Appleton, G. F., Potts, P. M., &
Gunnarsson, T. G. (2014). Why is timing of bird migration advancing
when individuals are not? Proceedings. Biological sciences/The Royal
Society, 281, 20132161. https://doi.org/10.1098/rspb.2013.2161 Gill, J. A., Hatton, L., & Potts, P. M. (2002). Black‐tailed Godwit. In C. V. Wernham, M. P. Toms, J. H. Marchant, J. A. Clark, G. M. Siriwardena, & S. R. Baillie (Eds.), The Migration Atlas: Movements
of the birds of Britain and Ireland (pp. 323–325). London, UK: T &
A D Poyser. DATA ACCESSIBILITY All data used in this manuscript are presented in the figures and sup-
porting information. Einarsson, M. Á. (1984). Climate of Iceland. In H. van Loon (Ed.), World sur-
vey of climatology: Climates of the oceans (pp. 673–697). Amsterdam:
Elsevier. Gaillard, J.‐M., Hewison, A. J. M., Klein, F., Plard, F., Douhard, M.,
Davison, R., & Bonenfant, C. (2013). How does climate change in-
fluence demographic processes of widespread species? Lessons
from the comparative analysis of contrasted populations of roe
deer. EcologyLetters, 16(Suppl. 1), 48–57. https://doi.org/10.1111/
ele.12059 4.2 | Cascading effects of temperature‐mediated
phenological changes on demography and distribution These as-
sumptions are likely to be conservative, as colder conditions may
well delay nesting even more than a linear extrapolation of Figure 2a,
and it is extremely unlikely that laying dates would advance at such
temperatures. Population size estimates for Icelandic godwits on the
wintering grounds are available for the United Kingdom since the
late 1970s, through the British Trust for Ornithology Wetland Bird
Survey. The lack of change in estimated recruitment rates between
the 1970s and 1980s, followed by widespread increases from the
1980s to the 1990s, matches counts on the UK wintering grounds,
where a period of stability in the 1980s was followed by a sustained
increase in numbers during the 1990s (Holt et al., 2015), again Identifying the mechanisms through which environmental
changes influence population size and distribution is key to predict-
ing the future status of species and designing appropriate conserva-
tion strategies (McLean et al., 2016). The phenological changes that
are being widely recorded across taxa at present have the potential
to influence fitness and may therefore be a key component of many
of the demographic and range shifts being reported. Projections of
future distributions of species rely largely on associations between
their current distribution and the climatic conditions that they expe-
rience, but these associations are often weak (Beale et al., 2008), and
lack the mechanistic basis required for robust predictions (Norris,
2004). Understanding relationships between phenology and fitness,
the environmental processes that underpin these relationships, and
the conditions in which these changes can influence population dy-
namics and distribution are likely to greatly improve projections of
future distributions of species. ALVES et al. 2373 Managing threatened species: The ecological
toolbox,
evolutionary
theory
and
declining‐population
par-
adigm. Journal of Applied Ecology, 41, 413–426. https://doi. org/10.1111/j.0021-8901.2004.00910.x Gunnarsson, T. G., Gill, J. A., Potts, P. M., Atkinson, P. W., Croger, R. E.,
Gélinaud, G., … Sutherland, W. J. (2005c). Estimating population size
in Black‐tailed Godwits Limosa limosa islandica by colour‐marking. Bird Study, 52, 153–158. Ozgul, A., Childs, D. Z., Oli, M. K., Armitage, K. B., Blumstein, D. T., Olson,
L. E., … Coulson, T. (2010). Coupled dynamics of body mass and pop-
ulation growth in response to environmental change. Nature, 466,
482–485. https://doi.org/10.1038/nature09210 Halldórsson, G., Sigurdsson, B. D., Hrafnkelsdóttir, B., Oddsdóttir, E. S.,
Eggertsson, Ó., & Ólafsson, E. (2013). New arthropod herbivores on
trees and shrubs in Iceland and changes in pest dynamics: A review. Icelandic Agricultural Sciences, 26, 69–84. Parmesan, C. (2006). Ecological and evolutionary responses to re-
cent climate change. Annual Review of Ecology, Evolution, and
Systematics,
37,
637–669. https://doi.org/10.1146/annurev. ecolsys.37.091305.110100 Hansen, B. B., Aanes, R., Herfindal, I., Kohler, J., & Sæther, B.‐E. (2011). Climate, icing, and wild arctic reindeer: Past relation-
ships and future prospects. Ecology, 92, 1917–1923. https://doi. org/10.1890/11-0095.1 Parmesan, C., & Yohe, G. (2003). A globally coherent fingerprint of cli-
mate change impacts across natural systems. Nature, 421, 37–42. https://doi.org/10.1038/nature01286 Harrison, X. A., Blount, J. D., Inger, R., Norris, D. R., & Bearhop,
S. (2011). Carry‐over effects as drivers of fitness differences
in animals. Journal of Animal Ecology, 80, 4–18. https://doi. org/10.1111/j.1365-2656.2010.01740.x Pearce‐Higgins, J. W., Yalden, D. W., Dougall, T. W., & Beale, C. M. (2009). Does climate change explain the decline of a trans‐Saharan
Afro‐Palaearctic migrant? Oecologia, 159, 649–659. https://doi. org/10.1007/s00442-008-1242-4 Hickling, R., Roy, D. B., Hill, J. K., Fox, R., & Thomas, C. D. (2006). The
distributions of a wide range of taxonomic groups are expand-
ing polewards. Global Change Biology, 12, 450–455. https://doi. org/10.1111/j.1365-2486.2006.01116.x Pettorelli, N., Pelletier, F., von Hardenberg, A., Festa‐Bianchet, M., &
Côté, S. D. (2007). Early onset of vegetation growth vs. rapid green‐
up: Impacts on juvenile mountain ungulates. Ecology, 88, 381–390. https://doi.org/10.1890/06-0875 Hill, J. K., Thomas, C. D., Fox, R., Telfer, M. G., Willis, S. G., Asher, J.,
& Huntley, B. (2002). Responses of butterflies to twentieth cen-
tury climate warming: Implications for future ranges. Proceedings of
the Royal Society B: Biological Sciences, 269, 2163–2171. https://doi. org/10.1098/rspb.2002.2134 Post, E., & Forchhammer, M. C. (2008). Gunnarsson, T. G. (2006). Monitoring wader productivity during autumn
passage in Iceland. Wader Study Group Bulletin, 110, 21–29. Liebezeit, J. R., Smith, P. A., Lanctot, R. B., Schekkerman, H., Tulp, I.,
Kendall, S. J., … Zack, S. W. (2007). Assessing the development of
shorebird eggs using the flotation method: Species‐specific and gen-
eralized regression models. Condor, 109, 32–47. https://doi.org/10.1
650/0010-5422(2007)109[32:ATDOSE]2.0.CO;2 Gunnarsson, T. G., Gill, J. A., Appleton, G. F., Gíslason, H., Gardarsson, A.,
Watkinson, A. R., & Sutherland, W. J. (2006a). Large‐scale habitat as-
sociations of birds in lowland Iceland: Implications for conservation. Biological Conservation, 128, 265–275. 650/0010-5422(2007)109[32:ATDOSE]2.0.CO;2 Mayfield, H. F. (1961). Nesting success calculated from exposure. The
Wilson Bulletin, 73, 255–261. Gunnarsson, T. G., Gill, J. A., Newton, J., Potts, P. M., & Sutherland, W. J. (2005a). Seasonal matching of habitat quality and fitness in a mi-
gratory bird. Proceedings of the Royal Society of London B: Biological
Sciences, 272, 2319–2323. Mayfield, H. F. (1975). Suggestions for calculating nest success. The
Wilson Bulletin, 87, 456–466. McLean, N., Lawson, C. R., Leech, D. I., & van de Pol, M. (2016). Predicting
when climate‐driven phenotypic change affects population dynam-
ics. Ecology Letters, 19, 595–608. https://doi.org/10.1111/ele.12599 McLean, N., Lawson, C. R., Leech, D. I., & van de Pol, M. (2016). Predicting
when climate‐driven phenotypic change affects population dynam- Gunnarsson, T. G., Gill, J. A., Petersen, A., Appleton, G. F., & Sutherland,
W. J. (2005b). A double buffer effect in a migratory shorebird popu-
lation. Journal of Animal Ecology, 74, 965–971. ics. Ecology Letters, 19, 595–608. https://doi.org/10.1111/ele.12599 Morrison, C. A., Robinson, R. A., Leech, D. I., Dadam, D., & Toms, M. P. (2014). Using citizen science to investigate the role of productivity
in House Sparrow Passer domesticus population trends. Bird Study,
61, 91–100. Gunnarsson, T. G., Sutherland, W. J., Alves, J. A., Potts, P. M., & Gill,
J. A. (2012). Rapid changes in phenotype distribution during
range expansion in a migratory bird. Proceedings. Biological sci-
ences/The Royal Society, 279, 411–416. https://doi.org/10.1098/
rspb.2011.0939 Mustin, K., Sutherland, W. J., & Gill, J. A. (2007). The complexity of pre-
dicting climate‐induced ecological impacts. Climate Research, 35,
165–175. https://doi.org/10.3354/cr00723 Gunnarsson, T. G., Gill, J. A., Atkinson, P. W., Gélinaud, G., Potts, P. M.,
Croger, R. E., … Sutherland, W. J. (2006b). Population‐scale drivers
of individual arrival times in migratory birds. The Journal of Animal
Ecology, 75, 1119–1127. Norris, K. (2004). REFERENCES Aebischer, N. J. (1999). Multi‐way comparisons and generalized linear
models of nest success: Extensions of the Mayfield method. Bird
Study, 46, S22–S31. https://doi.org/10.1080/00063659909477228 Gill, J. A., Norris, K., Potts, P. M., Gunnarsson, T. G., Atkinson, P. W., &
Sutherland, W. J. (2001). The buffer effect and large‐scale popula-
tion regulation in migratory birds. Nature, 412, 436–438. https://doi. org/10.1038/35086568 Alves, J. A., Gunnarsson, T. G., Hayhow, D. B., Appleton, G. F., Potts, P. M., Sutherland, W., & Gill, J. A. (2013). Costs, benefits and fitness
consequences of different migratory strategies. Ecology, 94, 11–17. https://doi.org/10.1890/12-0737.1 Gill, J. A., Langston, R. H. W., Alves, J. A., Atkinson, P. W., Bocher, P.,
Vieira, N. C., … Piersma, T. (2007). Contrasting trends in two Black‐
tailed Godwit populations: A review of causes and recommenda-
tions. Wader Study Group Bulletin, 114, 43–50. Alves, J. A., Gunnarsson, T. G., Potts, P. M., Gélinaud, G., Sutherland, W. J., & Gill, J. A. (2012). Overtaking on migration: Does longer distance
migration always incur a penalty? Oikos, 121, 464–470. https://doi. org/10.1111/j.1600-0706.2011.19678.x Gordo, O. (2007). Why are bird migration dates shifting? A review of
weather and climate effects on avian migratory phenology. Climate
Research, 35, 37–58. https://doi.org/10.3354/cr00713 Amano, T., Smithers, R. J., Sparks, T. H., & Sutherland, W. J. (2010). A
250‐year index of first flowering dates and its response to tempera-
ture changes. Proceedings of the Royal Society B Biological Sciences,
277, 2451–2457. https://doi.org/10.1098/rspb.2010.0291 Guisan, A., Tingley, R., Baumgartner, J. B., Naujokaitis‐Lewis, I., Sutcliffe,
P. R., Tulloch, A. I. T., … Buckley, Y. M. (2013). Predicting species dis-
tributions for conservation decisions. Ecology Letters, 1424–1435. https://doi.org/10.1111/ele.12189 Beale, C. M., Lennon, J. J., & Gimona, A. (2008). Opening the climate en-
velope reveals no macroscale associations with climate in European
birds. Proceedings of the National Academy of Sciences of the United 2374 ALVES et al. Visser, M. E., Holleman, L. J. M., & Gienapp, P. (2006). Shifts in caterpil-
lar biomass phenology due to climate change and its impact on the
breeding biology of an insectivorous bird. Oecologia, 147, 164–172. https://doi.org/10.1007/s00442-005-0299-6 Schekkerman, H., & Boele, A. (2009). Foraging in precocial chicks of the
black‐tailed godwit Limosa limosa: Vulnerability to weather and prey
size. Journal of Avian Biology, 40, 369–379. Skarphéðinsson, K. H., Katrínardóttir, B., Guðmundsson, G. A., &
Auhage, S. N. V. (2016). Mikilvæg fuglasvæði á Íslandi.Fjölrit
Náttúrufræðistofnunar. Nr. 55 Walther, G.‐R., Post, E., Convey, P., Menzel, A., Parmesan, C., Beebee,
T. J. C., … Bairlein, F. (2002). Ecological responses to recent climate
change. Nature, 416, 389–395. https://doi.org/10.1038/416389a Thackeray, S. J., Sparks, T. H., Frederiksen, M., Burthe, S., Bacon, P. J.,
Bell, J. R., … Wanless, S. (2010). Trophic level asynchrony in rates
of phenological change for marine, freshwater and terrestrial en-
vironments. Global Change Biology, 16, 3304–3313. https://doi. org/10.1111/j.1365-2486.2010.02165.x Wright, L. J., Hoblyn, R. A., Green, R. E., Bowden, C. G. R., Mallord, J. W., Sutherland, W. J., & Dolman, P. M. (2009). Importance of climatic
and environmental change in the demography of a multi‐brooded
passerine, the woodlark Lullula arborea. Journal of Animal Ecology, 78,
1191–1202. Thorvaldsson, G., Björnsson, H., & Hermansson, J. (2005). The influence
of weather on early growth rate of grasses. Icelandic Agricultural
Studies, 4, 65–73. Climate change reduces repro-
ductive success of an Arctic herbivore through trophic mismatch. Philosophical Transactions of the Royal Society of London. Series B,
Biological Sciences, 363, 2369–2375. Price, E. R., & Dzialowski, E. M. (2018). Development of endothermy in
birds: Patterns and mechanisms. Journal of Comparative Physiology B,
188, 373–391. https://doi.org/10.1007/s00360-017-1135-0 Holt, C., Austin, G., Calbrade, N., Mellan, H., Hearn, R., Stroud, D., …
Musgrove, A. (2015). Waterbirds in the UK 2013/14: The Wetland Bird. Thetford: Survey. R Development Core Team. (2011). R: A language and environment for
statistical computing. Vienna, Austria: R Foundation for Statistical
Computing. Retrieved from https://www.R-project.org/ IPCC. (2007). Intergovernmental Panel on Climate Change: Fourth. Assessment Report. Jónsson, T. (2006). Hitafar á Íslandi eftir 1800 (Temperatures in Iceland
from 1800). www.vedur.is/loftslag/loftslag/fra1800/hitafar/. Reed, T. E., Grøtan, V., Jenouvrier, S., Sæther, B.‐E., & Visser, M. E. (2013a). Population Growth in a Wild Bird Is Buffered Against Phenological
Mismatch. Science, 340, 488–491. Kentie, R., Hooijmeijer, J. C. E. W., Trimbos, K. B., Groen, N. M., & Piersma, Kentie, R., Hooijmeijer, J. C. E. W., Trimbos, K. B., Groen, N. M., & Piersma,
T. (2013). Intensified agricultural use of grasslands reduces growth and
survival of precocial shorebird chicks (ed J Wilson). Journal of Applied
Ecology, 50, 243–251. https://doi.org/10.1111/1365-2664.12028 Reed, T. E., Jenouvrier, S., & Visser, M. E. (2013b). Phenological mismatch
strongly affects individual fitness but not population demography in
a woodland passerine. Journal of Animal Ecology, 82, 131–144. woodland passerine. Journal of Animal Ecology, 82, 131–144 Lane, J. E., Kruuk, L. E. B., Charmantier, A., Murie, J. O., & Dobson, F. S. (2012). Delayed phenology and reduced fitness associated with cli-
mate change in a wild hibernator. Nature, 489, 554–557. https://doi. org/10.1038/nature11335 Robinson, S. A. (2009). Introduction: Climate change biology at the ends of
the Earth‐International Polar year special issue. Global Change Biology,
15, 1615–1617. https://doi.org/10.1111/j.1365-2486.2009.01977.x Root, T. L., Price, J. T., Hall, K. R., Schneider, S. H., Rosenzweig, C., &
Pounds, J. A. (2003). Fingerprints of global warming on wild an-
imals and plants. Nature, 421, 57–60. https://doi.org/10.1038/
nature01333 Lebreton, J.‐D. (2011). The impact of global change on terrestrial
Vertebrates. Comptes Rendus Biologies, 334, 360–369. https://doi. org/10.1016/j.crvi.2011.01.005 ALVES et al. 2375 | SUPPORTING INFORMATION Tulp, I., & Schekkerman, H. (2008). Weather‐ and season‐related vari-
ation in the abundance of tundra arthropods: Hindcasting the ef-
fect of climate change on prey availability for arctic birds. Arctic, 61,
48–60. Additional supporting information may be found online in the
Supporting Information section at the end of the article. Unnsteinsdottir, E. R., Hersteinsson, P., Pálsson, S., & Angerbjörn,
A. (2016). The fall and rise of the Icelandic Arctic fox (Vulpes la-
gopus): A 50‐year demographic study on a non‐cyclic Arctic fox
population. Oecologia, 181, 1129–1138. https://doi.org/10.1007/
s00442-016-3635-0 How to cite this article: Alves JA, Gunnarsson TG, Sutherland
WJ, Potts PM, Gill JA. Linking warming effects on phenology,
demography, and range expansion in a migratory bird
population. Ecol Evol. 2019;9:2365–2375. https://doi. org/10.1002/ece3.4746 How to cite this article: Alves JA, Gunnarsson TG, Sutherland
WJ, Potts PM, Gill JA. Linking warming effects on phenology,
demography, and range expansion in a migratory bird
population. Ecol Evol. 2019;9:2365–2375. https://doi. org/10.1002/ece3.4746 Van der Jeugd, H. P., Eichhorn, G., Litvin, K. E., Stahl, J., Larsson, K., Vand
der Graaf, A. J., & Drent, R. H. (2009). Keeping up with early springs:
Rapid range expansion in an avian herbivore incurs a mismatch be-
tween reproductive timing and food supply. Global Change Biology,
15, 1057–1071. https://doi.org/10.1111/j.1365-2486.2008.01804.x
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УДК 004; 338.4 © Belarusian State University of Informatics and Radioelectronics, 2022 © Belarusian State University of Informatics and Radioelectronics, 2022 Abstract. E-commerce is one of the highly digitalized industries, which quickly changes the way people buy
products and use companies’ services. There are many countries in the world economy now that are trying to adapt
informational and communication technologies in various industries to stay competitive and use nowadays’ bene-
fits of the Internet, etc. The article considers the e-commerce in China – global leader in the industry. The content
of the Chinese e-commerce development foundation, as well as its characteristic features and trends are described. Moreover, recommendations on e-commerce development are given, in particular, for the Republic of Belarus. The novelty of the research conducted lies in the fact that it is the first in the Belarusian practice, which is based
on a large array of factual data, and reflects comprehensive analysis of the current state of the Chinese e-commerce,
the prerequisites for its rapid development over the past decade and its prospects in the foreseeable future. Keywords: e-commerce, informational and communication technologies, online sale, special economic zone,
online store. Conflict of interests. The authors declare no conflict of interests. For citation. Vlasenko A. A., Goloventchik G. G. E-Commerce of China: its Reasons for Success and Current
Development Trends. Digital Transformation. 2022; 28 (4): 43–52. itation. Vlasenko A. A., Goloventchik G. G. E-Commerce of China: its Reasons for Success and Curre
lopment Trends. Digital Transformation. 2022; 28 (4): 43–52. E-COMMERCE OF CHINA: ITS REASONS FOR SUCCESS
AND CURRENT DEVELOPMENT TRENDS
ANASTASIA A. VLASENKO, GALINA G. GOLOVENTCHIK Belarusian State University (Minsk, Republic of Belarus) Submitted 01.07.2022 ЭЛЕКТРОННАЯ ТОРГОВЛЯ КИТАЯ: ПРИЧИНЫ УСПЕХА
И ТЕКУЩИЕ ПЕРСПЕКТИВЫ РАЗВИТИЯ
А. А. ВЛАСЕНКО, Г. Г. ГОЛОВЕНЧИК Белорусский государственный университет (г. Минск, Республика Беларусь) Поступила в редакцию 01.07.2022 © Белорусский государственный университет информатики и радиоэлектроники, 2022 Economic Sciences
V. 28, No. 4 (2022) Economic Sciences
V. 28, No. 4 (2022) Экономические науки
Т. 28, № 4 (2022) Key reasons for rapid e-commerce development in China Nowadays China is an absolute leader on global e-commerce market, however, some decades ago
it was not. Key reasons of the Chinese e-commerce success include: government support, special eco-
nomic zones existence, investment encouragement, high internet speed, logistics effectiveness, and high
number of internet users. So, considering the government support, development of the industry began in
1990 with the development of the Internet on the Chinese territory – the Chinese government prepared
“Golden Projects” aimed at implementation of the Internet in China for commercial purposes (clearing
systems formation, improvement of data exchange quality, etc.). Thus, in 1994, the Chinese e-commerce
industry started its expansion. The first online transaction in China was made in 1998. In 2000, China Elec-
tronics Chamber of Commerce was created, and that time appeared first Chinese e-commerce companies.i China is known for its five-year plans of development, and the e-commerce industry there is not an
exception. At the first five-year plan for the e-commerce development in 2006–2010, the country popula
rized the industry, and in 2007, about 20 % of Chinese internet users have made their purchases in online
stores. The second plan for 2011–2015 covered the development of e-commerce applications, institutional
and social environment for the industry’s security – technical standards, transactions’ specific in favour
of a third party for internet stores were formed. During 2016–2020, China had been working on tradition
industries’ digitalization and minimization of state intervention in e-commerce businesses’ activities, only
providing fair competition for market actors. The plan for 2021–2025 assumes the e-commerce integration
in all economy’s sectors, its expansion in rural areas and the growth of cross-border e-commerce deals [1]. There are also 11 special economic zones for e-commerce development in China [2], and 105 pilot
zones for cross-border e-commerce (CBEC). On these zones’ territory various benefits and facilities
for the industry exist. In addition, strong basis for the industry’s development formed investment en-
couragement in China (for instance, “Go Out Policy”, also known as “Going Global Strategy”). Thus,
Chinese foreign investment grew 33 times from 2000 to 2020. In 2020, China invested in other countries
the value of 133 billion USD1. The other reason for the e-commerce development is mobile internet connection speed. Конфликт интересов. Авторы заявляют об отсутствии конфликта интересов. Конфликт интересов. Авторы заявляют об отсутствии конфликта интересов. Для цитирования. Власенко А. А., Головенчик Г. Г. Электронная торговля Китая: причины успеха
и текущие перспективы развития. Цифровая трансформация. 2022; 28 (4): 43–52. Для цитирования. Власенко А. А., Головенчик Г. Г. Электронная торговля Китая: причины успеха
и текущие перспективы развития. Цифровая трансформация. 2022; 28 (4): 43–52. Introduction In recent years the idea of economies’ digital transformation has become a frequent subject of dis-
cussion on different levels and in various spheres. Many researchers consider positive effects from
using informational and communication technologies in business activities: enhanced data collection
and analysis, better customer experience, increased profits and efficiency in general. Some countries
have high level of digitalization, while digital development of others is much lower. Although there
are many industries affected by digital technologies, one of the main spheres that expands significantly
due to digitalization is electronic commerce, i. e. e-commerce. Meanwhile, e-commerce in the country
strongly depends on its digitalization level: the higher the level of digitalization, the higher the extent
of e-commerce adoption. p
From economic perspective, one of the most successful e-commerce industries in global economy
that attracts attention of many analysts exists in China. So, its current state, characteristic features,
and development trends can be determined. 1 Statista. Available: https://www.statista.com/ (Accessed 15 June 2022). ий государственный университет информатики и радиоэлектроники, 2022 Аннотация. Электронная торговля – одна из самых цифровизированных отраслей в современном мире. Многие страны в мировой экономике адаптируют информационные и коммуникационные технологии
в различных отраслях, чтобы оставаться конкурентоспособными и использовать современные преимущест
ва интернета и т. д. В статье рассматривается электронная коммерция Китая – мирового лидера в данной
отрасли. Раскрыто содержание этапов становления китайской индустрии электронной коммерции, анали-
зируются ее характерные особенности и тенденции развития. Приведены общие рекомендации по созда-
нию эффективной системы электронной коммерции как для мира в целом, так и для Республики Беларусь
в частности. Новизна проведенного исследования заключается в том, что впервые в белорусской практике
на основе большого массива фактических данных проведен комплексный анализ современного состояния
электронной торговли Китая, предпосылок ее стремительного развития на протяжении последнего десяти-
летия и перспектив в обозримом будущем. 43 Цифровая трансформация
Т. 28, № 4 (2022) Digital Transformation
V. 28, No. 4 (2022) Ключевые слова: электронная торговля, информационно-коммуникационные технологии, онлайн-прода
жи, специальная экономическая зона, онлайн-магазин. Chinese e-commerce now: main aspects, features and market players Chinese e-commerce now: main aspects, features and market players According to the latest data of Association of Southeast Asian Nations Plus Three (ASEAN+3),
e-commerce transaction value in China, including business-to-business (B2B) and business-to-consu
mer (B2C) transactions, in 2020, estimated 5.4 trillion USD, an increase of 8 % from 2019 – its positive
growth has been seen from 2011, and this trend persists. In 2025, the value is expected to reach 7.2 tril-
lion USD (Fig. 1), increasing from 2020 by 33 %. Fig. 1. China e-commerce transaction value and its growth
(trillions of US dollars; percent, year-on-year) [1] Fig. 1. China e-commerce transaction value and its growth g
g
(trillions of US dollars; percent, year-on-year) [1] Mostly analysed e-commerce industry division assumes 2 segments: B2B and B2C. And nowadays,
Asia Pacific region, where China is also located, has the highest level of B2B-transactions: according to the
data of Statista on 2021, 80 % of total global online B2B-sales in 2019 were made there (the share has been
consistent for about 7 years). In addition, Asia Pacific region, according to eMarketer, amounted to about
60 % of global online B2C-sales – the highest value of B2C-transactions in the world as well (Fig. 2). Fig. 2. Share of Asia Pacific B2C and B2B in global e-commerce sales
(percent, year-on-year) Fig. 2. Share of Asia Pacific B2C and B2B in global e-commerce sales
(percent, year-on-year) By trading volume, according to the latest UNCTAD’s article considering global e-commerce in 2019,
China is the only one country, where both of these segments (B2B and B2C) are almost equal: 41 %
of sales are made in B2B e-commerce (Fig. 3), 59 % are made in B2C, so the difference between them is
18 %. Meantime, the difference between these 2 segments in other countries of top-10 e-commerce sales
ranking is 44 % (United Kingdom) and higher. Thus, China is the world leader by B2C e-commerce sales
as well. China has a leading position in the number of online buyers in the world – almost 40 % of world’s
digital buyers (2.14 billion of people globally) are located there. In 2021, in China were about 840 mil-
lion of people that shop online, an increase of 8 % from 2020 (Fig. 4). Key reasons for rapid e-commerce development in China China is one
of the highest in the world – in 2022, the country is on the 3rd place by the indicator value, and by the
fixed internet connection China is on the 5th place from the countries researched. 44 Экономические науки
Т. 28, № 4 (2022) Economic Sciences
V. 28, No. 4 (2022) Chinese e-commerce now: main aspects, features and market players Herewith, the highest growth in
the number of online shoppers in China was seen in 2020 because of the pandemic: more than 100 mil-
lion people started to shop online, an increase of 22 % from 2019. Taking into consideration the number
of internet users in China and their share in total population of the country (according to Statista, in
2021, there were more than 1 billion people using the Internet in China with the share of 73 % of total
population), about 82 % of Chinese internet users shop online, or 64 % of Chinese population are online
shoppers. By the share of online buyers in total population there are countries where the numbers are
higher. For example, in the Unites States about 80 % of total population are buying online. 45 Digital Transformation
V. 28, No. 4 (2022) Цифровая трансформация
Т. 28, № 4 (2022) Fig. 3. E-commerce sales: top-10 countries, 20192
H
Chi
i
h
d
il
k
Th
h f
il (B2C)
Fig. 4. Number of online shoppers in China (millions of people)1 Fig 3 E
l
t
10
t i
20192 Fig 3 E commerce sales: top 10 countries 20192 Fig. 3. E-commerce sales: top-10 countries, 20192 Fig. 3. E-commerce sales: top-10 countries, 20192 Fig. 3. E-commerce sales: top-10 countries, 20192 Fig. 4. Number of online shoppers in China (millions of people)1 Fig. 4. Number of online shoppers in China (millions of people)1 However, China is the most penetrated e-commerce retail market. The growth of retail (B2C) e-com-
merce sales in China is also one of the highest in the world – in 2021, the sales increased by about 19 %. In addition, China holds more than a half of global retail e-commerce market3. ,
g
Among characteristic features of Chinese e-commerce there are. g
Among characteristic features of Chinese e-commerce there are. 1. High level of mobile e-commerce, i. e. m-commerce, in retail sales: share of m-commerce
in Chinese retail e-commerce amounted to 83 % in 2021 (Fig. 5), and is supposed to grow to 85 %
in 2025, an increase from 2015 of 35 %. Retail m-commerce sales are growing as well: its value could
achieve 3.2 trillion USD, increasing by 52 % from 2021 level. 2 Global E-Commerce Jumps to $26.7 Trillion, COVID-19 Boosts Online Retail Sales. Available: https://unctad.org/es/
node/32811 (Accessed 20 June 2022).
3 eMarketer. Available: https://www.emarketer.com/ (Accessed 18 June 2022). 3 eMarketer. Available: https://www.emarketer.com/ (Accessed 18 June 2022). bal E-Commerce Jumps to $26.7 Trillion, COVID-19 Boosts Online Retail Sales. Available: https://unctad.org/es/
1 (Accessed 20 June 2022). Chinese e-commerce now: main aspects, features and market players One of the reason why m-commerce in China is so popular is the existence of mobile payment
applications like WeChat Pay and Alipay of Alibaba, which make online shopping on mobile devices
more convenient. Moreover, Chinese e-commerce apps (also known as super apps) usually have whole
infrastructures including not only own digital payment systems already mentioned, but also messengers
and integrations with social networks. Cost effectiveness of such way of online shopping made it popular
as well: the cost of mobile devices and mobile networks has made attractive to invest in them. 46 Экономические науки
Т. 28, № 4 (2022) Economic Sciences
V. 28, No. 4 (2022) Fig. 5. Retail m-commerce sales in China and their share in total retail e-commerce
(trillions of US dollars; percent) Fig. 5. Retail m-commerce sales in China and their share in total retail e-commerce
(trillions of US dollars; percent) In addition, a lot of Chinese people go online exactly with the help of mobiles, for instance,
smartphones: in 2021, according to the data of Statista on February 2022, about 99.7 % of internet users
had used them to access the Internet. China has one of the highest mobile internet connection speed
as well, with only the United Arab Emirates and South Korea going ahead. 2. High level of online sales in social commerce: in 2021, the value of social commerce reached
316 billion USD, increasing by 31 % from 2020 – it is about 13 % of total retail e-commerce. Comparing
with the United States, in 2021, the Chinese social commerce is 10 times bigger than in the USA, and
its share in retail e-commerce is higher as well (Fig. 6). Fig. 6. Social commerce sales in China and the USA,
and its share in total retail e-commerce (billions of USD; percent)
China
USA
China
USA China
USA China
USA Fig. 6. Social commerce sales in China and the USA,
and its share in total retail e-commerce (billions of USD; percent) The precondition for social commerce development in China was the need to decentralize channels
of tradition industries’ sales because of high competition and increase in cost for acquisition of new
clients. 4 Livestreaming Driven Social Commerce in China as the Future Growth Engine? Available: https://kathr
livestreaming-driven-social-commerce-in-china-as-the-future-growth-engine/ (Accessed 29 June 2022). Chinese e-commerce now: main aspects, features and market players In addition, the main target audience – millennials – expected higher e-commerce adoption and
opportunities: digital marketing, innovations, and searching for information, buying and paying for the
products without leaving an app.l g
In addition, Chinese people often turn to livestreaming, or making purchases while watching influ-
encers’ videos on different social platforms. Livestreaming has its roots in teleshopping, but it became
more convenient and interactive for internet buyers now. In China such way of interaction with consu
mers first became popular in the gaming industry, but then it also changed the way of selling of brands’
products in other spheres. According to eMarketer’s data on May 2021, the number of livestreaming
retail e-commerce buyers in China was about 320 million of people in 2021, or about 40 % of all digi
tal buyers there3. Ways of livestreaming include: social marketing by key opinion leaders (KOL) and
key opinion customers (KOC) – Alibaba and Tencent (QQ, Qzone and WeChat), for instance; social
discounters that allow people to make group purchases by lower price (Pinduoduo), etc.4 Other social
commerce platforms include: RED, Weibo, and others. p
3. High value of cross-border e-commerce. It became popular due to the government’s support:
there are 105 pilot zones for cross-border e-commerce, because of which foreign actors see the potential
in entering the market of China. These zones have infrastructure needed for e-commerce development
and even offer simplified procedure of cooperation with state structures (customs authorities, for example)
on their territory. In 2022, cross-border retail e-commerce can reach about 200 billion USD, increasing
by 8 % from 2021 (Fig. 7), and the tendency of cross-border sales growth persists for about 10 years. 47 Digital Transformation
V. 28, No. 4 (2022) Цифровая трансформация
Т. 28, № 4 (2022) Fig. 7. Cross-border retail e-commerce sales in China and their growth
(billions of USD; percent, year-on-year) Fig. 7. Cross-border retail e-commerce sales in China and their growth
(billions of USD; percent, year-on-year) Herewith, the gross merchandise value (GMV) of cross-border Chinese e-commerce trade
in 2021 reached 2 trillion USD, an increase of about 13 % from the previous year1. The expansion
of cross-border transactions in China contributed to the emergence of a new profession on the Chinese
market – DaiGou – Chinese individual exporters or group of exporters that live outside China and pur-
chase products for Chinese people. 5 Cross-Border E-Commerce in China: Past, Present & Future. Available: https://icsin.org/blogs/2021/08/17/cross-border-
e-commerce-in-china-past-present-future/ (Accessed 30 June 2022). Экономические науки
Т. 28, № 4 (2022) Экономические науки
Т. 28, № 4 (2022) Economic Sciences
V. 28, No. 4 (2022) Economic Sciences
V. 28, No. 4 (2022) The third largest Chinese e-commerce company is Pinduoduo with GMV of 400 billion USD
in 2021, and its share on the market of 15 %. The company facilitates agriculture businesses’ sales,
connecting farmers directly with end-consumers. In 2019, Pinduoduo launched the Duo Duo Farm
program in order to improve farmers’ knowledge in e-commerce technologies they can use in their
business. Within the framework of the program was founded Duo Duo University, where farmers had
the opportunity to know how to sell directly to end-consumers, using the Pinduoduo platform. Training
courses at the university include e-commerce, online marketing, finance, and other disciplines. Duo Duo
Farm helps farmers to cooperate as well. Other large Chinese e-commerce companies are Suning.com
(B2C e-commerce platform for household appliances, electronics, cosmetics, products for children etc.)
and vip.com (B2C e-commerce with apparel, shoes, food usually on deep discounts).i By number of active buyers, the Alibaba’s platform is the first one on the Chinese e-commerce
market throughout the years of 2017–2021. In 2021, about 880 million1 of people made purchases
there, increasing from 2020 by 13 % (Fig. 9). With the COVID-19 pandemic the number of such buyers
on the platform grew by about 10 %. The second largest company by annual number of digital buyers
in 2021 is Pinduoduo. In 2020, the number of active buyers on the Pinduoduo’s platform increased
by about 23 %. Meantime, there were 570 million of buyers in 2021 on the JD.com platform, making it
the third one by the number of online shoppers in 2021. Fig. 9. Chinese e-commerce companies by number of active users (millions of people) Fig. 9. Chinese e-commerce companies by number of active users (millions of people) Chinese e-commerce now: main aspects, features and market players However, in comparison with the USA and the UK, cross-border
e-commerce transactions in China are not so widespread: they amount to about 2 % of total e-commerce,
while in the USA and the UK they make up more than 30 %5. Hence, the country is working on CBECs’
promotion. Considering main Chinese e-commerce market players, these one can be named: Alibaba Group
(includes Taobao.com, Tmall, Alibaba.com, Aliexpress, and some others) is the biggest e-commerce
company in the world with GMV of 1.2 trillion USD in 2021. For comparison, GMV of American
Amazon goes hereafter with 600 billion USD in 2021 – 2 times less. In 2022, the market share of Alibaba on the Chinese market is about 46 %3. The company has various
operating activities within itself and has rather complex structure, including several companies: Taobao. com that functions as an intermediary in a form of electronic trading platform, and includes Taobao
Marketplace (aimed at consumer-to-consumer purchases (C2C)), eTao – electronic searching service. TMall exists for B2C interactions (Taobao Mall earlier) – now the largest CBEC platform in China. Alibaba.com has B2B business model, and Aliexpress, which does not operate in China. The second largest e-commerce Chinese company is JD.com, it is CBEC’s player. Company’s GMV
in 2021 reached approximately 40 billion USD. In addition, JD.com has a subsidiary – JD Logistics,
which carries out international transportation. The company has an extensive network of warehouses
and logistics centres all over the world. The share of JD.com in Chinese e-commerce market is about
18 % (Fig. 8). Fig. 8. Chinese e-commerce companies, share on the market and GMV
(percent; trillions of USD)
O O Fig. 8. Chinese e-commerce companies, share on the market and GMV
(percent; trillions of USD) 5 Cross-Border E-Commerce in China: Past, Present & Future. Available: https://icsin.org/blogs/2021/08/17/cross-border-
e-commerce-in-china-past-present-future/ (Accessed 30 June 2022). 5 Cross-Border E-Commerce in China: Past, Present & Future. Available: https://icsin.org/blogs/2021/08/17/cross-border-
e-commerce-in-china-past-present-future/ (Accessed 30 June 2022). 48 What comes next with the Chinese e-commerce development? In general, digital payments are usually made with the help of QR-codes, generated either by the buyer,
or by the seller, and despite the prevalent role of WeChat and AliPay systems, which shares of Statista’s
survey respondents using them are 88 % and 95 % respectively in 20211, other payment services are
popular as well: UnionPay with 43 % users, JDPay – 25 %, TenPay – 19 %, etc. In addition, as we can
see, some popular among population payment systems are developed by general Chinese e-commerce
companies: AliPay – by Alibaba, JDPay – JD.com. TenPay, WeChat are owned by Tencent, also known
for its social commerce, as it was mentioned before.i Development trends for digital payments, definitely connected with the e-commerce industry
(e-banking, in particular), are the growing financial technologies industry (fintech) and implementation
of digital currency [3]. Fintech also contributes to the adoption of Big Data, artificial intelligence, cloud
computing, deep learning, robotics process automation (RPA), internet of things (IoT) in businesses,
which makes the e-commerce industry more advanced as well. y
JD.com already founded JD Finance in 2013, providing wealth management, payment, insurance,
financial technology, and other services. Moreover, the company became the first e-commerce platform
that started to accept digital yuan, i. e. e-CNY. Since December 2021 to June 2021: there were about
450 thousand of people that had made purchases on the total value of 15.6 million USD in e-CNY. JD.com have also paid some salaries in e-CNY and now is working on enabling usage of digital currency
for third-party sellers.i Currently, the fintech industry in China is mainly under the regulation of People’s Bank of China
(PBoC) and Cyber Administration Authority of China6. In 2021, new state regulations have shown up:
fintech companies in China need to set up holdings now (and it leads to all the financial operations
being under one roof), and the companies must be licensed for operating in the sphere. In addition,
they must have secure systems for preventing cross-border risks. Moreover, new law on personal data
protection (November 2021) makes the regulation of non-bank payment providers more precise what
restricts their activities – for instance, companies whether should have their servers in China, or must
be approved in Cyber Administration Authority to act abroad7. At first sight, tightened regulation can be
seen as a deterrent for the development, but it also stimulates the local fintech companies’ improvement. What comes next with the Chinese e-commerce development? With the popularity of m-commerce in China comes mobile payment systems and platforms, where
China has a dominant role in the world as well. Electronic, i. e. digital, payments are highly connected
with the e-commerce industry. In 2022, digital payments are projected to reach about 3.5 trillion USD,
in 2026 – about 4.9 trillion USD (Fig. 10). Mostly they are made in e-commerce – about 2 trillion USD
in 2022, and the value continues to increase. In 2026 it can be 44 % higher than in 2021. Moreover,
the penetration rate of digital commerce payments is the highest among these 3 segments: in 2021,
the value is 68 %, while in mobile payments it is about 38 %, mobile POS payments – about 1 %. Fig. 10. Transaction value of digital payments in China, by segment (trillions of USD) [3] Fig. 10. Transaction value of digital payments in China, by segment (trillions of USD) [3] 49 Цифровая трансформация
Т. 28, № 4 (2022) Цифровая трансформация
Т. 28, № 4 (2022) Digital Transformation
V. 28, No. 4 (2022) The number of mobile wallet users in the country in 2021 reached 2.5 billion of people (Fig. 11),
increasing by 3 % from 2020. And there can be 2.7 billion of them in 2023. The most used mobile wallet
is AliPay with the share of about 48 % in total (2021), and WeChat Pay – 40 %. The number of mobile wallet users in the country in 2021 reached 2.5 billion of people (Fig. 11),
increasing by 3 % from 2020. And there can be 2.7 billion of them in 2023. The most used mobile wallet
is AliPay with the share of about 48 % in total (2021), and WeChat Pay – 40 %. Fig. 11. Mobile wallet users in China (billions of people) Fig. 11. Mobile wallet users in China (billions of people) The only problem with digital payments, and, hence, the precondition for the further development
is uneven internet connection: in some parts of China the Internet’s speed is unstable or very poor. 6 Cross Border Balance: Fintech in China. Available: https://fintechmagazine.com/digital-payments/cross-border-balance-
fintech-china (Accessed 15 June 2022).
7 China Personal Information Protection Law Has Entered into Force on November 1, 2021. Available: https://www.
mondaq.com/china/privacy-protection/1128310/china-personal-information-protection-law-has-entered-into-force-on-
november-1-2021 (Accessed 18 June 2022). Экономические науки
Т. 28, № 4 (2022) Economic Sciences
V. 28, No. 4 (2022) Economic Sciences
V. 28, No. 4 (2022) The other trend on the Chinese e-commerce market is so named xiachen (“to sink”), which means
marketing and sales’ refocusing on tier cities and provinces – where salaries and income level are lower,
and in addition, due to lower cost of people’s lives there, habitants of these regions have more free
money they can spend on buying consumer products. y
y
p
y g
p
Augmented (AR) and virtual reality (VR) technologies are making purchases more interactive as well. AR and VR are used in livestreaming too: animated characters, virtual idols, first common on anime and
video sharing platforms, are being integrated in e-commerce now. In addition, their usage reduces the
costs and time. Moreover, if the person is sick, virtual streamer can make up for the absence. As for
this trend in China now, VR is generating more revenue than AR, but in 2024 the tendency can change. Revenue of both segments is growing dramatically: in 2022, it can increase by about 70 % from 2021
level3 to 18.3 billion USD (Fig. 12), and in 2024 the value can reach 44.7 billion USD, growing by 44 %
from its 2022. Fig. 12. Augmented and virtual reality revenues in China (billions of USD) Fig. 12. Augmented and virtual reality revenues in China (billions of USD) Livestreaming8 in social commerce changes from key opinion leaders (KOLs) to key opinion
consumers (KOCs). KOLs are experts in the sphere of product they are testing and advertise, or just
famous (sometimes the other people are more likely to trust what famous people are saying) – celebrities,
models. KOCs are people, whose opinion is considered from perspective of their experience of product
using, and the number of their followers is much lower. In addition, followers of KOCs are more loyal. McKinsey notes this trend too: hiring a celebrity for e-commerce marketing campaign costs more money
than using micro- and nano-influencers. Moreover, the engagement rate while livestreaming with the
help of KOCs are 10 times higher (Instagram). Some general development trends include: omnichannel structure of companies’ communication
networks with clients and partners, creating an integrated system that includes both online and offline
channels. Personalised and hyper-personalised customer experience with data collection of various
users’ information, while they access the e-commerce platform, application or website. 8 It’s Showtime! How Live Commerce is Transforming the Shopping Experience. Available: https://www.mckinsey.com/
business-functions/mckinsey-digital/our-insights/its-showtime-how-live-commerce-is-transforming-the-shopping-experience
(Accessed 25 June 2022). Экономические науки
Т. 28, № 4 (2022) Advanced tech-
nologies of data collection allow offered content to be more relevant to the buyers, increasing the possi-
bility of them making a purchase. What comes next with the Chinese e-commerce development? As a result, Chinese people will have an opportunity to use digital financial instruments while buying
something on e-commerce platforms. 50 References 1. ASEAN+3 Regional Economic Outlook 2022. Available: https://www.amro-asia.org//wp-content/
uploads/2022/04/AMRO-AREO-2022_AMRO_Full-Final.pdf. p
_
_
p
2. FDI China Exclusive: The 21 Free Trade Zones Guide 2022. Available: https://www.fdichina.com/blog/fdi-
china-exclusive-the-21-free-trade-zones-guide-2021/. 2 China E-commerce Market Trends 2022. Available: https://tenbagroup.com/12-china-e-commerce-marke
ends/#h-2-mobile-payment-platforms. 3. 12 China E-commerce Market Trends 2022. Available: https://tenbagroup.com/12-china-e-commerce-market-
trends/#h-2-mobile-payment-platforms. Authors' contribution Vlasenko A. A. conducted the analysis of the Chinese e-commerce industry, summarized the results
and gave some practical recommendations. g
p
Goloventchik G. G. carried out the formulation of the problem for the study. Information about the authors Vlasenko A. A., Master's Student of HSE Graduate School of Business, Moscow, Russian Federation. Goloventchik G. G., Cand. of Sci., Associate Professor at the Department of International Economic Relations
of Belarusian State University. Цифровая трансформация
Т. 28, № 4 (2022) Successful Chinese experience of e-commerce development and its popularisation in China can
be applied in the Republic of Belarus in such areas as: – development of the progressive regulation base and lowering the legislative barriers on the
governmental level for cross-border e-commerce development; – encouragement of enterprises for the Internet’s usage in foreign trade; encouragement of enterprises for the Internet s usage in foreign trade;
– creation of a national mobile payment system and e-commerce platform;
d
i
f i
iff
d i
lifi
i
f
l
d – creation of a national mobile payment system and e-commerce platform;fi – reduction of import tariffs and simplification of customs clearance procedures, etc.; – raising awareness and involvement of the population in e-commerce by popularisin – raising awareness and involvement of the population in e-commerce by popularising the industry
in the mass media, explaining the obvious benefits of using e-commerce services; – improving logistics’ efficiency, speed and quality of mobile Internet connection, ensuring maximum
cybersecurity; – creation of special economic zones focused both on the development of e-commerce within the
country and on cross-border e-commerce, etc. Цифровая трансформация
Т. 28, № 4 (2022) Digital Transformation
V. 28, No. 4 (2022) taken into account. All Asians, Chinese in particular, usually strongly differ from Europeans and Ame
ricans. For instance, considering the Chinese people as a nation, precise planning and high level of their
organization is unique. g
q
3. However, some general recommendations can be determined. The e-commerce industry deve
lopment highly depends on the extent of country’s digitalization, so, the Internet’s speed of good quali
ty (both mobile and fixed), its accessibility and stable connection are vital. And from the experience
of China, it is seen that it is important to popularise the industry among nation’s population, because the
success of the country’s e-commerce comes from people who use its platforms, technologies, in general
from digital buyers. Various programs can be conducted aimed at raising awareness: TV shows, media
sources’ publications, and national e-commerce companies’ advertisement. g
3. However, some general recommendations can be determined. The e-commerce industry deve
lopment highly depends on the extent of country’s digitalization, so, the Internet’s speed of good quali
ty (both mobile and fixed), its accessibility and stable connection are vital. And from the experience
of China, it is seen that it is important to popularise the industry among nation’s population, because the
success of the country’s e-commerce comes from people who use its platforms, technologies, in general
from digital buyers. Various programs can be conducted aimed at raising awareness: TV shows, media
sources’ publications, and national e-commerce companies’ advertisement. 4. Successful Chinese experience of e-commerce development and its popularisation in China can
be applied in the Republic of Belarus in such areas as: 4. Conclusions 1. Undoubtedly, the Chinese e-commerce market expansion can be considered as a successful
example for the industry’s planning. But it doesn’t mean the way China regulates its e-commerce market
will be suitable for other countries. 2. Firstly, countries should use those ways of industries’ development, which are common for their
economies’ types: whether they develop plans each several years, or give more freedom for the private
sector’s companies. If the economy is socially oriented, have strong state sector, the Chinese experience
can be studied more scrupulous; but if it is not, then the other countries’ practices, which are more fa-
miliar to the economy’s type, should be considered instead. Secondly, the nation’s mentality should be 51 Цифровая трансформация
Т. 28, № 4 (2022) Address for correspondence 220030, Republic of Belarus,
Minsk, Leningradskaya St., 20
Belarusian State University
Tel. +375 44 710-69-05
E-mail: galinagoloventchik@mail.ru
Goloventchik Galina Gennad’evna 52
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https://openalex.org/W2752054090
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A construção da memória da Guerra Colonial em Os cus de Judas, de Lobo Antunes
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Alfeu Sparemberger
Universidade Federal de Pelotas Alfeu Sparemberger
Universidade Federal de Pelotas Alfeu Sparemberger
Universidade Federal de Pelotas Resumo: O presente artigo analisa o romance Os cus de Judas, de autoria do escritor português
António Lobo Antunes quanto à sua particularidade em estabelecer a construção de uma
memória coletiva sobre a Guerra Colonial. Segundo romance do autor, publicado em 1979 em
um contexto pós-colonial apenas quatro anos após a Revolução dos Cravos, a narrativa remete à
abordagem da exploração da experiência do autor durante sua participação na Guerra Colonial,
em Angola, no início da década de 70. Após a Revolução dos Cravos, em abril de 1974, a
sociedade portuguesa tenta apagar o passado traumático ligado à guerra e ao Estado Novo a fim
de iniciar um movimento de superação de seu passado problemático e aproximar-se da Europa. A produção ficcional apresenta-se como possibilidade de interpretação da dinâmica política
e social existente na construção de um novo Portugal após a Guerra Colonial, a Revolução
dos Cravos e a descolonização dos territórios ultramarinos. A literatura assume um papel de
destaque no Portugal pós-colonial, pois almeja a construção de uma memória coletiva sobre os
últimos capítulos do império português. Palavras-chave: Os cus de Judas; Guerra Colonial; Memória; Pós-colonialismo Abstract: The present article analyzes the novel Os cus de Judas, written by the portuguese
writter António Lobo Antunes for their particularity to estabilish the construction of a collective
memory about the Colonial War. Second novel of the author published in 1979 in a post-colonial
context, just four years after the Carnation Revolution, the narrative refer to approach the
exploration of the author’s experience during his participation in the Colonial War in Angola, in
the early 1970. After the Carnation Revolution in April 1974, the portuguese society tries to erase
the traumatic past linked to the war and the Estado Novo to start a movement of overcoming
his troubled past and move closer to Europe. The fictional production is presented as a possible
interpretation of the dynamics political and social context in building a new Portugal after the
Colonial War, the Carnation Revolution and decolonization of overseas territories. The literature
plays an important role in Portugal post-colonial since aims to build a collective memory of the
last chapter of the portuguese empire. Ensaios Ensaios Ensaios Exceto onde especificado diferentemente, a matéria publicada neste periódico é licenciada
sob forma de uma licença Creative Commons - Atribuição 4.0 Internacional.
http://creativecommons.org/licenses/by/4.0/ The construction of the Colonial War memory in Os cus de Judas, of Lobo Antunes The construction of the Colonial War memory in Os cus de Judas Leonardo von Pfeil Rommel
Universidade Federal do Rio Grande do Sul
Alfeu Sparemberger
Universidade Federal de Pelotas Leonardo von Pfeil Rommel
Universidade Federal do Rio Grande do Sul Leonardo von Pfeil Rommel
Universidade Federal do Rio Grande do Sul
Alfeu Sparemberger
Universidade Federal de Pelotas Alfeu Sparemberger
Universidade Federal de Pelotas Keywords: Os cus de Judas; Colonial War; Memory; Post-colonialism O presente artigo analisa o romance Os cus de Judas,
de autoria do escritor português António Lobo Antunes
quanto à sua particularidade em estabelecer a construção de
uma memória coletiva sobre a Guerra Colonial. Segundo
romance do autor, publicado em 1979 em um contexto
pós-colonial apenas quatro anos após a Revolução dos
Cravos, a narrativa remete à abordagem da exploração da
experiência do autor durante sua participação na Guerra
Colonial, em Angola, no início da década de 70. Os cus de Judas faz parte do primeiro ciclo da
produção literária do escritor português, denominado
pela crítica, e pelo próprio Lobo Antunes, de Trilogia da
aprendizagem, conjunto de três romances autobiográficos
formado por Memória de elefante (1979), Os cus de Judas
(1979) e Conhecimento do inferno (1980), que se apoiam
na experiência do escritor na Guerra Colonial e tratam
do traumático processo de regresso e readaptação dos
ex-combatentes no período pós-guerra. 4 Rommel, L. von P., Sparemberger, A. Entre 1961 e 1974 Portugal manteve uma relação
extremamente conflituosa com suas colônias africanas. A Guerra Colonial produziu-se em um contexto em que
os países africanos buscavam sua independência do
colonialismo europeu, que perdurava no continente há
séculos. Estima-se que, a fim de combater o movimento
de desintegração do corpo físico do império, Portugal
tenha enviado para os campos de batalha no continente
africano cerca de um milhão de soldados. Sendo assim, a
guerra foi responsável por mobilizar uma grande parcela
da sociedade portuguesa, que esteve envolvida direta ou
indiretamente no conflito e em suas consequências. capaz de fazer frente aos vizinhos europeus, sofre uma
ruptura em sua identidade e representação histórica após
a Revolução e a descolonização da África. Segundo Costa
(2013), a perda dos territórios africanos constituiu-se um
traumático abalo na autorepresentação nacional, o que,
consequentemente, leva o país a vivenciar um processo de
fechamento sobre si próprio, como tentativa de expurgar
a memória incômoda da guerra e do fracasso imperialista. Após abril de 1974, a estratégia de silenciamento
nacional e a tentativa de apagamento do traumático
passado recente, constituem-se uma alternativa de
manutenção por parte do governo revolucionário, das
condições necessárias para reerguer a nação e mantê-la
coesa no objetivo de construção das bases de uma nova
História, quando se poderia vislumbrar o futuro e a
ultrapassagem do passado imperialista e ditatorial. Alfeu Sparemberger
Universidade Federal de Pelotas A Revolução dos Cravos, em abril de 1974, assinala
em Portugal o final do período imperial, marcado pela
ditadura salazarista e pela Guerra Colonial nos territórios
ultramarinos. Após a Revolução, o governo revolucionário
imediatamente dá início ao processo de independência e
descolonização, almejando, assim, afastar-se do passado
imperialista e isolacionista defendido duramente por
Salazar durante as quatro décadas em que esteve no poder. Na visão de Costa (2013, p. 141), o esquecimento
do passado recente seria “a condição fundamental para
que a metáfora de perpétuo movimento da nação pudesse
ser novamente reiniciada”, abandonando o passado
imperialista e isolacionista construído pela retórica do
Estado Novo e aproximando-se, assim, dos vizinhos da
Europa, como forma de alterar a imagem de Portugal e
defender a sua modernização política e econômica. A Guerra Colonial, a Revolução dos Cravos, a
queda do Estado Novo e o processo de descolonização
da África, constituem-se uma ruptura na sociedade e
na memória coletiva nacional que, durante cerca de
cinco séculos, baseou-se em uma visão nacionalista
do passado imperialista português. Como aponta Jorge
Manuel da Costa (2013), após abril de 1974 Portugal
vê-se confrontado com o desmoronar da grandiosidade
imperial, conceito muito valorizado pelo discurso oficial
do governo ao longo da História. Quanto ao Portugal de Abril e à nova imagem que luta
por concretizar, o que se obtém é, no fundo, um modelo
identitário que encontra na fuga seletiva ao passado a
estratégia preferencial para a manutenção do caráter
ideal de que se pretende revestir. Tendencialmente
direcionado para o desvio sistemático de situações
ou eventos que levantem a ponta do véu traumático e
do recente terror do fracasso nacional (o mesmo será
dizer, que remetam, ainda que por instantes, o país para
um plano de eventual autoquestionação) (COSTA,
2013, p. 3). Liberto de um longo período de relacionamento
problemático com a sua memória, instilado ditato-
rialmente por uma discursividade eufórica dos feitos
bélicos e expansionistas do seu passado histórico,
o Portugal de Abril de 74 vê-se confrontado com o
desmoronar da grandiosidade imperial que, até esse
ponto, havia assinalado o discurso identitário e de
memória que oficialmente vigorava no seu espaço
interno (COSTA, 2013, p.11). Norberto do Vale Cardoso (2011, p. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas Como
aponta ainda a autora, a guerra marca o início do processo
de desterritorialização e desmembramento do império
colonial português, que o fez regressar para junto da
Europa, o que pode ser considerado um fenômeno
basicamente novo e traumático para a História de um
país mundialmente reconhecido como essencialmente
imperialista e colonizador. Segundo Ribeiro (2004, p. 248), o regime salazarista
buscava sempre ocultar os acontecimentos da Guerra
Colonial, como tentativa de manter o estado de normalidade
da população da metrópole na Europa. Ainda, segundo a
autora, a consequente ocultação da guerra, mesmo pós-
25 de abril, não se tratava de uma vontade autoritária,
“mas sim uma incapacidade de avaliação das condições
reais para lidar com tão dolorosa e explosiva herança e
imagem de um antigo poder que se queria esquecer”. O
silêncio historiográfico, político e social sobre o passado
recente, que caracterizou a sociedade portuguesa pós-
abril de 1974, deve-se aos naturais mecanismos de recusa,
denegação e luto perante o trauma da guerra e da memória
opressiva do antigo regime. Em artigo publicado no Diário de Notícias em
1984, dez anos após a Revolução dos Cravos, Eduardo
Lourenço demonstra-se surpreso com o fato de a História
recente de Portugal, o colonialismo e a Guerra Colonial na
África não terem dado origem a manifestações culturais
ou reflexões mais aprofundadas nas áreas da historiografia
e da política na sociedade pós-25 de abril. Cardoso (2011, p. 172) menciona que o Estado Novo
entendia que a Guerra Colonial poderia pôr em risco a
paz social, por isso “a guerra se viu transferida para uma
‘lonjura’ como forma de a distanciar da metrópole e reduzir
o seu impacto na sociedade portuguesa”, e que a única
forma encontrada pelo aparelho estatal de a controlar,
foi preenchê-la de um sentido que a englobasse na falsa
retórica de missão civilizadora da pátria portuguesa. À aproblematização voluntária do antigo regime
sucedeu uma espécie de insólita ocultação acerca dos
avatares da última fase da nossa velha – pensar-se-ia
capital – aventura colonial. Nem documentários,
nem filmes, nem “livros brancos” sobre a nossa
história recente em África contribuíram com qualquer
explicação ou simples informação sobre o que, para já,
conduziu em casa europeia à liquidação de um regime
antidemocrático e, fora dela, ao fim de um império (sic)
(LOURENÇO, 1984 apud RIBEIRO, 2004, p. 246). Alfeu Sparemberger
Universidade Federal de Pelotas 160) destaca que
“essa eliminação da História colonial é um mecanismo do
novo tempo democrático português para superar o lado
negro da sua História”, e que o desejo de reaproximação
e integração do país ao continente europeu, por parte do
novo governo, seria uma forma de ruptura com o passado
ditatorial, isolacionista e opressivo alimentado pelo
regime salazarista. Após o esfacelamento do império colonial, a sociedade
portuguesa mergulhou em um estado de amnésia coletiva
como única forma de contornar os eventos traumáticos
ocasionados pela Guerra e pela dinâmica político-social
da Revolução e da descolonização. O movimento de
apagamento da contemporaneidade, iniciado após abril
de 1974, foi responsável por criar uma espécie de estado
de exceção, que impedia a criação de uma memória
coletiva sobre a contemporaneidade e sobre o processo
de construção de uma História pós-colonial. Como aponta Eduardo Lourenço (2013), em seguida
à Revolução dos Cravos a sociedade portuguesa tentou
destruir a memória da ditadura salazarista, promovendo
um processo de distanciamento e deslocação da
identificação nacional com a imagem do Estado Novo
e do colonialismo na África, condenado diversas vezes
pela Organização das Nações Unidas. A imagem do
antigo regime expunha as fraquezas de Portugal e
impedia a concretização de uma redemocratização e uma Portugal, historicamente possuidor de colônias e
territórios ao redor do planeta, país sempre autoconcebido
pelo discurso estatal como grande potência imperial, Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 5 A construção da memória da Guerra Colonia ... descolonização rápida e exemplar na visão das Forças
Armadas após assumirem o poder. portuguesa, pois, após o início dos movimentos de
libertação dos países africanos, Portugal viu-se obrigado
a combater a si próprio, a fim de que pudesse evitar o
desmembramento do corpo político da nação, uma vez
que os territórios ultramarinos compunham e participavam
ativamente do processo de construção do imaginário e da
identidade nacional. A primeira fase da revolução caracterizou-se pela
tentativa frenética de deslocar a imagem fascista da
realidade nacional presente e passada, de destruir
pela raiz o que se supunha mera pintura superficial
do país, que, lavado e expurgado dos seus demónios
passageiros, poria à mostra as suas virtualidades [...]
(sic) (LOURENÇO, 2013, p. 50). Ribeiro (2004) adota uma visão bastante semelhante
no que se refere à Guerra Colonial; segundo a autora,
a guerra é responsável por efetivar uma espécie de
movimento de tensão na identidade nacional. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas Roberto Vecchi (2010) refere que a Guerra Colonial
punha em jogo a pseudomemória imperialista construída
pelo Estado Novo, e a veiculação de notícias pela imprensa
e a sua presença na metrópole europeia apresentavam-se
como perigoso obstáculo para a manutenção da conti-
nuidade do regime salazarista. Vecchi (2010) salienta,
ainda, que nos conflitos no continente africano não
estavam em jogo somente os espaços e territórios do
império, mas, principalmente, os cinco séculos de História
de Portugal. Ainda de acordo com Eduardo Lourenço (1984 apud
Ribeiro 2004), em relação ao fenômeno de silenciamento
social e cultural sobre o passado recente iniciado a partir
do movimento de Revolução e redemocratização em
abril de 1974, existia no país uma espécie de “insólita
ocultação”, que tornava interditos os capítulos finais do
império colonial português, como a queda da ditadura
do Estado Novo, a Guerra Colonial e o processo de
descolonização dos territórios ultramarinos. (...) em jogo estava algo de mais complexo do que a
defesa do espaço colonial: como declamava a retórica
do regime salazarista, em jogo estavam cinco séculos
da História de Portugal, cinco séculos de colonização
ou, como ficou depois da maquilhagem retórica da
revisão constitucional de 1951, cinco séculos de
relações entre povos e culturas diferentes (VECCHI,
2010, p. 96). Jorge Manuel da Costa (2013, p. 147) afirma que, já no
final da década de 80, são ainda extremamente reduzidas
as propostas discursivas de abordagem do recente passado
imperial português, sendo a sociedade e a cultura ainda
dominadas por uma ambiguidade de posicionamentos
emanada pela esfera estatal, que entendia a alternativa
do esquecimento e da ocultação do passado imperialista
e opressivo da nação como uma “arma preferencial para A Guerra Colonial pode ser entendida como uma
espécie de estado de exceção na História imperial Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 6 Rommel, L. von P., Sparemberger, A. Como se pode observar, num período muito curto
de tempo, a realidade portuguesa sofreu profundas
mutações – a Revolução, com suas consequências
imprevisíveis, imprimirá um dinamismo sem pre-
cedentes nas relações sociais e na vida cultural do
país. O resultado disso é a sucessão vertiginosa
das ideologias, dos modos de comportamento, dos
modos de atuação política, o que implicará, às vezes,
descompassos entre os acontecimentos e o olhar que
tenta registrá-los. [...]. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas Se os jornais – formas não
ficcionais de abordar a realidade – se contentam com a
fixação do efêmero e a consequente diluição da notícia
dentro do dinamismo da história, o romance, que aspira
a uma transcendência, a uma atemporalidade, deve
se servir de outros mecanismos, que não a pretensa
objetividade factual, para não sucumbir ao desenrolar
do tempo (GOMES, 1993, p. 84). assegurar a criação ilusória de um perpétuo movimento
nacional”. Dado o traumático rompimento da linearidade
discursiva da História portuguesa pós-abril de 1974,
que esmagou o presente sob o peso de um passado
monumentalizado pela memória imperialista, a literatura
assumiu-se como um dos únicos discursos capazes de
produzir uma reconstituição histórica do traumático
passado nacional, marcado pela Guerra Colonial e pela
queda do modelo imperialista do Estado Novo. Vecchi (2010) comenta que a literatura surgida após a
Revolução dos Cravos, que se destina a tematizar a Guerra
Colonial, ganha corpo em um vazio historiográfico, e
atende à necessidade social de reler o passado imediato,
de ler e escrever a História recente, interdita e silenciada
pela repressão estatal. Mediante a mobilização do
testemunho e da subjetividade, a literatura assume um
papel de combate à amnésia nacional, recuperando o
direito social de produzir e comunicar a sua memória
individual e coletiva. O discurso ficcional, no Portugal pós-abril de
1974, apresenta-se como possibilidade de análise do
contexto social e da dinâmica da evolução do país
promovida pela transição do processo revolucionário. O
romance surge como uma forma de enfrentamento desse
processo dinâmico iniciado com a Revolução, que via na
substituição e no esquecimento de um período histórico
e de um modelo político-social ultrapassado e opressivo,
a única forma de evolução. A ficção se assume como
tentativa de resgate dos últimos capítulos do império
português, como a Guerra Colonial e a Revolução dos
Cravos. A prática da literatura como anamnésia nacional
surge copiosamente das estações de abertura política,
restabelecimento das liberdades civis, com a explosão
da subjetividade da recordação, a necessidade presente
de reler o passado imediato, não tanto – ou não apenas
– para procurar informações inéditas, visto que
directa ou indirectamente os acontecimentos eram
de qualquer modo conhecidos, mas para readquirir
a sujbectividade, a protagonização de escrever ou de
ler em primeira pessoa a história interdita, recuperar
o direito de comunicar a memória e a experiência,
também singular (VECCHI, 2010, p. 60). Alfeu Sparemberger
Universidade Federal de Pelotas que afetaram a sociedade portuguesa durante o período de
transição imperial/pós-imperial, auxiliando na construção
de uma memória coletiva sobre os últimos capítulos do
império português. A participação na guerra serviria como uma espécie
de metamorfose, que seria responsável por transformar o
ainda jovem e inexperiente médico em um “verdadeiro
homem”, a fim de que pudesse se tornar um representante
digno e verídico da tradição familiar, portador das virtudes
de seus gloriosos antepassados, ironicamente designados
pelo narrador como “furibundos generais” participantes
de “gloriosos combates de gamão de bilhar”, falecidos
muito antes do seu nascimento. Apontado pela crítica como um dos primeiros
testemunhos literários sobre a Guerra Colonial na
África, Os cus de Judas apresenta-se organizado sob
uma estrutura dividida em 23 capítulos, nomeados de
acordo com as letras do alfabeto português, de A a Z,
cuja organização pode ser considerada uma espécie de
“alfabeto da agonia”. De acordo com Seixo (2002, p. 42),
a estruturação do romance, segundo a ordem do alfabeto,
estabelece “um exame crítico e emocional da guerra em
Angola de A a Z”. O embarque do protagonista para a Guerra Colonial
no interior de Angola é acompanhado com júbilo e orgulho
pelos seus familiares, sendo por ele descrito como um
triste e cruel quadro da inoperância e submissão sociais
perante os efeitos da opressão da ditadura comandada por
Salazar, que revestia a guerra de um caráter de missão
humanitária e nacionalista, que visava a extinguir a
atividade terrorista nas colônias. Na visão de Norberto Cardoso (2011), o romance,
por intermédio de sua violenta narrativa, realiza uma certa
reconstrução do mundo português de A a Z, apresentando-
se como uma espécie de manual ao avesso, no qual Lobo
Antunes executa um processo de requestionamento
da vida e da sociedade portuguesa no período pós-
Revolução dos Cravos, abordando questões traumáticas
para a coletividade nacional, como a violência e os duros
efeitos da Guerra sobre os combatentes, a repressão do
Estado Novo e o processo de desconstrução do império
português. De modo que quando embarquei para Angola, a
bordo de um navio cheio de tropas, para me tornar
finalmente homem, a tribo, agradecida ao Governo
que me possibilitava, grátis, uma tal metamorfose,
compareceu em peso no cais, consentindo, num
arroubo de fervor patriótico, ser acotovelada por uma
multidão agitada e anónima semelhante à do quadro
da guilhotina, que ali vinha assistir, impotente, à sua
própria morte (ANTUNES, 2009, p. 14). Alfeu Sparemberger
Universidade Federal de Pelotas A prática da literatura como anamnésia nacional
surge copiosamente das estações de abertura política,
restabelecimento das liberdades civis, com a explosão
da subjetividade da recordação, a necessidade presente
d
l
d i
di
ã
ã Em algumas circunstâncias históricas, a literatura
torna-se instrumento de elaboração e recomposição de
traumas e de lutas coletivas, estabelecendo uma íntima
associação com a escrita da história. Passa, então, a suprir
seus silenciamentos e rupturas em busca da representação,
com maior impressão de totalidade, dos acontecimentos
traumáticos e interditos de uma determinada coletividade,
como foi o caso da Guerra Colonial em Portugal. A abordagem da Guerra Colonial torna a literatura
uma espécie de discurso de exceção, responsável por
romper com a aparente linearidade e horizontalidade
do discurso historiográfico português. Por meio da
literatura, acontecimentos traumáticos e interditos pela
memória ativa da repressão salazarista são identificados
por entre os despojos do desabamento do império
colonial português, possibilitando, assim, um espaço de
reflexão sobre o Portugal contemporâneo e suas fraturas
históricas. [...] existem circunstâncias históricas nas quais a
literatura se reveste de funções ulteriores em relação
àquelas que tradicionalmente desempenha: torna-
se instrumento de elaboração, e de recomposição,
diríamos quase que terapêutica de traumas e de lutas
colectivas, estabelece uma estreita aliança com a escrita
da história e tenta recompor, umas vezes ingenuamente,
outras em modo um pouco desencantado, fracturas,
descontinuidades com o passado, de cada um e de
todos, fornecendo as cifras para a compreensão,
possivelmente aquela que melhor dê uma impressão
de totalidade ao acontecido (VECCHI, 2010, p. 60). A literatura portuguesa, surgida no momento de
transição entre um tempo imperial/pós-imperial, busca
efetivar-se como uma espécie de documento, capaz de
relatar esta fase de intensas mudanças da sociedade e da
cultura nacional. Como assevera Gomes (1993, p. 84),
“essa busca de verismo e do histórico fundamenta-se pelo
desejo de transformação do romance num documento de
uma era de convulsões e de modificações substanciais
na sociedade portuguesa”, como a Guerra Colonial e a
Revolução dos Cravos. A literatura apresenta-se, assim, como um discurso
que possibilita o questionamento da história e dos
acontecimentos do Portugal contemporâneo. O discurso
artístico visa a recompor e explorar experiências e traumas Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 7 A construção da memória da Guerra Colonia ... totalmente dos compromissos, e sua credibilidade, junto
aos colegas e pacientes, não é das melhores. Alfeu Sparemberger
Universidade Federal de Pelotas Em Os cus de Judas temos como protagonista do
romance um médico psiquiatra recém-retornado da
Guerra Colonial em Angola, onde exerceu a função de
tenente médico do Exército português durante cerca de
dois anos. Por meio de uma intensa narrativa em primeira
pessoa, o protagonista extravasa suas memórias, angústias
e lembranças, muitas vezes fragmentadas, do passado
traumático da guerra, tecendo relações com a infância
e lançando uma forte crítica à sociedade burguesa e ao
sistema imperialista português. No constante processo de rememoração do passado,
percebe-se que o protagonista se confronta com as
lembranças da infância e com a insistência e pressão dos
familiares para que ele cumprisse as normas impostas
pela sociedade burguesa. Durante toda a sua formação
as suas escolhas nunca foram realmente individuais; tudo
foi sempre condicionado e imposto pela família, desde
a escolha da profissão da Medicina, que está ligada ao
pai, também médico, e também a participação na Guerra
Colonial, uma vez que eram sempre muito valorizados os
antepassados guerreiros e seus feitos quase que heroicos. Lobo Antunes produz uma narrativa em que,
utilizando sua experiência pessoal como combatente em
Angola no início da década de 70, constrói, mediante o
discurso literário, uma ácida crítica ao regime salazarista
do Estado Novo, trazendo para a sociedade o drama dos
soldados retornados que, muitas vezes, tinham sua vida
pessoal fragmentada, e toda a brutalidade que o sistema
colonial impunha ao povo das colônias africanas. A imagem de um ser fragmentado, após cumprir com
todas as suas obrigações e perseguir os modelos impostos
pela família e sociedade portuguesa, contrasta com outra,
de que se estivesse vivendo em Portugal demasiadamente
à sombra de um passado opressivo, cujo resultado, ao
longo do tempo, encaminhou o país a uma posição
periférica e atrasada em razão do fechamento promovido
pela máquina fascista do Estado Novo. O protagonista vive às margens da sociedade, uma vez
que, ao retornar da guerra, jamais conseguiu restabelecer as
suas relações sociais, familiares e profissionais. Encontra-
se divorciado da esposa e incompreendido pela família,
que sempre esperou que sua participação no Exército o
tornasse um homem de verdade, digno de representar
toda a tradição ilustre e guerreira da família. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas Esses eram jovens
pertencentes a uma geração que foi arrancada de seus
sonhos pessoais, afastada dos familiares e de seu país
de origem para lutar contra um povo já massacrado pela
pobreza e pela desigualdade gerada pelo sistema colonial
português, em nome de um ideal ultrapassado, valorizado
pelo peso da tradição histórica e totalmente contrário aos
direitos básicos da humanidade. Cardoso (2011, p. 221) ressalta ainda, que “a geração
que fez a guerra é, assim, vista pela sociedade portuguesa
já democratizada como culpada pelas formas mais duras
de Portugal ter exercido o colonialismo, sendo muitas
vezes associada ao próprio regime”. Em outra passagem,
o autor afirma que “essa geração, que vivia já um vácuo
de convicções, vê-se atomizada aquando do regresso a
casa. Esta seria a dispersão de um capital colectivo temido
pelo Estado” (p. 119). De acordo com Cardoso (2011, p. 222), “Judas é
um romance que coloca em causa a verdade histórica,
instituída por quem não a viveu”, inscrevendo-se como
um romance que indaga as várias verdades sobre a guerra,
a ditadura e a Revolução. A narrativa é responsável por
colocar diretamente em causa a História de Portugal, ao
abordar acontecimentos traumáticos para a sociedade,
trazendo para debate a guerra e suas consequências. O título do romance, além de remeter à lonjura e ao
isolamento geográfico que os combatentes enfrentavam
ao serem enviados para a guerra no continente africano,
direciona-se também a Judas, personagem bíblico
conhecido pela traição, por entregar Jesus aos seus
perseguidores, condenando-o à sentença de morte em
troca de benefícios irrelevantes. Essa metáfora utilizada
por Lobo Antunes transmite a ideia da traição, sendo o
soldado português o sujeito que seguiu os ensinamentos
de sua pátria, mas que, no decorrer da vida, se encontra
marginalizado, entregue a um tempo pós-colonial no
qual não é aceito, por ser ele a memória viva de um
tempo marcado pelos traumas e pela opressão da guerra
e do fascismo do Estado Novo, dos quais ele próprio é
igualmente uma vítima. Porque camandro é que não se fala nisto? Alfeu Sparemberger
Universidade Federal de Pelotas Quanto ao
exercício da medicina, sua rotina desregrada, conduzida
pela insônia e pelo constante consumo de álcool, que o
ajuda a enfrentar a jornada da agonia da noite, afasta-o Maria José, a mulher com quem o protagonista se
encontra em um bar, ouve-lhe com atenção e interesse, mas
a seu respeito o leitor não tem acesso, sendo o seu nome
mencionado em uma única oportunidade no decorrer de
todo o romance. A personagem desempenha uma função Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 8 Rommel, L. von P., Sparemberger, A. e o silêncio que o próprio país mantinha diante da Guerra
Colonial e do movimento revolucionário. Revela, ainda,
a traumática situação dos soldados portugueses que,
muitas vezes, regressavam traumatizados dos campos de
batalha e acabavam, assim, estigmatizados pela sociedade
portuguesa redemocratizada, uma vez que sua imagem
encontrava-se ligada à memória da ditadura salazarista. praticamente anônima, servindo de confidente, que ajuda
o protagonista na dolorosa travessia da noite, quando
cotidianamente é acometido pela depressão e melancolia
após a separação da esposa e ao ser assombrado pelas
lembranças da morte e do sofrimento na guerra. Cardoso (2011) comenta que o silêncio da interlocu-
tora trata-se de uma poderosa forma de discurso sobre a
Guerra Colonial e representa a metáfora de uma sociedade
assombrada pela memória da repressão salazarista, quando
o silêncio era a norma. Segundo o autor, é por meio do seu
silêncio que a interlocutora concebe sentido ao discurso do
protagonista, sendo, assim, responsável por potencializar
o violento relato do narrador. Segundo Cardoso (2011), o sujeito que participou
da guerra, ao tomar consciência da traição promovida
pela família e pelo Estado português, e mediante os
incontornáveis traumas da violência, invariavelmente
entra em um processo de autodestruição e gradativo
afastamento social e familiar. A geração de soldados
retornados da guerra é estigmatizada e excluída pela
sociedade e temida pelo Estado, pois seus corpos estão
marcados pela experiência destruidora da guerra e pela
melancolia e resignação de terem presenciado o absurdo e
empobrecedor resultado da valorização e da manutenção
do colonialismo na África. Na narrativa de Os cus de Judas, Lobo Antunes
contempla o absurdo da guerra, a violência e a dominação
imposta não somente aos africanos, mas também aos
próprios combatentes portugueses. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas Em certa medida, podemos verificar
que essa identidade se liga ao título do seu segundo
romance publicado, Os cus de Judas. Referimo-nos
aqui à figura de Judas, personagem bíblica à qual se
apoia a imagem da “traição”. Daqui retiraremos a
ilação de que o soldado português acabou por ser um
outro, “um Judas”, aquele que estará numa “porta-
giratória”, ou seja, que será ambos os lados e nenhum,
algures entre a traição e a exclusão (CARDOSO,
2011, p. 30). A cada ferido de emboscada ou de mina a mesma
pergunta aflita me ocorria, a mim, filho da Mocidade
Portuguesa, das Novidades e do Debate, sobrinho
de catequistas e íntimo da Sagrada Família que nos
visitava a domicílio numa redoma de vidro, empurrado
para aquele espanto de pólvora numa imensa surpresa:
são os guerrilheiros ou Lisboa que nos assassinam,
Lisboa, os americanos, os russos, os chineses, o caralho
da puta que os pariu combinados para nos foderem os
cornos em nome de interesses que me escapam, quem
me enfiou sem aviso neste cu de Judas de pó vermelho
e de areia, a jogar as damas com o capitão idoso saído
de sargento que cheirava a menopausa de escriturário
resignado e sofria do azedume crónico da colite, quem
me decifra o absurdo disto, as cartas que recebo e me
falam de um mundo que a lonjura tornou estrangeiro
e irreal, os calendários que risco de cruzes a contar os
dias que me separam do regresso e apenas achando à
minha frente um túnel infindável de meses, um escuro
túnel de meses [...] (ANTUNES, 2010, p. 39-40). Seixo (2002, p. 55) comenta que a questão da
identidade do médico protagonista se espraia para
questões de “personalidade, de profissão, de família,
de identificação amorosa, de terra, de país” e liga-se ao
contexto pós-colonial da narrativa. Após o regresso de
Angola, o ex-combatente não mais consegue encontrar
espaço nesse “novo” tempo em que seu país está inserido,
e que ainda busca inserir-se, à custa da ocultação e da
superação do passado recente. Ribeiro (2004) salienta que o conceito de traição,
aludido pelo título do romance, recai sobre a figura do
protagonista de forma dupla, uma vez que ele é alguém
que “traiu” o sistema ditatorial, alimentado pelo Estado
Novo, ao regressar portador de uma memória incômoda – a
perda dos territórios ultramarinos. Alfeu Sparemberger
Universidade Federal de Pelotas Começo
a pensar que o milhão e quinhentos mil homens que
passaram por África não existiram e lhe estou contando
uma espécie de romance de mau gosto impossível de
acreditar, com que a comovo a fim de conseguir mais
depressa (um terço de peleio, um terço de álcool, um
terço de ternura) que você veja nascer comigo a manhã
na claridade azul pálida que fura as persianas e sobe
dos lençóis (ANTUNES, 2010, p. 65). Percebe-se nesta passagem da narrativa que o
médico protagonista questiona o fenômeno da amnésia
coletiva que tomou conta da sociedade portuguesa após
a Revolução dos Cravos. Durante a conversa com sua
companheira, ele compara a sua narração dos fatos a um
romance criado, em que todo o absurdo da guerra parece
ter sido inventado e não passa de uma ficção de mau gosto
que ele conta a fim de que consiga atrair sua atenção e
compaixão. Cardoso (2011) constata que o soldado antuniano,
principalmente em Os cus de Judas, encontra-se em uma
posição ambígua ante a sua sociedade, pois ele acaba por
ser tomado como um “outro”, alguém que, após cumprir
suas funções a mando do Estado, se vê marginalizado, uma
vez que não mais encontra espaço no imaginário coletivo. Além de ser ícone de um imperialismo que se prolongou
por demasiado tempo, causando graves rupturas na
sociedade, ele é portador do estigma da derrota, da perda
das colônias. Ele representa os dois lados da moeda – Os cus de Judas assume a forma de uma obra
literária que busca trazer à tona e especular o alheamento Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 9 A construção da memória da Guerra Colonia ... aquele que defendeu a pátria, mas que ressurge trazendo
o sentido da derrota antiépica. portuguesa e simpatizar com os africanos, ter de
desempenhar a função de médico. No exercício de sua
função, ele é o responsável por, metaforicamente, manter
em funcionamento o corpo físico do Estado, representado
pela figura dos combatentes, seus companheiros na
antagônica experiência da “aprendizagem da agonia”. Cabe a ele o papel de consertar os corpos dilacerados pela
violência da guerra, sendo o responsável direto por salvar
suas vidas ou assistir seu regresso a Lisboa em caixões de
chumbo nos porões dos navios. Portanto, compreender a identidade do “soldado
antuniano” será compreender outras identidades dentro
da obra do autor. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas apanhado no Mussuma os soldados tiraram o retrato
com ela num orgulho de troféu, a guerra tornou-nos em
bichos, percebe, bichos cruéis e estúpidos ensinados a
matar [...], o mundo-que-o-português-criou são estes
luchazes côncavos de fome que não nos entendem a
língua, a doença do sono, o paludismo, a amibíase, a
miséria [...]. (ANTUNES, 2009, p. 123). ta-se agora como uma cidade vertical, hostil e desprovida
de humanidade, uma espécie de labirinto, por onde este
Judas, encarcerado entre a vida perdida e o serviço militar
cumprido, procura abrigo perante os traumas do passado. Esse retorno, segundo o protagonista, assemelha-se
a um “ressuscitar de Lázaro desnorteado, que reaprende
penosamente o uso dos objectos e dos sons” (ANTUNES,
2010, p. 195) e que precisa se readaptar à centralidade
da vida urbana e às relações familiares e sociais,
interrompidas com a fatídica viagem para a guerra na
África. Em Lisboa, sua cidade natal, o ambiente torna-
se estrangeiro, e na imaginação do médico, habituado à
África, lhe parece que os ambientes, tão distintos um do
outro, são capazes de se interpenetrar, como se Angola
tivesse lhe acompanhado Atlântico adiante. A guerra é responsável por uma espécie de
metamorfose, um movimento de desintegração e
desumanização, que transforma os combatentes em
“animais”, cujos gestos se revestem de crueldade contra
o povo africano. O império, o “mundo-que-o-português-
criou”, aos olhos do médico protagonista, não passa de
uma terra destruída, repleta de fome, doenças e miséria. Os ideais, que historicamente embasaram a expansão
portuguesa, são postos à prova na narrativa que averigua
o produto final do imperialismo português. Habituara-me demais ao silêncio e à solidão de
Angola, e afigurava-se-me inimaginável que o capim
não rompesse do alcatrão das avenidas os seus longos
dedos verdes acerados pelas primeiras chuvas. Não
existia nenhuma máquina de costura ferrugenta e
avariada na casa dos meus pais, e o soba do Chiúme
não me esperava na sala, a fitar, para lá da estante
envidraçada dos livros, a vastidão, húmida de sapos
e de lodo, da chana. Idêntico a uma criança quando
nasce, contemplava, com órbitas redondas de surpresa,
os semáforos, os cinemas, o contorno desequilibrado
das praças, as melancólicas esplanadas dos cafés,
e tudo se diria possuir, ao meu redor, uma carga de
mistério que eu seria sempre incapaz de elucidar. Alfeu Sparemberger
Universidade Federal de Pelotas O médico protagonista
manifesta, então, de forma ambígua, repulsa e ódio pelo
governo de seu país e simpatia pelo ímpeto libertador dos
africanos, mas que ao ser submetido à violência da guerra
e não mais conseguir reentrar na centralidade europeia,
sente-se traído e vitimado pela família e pela máquina
estatal, que lhe orientaram e encaminharam para a África. Nesta passagem pode-se perceber o sentimento
de inconformidade do protagonista ao se encontrar
em uma guerra, na qual diariamente via morrer seus
companheiros, muitos deles jovens iguais a ele, a quem
o regime ditatorial obrigou a colaborar a fim de manter
ilusoriamente a grandiosidade de Portugal. Percebe-se
novamente a crítica às origens burguesas que, desde a
sua infância, mostrava-se muito presente no seu ambiente
familiar. O narrador-personagem não se coloca em nenhum
dos espaços, ainda que por simpatia e solidariedade
de vitimização pareça estar com os guerrilheiros,
mas integrado na estrutura que os combate e, à parte
pequenos gestos de raiva e fúria mais ou menos
inconsequentes, nada fazendo para a mudar, o conceito
de traição recai sobre ele de forma dupla: ele é, depois
dos cus de Judas, um traidor (um Judas) em relação
aos valores em que tinha sido educado e do Estado que
o seu uniforme militar representa, mas apresenta-se
sobretudo como vítima de uma traição da família e
do Estado que o conduziram a um engano (RIBEIRO,
2004, p. 280). A experiência da guerra apresenta-se decisiva no
processo de desestruturação do corpo físico e social
do protagonista, que, após o retorno, é impedido, pelos
traumas e vivências extremas a que foi submetido no
continente africano, de reatar o ritmo de sua vida, que
invariavelmente assume um prolongamento do “inferno”
e de todo o sofrimento e opressão da guerra. Quem veio aqui não consegue voltar o mesmo,
explicava eu ao capitão de óculos moles e dedos
membranosos colocando delicadamente no tabuleiro,
em gestos de ourives, as peças de xadrez, cada um de
nós, os vivos, tem várias pernas a menos, vários braços
a menos, vários metros de intestino a menos, quando se
amputou a coxa gangrenada ao guerrilheiro do MPLA A posição ambígua do protagonista em relação à
guerra e ao seu país destaca-se, também, pelo fato de,
apesar de não se identificar com a causa colonialista Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 10 Rommel, L. von P., Sparemberger, A. Alfeu Sparemberger
Universidade Federal de Pelotas De forma que encolhi a cabeça entre os ombros e
curvei as omoplatas como as pessoas sem gabardina
perante uma chuva inesperada, oferecendo o mínimo
possível do meu corpo a um país que não entendia já,
e embarafustei pelo janeiro da cidade. (ANTUNES,
2010, p. 195). Como aponta Ribeiro (2004, p. 270), por meio
da guerra o protagonista percebe que aquele mundo-
que-o-português-criou, na verdade, não passa de um
“espelho grotesco e excessivo da grande mentira da casa
portuguesa”. A imagem de grande império nacional,
sustentada pela ditadura salazarista, começa a ruir após
a Guerra Colonial, que põe em jogo a memória imperial
portuguesa e conduz o país ao desmembramento forçado
de seus territórios coloniais, outrora centros mantenedores
da identidade nacional. A guerra foi responsável por fazer com que o médico
protagonista se sentisse “nu de raízes”, repelido tanto pela
África, continente a que nunca pertenceu mas que fora
obrigado a visitar para combater seu ímpeto libertador,
quanto pelo seu país, que, após a esquizofrênica e
desumana experiência dos conflitos, já não o aceita, por
ser ele o representante do passado ditatorial, estando
marcado por um poder estatal que levou até às últimas
consequências a manutenção do colonialismo como
forma de afirmação econômica e política. A sua casa, ambiente que deveria ser responsável
por emanar segurança e conforto, assemelha-se agora a
uma “espécie de jazigo, vazio e hirto” (ANTUNES, 2010,
p. 125) após o retorno de Angola. Da mesma forma, a
cidade é invadida pela guerra e por toda a sua pulsão de
morte, desumanizando todas as pessoas, seres e objetos,
e tornando-o um sujeito assombrado por fantasmas que
insistem em persegui-lo, fazendo com que jamais consiga
reconquistar a vida que tinha antes de visitar o “inferno”
da guerra e da lá retornar aos pedaços. O medo de voltar ao meu país comprime-me o esófago,
porque, entende, deixei de ter lugar fosse onde fosse
[...]. Flutuo entre dois continentes que me repelem,
nu de raízes, em busca de um espaço branco onde
ancorar, e que pode ser, por exemplo, a cordilheira do
seu corpo, um recôncavo, uma cova qualquer do seu
corpo, para deitar, sabe como é, a minha esperança
envergonhada. (ANTUNES, 2010, p. 182). O medo de voltar ao meu país comprime-me o esófago,
porque, entende, deixei de ter lugar fosse onde fosse
[...]. Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 Alfeu Sparemberger
Universidade Federal de Pelotas Flutuo entre dois continentes que me repelem,
nu de raízes, em busca de um espaço branco onde
ancorar, e que pode ser, por exemplo, a cordilheira do
seu corpo, um recôncavo, uma cova qualquer do seu
corpo, para deitar, sabe como é, a minha esperança
envergonhada. (ANTUNES, 2010, p. 182). Conforme Ribeiro (2004, p. 284), “a excessiva
e neurótica imagem de África, com os seus cheiros de
morte e estropiamento, projecta-se em tudo, bloqueando o
futuro”. A morte e a guerra instalam-se, confortavelmente,
substituindo a antiga existência do protagonista em
sua casa, em sua cidade e em suas relações amorosas. O cotidiano do médico protagonista torna-se agora um
“mundo labiríntico e assumidamente marginal” (p. 289), No momento do regresso da África, conforme o
protagonista, os soldados retornados assumiram o aspecto
de fantasmas que, pouco a pouco, se materializaram, e
passaram a ocupar as ruas e os espaços da metrópole,
trazendo consigo, na bagagem da memória, o inenarrável
e o indizível absurdo da guerra. A Lisboa que o médico
reencontra após o regresso definitivo de Angola, apresen- Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017 11 A construção da memória da Guerra Colonia ... de onde o mundo, tido por ele como “normal” antes
da experiência africana, afasta-se progressivamente,
deixando-lhe desorientado, morador de uma casa vazia,
preenchida tão somente pelos traumas e pela dor que
carrega na memória. discurso ficcional, a experiência da Guerra Colonial, que
seria fatalmente apagada pelo movimento de evolução
do país, é resguardada do esquecimento, simbolizada e
transformada em linguagem. Os cus de Judas atua como uma narrativa literária
que auxilia na construção de uma memória coletiva sobre
a Guerra Colonial, uma vez que o romance aborda um
traumático capítulo da sociedade portuguesa. Em Lobo
Antunes, a literatura serve como forma de dar vazão e
comunicar os traumas da guerra e da opressão gerados
sobre toda uma geração de portugueses. No Portugal pós-
colonial o discurso literário visa a suprir a impotência
do discurso histórico diante da guerra e do processo de
redemocratização, evitando, assim, que o passado recente
do país caia no esquecimento. O quimbo da Tia Teresa, cercado pelo odor doce dos
pés de liamba e de tabaco, é talvez o único sítio que
a guerra não logrou invadir do seu cheiro pestilento
e cruel. Alfeu Sparemberger
Universidade Federal de Pelotas Alastrou por Angola, a terra sacrificada e
vermelha de Angola, alcançou Portugal a bordo dos
barcos de militares que regressavam, desorientados e
tontos, de um inferno de pólvora, insinuou-se na minha
humilde cidade que os senhores de Lisboa mascararam
de falsas pompas de cartolina, encontrei-a deitada no
berço da minha filha como um gato, fitando-me com
pupilas de maldade oblíqua, a mirar-me dos lençóis
com a turva raiva invejosa [...]. A guerra propagou-se
aos sorrisos das mulheres nos bares, sob as ampolas
despolidas dos candeeiros que lhes multiplicam de
sombras a curva indagadora dos narizes, turvou as
bebidas de um gosto azedo de vingança, aguarda-nos
no cinema, instalada no nosso lugar, vestida de preto
como um notário viúvo a retirar do bolso do casaco
o estojo de plástico dos óculos. Está aqui, nesta casa
vazia, nos roupeiros desta casa vazia, grávida dos
fetos moles da minhas cuecas, no geométrico espaço
de trevas que as lâmpadas não alcançam nunca, está
aqui e chama-me baixinho com a pálida voz ferida
dos camaradas assassinados nas picadas de Ninda e de
Chiúme (ANTUNES, 2010, p. 173). Referências ANTUNES, António Lobo. Os cus de Judas. Rio de Janeiro:
Objetiva, 2010. CARDOSO, Norberto do Vale. A mão-de-Judas: representações
da Guerra Colonial em António Lobo Antunes. Lisboa: Texto
Editores, 2011. COSTA, Jorge Manuel de Almeida Gomes da. Para um estudo
da memória e identidade portuguesa com António Lobo
Antunes. 2013. 241 f. Tese (Doutorado em Letras – Literatura
Comparada) – Faculdade de Letras, Centro Regional das Beiras,
Universidade Católica Portuguesa, Lisboa, 2013. GOMES, Álvaro Cardoso. A voz itinerante. Ensaio sobre
o romance português contemporâneo. São Paulo: Ed. da
Universidade de São Paulo, 1993. Pela narrativa de Os cus de Judas, Lobo Antunes
aborda a fatídica experiência da Guerra Colonial e seus
traumáticos efeitos na sociedade portuguesa. O médico
protagonista apresenta-se como o representante de uma
geração de portugueses que foi vítima da opressão do
regime salazarista, e que foi obrigada a combater em uma
guerra a fim de manter a posse dos territórios ultramarinos
na África. O romance emerge, assim, como um grito de
revolta e de desabafo ante o antigo regime e à sua memória
ainda ativa na sociedade no período pós-Revolução dos
Cravos. LOURENÇO, Eduardo. O labirinto da saudade. Lisboa: Dom
Quixote, 2013. RIBEIRO, Margarida Calafate. Uma história de regressos:
império, guerra colonial e pós-colonialismo. Porto: Afronta-
mento, 2004. SEIXO, Maria Alzira. Os romances de António Lobo Antunes. Lisboa: Dom Quixote, 2002. VECCHI, Roberto. Excepção atlântica: pensar a literatura da
Guerra Colonial. Porto: Afrontamento, 2010. A literatura desempenha um papel fundamental no
período pós-1974, pois se apresenta como alternativa
para a construção de uma memória coletiva sobre o
período de transição pós-colonial em Portugal. Com o Recebido: 12 de setembro de 2016
Aprovado: 29 de maio de 2017
Contato: lvpfeil@hotmail.com
berger9889@gmail.com Recebido: 12 de setembro de 2016
Aprovado: 29 de maio de 2017
Contato: lvpfeil@hotmail.com
berger9889@gmail.com Navegações, Porto Alegre, v. 10, n. 1, p. 3-11, jan.-jun. 2017
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https://openalex.org/W3135193036
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https://comptes-rendus.academie-sciences.fr/mecanique/item/10.5802/crmeca.76.pdf
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English
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A contribution to the modelling of creep behaviour of FCC metals
|
Comptes rendus. Mécanique
| 2,021
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cc-by
| 4,809
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Ahmed Maati∗, a, b, El Hadj Ouakdib, Laurent Tabourotc and Pascale Ballandc a Mechanics Laboratory, Department of Mechanics, Amar Telidji University,
Laghouat 03000, Algeria b Laboratory of Physics and Mechanics of Metallic Materials, Setif 1 University, Setif
19000, Algeria c SYMME Laboratory, Univ. Savoie Mont Blanc, FR-74000 Annecy, France c SYMME Laboratory, Univ. Savoie Mont Blanc, FR-74000 Annecy, France
E-mails: a.maati@lagh-univ.dz (A. Maati), elouakdi@univ-setif.dz (E. H. Ouakdi),
laurent.tabourot@univ-smb.fr (L. Tabourot), pascale.balland@univ-smb.fr (P. Balland) E-mails: a.maati@lagh-univ.dz (A. Maati), elouakdi@univ-setif.dz (E. H. Ouakdi),
laurent.tabourot@univ-smb.fr (L. Tabourot), pascale.balland@univ-smb.fr (P. Balland) Abstract. In this paper, a new modelling is proposed to describe the viscoplastic behaviour of face-centred
cubic (FCC) metals. Creep tests under various conditions were performed. The material chosen to test the
model is Al-1050. The plastic deformation is controlled by intragranular diffusion when the test temperature
exceeds 0.4Tm. The developed model involves two state variables related to the microstructure: dislocation
density and subgrain size. The grain size is assumed to be constant in the intermediate temperature range. Validation tests were proposed to justify the reliability of the developed model in various loading conditions. Keywords. Creep, Subgrain, Strain hardening, Dynamic recovery, Viscoplasticity, Intragranular diffusion. Manuscript received 24th October 2020, revised 27th December 2020, accepted 1st February 2021. Manuscript received 24th October 2020, revised 27th December 2020, accepted 1st February 2021. ∗Corresponding author. Comptes Rendus
Mécanique Comptes Rendus
Mécanique
2021, 349, n1, p. 55-64
https://doi.org/10.5802/crmeca.76 q
2021, 349, n1, p. 55-64
https://doi.org/10.5802/crmeca.76 Synthesis / Synthèse Mécanique This article is licensed under the
Creative Commons Attribution 4.0 International License. http://creativecommons.org/licenses/by/4.0/ Les Comptes Rendus. Mécanique sont membres du
Centre Mersenne pour l’édition scientifique ouverte
www.centre-mersenne.org
e-ISSN : 1873-7234 Les Comptes Rendus. Mécanique sont membres du
Centre Mersenne pour l’édition scientifique ouverte
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e-ISSN : 1873-7234 Comptes Rendus
Mécanique
2021, 349, n1, p. 55-64
https://doi.org/10.5802/crmeca.76 1. Introduction The development of forming operations of sheet metal requires the use of numerical simula-
tion tools based on the resolution methods such as finite element methods. For this purpose,
the choice of the accurate modelling of thermomechanical behaviour of the material that has to
be introduced in the numerical code is a decisive step. Various models are now available in the
literature to describe at low scale the viscoplastic behaviour by taking into account inter- and
intragranular effects (model of Pierce and et al. (1983), model of Cuitino Ortiz (1992), model of
Teodosiu et al. (1997), etc.). The models are selected so that they present a similar formalism: a
flow law plus a hardening law. This makes it possible to use the same numerical scheme to in-
tegrate each model [1]. In our case, a viscoplasticity model based on physics is proposed to de-
scribe the thermomechanical behaviour during creep tests of face-centred cubic (FCC) metals ISSN (electronic) : 1873-7234 https://comptes-rendus.academie-sciences.fr/mecanique/ 56 Ahmed Maati et al. such as Al-1050. Dislocations are important microstructure features, as their mobility greatly im-
pacts the strength and plasticity of crystal materials [2]. Therefore, dislocations and their associ-
ated mechanisms for a given microstructure are generally self-sufficient to macroscopically ex-
plain most of the mechanical properties [3]. Physically, strain hardening and dislocation pattern-
ing are strongly interrelated. The microstructure evolution during high-temperature deforma-
tion is to be taken into account. Definitely, the temperature plays an important role in the devel-
opment of microstructures by promoting the annihilation of dislocations and thus the dynamic
recovery. The evolution of dislocation density and their structuring within the material controls
the evolution of flow stress during the plastic deformation. To determine the effects of complex
loading, it is wiser to use models whose state variables related to dislocations microstructure are
better able to evolve according to the history of the material [4]. In this study, two internal state
variables (dislocation density and subgrain size) under different loading conditions were inves-
tigated. It is important to note that the present article can be considered as an extension of a re-
cently published study [5], the latter was devoted to modelling the thermomechanical behaviour
of FCC metals (e.g. aluminium 1050A alloy) under tensile tests. All the tests were performed for
each imposed temperature and a constant strain rate, the time factor is not taken into account. 1. Introduction The effect of microstructure on the mechanical behaviour during plastic deformation was in-
vestigated. Two opposite and simultaneous physical phenomena were generated during plastic
deformation: the strain hardening rules that occur because of dislocation multiplication mech-
anism within the crystal structure of the metal and the dynamic recovery governed by thermal
activation. Dynamic recovery allows dislocations to overcome obstacles to their motion to form
a cell structure more homogeneous and less dense [6]. The theory of thermal activation indicates
that we will have to apply to the dislocation located at a point, a stress at least equal to the internal
stress exerted on the dislocation (σ ≈σµ) [7]. In the intermediate temperature range (T ≥0.4Tm),
the process of annihilation and rearrangement of dislocations may give rise to the formation of
subgrains or dislocation cells, which contribute to the strength of the metal [8]. In this study, the
evolution of internal stress and dislocation microstructures during creep tests under the coupling
effect of strain rate and temperature was investigated. New equations were developed to predict
the thermomechanical behaviour in creep for FCC metals under various conditions with and
without sudden change in load. A set of constitutive equations and model parameters were used
to describe the creep behaviour of FCC metals over a wide range of strain rate and temperature. Experimental data derived from literature [9] are used to validate numerical results. Table 1. Numerical values of model constants [5] Table 1. Numerical values of model constants [5] ρs(˙ε,T ) =
·
1
bdsKa
¸
+ρ0
(4)
ds(˙ε,T ) = ds0 + A
µ ˙ε
DL
¶−1
n
(5)
Ka(˙ε,T ) = Ka0 +B
µ ˙ε
DL
¶−1
n
(6)
K ′
a = C ·Ka
(7)
K =
1
1+bdsKaρ0
(8)
Ka0 ≈3ds0,
(9) Ka0 ≈3ds0, (9) where A,B,C, and n are constants determined from uniaxial tensile test. K is an integration
constant. ds0 and Ka0 represent, respectively, the values of ds and Ka for low temperatures and/or
high strain rates [11]. ρ0 represents the dislocation density before deformation, we introduced
this quantity in order to account properly the initial conditions of the deformation. q
y
p
p
y
The diffusion coefficient DL(T ) is given by the following relation [12]: DL(T ) = 1.7×10−4 exp
µ−142
RT
¶
+6×10−7 exp
µ−115
RT
¶
. (10) (10) As a reminder, the basic equations (2) to (9) have been developed and demonstrated in the
previous publication [5]. In addition, the constants of the model were identified in this step
(Table 1). These values were chosen on the basis that they give a best fit of numerical curves
to the experimental data. As a reminder, the basic equations (2) to (9) have been developed and demonstrated in the
previous publication [5]. In addition, the constants of the model were identified in this step
(Table 1). These values were chosen on the basis that they give a best fit of numerical curves
to the experimental data. 2. Presentation of the thermomechanical model under tensile test For temperatures higher than 0.4Tm, the applied stress depending on the microstructural param-
eters is represented by the internal stress according to the following relationship [10]: σ ≈σµ(ε, ˙ε,T ) = α1Gbpρ +α2G
s
b
d +α3G
s
b
D ,
(1) (1) where α1, α2, and α3 are dimensionless constants. where α1, α2, and α3 are dimensionless constants. The microstructural parameters ρ and d vary significantly during plastic deformation and are
closely dependant on strain rate and temperature [5]: ρ = ρs(1−K exp(−Kaε))
(2)
d = ds(1+2exp(−K ′
aε))
(3) (2) (3) C. R. Mécanique, 2021, 349, n1, 55-64 57 57 Ahmed Maati et al. Table 1. Numerical values of model constants [5]
α1
α2
α3
ds0 (µm)
n
B (m−2/5) D (µm) A (m3/5 ×10−6) ρ0 (µm−2) C
b (µm)
0.2 0.07 0.08
0.5
5.0
7500
60
2500
5.0
40 2.86×10−4 Table 1. Numerical values of model constants [5]
α1
α2
α3
ds0 (µm)
n
B (m−2/5) D (µm) A (m3/5 ×10−6) ρ0 (µm−2) C
b (µm)
0.2 0.07 0.08
0.5
5.0
7500
60
2500
5.0
40 2.86×10−4
with
ρs(˙ε,T ) =
·
1
bdsKa
¸
+ρ0
(4)
ds(˙ε,T ) = ds0 + A
µ ˙ε
DL
¶−1
n
(5)
Ka(˙ε,T ) = Ka0 +B
µ ˙ε
DL
¶−1
n
(6)
K ′
a = C ·Ka
(7)
K =
1
1+bdsKaρ0
(8)
Ka0 ≈3ds0,
(9) 3. Modelling of creep at constant load The creep process is accompanied by many different microstructural rearrangements including
dislocation movement, ageing of microstructure, and grain-boundary cavitation [13]. This phe-
nomenon is highlighted by tensile test under constant load. The deformation occurs instanta-
neously and the behaviour is highly sensitive to strain rate ˙ε. The test reveals the influence of
temperature and applied load on the various stages of creep by taking into account the evolution
of two internal parameters (ρ and d). The creep curves can be represented in two types of func-
tion ε(t) or ˙ε(ε). For an irreversible deformation process, an incremental relationship involving
stress, strain, and strain rate is defined as follows [9]: dσ = θdε+βdln
µ ˙ε
DL
¶
(11) (11) with with with
θ =
µ∂σ
∂ε
¶
(˙ε,T )
;
β =
∂σ
∂ln
³
˙ε
DL
´
ε θ =
µ∂σ
∂ε
¶
(˙ε,T )
;
β =
∂σ
∂ln
³
˙ε
DL
´
ε C. R. Mécanique, 2021, 349, n1, 55-64 C. R. Mécanique, 2021, 349, n1, 55-64 Ahmed Maati et al. 58
Ahmed Maati et al Ahmed Maati et al. 58 θ and β are analytically calculated using the relationships previously described: θ =
Kaσρ
2
·µσρs
σρ
¶2
−1
¸
+ CKaσds
2
·
1−
µ σd
σds
¶2¸
(12)
β = −
1
10ds
½
2σs
·Kaε
2
¿µσρs
σρ
¶2
−1
À
−1
¸
+σd
·
K ′
aε
¿
1−
µ σd
σds
¶2À
−1
¸¾
(13) (12) (13) σρs and σds are used to simplify the expressions of θ and β such as σρs and σds are used to simplify the expressions of θ and β such as σρs = α1Gbpρs;
σds = α2G
s
b
ds
. The flow stress evolution during creep can also be expressed in exponential form as a function of
effective strain: σ = σ0 exp(ε)
(14) (14) σ0 is the initial stress corresponding to the beginning of primary stage of creep (at ε = 0). It is
deduced from (1) by using the minimum boundary condition: σ0 = α1Gbpρ0 +α2G
s
b
d0
+α3G
s
b
D . (15) (15) This study assumed that the metal does not undergo recrystallization of the structure, then the
grain size remains constant (D = D0 = constant). 3. Modelling of creep at constant load The viscoplastic behaviour expressed by the function ˙ε(ε) can therefore be formulated com-
bining equations (1) and (15): • Creep at constant load (dσ/dε = σ): • Creep at constant load (dσ/dε = σ): ep at constant load (dσ/dε = σ): d˙ε
dε =
µσ−θ
β
¶
˙ε
(16) (16) • Creep at constant stress (dσ = 0): d˙ε
dε =
µ−θ
β
¶
˙ε. (17) (17) The numerical integration of relationships (13) and (14) allows us to plot the creep curves ˙ε(ε)
at constant load and at constant stress, respectively. However, before making the numerical
calculation, we must first find the initial values dsi and ˙ε0i corresponding just at the beginning
of the primary creep. The expression of dsi is obtained directly from the relationship (12). d0 is
taken equal to 3 times the value of dsi [14,15]: dsi =
α2
2G2b
3(σ0 −σρ0 −σD)2 . (18) (18) The expression of the initial strain rate (˙ε0i) corresponding to subgrain size dsi can be determined
from the relationship (2):
µ
A
¶5 The expression of the initial strain rate (˙ε0i) corresponding to subgrain size dsi can be determined
from the relationship (2):
5 ˙ε0 =
µ
A
dsi −ds0
¶5
DL. (19) (19) To ensure the consistency of our model, several tests under various conditions were performed
by comparing the calculated results with the experimental ones. A computer program (Fortran in
our case) is used to plot numerical graphs from the different relationships of the model. Figure 1,
for example, describes the creep curves at constant load for different conditions of solicitation. The three stages of creep deformation are well described. It is checked that high initial stress
levels and high temperatures accelerate the creep process. NB/In the calculated curves, the same conditions of solicitation as those of the experimental
tests are imposed. C. R. Mécanique, 2021, 349, n1, 55-64 59 Ahmed Maati et al. Figure 1. Creep curves for Al-1050 sheet under different conditions of solicitation. Figure 1. Creep curves for Al-1050 sheet under different conditions of solicitation. Several experimental works [16,17] showed that during creep, an abrupt change of the initial
stress amplitude (σ0) induces a significant change in the material microstructure. Various tests
were carried out in this context. 3. Modelling of creep at constant load At a given temperature (T ≥0.4Tm) and for a defined level of
plastic deformation ε∗, an abrupt change of σ0 causes a noticeable change in the microstructure
via the internal parameters ρ and d. The variation in flow stress ∆σ due to the jump in load
between two amounts (F1 = σ01 ×S1 →F2 = σ02 ×S2) can be determined as follows: σ(ε) =
½σ1 = σ01 exp(ε),ε < ε∗
σ2 = σ02 exp(ε),ε ≥ε∗
¾
(20)
∆σ = (σ02 −σ01)expε∗. (21) (20) (21) According to experimental and numerical works studying the physicomechanical behaviour
of metals, creep test with sudden change in load (or temperature) leads to a rapid change in the
material microstructure. This can be explained by the appearance of a transient during the jump:
the subgrain size evolves rapidly to reach its new stationary value (ds2), while the dislocation
density ρ has a negligible change as long as the deformation is almost constant. For this reason,
only the variation of the parameter d during the jump was considered. Two steps to consider: Two steps to consider: • Just before the jump (ε < ε∗): • Just before the jump (ε < ε∗):
½d1 = ds1[1+2exp(−K ′
a1ε∗)]
ρ1 = ρ∗
1
¾
(22)
• Just after the jump (ε > ε∗):
½d2 = ds2[1+2exp(−K ′
a2ε∗)]¾
(23) ½d1 = ds1[1+2exp(−K ′
a1ε∗)]
ρ1 = ρ∗
1
¾
(22) (22) • Just after the jump (ε > ε∗): ½d2 = ds2[1+2exp(−K ′
a2ε∗)]
ρ2 = ρ∗
2
¾
,
(23) (23) where ρ∗
1 and ρ∗
2 represent the dislocation density just before and after the jump, respectively. Considering that the dislocation density remains constant during sudden change in load, that here ρ∗
1 and ρ∗
2 represent the dislocation density just before and after the jump, respectivel where ρ∗
1 and ρ∗
2 represent the dislocation density just before and after the jump, respectively. Considering that the dislocation density remains constant during sudden change in load, that
is, ρ∗
1 = ρ∗
2 and using the relationship (1), we can deduce the physical expression of ∆σ: where ρ∗
1 and ρ∗
2 represent the dislocation density just before and after the jump, respectively. 3. Modelling of creep at constant load Considering that the dislocation density remains constant during sudden change in load, that
is, ρ∗
1 = ρ∗
2 and using the relationship (1), we can deduce the physical expression of ∆σ: Considering that the dislocation density remains constant during sudden change in load, that
is, ρ∗
1 = ρ∗
2 and using the relationship (1), we can deduce the physical expression of ∆σ: ∆σ = α2G
p
b
Ã
1
p
d2
−
1
p
d1
! . (24) (24) C. R. Mécanique, 2021, 349, n1, 55-64 60 Ahmed Maati et al. Figure 2. Creep test at constant load with a sudden decrease in the load. Figure 2. Creep test at constant load with a sudden decrease in the load. In order to simplify the mathematical expression of the relationship (21), we can replace the
instantaneous subgrain size by its stationary value ds, that is: In order to simplify the mathematical expression of the relationship (21), we can replace the
instantaneous subgrain size by its stationary value ds, that is: • Creep under constant load:
1
2 • Creep under constant load: • Creep under constant load: ds2 =
"
(σ02 −σ01)expε∗
α2G
p
b
+
µ 1
ds1
¶ 1
2
#−2
(25) (25) • Creep under constant stress: ds2 =
"
(σ02 −σ01)
α2G
p
b
+
µ 1
ds1
¶ 1
2
#−2
. (26) (26) In order to check the reliability of the proposed model, the calculated results are compared
with relevant experimental results in the literature. Two different tests were carried out; one
with a sudden decrease in load (Figure 2), while the other is performed by a sudden increase
in load (Figure 3). As shown in both figures, a good fit is observed between experimental and
calculated curves. These figures show two types of behaviour: continuous creep (without jump)
and discontinuous creep (with jump). After certain period of time, the discontinuous curve tends towards a steady state and con-
verges towards the continuous curve. Note that, the transient reflect the profound evolution of the internal variable (d) that should
be progressive (not sudden) between two stationary values ds1 and ds2. Eventually, the curve after
the jump tends towards the steady state and converges towards the curve illustrating the test
without the jump. C. R. Mécanique, 2021, 349, n1, 55-64 3. Modelling of creep at constant load Therefore, we can observe that the abrupt decrease in the load causes a rapid
increase in creep rate, while increasing the load causes a rapid decrease in creep rate followed by
accelerated growth in its last stage (tertiary creep). A comparative study was carried out between the two types of creep: at constant load and
at constant stress. For this purpose, we have chosen one of the experimental cases available in 61 61 Ahmed Maati et al. Figure 3. Creep test at constant load with a sudden increase in the load. Figure 4. Comparison between the creep curve at constant load and creep curve at con-
stant stress. the literature (σ0 = 27.65 MPa and T = 480 K). Figure 4 illustrates the two types of curves clearly
differentiated: in the first case, a significant acceleration of creep in the tertiary stage is observed
this is due to the increased inflow stress, while in the second case, a steady state creep is observed
and the tertiary stage has not been reached yet, it indicates a thermomechanical balance between
the two simultaneous and antagonistic phenomena: strain hardening and dynamic recovery. Figure 3. Creep test at constant load with a sudden increase in the load. Figure 3. Creep test at constant load with a sudden increase in the load. Figure 4. Comparison between the creep curve at constant load and creep curve at con-
stant stress. Figure 4. Comparison between the creep curve at constant load and creep curve at con-
stant stress. the literature (σ0 = 27.65 MPa and T = 480 K). Figure 4 illustrates the two types of curves clearly
differentiated: in the first case, a significant acceleration of creep in the tertiary stage is observed,
this is due to the increased inflow stress, while in the second case, a steady state creep is observed
and the tertiary stage has not been reached yet, it indicates a thermomechanical balance between
the two simultaneous and antagonistic phenomena: strain hardening and dynamic recovery. the literature (σ0 = 27.65 MPa and T = 480 K). 3. Modelling of creep at constant load Figure 4 illustrates the two types of curves clearly
differentiated: in the first case, a significant acceleration of creep in the tertiary stage is observed,
this is due to the increased inflow stress, while in the second case, a steady state creep is observed
and the tertiary stage has not been reached yet, it indicates a thermomechanical balance between
the two simultaneous and antagonistic phenomena: strain hardening and dynamic recovery. the literature (σ0 = 27.65 MPa and T = 480 K). Figure 4 illustrates the two types of curves clearly
differentiated: in the first case, a significant acceleration of creep in the tertiary stage is observed,
this is due to the increased inflow stress, while in the second case, a steady state creep is observed
and the tertiary stage has not been reached yet, it indicates a thermomechanical balance between
the two simultaneous and antagonistic phenomena: strain hardening and dynamic recovery. C. R. Mécanique, 2021, 349, n1, 55-64 62 Ahmed Maati et al. Figure 5. Evolution of the subgrain size with temperature and/or strain rate. Figure 5. Evolution of the subgrain size with temperature and/or strain rate. Furthermore, the steady state creep behaviour of Al-1050 alloy can be described by (24)
derived directly from (1) using the maximum boundary condition: σs = α1Gbpρs +α2G
s
b
ds
+α3G
s
b
D . (27) (27) The proposed model still allows us to describe other changes in the material microstructure;
for example, Figure 5 shows the evolution of the average subgrain size ds as a function of the
term (˙ε/DL), which includes the combined effect of strain rate and temperature (replaces the
physical parameter of Zener–Hollomon Z). The experimental curve is plotted for different values
of temperature and strain rate. In the intermediate temperature range (293 K ≤T ≤540 K), a
better agreement is observed between calculated results and experimental data. C. R. Mécanique, 2021, 349, n1, 55-64 Nomenclature σ (MPa)
Applied stress
F (N)
Applied load to the specimen
S (mm2)
Specimen cross section
θ (MPa)
Strain hardening rate
β
Strain rate sensitivity
ρ (µm−2)
Dislocation density
ρs (µm−2)
Saturation value of the variable ρ
d (µm)
Subgrain size or dislocation cell size
ds (µm)
Saturation value of the variable d
D (µm)
Grain size
σρ (MPa)
Internal stress depending on the variable ρ
σd (MPa)
Internal stress depending on the variable d
σD (MPa)
Internal stress depending on the variable D
G (MPa)
Shear modulus
˙ε (s−1)
Strain rate
T (K)
Deformation temperature
b (µm)
Burgers vector magnitude
ka
Annihilation factor
k′
a
Rate constant
DL (m2·s−1)
Diffusion coefficient
R (J·mol−1·K−1)
The gas constant
Tm (K)
Metal melting temperature References [1] P. Balland, L. Tabourot, M. Fivel, “Comparison of physically based constitutive laws used for numerical simulations
of plasticity of metals”, J. Phys. IV 11 (2001), p. 381-388. [1] P. Balland, L. Tabourot, M. Fivel, “Comparison of physically based constitutive laws used for numerical simulations
of plasticity of metals”, J. Phys. IV 11 (2001), p. 381-388. “
l
d
b
d
l
l
l
f
h
l
d h
h [2] G. Monnet, L. Vincent, B. Devincre, “Dislocation-dynamics based crystal plasticity law for the low- a
temperature deformation regimes of bcc crystal”, Acta Mater. 61 (2013), p. 6178-6190. [3] L. Tabourot, A. Maati, P. Balland, M. Vautrot, “Influence of heterogeneities and of their distribution on the elastoplas-
tic”, in International Symposium on Plasticity, Montego Bay, Jamaica, January 2015. [4] E. Nes, “Modelling the evolution in microstructure and properties during plastic deformation of f.c.c metals and
alloys — an approach towards a unified model”, Mater. Sci. Eng. A 322 (2002), no. 1, p. 176-193. [4] E. Nes, “Modelling the evolution in microstructure and properties during plastic deformation of f
alloys — an approach towards a unified model”, Mater. Sci. Eng. A 322 (2002), no. 1, p. 176-193. y
pp
g
p
[5] A. Maati, E. H. Ouakdi, L. Tabourot, P. Balland, M. Demouche, “Modelling of the thermomechanical behaviour of
FCC metals under various conditions”, Ann. Chim. Sci. Matér. 42 (2018), no. 1, p. 115-127. 5] A. Maati, E. H. Ouakdi, L. Tabourot, P. Balland, M. Demouche, “Modelling of the thermomechanical behavio
FCC metals under various conditions”, Ann. Chim. Sci. Matér. 42 (2018), no. 1, p. 115-127. 6] F. Zerilli, “Dislocation mechanics-based constitutive equations”, Metall. Mater. Trans. 35 (2004), p. 2547-2555. “
d
f h
d
ff
h
h
l b h [7] M. C. Cai, “A constitutive description of the strain rate and temperature effects on the mechanical behaviour of
materials”, Mech. Mater. 42 (2010), p. 774-781. [7] M. C. Cai, “A constitutive description of the strain rate and temperature effects on the mechanical behaviour of
materials”, Mech. Mater. 42 (2010), p. 774-781. [8] H. Fengbo, T. B. Tang, K. Hongchao, L. Jinshan, “Effects of subgrain size and static recrystallization on the mechanical
performance of polycrystalline material: a microstructure-based crystal plasticity finite element analysis”, Prog. Nat. Sci.: Mater. Int. 25 (2015), p. 58-65. [8] H. Fengbo, T. B. Tang, K. Hongchao, L. 4. Conclusion The proposed study is an extension of preliminary study which has already been published. The
encouraging results obtained previously motivated us to develop the proposed model in order
to extend it to other complex mechanical behaviour. Understanding response of the material
to the combined effect of temperature and strain rate is useful in designing failure resistant
systems. Also, understanding the dependence of deformation mechanisms at microscopic scale
on the macroscopic material behaviour is more relevant than empirical-based models. The
proposed model shows, in a wide range of temperatures and strain rates, the effect of the
microstructure parameters on creep behaviour of Al-1050 alloy. This approach can be generalized
to metals having FCC crystalline structure. The different figures depict a good agreement between
calculated results and experimental data. In addition, this study was carried out on the two types
of creep: at constant load and at constant stress. Besides, to assess the reliability of the model, we
conducted tests with and without load jump. The study also shows that the flow stress is governed
simultaneously by the strain hardening rate (θ) and the strain rate sensitivity (β). The proposed Ahmed Maati et al. 63 63 Ahmed Maati et al. 63 methodology has enabled to achieve an adequate description of the thermomechanical response
of the material studied during creep tests. Computer programs were carried out to represent the
different results. methodology has enabled to achieve an adequate description of the thermomechanical response
of the material studied during creep tests. Computer programs were carried out to represent the
different results. Finally, this numerical modelling can contribute to simulate several phenomena that result
from hot forming, for example, stress relaxation, necking, and thinning behaviour), predict the
creep-damage behaviour of metals, extend the study to other types of structure (cc for example)
etc. C. R. Mécanique, 2021, 349, n1, 55-64 References Jinshan, “Effects of subgrain size and static recrystallization on the mechanical
performance of polycrystalline material: a microstructure-based crystal plasticity finite element analysis”, Prog. Nat. Sci.: Mater. Int. 25 (2015), p. 58-65. C. R. Mécanique, 2021, 349, n1, 55-64 64 Ahmed Maati et al. [9] E. H. Ouakdi, R. Louahdi, G. Ferron, “A physical model describing the viscoplastic behaviour of aluminum under
tension and under creep for T > 0.4Tm”, J. Mater. Sci. Lett. 15 (1996), p. 1555-1557. 0] J. R. Klepaczko, “Proceedings of the 8th. RISO Int. Symp. on Metallurgy and Materials Science”, Riso, Denmark, [10] J. R. Klepaczko, Proceedings of the 8th. RISO Int. Symp. on Metallurgy and Materials Science , Riso, Denmark, 1987. [11] E. H. Ouakdi, R. Louahdi, “A constitutive model describing the necking behaviour of aluminum during tension and
creep”, J. Mater. Sci. Lett. 17 (1998), p. 193-196. 1] E. H. Ouakdi, R. Louahdi, “A constitutive model describing the necking behaviour of aluminum during tensio
creep”, J. Mater. Sci. Lett. 17 (1998), p. 193-196. [12] H. Luthy, A. K. Miller, O. D. Sherby, “The stress and temperarture dependance of steady state flow at intermediate
temperatures for pure polycristalline aluminum”, Acta Metall. 28 (1980), p. 169-178. [13] L. Donghuan, L. Haisheng, L. Yinghua, “Numerical simulation of creep damage and life prediction of superalloy
turbine blade”, Math. Probl. Eng. 1 (2015), p. 1-10. [14] T. Furu, R. Orsund, E. Nes, “Subgrain growth in heavily deformed aluminium—experimental investigation and
modelling treatment”, Acta Metall. Mater. 43 (1995), no. 6, p. 2209-2232. [15] J. Gil Sevillano, P. van Houtte, E. Aernoudt, “Large strain work hardening and textures”, Prog. Mater. Sci. 2
p. 69-134. [16] D. M. Dimiduk, “Microstructure-property-design relationships in the simulation era: an introduction”, in Computa-
tional Methods for Microstructure-Property Relationships, Springer, Boston, MA, 2011. f
p
y
p
p
g
[17] E. H. Ouakdi, “Modélisation physique du comportement plastique de l’aluminium a moyenne température, appli-
cation a l’étude de la striction”, 1988, Doctoral Thesis, Metz University. [17] E. H. Ouakdi, “Modélisation physique du comportement plastique de l’
cation a l’étude de la striction”, 1988, Doctoral Thesis, Metz University.
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Research on the impact mechanism of major public health emergency on China's economic growth
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Research on the impact mechanism of major
public health emergency on China's economic
growth Fang Zheng 1,2* and Xiaowen Yu2
1School of Modern financial, Jiaxingnanhu University, Jiaxing 314001, China
2School of Economics, Zhejiang Gongshang University, Hangzhou 310016, China Fang Zheng 1,2* and Xiaowen Yu2
1School of Modern financial, Jiaxingnanhu University, Jiaxing 314001, China
2School of Economics, Zhejiang Gongshang University, Hangzhou 310016, China Abstract. Under different transmission mechanisms, major public health
emergencies have different effects on economic growth. Based on the
specific economic impact of COVID-19, a literature analysis method was
used to systematically explain the economic impact of different channels and
specific transmission mechanisms caused by major public health
emergencies. Major public health emergencies caused serious damage to life
and health, and had a huge impact on the entire economic environment. However, different economic sectors have different levels and channels of
impact from the pandemic. The existing literature has analysed the various
impact mechanisms of major public health emergencies on the economic
development process from many angles, but there are still problems that
need in-depth discussion and supplementary research. SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 https://doi.org/10.1051/shsconf/202315301013 © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/). * Corresponding author: zhengfang0576@126.com 2.1 Macroeconomic level In the short term, public emergencies have an impact on the development of an economy. The pandemic could reduce GDP by 1% and 4.25% under both moderate and severe scenarios
according to the CBO(Congressional Budget Office). The World Bank estimates that the
outbreak of the pandemic will cause a loss of 0.8% to 12% of global GDP, and some countries
or regions may even be as high as 50%. Since the outbreak of COVID-19, the impact of the
black Swan incident on the economy and society has attracted extensive attention from
domestic and foreign scholars, who have analysed the impact of public health emergencies
on the macro economy from different perspectives and paths. Studies have shown that the
COVID-19 pandemic has had varying degrees of impact on economic growth, and the
government's response to the pandemic largely determines the severity. In the long run, most
scholars show that public health emergencies will not destroy the foundation, structure and
other factors on which economic development depends, and will not have too much negative
impact on the economy [1]. However, there is also literature confirming that exogenous
shocks may have long-term negative impacts on the development of a city. 2.2 Medium level Different industries and regions show significant differences when reflecting the impact of
public emergencies on them [2]. Some industries with relatively concentrated personnel
contact but not particularly important to residents' life will be directly impacted, but also
provide development opportunities for some industries, such as the new digital industry. In
addition, areas with higher levels of economic development and richer medical and health
resources are less negatively affected. Sudden shocks have different effects on the capital-
labor ratio of different sectors. If an emergency reduces the capital-labor ratio of a sector, the
output growth rate of the sector will decrease [3]. After the outbreak of COVID-19, the stock
trend of medical devices and medical supplies is a typical response to major public health
emergencies. In addition, the internal characteristics of the economy will be affected by the
external environment, which is mainly manifested in the different responses of the economy
to the heterogeneous shock [4]. 1 Introduction Public health emergencies can be classified into grades I, II, III and IV according to their
nature, degree of harm, and scope. Grade I is a particularly major public health emergency. Major emergencies refer to emergencies with a high degree of social harm and a large scope
of influence. On January 20, 2020, China's National Health Commission (NHC) listed
COVID-19 as a Class B statutory notifiable infectious disease and managed it as class A,
making COVID-19 a typical major public health emergency. The occurrence of public health
emergencies often has different degrees of negative impact on the economic activities of
different subjects, making them deviate from the normal operation track, causing various
short-term shocks and long-term impacts. Judging from the frequency of individual losses
and major disasters, in the past 20 years, especially since 2003, public health emergencies
have caused no less damage to cities than natural disasters such as earthquakes and floods,
resulting in staggering economic losses and casualties. Due to the impact of COVID-19, the
growth rate of GDP in 2020 was only 2.3%, and the number of new jobs and the growth rate
of industrial added value both dropped by varying degrees. The occurrence of public health
emergencies usually causes various short-term shocks and potential long-term impacts on the
daily activities of micro-subjects and the macroeconomic operations of specific regions and SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 https://doi.org/10.1051/shsconf/202315301013 even the entire country. The research on sudden shock in existing literature mainly focuses
on the level of micro consumer psychology, medium level and industry level. even the entire country. The research on sudden shock in existing literature mainly focuses
on the level of micro consumer psychology, medium level and industry level. 3.1 Channel transmission mechanism Public health emergencies will disrupt the normal order of politics, economy, production and
life, and have a certain impact on the consumption and psychology of enterprises and
residents. The government will also invest a huge amount of human and material resources
for post-disaster reconstruction, which will have a certain impact on government expenditure
and government trust. Different from other natural disasters, public health emergencies do
not directly damage physical property such as infrastructure, so the micro losses all come
from the health maintenance and behavior change of people. At the macro level, macro-
economic activities in a country or a certain region cannot be carried out normally due to the
pandemic, resulting in losses to specific industries and the overall economy, which will
eventually affect the overall economic system. y
y
Barro was the first economist to study health human capital at the macro level [6]. He
constructed a three-sector economy including material capital, health human capital and
education human capital, focusing on how health human capital can promote economic
growth by affecting labor productivity [7]. Public health emergencies can have a certain
degree of negative impact on the health of the workforce in the short term, but in the long
run, they can help change public health habits and improve public health. With the
widespread prevalence of unhealthy lifestyles and the rapid spread of young and middle-aged
people, the prevalence of some infectious diseases is being affected both by the ageing of the
population and by the younger onset of the disease, with implications for labor productivity. The relationship between healthy human capital and economic growth is complicated. Some
scholars believe that healthy human capital can promote economic growth more effectively,
while others believe that health investment may have both positive and negative effects on
economic growth [8]. Socioeconomic conditions have a significant impact on residents' immediate response and
post-disaster reconstruction, and those with lower incomes are more disadvantaged in
comparison. Compared with the period of economic contraction, the pandemic will be more
severely impacted during the economic expansion, that is, the period of high economic
growth is also a relatively fragile period, and the impact will be more severe. Toya and
Skidmore [9] took the annual disaster data of 151 countries from 1960 to 2003 as samples,
and established regression models respectively with the data of death toll and economic loss
caused by disasters. 2.3 Micro level Different families have different psychological expectations for the same public health
incident, leading to different economic decisions. Because of the increased uncertainty,
households are likely to respond to the crisis by severely restricting consumption levels, but
there is also the possibility of desperate consumption, leading to higher consumption levels
in the short term. In addition, the damage to social trust caused by public crisis incidents will
destroy the public's trust in society and government, affect the operation of social order, and
reduce the public's sense of security and happiness. For enterprises, major public health
emergencies not only directly affect their daily production activities through the demand
channel, but also have a significant impact on the supply of factors of production. Especially
in the context of globalization, the COVID-19 situation is severe and complex, and the
secondary crisis brought by it will further hinder the development of enterprises [5]. 2 SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 https://doi.org/10.1051/shsconf/202315301013 3 Discussion on transmission mechanism of impact of public
health emergencies on economic growth The impact of public health emergencies on China's macro, medium and micro levels has a
great negative economic impact, but the specific transmission mechanism of the impact on
economic growth is not clear. Following the clue that public health emergencies affect
economic growth and relying on the driving factors of economic growth, this paper constructs
the transmission mechanism related to economic growth, refines the two paths of element
transmission mechanism and channel transmission mechanism, and discusses the impact of
public health emergencies on economic growth. 3.1 Channel transmission mechanism The results showed that the increase of income level could reduce the
loss caused by natural disasters, and at the same time, the education level and the degree of
external openness were relatively high. A better financial system and a smaller government
also played a positive role in reducing disaster losses. Air transport and tourism are two important fields that are very sensitive to public
emergencies, which will bring great impact both from the actual loss level and from the
psychological level [10]. Emergencies will also affect the investment field, and different
investment fields will be affected differently. For example, the performance of the real estate 3 SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 https://doi.org/10.1051/shsconf/202315301013 market deserves special attention [11]. Empirical results showed that the SARS outbreak
caused a 1.6% drop in average prices for all properties. Property prices in cholera
communities remain significantly different 160 years later. In addition, public health
emergencies can also affect the import and export sector. With the deepening of global
economy, economic cooperation among countries is becoming more and more complex. The
outbreak of this health crisis increases the risk of "rupture" in the global industrial chain,
which is undoubtedly frost on the snow for industries that rely on import and export. Governments at all levels will properly allocate pandemic prevention funds based on
economic characteristics, turn the crisis into an opportunity, and realize strategic
transformation of enterprises and industrial optimization and upgrading in the process of
resuming work and production, thus promoting stable economic development and
minimizing disaster losses [12]. Adequate financial resources, efficient organizations, advanced technology, and
coordinated action are all crucial for governments to reduce the impact of public health
emergencies. The ability to rebuild after disasters depends as much on technical and
organizational constraints as on government finances [13]. Public emergencies will lead to
the increase of local social demand and the impact of government expenditure. Major public
emergencies will not only suddenly magnify the demand of industries related to the
resumption of work and production, but also lead to an increase in government expenditure
[14]. The damage to social trust caused by public health emergencies will destroy the public's
trust in the society and the government, affect the orderly operation of the society, and reduce
the public's happiness and security. 3.2 Factor transmission mechanism The mainstream framework of economic growth was focused on from capital accumulation,
human capital and exogenous technological progress, to endogenous technological progress
and policies that affect technological progress, and to spatial factors that affect long-term
economic growth. The impact of major public health emergencies on economic growth is
also transmitted through factors of production [16]. Due to the significant improvement of
globalization and urbanization rate, the popularization of global transportation network and
social network has greatly promoted the large-scale and rapid flow of personnel and factors
within cities, between cities, between regions and across countries. This paper will sort out
the transmission mechanism of public health emergencies affecting economic growth for
different factors of production. Capital factor is the first factor that affects economic growth. Rapid economic
development depends on the rapid growth of the capital stock [17]. Public health shocks
affect physical capital accumulation by crowding out other fiscal expenditures or affecting
investment, and then impact economic growth [18]. In addition, as uncertainty increases,
investors such as individuals and businesses will reduce their investment activities when they
do not receive sufficient market signals. But in the long term, the impact of health emergency
shocked on capital investment is uncertain. The impact of major public health emergencies
just reflects the shortcomings of local governments in social governance, health facilities and
emergency response capacity. Therefore, the impact of public health emergencies may lead
to a rapid increase in capital accumulation in some areas, shaping the external environment
for economic development and leading economic development. Human capital factor is the second factor that affects economic growth. From the
perspective of labor supply, the impact of public health emergencies on human capital is
reflected in two aspects: first, the sudden impact may affect the number of workers, the carrier
of human capital. When the pandemic breaks out, a large number of people will be
quarantined or treated. Even healthy workers who have not been infected will be forced to
travel less because of the pandemic, further reducing the supply of workers. Second, sudden
shocks may have an impact on education. According to UNESCO (United Nations
Educational, Scientific, and Cultural Organization), as of 17 March 2020, 850 million
children and adolescents around the world have been suspended from school because of
COVID-19, about half of the global total, and this number is expected to continue to grow
[19]. 3.1 Channel transmission mechanism Public health emergencies have a significant impact on the overall social structure and
promote social reform and improvement of security system. For example, due to institutional
changes during SARS, the speed of economic, political, medical and social security system
reform was improved, laying a stable institutional foundation for China's long-term economic
development. Public health emergencies will be accompanied by the conflict between public
interests and private rights, which reflects the existence of institutional problems. The
COVID - 19 outbreak hit in the highlight of our country's institutional advantages at the same
time, also exposed in public health pandemic prevention and control in our country, although
our country has preliminarily established the emergent public health incident emergency
management system, but the reality of different institutions perform effect is poor, such as
rural schools of emergent public health emergency system can't effectively play a role. The
fundamental reason lies in the existence of some institutional regulatory barriers. g
y
Trust is an interactive social relation, which exists in many aspects such as economic
relation, political relation and social relation, and has great capital value. When the pandemic
occurs, the public will be dissatisfied with individual local governments. Especially when the
pandemic begins to spread, the local governments' response is not timely enough, the
information disclosure is not accurate enough, and the spread of various false information is
constantly consuming the trust capital among economic entities. The weakening of social
trust hinders the circulation of social resources, which leads to the failure of the social system
to play its due social function and is not conducive to the establishment of government
credibility. The lower the level of trust, the greater the damage to the economy and society. The government's discursive response has a significant positive impact on the public
cognitive bias, thus aggravating the degree of public cognitive bias. However, the
government's action response has a significant negative impact on public cognitive bias,
which can significantly reduce the degree of public cognitive bias. The practice shows that
the substantial punishment to the trusted person can often achieve more positive trust repair
effect [15]. There is a positive correlation between government self-inspection and regulation
and social trust after public health emergencies. 4 4 4 https://doi.org/10.1051/shsconf/202315301013 SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 4 The regulatory role and means of government emergency
response In the face of any crisis, government has two equally important responsibilities: Solve the
problem at hand and prevent it from happening again. The government plays an extremely
important role in dealing with public emergencies. The current global spread of COVID-19
is a public crisis that needs to be addressed urgently. With the rapid development of economy
and society, various uncertain factors have soared, and economic and social levels have
become complex and diverse. Especially in recent years, public security incidents have
occurred continuously, such as social security accidents. In the Internet era, the speed of
information dissemination is accelerated, causing a certain degree of influence on social
emotions. With the devolution, the governance of the local government plays a leading role
in dealing with public crisis, required the government to improve the ability of disaster
warning beforehand, rapid response ability and disaster recovery ability, to the fastest speed
to eliminate the crisis, ensure the safety of residents' lives and property to the maximum
extent and economic and social activities to the normal track. After the outbreak of COVID-19, more and more scholars began to realize the decisive
role of government as a main body in resolving major urban crises. On the one hand, the
improvement of government governance capacity can effectively deal with the direct impact
of sudden public health crisis, significant intervention on public health can effectively control
the spread of COVID-19. Strict lockdown, social isolation, faster detection speed,
government stimulus policies and faster intervention and implementation can effectively
suppress the spread of COVID-19 and to counter its negative impact on the economy and
society. The speed and intensity of the government's response to the pandemic determines
the negative impact of public health emergencies on the economy and society. On the other
hand, there could be indirect beneficial economic effects through the channel of reducing the
number of confirmed cases. Ashraf used daily data of 77 countries from January 22, 2020 to
April 17, 2020 to analyse the impact of government intervention on the stock market to test
the expected economic impact of government actions, and found that social policies
announced by the government (such as home quarantine, closing of public places, etc.) had
a direct negative impact on the stock market. Preferential policies have brought positive
market reactions to a large extent. Feng also verified that effective government intervention
reduced the fluctuation of exchange rate market. 3.2 Factor transmission mechanism In addition, public health emergencies restrict the daily operation of enterprises, and
enterprises tend to hire temporary workers to replace regular employees to reduce production
costs, which will lead to a large number of unemployed labor force and increase social
instability factors [20]. Technological factor is the third factor that affects economic growth. Sudden shocks may
promote or hinder technological progress or change the external environment of
technological innovation. For developing countries, sudden shocks have a negative impact
on technology spillover in foreign trade. In the face of the impact of emergencies, the
importance of technology is increasingly obvious. The tech sector has been less affected than
labor-intensive industries, and the pandemic has even created opportunities for early-stage
growth tracks, especially for technology-based industries such as online education,
telecommuting and internet health care, which are in the early stages of business development. In the long term, the pandemic will inevitably force industrial transformation and upgrading
to optimize China's industrial structure and promote long-term economic development. Space factor is the fourth factor that affects economic growth. Public health emergency
impacts not only directly affect industrial and regional development, but also further affect
economic growth through spatial spillover, it is mainly reflected in the restricted flow of
personnel, reduced timeliness of logistics, and sharp decline in demand. To be specific,
different local governments have adopted different levels of emergency and pandemic 5 SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 https://doi.org/10.1051/shsconf/202315301013 prevention measures, which has increased the cost of inter-regional movement and greatly
reduced logistics and transportation capacity. The flow of products and factors is crucial for
the survival of enterprises. However, in the face of public health emergencies, the policies of
provinces and countries are different, and cross-border transportation has a great impact on
enterprises, which also brings great pressure for survival. When a region suffers sudden
shocks, it will further cause changes in the scale of consumption and investment in related
regions, leading to further economic decline. No matter the spread of the pandemic,
government prevention and control policies or economic and social risks, there are strong
spatial spillover effects at multiple scales [21]. 5 Conclusions In this paper, the transmission mechanism of major public health emergencies on economic
growth is sorted out, and the research is carried out from channel and factor perspective. There are still problems that need further discussion and supplementary research in the future:
First, the existing research about the impact of public health emergency on economic growth
focus mostly around the whole macro economy, and the research of micro family and
industry medium subject related study is less. Therefore, micro theories can be introduced to
further analyse the economic consequences of public health emergencies. Second, from the
perspective of the impact mechanism of public health emergency on economic growth, in the
past were independent incidents, making it difficult to conduct comparative analysis and
research on policy intervention. In the context of rapid population movement and pandemic
spread across the world, there is room for comparison and quantitative policy exploration in
the emergency management capacity and policies of different local governments. Therefore,
it is particularly important and urgent to study the transmission mechanism of public health
emergencies from the dimension of dynamic tracking. Third, the government's emergency
response measures play a leading role in dealing with the pandemic, which can reduce and
eliminate the crisis in the fastest speed. Disaster warning ability, rapid response ability and
post-disaster recovery ability are closely related to the efficiency of inter-departmental
linkage and coordination, and ultimately restore the economic and social operation to the
normal track. 4 The regulatory role and means of government emergency
response Up to now, the whole country is in the stage of normal pandemic prevention and control. The situation abroad is not optimistic, and there are still small-scale outbreaks in China. Most
virologists in the world believe that the virus will not disappear in a short period of time. In
addition, to maximize the integration of all levels of government resources and strength, in
the limited and the shortest possible time to effectively cope with public health emergencies,
and establish a good cooperation mechanism, emergency management as a whole the related
materials reserves, do zone linkage, maximum limit to control the outbreak scale minimum
range, reduce the negative impact on the economic and social disease. 6 6 https://doi.org/10.1051/shsconf/202315301013 SHS Web of Conferences 153, 01013 (2023)
SSPHE2022 15. R.E. Hall, C.I. Jones. QJE, 114, 83-116 (1999) 15. R.E. Hall, C.I. Jones. QJE, 114, 83-116 (1999) 16. A.B. Krueger, M. Lindahl. JEL, 39, 1101-1136 (2001) References 1. A. Ambrus, E. Field, R. Gonzalez. AER, 110, 475-525 (2020)
2. A. P. Loayza, B.A. Loiselle. J Mammal, 90, 732-742 (2009)
3. L. Brown, T. Greenbaum. Urban Stud., 54, 1347-1366 (2017)
4. Z. Eckstein, D. Tsiddon. J. Monetary Econ., 51, 971-1002 (2004) 4. Z. Eckstein, D. Tsiddon. J. Monetary Econ., 51, 971-1002 (2004 5. N.Dennis. Science (2020) 5. N.Dennis. Science (2020) 6. R.J. Barro. J. Econ. Growth, 1, 1-27 (1996) 7. A. Van Zon, J. Muysken. J Health Econ., 20, 169-185 (2001) 8. M. Masozera, M. Bailey, C. Kerchner. Ecol. Econ.,63, 299-306 (2007) 9. H. Toya, M. Skidmore. Econ Lett, 94, 0-25 (2007) 10. W. Enders, A. Sachsida, T. Sandler. PRQ, 59, 517-531 (2006) 11. W. Grace. JUE, 63, 74-95 (2008) 12. S. Hallegatte, H. Jean-Charles, P. Dumas. Ecol. Econ., 62, 330-340 (2007) 13. N. Harp, M. McKenna, N. Shute, et al. JL Med.&Ethics, 33, 64 (2005) 14. P. Slovic, E. Peters. Curr. Dir. Psychol. Sci., 15, 322-325 (2006) 16. A.B. Krueger, M. Lindahl. JEL, 39, 1101-1136 (2001) 17. R. Bachmann, C. Bayer. J Monetary Eco., 60, 704-719 (2013) 18. D. Almond. JPE, 114, 672-712 (2006) 19. R. Valletta, L. Bengali. [R]. FRBSF Economic Letter, 24 (2013) 20. J.C. Cuaresma. WBER, 24, 280-302 (2010) 21. B. Gates. NEJM, 382, 1677-1679 (2020) 7
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Functional Characterization of the N-Acetylmuramyl-l-Alanine Amidase, Ami1, from Mycobacterium abscessus
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Functional Characterization of the
N-Acetylmuramyl-l-Alanine Amidase,
Ami1, from Mycobacterium abscessus Tanja Küssau 1, Niël Van Wyk 1,†
, Matt D. Johansen 1,‡
, Husam M. A. B. Alsarraf 1,2
,
Aymeric Neyret 3, Claire Hamela 1, Kasper K. Sørensen 4, Mikkel B. Thygesen 4
,
Claire Beauvineau 5, Laurent Kremer 1,6,*
and Mickaël Blaise 1,* 1
Institut de Recherche en Infectiologie de Montpellier (IRIM), Université de Montpellier, CNRS UMR 9004,
CEDEX 5, 34293 Montpellier, France; tanja.kuessau@gmail.com (T.K.); nielvw@gmail.com (N.V.W.);
Matt.Johansen@uts.edu.au (M.D.J.); husam.alsarraf@irim.cnrs.fr (H.M.A.B.A.);
claire.hamela@irim.cnrs.fr (C.H.) 2
Department of Molecular Biology and Genetics, Aarhus University, 8000 Aarhus C, Denmark
3
CEMIPAI CNRS UM UMS3725 CEDEX 5 34293 M
ll
F
@
f p
gy
,
y,
,
3
CEMIPAI CNRS UM UMS3725, CEDEX 5, 34293 Montpellier, France; aymeric.neyret@irim.cnrs.fr
4
Department of Chemistry, Faculty of Science, University of Copenhagen, Thorvaldsensvej 40,
DK-1871 Frederiksberg C, Denmark; kso@chem.ku.dk (K.K.S.); mbth@chem.ku.dk (M.B.T.)
5
Chemical Library Institut Curie/CNRS, CNRS UMR9187, INSERM U1196 and CNRS UMR3666,
INSERM U1193, Université Paris-Saclay, F-91405 Orsay, France; Claire.Beauvineau@curie.fr
6
INSERM, IRIM, 34293 Montpellier, France CEMIPAI CNRS UM UMS3725, CEDEX 5, 34293 Montpellier, France; aymeric.neyret@irim.cnrs.fr
4
Department of Chemistry, Faculty of Science, University of Copenhagen, Thorvaldsensvej 40,
DK-1871 Frederiksberg C, Denmark; kso@chem.ku.dk (K.K.S.); mbth@chem.ku.dk (M.B.T.)
5
Chemical Library Institut Curie/CNRS, CNRS UMR9187, INSERM U1196 and CNRS UMR3666,
INSERM U1193, Université Paris-Saclay, F-91405 Orsay, France; Claire.Beauvineau@curie.fr CEMIPAI CNRS UM UMS3725, CEDEX 5, 34293 Montpellier, France; aymeric.neyret@irim.cnrs.fr
4
Department of Chemistry, Faculty of Science, University of Copenhagen, Thorvaldsensvej 40,
DK-1871 Frederiksberg C, Denmark; kso@chem.ku.dk (K.K.S.); mbth@chem.ku.dk (M.B.T.) g
5
Chemical Library Institut Curie/CNRS, CNRS UMR9187, INSERM U1196 and CNRS UMR3666,
INSERM U1193, Université Paris-Saclay, F-91405 Orsay, France; Claire.Beauvineau@curie.fr
6
INSERM, IRIM, 34293 Montpellier, France p
*
Correspondence: laurent.kremer@irim.cnrs.fr (L.K.); mickael.blaise@irim.cnrs.fr (M.B.);
Tel.: +33-(0)-434-359-447 (L.K. & M.B.) †
Present address: Institut für Mikrobiologie und Biochemie, Hochschule Geisenheim University,
65366 Geisenheim, Germany. ‡
Present address: Centre for Inflammation, Faculty of Science, Centenary Institute and University of
Technology Sydney Sydney NSW 2006 Australia ‡
Present address: Centre for Inflammation, Faculty of Science, Centenary Institute and University of
Technology Sydney, Sydney, NSW 2006, Australia. ‡
,
y
,
y
y
Technology Sydney, Sydney, NSW 2006, Australia. Technology Sydney, Sydney, NSW 2006, Australia. cells cells 1. Introduction Peptidoglycan (PG), composed of glycan chains cross-linked by short peptides, surrounds most
bacteria and protects them against environmental and osmotic stress. PG consists of polymers
of the N-acetylglucosamine (GlcNAc) and N-acetylmuramic acid (MurNAc) disaccharide units. The three-dimensional PG network is formed by the cross-linking of the peptide stems attached
to the MurNAc moiety [1]. Although contributing to the rigidity of the cell envelope, PG remains
a highly-dynamic structure participating in important physiological processes, such as bacterial
elongation and separation during cell division [2]. During these dynamic phases, PG is remodeled
and the balance between PG synthesis and hydrolysis is tightly regulated [3]. PG remodeling is
performed by numerous autolysins acting on specific substrates and at different stages during bacterial
growth. While glycosidases, such as muraminidases and glucosaminidases act to hydrolyze the
glycosidic bonds between the carbohydrate units, peptidases, such as N-acetylmuramyl-l-alanine
amidases, l,d-endopeptidases, d,l-endopeptidases, l,d-carboxypeptidases, and dd-carboxypeptidases,
hydrolyze the amide bonds of the peptide stem at specific positions [4]. In mycobacteria, PG differs from Gram-positive or Gram-negative bacteria as it is covalently
linked to the atypical mycobacterial envelope [5]. d,l-endopeptidases belonging to the papain-like
peptidase superfamily, possessing an NlpC/P60 catalytic domain [6], have been widely studied in
mycobacteria. Among them, RipA has been shown to interact with the resuscitation-promoting factor
B (RpfB), a lytic transglycosylase, and the bifunctional PG-synthesizing enzyme, penicillin-binding
protein 1 (PBP1) [7]. Rpf-interacting protein A (RipA) activation also requires the Mycobacterium acid
resistance protease (MarP) during acid stress [8]. These studies emphasize the coordination of the PG
hydrolytic enzymes, which are tightly regulated during the mycobacterial life cycle. Until recently the role of the N-acetylmuramyl-l-alanine amidases (amidases) has been poorly
documented in mycobacteria. The genomes of Mycobacterium smegmatis and Mycobacterium tuberculosis
encode four potential amidases. CwlM (Rv3915), also known as Ami2, is annotated as a PG amidase
but does not appear to be catalytically active [9]. However, it plays an important role in modulating
the activity of the UDP-N-acetylglucosamine 1-carboxyvinyltransferase MurA, a key player of PG
biosynthesis [9]. Rv3811/MSMEG_6406, designated Ami3, is not essential for mycobacterial growth,
but overexpression of Ami3, due to its inherent PG hydrolytic activity, is lethal for mycobacteria [10]. Ami3 activity is therefore tightly modulated by proteolysis mediated by the HtrA protease [10]. Received: 6 October 2020; Accepted: 29 October 2020; Published: 4 November 2020 Abstract: Peptidoglycan (PG) is made of a polymer of disaccharides organized as a three-dimensional
mesh-like network connected together by peptidic cross-links. PG is a dynamic structure that
is essential for resistance to environmental stressors. Remodeling of PG occurs throughout
the bacterial life cycle, particularly during bacterial division and separation into daughter cells. Numerous autolysins with various substrate specificities participate in PG remodeling. Expression of
these enzymes must be tightly regulated, as an excess of hydrolytic activity can be detrimental
for the bacteria. In non-tuberculous mycobacteria such as Mycobacterium abscessus, the function of
PG-modifying enzymes has been poorly investigated. In this study, we characterized the function of
the PG amidase, Ami1 from M. abscessus. An ami1 deletion mutant was generated and the phenotypes
of the mutant were evaluated with respect to susceptibility to antibiotics and virulence in human
macrophages and zebrafish. The capacity of purified Ami1 to hydrolyze muramyl-dipeptide was
demonstrated in vitro. In addition, the screening of a 9200 compounds library led to the selection
of three compounds inhibiting Ami1 in vitro. We also report the structural characterization of
Ami1 which, combined with in silico docking studies, allows us to propose a mode of action for
these inhibitors. Keywords:
N-acetylmuramyl-l-alanine
amidase;
peptidoglycan;
drug
screening;
x-ray crystallography; Mycobacterium abscessus Cells 2020, 9, 2410; doi:10.3390/cells9112410 www.mdpi.com/journal/cells Cells 2020, 9, 2410 2 of 25 1. Introduction MSMEG_6281 (Ami1Msm), containing an amidase_3 domain, is dispensable for bacterial growth
but ami1 deletion mutants present an atypical lateral branching and a defect in cell separation and
septal PG turnover [11]. This mutant is also more susceptible to antibiotics due to increased cell wall
permeability; a phenotype subsequently confirmed in an independent study which also reported the
attenuation of the virulence the ami1 mutant in a mouse model of infection [12]. While cell division
was impaired in the ami1Msm knockout strain, this phenotype could be rescued by complementation
with the orthologue gene, Rv3717, from M. tuberculosis (ami1Mtb), suggesting a similar mode of
action in both species [13]. Furthermore, ami1Msm has also been shown to be important for biofilm
formation [14]. In addition, mycobacterial Ami1 has been biochemically and structurally characterized. Purified Ami1Mtb hydrolyzes PG fragments in vitro in a zinc-dependent manner and its crystal
structure revealed a typical amidase_3 signature [15,16]. However, the functional role of Ami1 in
mycobacteria appears more complex than originally thought, for several reasons: (1) a single ami1
deletion mutant or multiple deletions of ami1 and ami3 or ami4 do not display any growth defect in
M. smegmatis [10], suggesting that amidases have redundant functions as reported in other bacteria,
such as in Escherichia coli [17–19] and (2) Ami1 shares overlapping functions with the endopeptidase
RipA, as Ami1 rescued RipA’s activity during cell division but not for persistence and chronic infection
in a mice infection model [20]. The PG remodeling machinery of M. abscessus,
a rapidly growing non-tuberculous
mycobacterium, has been poorly explored. The M. abscessus complex [21] comprises three different
subspecies—M. abscessus sensu stricto (hereafter designated M. abscessus), M. abscessus subsp. bolletii, 3 of 25 Cells 2020, 9, 2410 and M. abscessus subsp. massiliense. Infections caused by this complex are increasing globally and are
notoriously difficult to treat, particularly due to the extreme resistance of M. abscessus to most antibiotic
classes [21]. The two M. abscessus morphotypes, (R) rough and (S) smooth, display similar antibiotic
susceptibility profiles but, largely differ in their virulence profile as emphasized in the embryonic
zebrafish model [22]. The S variant is considered as the environmental form that colonizes the airways
and that can transition to the more virulent R form [21]. 2.1. Generation of Unmarked Deletion Mutant Deletion of MAB_0318c (ami1Mab) in the wild-type strain M. abscessus CIP104536T was carried
out using the double homologous recombination unmarked strategy, reported previously [26]. The DNA sequences located upstream, left arm (LA), and downstream, right arm (RA), of the
ami1 gene were PCR-amplified and subsequently cloned after an overlapping PCR reaction
into the pUX1-katG using the following primers, Forward:
Mab0318_pUX1katG_LA_F and
Reverse:
Mab0318_pUX1katG_LA_R and Forward:
Mab0318_pUX1katG_RA_F and Reverse:
Mab0318_pUX1katG_RA_R (Supplementary Table S1). p
pp
y
The resulting plasmid was electroporated in the smooth (S) and rough (R) variants of M. abscessus
and the red fluorescent, kanamycin (KAN)-resistant colonies which underwent the first homologous
recombination event were selected on Middlebrook 7H10 (Sigma-Aldrich, Saint-Quentin Fallavier,
France) agar supplemented with 10% oleic acid-albumin-dextrose-catalase (OADC) in the presence of
200 µg/mL KAN. Cultures of selected colonies were then subjected to a counter-selection on 7H10 agar
plates supplemented with OADC containing 50 µg/mL isoniazid (INH) to promote a second homologous
recombination and removal of the KAN cassette. Non-fluorescent, INH-resistant colonies were picked
up and further genotyped for ami1Mab deletion following PCR using the Mab0318_pUX1katG_LA_F
and Mab0318_pUX1katG_RA_R primers (Supplementary Table S1). Proper deletion was further
confirmed by DNA sequencing of the genomic region surrounding the site of gene deletion. For functional complementation of the ami1Mab deletion mutant, the genomic sequence of ami1Mab
was fused at its 3′end in frame with the sequence encoding the Streptag-II, using the following
primers, Forward: Mab0318_pMV306hsp_EcoRI_F and Reverse: Mab0318_SalI_C-termStrepTag
(Supplementary Table S1) and subsequently cloned into the pMV306 plasmid possessing a
KAN-resistance cassette and resulting in the creation of pMV306::ami1Mab. The ami1Mab deletion
mutants were transformed with pMV306::ami1Mab and selected onto 7H10 agar supplemented with
OADC and KAN (200µg/mL). 1. Introduction The presence or absence of surface-exposed
glycopeptidolipids (GPL) in both the S and R morphotypes, respectively, has been shown to correlate
with virulence in several animal models as well as in humans [23–25]. Herein, we evaluated the impact of ami1Mab deletion with respect to growth and bacterial division
in both S and R morphotypes of M. abscessus and assayed their capacity to infect human macrophages
and zebrafish larvae. We characterized the hydrolytic properties of purified Ami1Mab and determined
its crystal structure at high resolution. We also report a thermal-shift assay screening approach that led
to the discovery of three Ami1Mab inhibitors. 2.4. Single-Cell Preparation for M. abscessus The various strains expressing tdTomato were grown in 50 mL 7H9 supplemented with 10% OADC,
0.025% tyloxapol and appropriate antibiotics (750 µg/mL hygromycin and 200 µg/mL KAN for
complemented strains) for 3 days at 37 ◦C under agitation. After bacteria were centrifuged for 15 min
at 3000× g, the pellet was resuspended in 1 mL of 7H9 and transferred into 1.5 mL Eppendorf tubes. To dissociate bacterial aggregates and generate single-cell bacteria, the samples were syringed through
a 26G needle 20 times followed by a 15 s sonication step, resuspended with 7H9 media and passed
through a 5 µm filter. Bacterial suspensions were centrifuged for 15 min at 3000× g and the pellet
resuspended in 1 mL of 7H. The OD was measured and 10 µL aliquots were prepared in 1.5 mL
Eppendorf tubes and stored at −80 ◦C. 2.3. Mycobacterial Culture Conditions The MIC were determined according to the Clinical & Laboratory Standards Institute (CLSI)
guidelines [27]. M. abscessus strains were grown in Middlebrook 7H9 broth (BD Difco) supplemented
with 10% OADC and 0.025% tyloxapol (Sigma-Aldrich, Saint-Quentin Fallavier, France) at 37 ◦C
under agitation (unless otherwise stated) in the presence of antibiotics, when required (750 µg/mL
hygromycin for all tdTomato-expressing strains, and 200 µg/mL kanamycin for complemented strains). On plates, strains were grown on Middlebrook 7H10 agar (BD Difco) supplemented with 10% OADC
enrichment in the presence of antibiotics when required and grown at 37 ◦C. 2.2. Cloning for Recombinant Protein Expression The genomic sequence encoding ami1Mab depleted from its secretion peptide signal
was
PCR-amplified
from
M. abscessus
genomic
DNA
with
the
following
primers,
Forward:
Mab0318_pET151_F and Reverse: Mab0318_pET151_R (Supplementary Table S1) and
cloned in a ligation-free independent manner into the directional Champion™pET151 TOPO™
(Thermo Fisher Scientific, Villebon-sur-Yvette, France) using manufacturer’s instructions. The genomic sequence of ami1Msm without its peptide signal of secretion was PCR-amplified
from M. smegmatis mc2155 genomic DNA with the Forward and Reverse primers, Smeg6281_pET30_F 4 of 25 Cells 2020, 9, 2410 and Smeg6281_pET30_R (Supplementary Table S1) and was cloned into the pET-30 ek/LIC plasmid
between the KpnI and EcoRI restriction sites in frame with the His- and S-tags followed by a Tobacco
etch virus (TEV) protease cleavage site. The genomic sequence of ami1Mtb without its peptide signal of secretion was PCR-amplified
from M. tuberculosis genomic DNA with the Forward Mtb_3717_F and Reverse Mtb_3717_R primers
(Supplementary Table S1) and was cloned in a ligation-free independent manner into the pET-30
ek/LIC plasmid in frame with the His- and S-tags followed by a Tobacco etch virus (TEV) protease
cleavage site. 2.5. Protein Expression and Purification The E. coli BL21(DE3) strain resistant to phage T1 (New England Biolabs, Evry, France) containing
the pRARE2 plasmid was transformed with the pET-151::ami1Mab, pET-30::ami1Msm, or pET-30::ami1Mtb
constructs. Bacterial cultures were performed in Luria-Bertani broth (LB) medium containing 200 µg/mL
ampicillin or 50 µg/mL KAN and 30 µg/mL chloramphenicol at 37 ◦C. When an OD at 600 nm of
0.6 to 1 was reached, the cultures underwent a 30 min cold shock in icy water before adding 1 mM
isopropyl-β-d-1-thiogalactopyranoside (IPTG). Cultures were then grown for 20 h at 16 ◦C and then
spun-down (8400× g, 4 ◦C, 20 min). Bacterial pellets were resuspended in lysis buffer (50 mM
Tris-HCl pH 8, 400 mM NaCl, 20 mM imidazole, 1 mM benzamidine, and 5 mM β-mercaptoethanol)
and the cells were disrupted by sonication prior to clarification by an additional centrifugation step
(27,000× g, 4 ◦C, 45 min). Proteins were then purified by a first ion metal affinity chromatography
(IMAC) step (Ni-nitrilotriacetic acid sepharose, Cytiva, Europe, GmbH). To remove the N-terminal
tags, the eluted proteins were mixed in a 1:50 (w:w) ratio with TEV protease and dialyzed overnight
at 4 ◦C against 50 mM Tris-HCl pH 8, 200 mM NaCl, and 5 mM β-mercaptoethanol. The dialyzed
proteins were loaded onto a second IMAC, the non-tagged proteins were eluted in the flow-through,
while tags, uncleaved protein, and TEV protease bound the column. Proteins were concentrated using
a 10 kDa cut-offcentricon (Sartorius) and subjected to a final step of purification on size-exclusion
chromatography, Supderdex 75 10/300 GL using an elution buffer containing 50 mM Tris-HCl pH 8,
200 mM NaCl, and 5 mM β-mercaptoethanol for Ami1Mab and Ami1Mtb or the same buffer but at
pH 7.4 for Ami1Msm. The proteins prepared in these conditions were for crystallization purpose. Ami1Mab and Ami1Mtb used for the thin-layer chromatography (TLC)-based activity assay were 5 of 25 Cells 2020, 9, 2410 purified under similar conditions, except the last step of purification on SEC was performed in
1 x Phosphate-Buffered-Saline (PBS) buffer. 2.8. Drug Susceptibility Testing and MIC Determination Minimum inhibitory concentrations (MICs) were determined in cation-adjusted Mueller–Hinton
broth (Sigma-Aldrich, Saint Quentin Fallavier, France) using the microdilution method. Briefly, 2 µL of
the drug was added to 198 µL bacterial suspension and 2 times serial dilutions were performed with a
final volume of 100 µL per well (5 × 106 colony forming unit CFU/mL). The MIC was defined as the
minimal drug concentration required to inhibit growth and was recorded by visual inspection after
4 days of incubation at 30 ◦C. All experiments were completed in technical replicates and performed in
three independent replicates. 2.6. Crystallization, Data Collection, and Structure Refinement Crystals were grown in sitting drops in MR Crystallization Plates™(Hampton Research) at 18 ◦C
by mixing 2 µL of protein solution with 2 µL of reservoir solution. Ami1Mab crystals were obtained
at a protein concentration of 10 mg/mL and crystallized in 0.1 M Bis-Tris pH 5.5, 1.6 M ammonium
sulfate, and 1% (w/v) polyethylene glycol (PEG). Ami1Mab plus dipeptide crystals were obtained in
similar conditions and in presence of 5 mM of the ligand. Crystals were grown for several months and
cryo-protected by a brief soaking step into a solution made of 0.1 M Bis-Tris pH 5.5, 1.6 M ammonium
sulfate, 1% (w/v) PEG 3350, and 10–15% glycerol prior being cryo-cooled in liquid nitrogen. Ami1Msm crystals were obtained at a concentration of 13 mg/mL in the presence of 5 mM
muramyl-dipeptide (MDP) and in a reservoir solution made of 0.1 M Bis-Tris pH 5.5, and 17% (w/v)
PEG. Crystals were cryo-protected by a brief soaking step into a solution made of 0.1 M Bis-Tris pH 5.5,
30% (w/v) PEG 3350, and 10% PEG 400 prior being cryo-cooled in liquid nitrogen. X-ray diffraction data were collected at the Swiss-light source on the X06DA-PXIII beamline and
at the European Synchrotron Radiation Facility on the ID30B beamline. The Ami1Mab structure was solved by molecular replacement using the crystal structure of the
Ami1Mtb structure (PDB: 4LQ6) as a search request. The Ami1Mab dipeptide and Ami1Msm structures
were solved similarly but using the Ami1Mab structure as a search model. Autobuild from the
Phenix (version 1.18.2) software suite [28] was used to automatically improve the models which
were then manually rebuilt and refined using the Coot (version 0.89) [29] and Phenix software suites. The coordinates and structures factors have been deposited at the protein data bank under accession
numbers 7AGL for Ami1Mab, 7AGO for Ami1Mab plus dipeptide, and 7AGM for Ami1Msm. 2.7. In Silico Docking The three-dimensional structure of Ami1Mab bound to dipeptide was depleted from its ligand
and was used for in silico docking. The docking search was performed with the PyRx software
(version 0.9.4) [30] running AutoDock Vina [31]. All the amino acid side chains were kept as rigid. Docking was carried out using the following grid parameters: center X = 0.59, Y = 16.38, and Z = −8.5
and dimensions (Å) X = 40, Y = 44, and Z =28 and an exhaustiveness of 8. 2.8. Drug Susceptibility Testing and MIC Determination 2.9. Macrophage Experiments THP-1 macrophages were grown in Roswell Park Memorial Institute (RPMI) medium (BD Gibco)
supplemented with 10% fetal bovine serum (FBS) (Sigma-Aldrich, Saint Quentin Fallavier, France)
(RPMIFBS) and incubated at 37 ◦C with 5% CO2. THP-1 monocytes were differentiated into macrophages
in the presence of 20 ng/mL phorbol myristate acetate (PMA) in 24-well flat-bottom tissue culture
microplates (105 cells/mL) and incubated for 48 h at 37 ◦C with 5% CO2. Macrophages were infected
with M. abscessus strains at a multiplicity of infection (MOI) of 2:1 (bacteria:macrophage) in 500 µL of
RPMIFBS for 2–4 h at 37 ◦C with 5% CO2. Following infection, the bacterial inoculum was removed and
cells were carefully washed three times with PBS and then incubated with fresh RPMIFBS supplemented 6 of 25 Cells 2020, 9, 2410 with 250 µg/mL amikacin for 2 h to kill extracellular bacteria. Macrophages were then washed three
times with PBS prior to the addition of 500 µL RPMIFBS supplemented with 50 µg/mL amikacin to
prevent extracellular growth. At various time points, macrophages were washed three times with
PBS and lysed with 100 µL of 1% Triton X-100. Serial dilutions were plated on LB agar to count the
colony-forming units. 2.10. Synthesis of Peptidoglycan Dipeptide, l-Alanyl-d-Isoglutamine (DP) The dipeptide was prepared by Fmoc solid-phase peptide synthesis and was performed
on a Biotage® Initiator+ AlstraTM microwave-assisted, automated peptide synthesizer from
Biotage AB, Uppsala, Sweden. Amino acids, reagents, and solvents were purchased from
Iris Biotech GmbH, Marktredwitz, Germany. Peptide couplings were carried out using
5 equivalents of amino acid, 5 equivalents of 1-hydroxybenzotriazole (HOBt), 4.75 equivalents of
N-[(1H-benzotriazol-1-yl)(dimethylamino)methylene]-N-methylmethanaminium hexafluorophosphate
N-oxide (HBTU), and 9.75 equivalents of N,N-diisopropylethylamine (DIEA) in N-methylpyrrolidone
(NMP). A coupling time of 10 min at 75 ◦C, and subsequent deprotection with piperidine in
N,N-dimethylformamide (DMF) (2:3) for 3 min, followed by piperidine-DMF (1:4) for 10 min was used. After each coupling and deprotection step, a washing procedure with 2x NMP, 1x dichloromethane,
then 2 x NMP was used. The synthesis was carried out on a 0.1 mmol scale on 0.25 mmol/g Tenta Gel S Rink resins
from Rapp Polymere GmbH, Tuebingen, Germany. Peptide coupling of Fmoc-d-Glu(tBu)-OH
was followed by Fmoc-d-Ala-OH. The peptide was cleaved from the resin with trifluoroacetic
acid–water–triethylsilane 95:3:2 for two hours. Because of the high polarity of the product, purification
was performed in reversed-phase mode on an Isolera™system (Biotage AB, Uppsala, Sweden) with a
SNAP Bio C18 300 Å column (Biotage AB, Uppsala, Sweden), with water–acetonitrile containing
0.1% TFA, and using a gradient of acetonitrile from 5% to 30%. Peptide purity was evaluated by
analytical HPLC (Dionex Ultimate 3000 system from Thermo Scientific, Waltham, MA, USA) on an
analytical C18 column (Gemini NX 110 Å, 5 µm, 4.6 × 50 mm from Phenomenex, Torrance, CA, USA)
using a linear gradient flow from 2% to 25% acetonitrile, containing 0.1% formic acid, giving a purity
>98%, and identification was carried out by electrospray ionization mass spectrometry using an Impact
HD UHR-QTOF mass spectrometer from Bruker Corp., Billerica, MA, USA. MS (ESI): calculated for
C8H15N3O4: 217.1063; found: [M+H]+ 218.1132, and [M+Na]+ 240.0956. 162.2 [M+H]+
2 13 T
i i
El t
Mi
2.13. Transmission Electron Microscopy
2.13. Transmission Electron Microscopy 2.13. Transmission Electron Microscopy
50 mL cultures were grown in 7H9 (supplemented with 10% OADC and 0.025% tyloxapol) and
appropriate antibiotics to an OD600 = 0. Bacteria were harvested by centrifugation at 4000 g for 15
min and washed twice with 1 mL sterile PBS. Cells were fixed in 2.5% glutaraldehyde in PHEM
(60mM Pipes, 25mM Hepes, 10mM EGTA, 2mM MgCl2, pH 6.9) buffer for 1 h at room temperature,
post-fixed in OsO4 1%/K4Fe(CN)6 0.8% 1 h at room temperature then dehydrated in successive
ethanol bathes (50/70/90/100%). The samples were then infiltrated with propylene oxide/epon 812
mixes, embedded in epon 812 and polymerized at 60 °C for 24 h. Then, 70nm ultrathin sections were
cut with a PowerTome XL ultramicrotome (RMC, Tucson, Arizona,USA). Cuts were stained with
0.2% OTE (Oolong Tea Extract)/lead citrate and observed on a Tecnai G2 F20 (200 kV, FEG) TEM at
2.13. Transmission Electron Microscopy
50 mL cultures were grown in 7H9 (supplemented with 10% OADC and 0.025% tyloxapol) and
appropriate antibiotics to an OD600 = 0. Bacteria were harvested by centrifugation at 4000 g for 15
min and washed twice with 1 mL sterile PBS. Cells were fixed in 2.5% glutaraldehyde in PHEM
(60mM Pipes, 25mM Hepes, 10mM EGTA, 2mM MgCl2, pH 6.9) buffer for 1 h at room temperature,
post-fixed in OsO4 1%/K4Fe(CN)6 0.8% 1 h at room temperature then dehydrated in successive
ethanol bathes (50/70/90/100%). The samples were then infiltrated with propylene oxide/epon 812
mixes, embedded in epon 812 and polymerized at 60 °C for 24 h. Then, 70nm ultrathin sections were
cut with a PowerTome XL ultramicrotome (RMC, Tucson, Arizona,USA). Cuts were stained with
0.2% OTE (Oolong Tea Extract)/lead citrate and observed on a Tecnai G2 F20 (200 kV, FEG) TEM at
the
latfo
Plateau de Mi
o
o ie Ele t o i ue COMET
INM
Platfo
Mo t ellie
RIO
50 mL cultures were grown in 7H9 (supplemented with 10% OADC and 0.025% tyloxapol) and
appropriate antibiotics to an OD600 = 0. Bacteria were harvested by centrifugation at 4000 g for 15
min and washed twice with 1 mL sterile PBS. Cells were fixed in 2.5% glutaraldehyde in PHEM
(60mM Pipes, 25mM Hepes, 10mM EGTA, 2mM MgCl2, pH 6.9) buffer for 1 h at room temperature,
post-fixed in OsO4 1%/K4Fe(CN)6 0.8% 1 h at room temperature then dehydrated in successive
ethanol bathes (50/70/90/100%). the platform Plateau de Microsco
Imaging
p
Imaging.
Imaging.
2.14. Zebrafish Infection Experiments I
agi g
2.14. Zebrafish Infection Experiments
Experiments were done with M. abscessus strains expressing tdTomato, obtained after
transformation with the replicative plasmid pTEC27 [22]. Embryos were dechorionated using
pronase (1 mg/mL final concentration) for 5 min at room temperature, followed by extensive washes
in zebrafish water. At 30 h post-fertilization, embryos were anesthetized with 160 μg/mL tricaine
(Sigma-Aldrich, Saint Quentin Fallavier, France) followed by caudal vein microinjection of 2–3 nL of
bacterial suspension (approximately 100 CFU/nL). The size of the inoculum was verified a posteriori
2.14. Zebrafish Infection Experiments
Experiments were done with M. abscessus strains expressing tdTomato, obtained after
transformation with the replicative plasmid pTEC27 [22]. Embryos were dechorionated using
pronase (1 mg/mL final concentration) for 5 min at room temperature, followed by extensive washes
in zebrafish water. At 30 h post-fertilization, embryos were anesthetized with 160 μg/mL tricaine
(Sigma-Aldrich, Saint Quentin Fallavier, France) followed by caudal vein microinjection of 2–3 nL of
bacterial suspension (approximately 100 CFU/nL). The size of the inoculum was verified a posteriori
b i j
ti
2
L f
h b
t
i l
i
i
t
il PBS
d
l t d
7H10 + OADC T
it
2.14. Zebrafish Infection Experiments
Experiments were done with M. abscessus strains expressing tdTomato, obtained after
transformation with the replicative plasmid pTEC27 [22]. Embryos were dechorionated using
pronase (1 mg/mL final concentration) for 5 min at room temperature, followed by extensive washes
in zebrafish water. At 30 h post-fertilization, embryos were anesthetized with 160 μg/mL tricaine
(Sigma-Aldrich, Saint Quentin Fallavier, France) followed by caudal vein microinjection of 2–3 nL of
bacterial suspension (approximately 100 CFU/nL). The size of the inoculum was verified a posteriori
by injecting 2 nL of each bacterial suspension in sterile PBS and plated on 7H10 + OADC. To monitor
Experiments were done with M. abscessus strains expressing tdTomato, obtained after
transformation with the replicative plasmid pTEC27 [22]. Embryos were dechorionated using pronase
(1 mg/mL final concentration) for 5 min at room temperature, followed by extensive washes in zebrafish
water. At 30 h post-fertilization, embryos were anesthetized with 160 µg/mL tricaine (Sigma-Aldrich,
Saint Quentin Fallavier, France) followed by caudal vein microinjection of 2–3 nL of bacterial suspension
(approximately 100 CFU/nL). The size of the inoculum was verified a posteriori by injecting 2 nL of
each bacterial suspension in sterile PBS and plated on 7H10 + OADC. 2.11. Chemical Library C7H7N5—Theoretical molecular weight M = 161.1640 g/mol
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS) m/z =
g
g
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS) m/z =
162 2 [M+H]+
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS) m/z =
162.2 [M+H]+
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS)
m/z = 162.2 [M+H]+. 162.2 [M+H]+
2 13 T
i i
El t
Mi
2.13. Transmission Electron Microscopy
2.13. Transmission Electron Microscopy The samples were then infiltrated with propylene oxide/epon 812
mixes, embedded in epon 812 and polymerized at 60 °C for 24 h. Then, 70nm ultrathin sections were
cut with a PowerTome XL ultramicrotome (RMC, Tucson, Arizona,USA). Cuts were stained with
0.2% OTE (Oolong Tea Extract)/lead citrate and observed on a Tecnai G2 F20 (200 kV, FEG) TEM at
the platform Plateau de Microscopie Electronique COMET, INM, Platform Montpellier RIO
50 mL cultures were grown in 7H9 (supplemented with 10% OADC and 0.025% tyloxapol) and
appropriate antibiotics to an OD600 = 0. Bacteria were harvested by centrifugation at 4000× g for 15
min and washed twice with 1 mL sterile PBS. Cells were fixed in 2.5% glutaraldehyde in PHEM (60
mM Pipes, 25 mM Hepes, 10 mM EGTA, 2 mM MgCl2, pH 6.9) buffer for 1 h at room temperature,
post-fixed in OsO4 1%/K4Fe(CN)6 0.8% 1 h at room temperature then dehydrated in successive ethanol
bathes (50/70/90/100%). The samples were then infiltrated with propylene oxide/epon 812 mixes,
embedded in epon 812 and polymerized at 60 ◦C for 24 h. Then, 70 nm ultrathin sections were cut
with a PowerTome XL ultramicrotome (RMC, Tucson, AZ, USA). Cuts were stained with 0.2% OTE
(Oolong Tea Extract)/lead citrate and observed on a Tecnai G2 F20 (200 kV, FEG) TEM at the platform
Plateau de Microscopie Electronique COMET, INM, Platform Montpellier RIO Imaging. 2.11. Chemical Library The Institut Curie-CNRS library (9200 compounds, 2013 version) was dissolved in anhydrous
dimethyl sulfoxide (DMSO, Carl Roth, Karlsruhe, Germany) and stored in a 10 mg/mL stock solution. 2.12. General Procedures Relative to the Chemistry of Ami1Mab Inhibitors Proton (1H) NMR spectra were recorded on a Bruker Avance 300 (300 MHz for 1H), using
Tetramethylsilane as an internal standard. Deuterated DMSO-d6 was purchased from Euriso-Top
(Gif-Sur-Yvette, France). Chemical shifts are given in parts per million (ppm) (δ relative to the residual
solvent peak for 1H). The following abbreviations are used: singlet (s), doublet (d), triplet (t), and
multiplet (m). The instrument used was an Alliance Waters system [Alliance Waters 2695 (pump)
and Waters 2998 (Photodiode Array detector)] and the column was a Waters XBridge C-18, 3.5 µm
particle size (3.0 mm × 100 mm) (Waters, Saint-Quentin-en-Yvelines, France). Electrospray ionization
mass spectrometry was recorded on a micromass ZQ 2000 (Waters, Saint-Quentin-en-Yvelines, France). Compounds 1 to 3 (purity >90% by liquid chromatography-mass spectrometry) came from the Institute
Curie/CNRS chemical library (Orsay, France). 7 of 25
7 of 26
7 of 26 Cells 2020, 9, 2410
Cells 2020, 9, x
Cells 2020, 9, x etical molecular weight
etical molecular weight C8H4ClNO3—Theoretical molecular weight M = 197.5753 g/mol
C8H4ClNO3—Theoretical molecular weight M = 197.5753 g/mol
-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DM C8H4ClNO3—Theoretical molecular weight M = 197.5753 g/mol
C8H4ClNO3—Theoretical molecular weight M = 197.5753 g/mol
-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz DM 4-chlorofuro [3,2-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DMSO-d6) δ 8.81 (s,
1H), 8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. 4-chlorofuro [3,2-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DMSO-d6) δ 8.81 (s, 1H),
8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. 4-chlorofuro [3,2-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DMSO-d6) δ 8.81 (s,
1H), 8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. [ ,
]py
y
(
)
(
,
)
( ,
1H), 8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. 2.11. Chemical Library LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+
2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8.62 (d, J = 5.0 Hz, 1H), 7.82 (d, J = 5.0 Hz, 1H). LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+. 2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8.62 (d, J = 5.0 Hz, 1H), 7.82 (d, J = 5.0 Hz, 1H). LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+ , 1H), 7.82 (d, J = 5.0 Hz, 1H). LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+
C7H7N5—Theoretical molecular weight M = 161 1640 g/mol
C7H7N5—Theoretical molecular weight M = 161.1640 g/mol C7H7N5 Theoretical molecular weight M = 161 1640 g/mol
C7H7N5—Theoretical molecular weight M = 161.1640 g/mol C7H7N5—Theoretical molecular weight M = 161.1640 g/mol
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS) m/z =
g
g
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS) m/z =
162 2 [M+H]+
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS) m/z =
162.2 [M+H]+
2-(1H-tetrazol-5-yl)aniline (inhibitor 3) 1H NMR (300 MHz, DMSO-d6) δ 9.09 (s, 3H), 7.84 (dd, J = 7.9,
1.2 Hz, 1H), 7.37 – 7.18 (m, 1H), 7.00 (d, J = 8.0 Hz, 1H), 6.80 (t, J = 7.2 Hz, 1H), LRMS (ESI-MS)
m/z = 162.2 [M+H]+. 2.11. Chemical Library 4-chlorofuro [3,2-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DMSO-d6) δ 8.81 (s,
1H), 8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. 4-chlorofuro [3,2-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DMSO-d6) δ 8.81 (s, 1H),
8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. 4-chlorofuro [3,2-c]pyridine-3-carboxylic acid (inhibitor 1) 1H NMR (300 MHz, DMSO-d6) δ 8.81 (s,
1H), 8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. [
]py
y
(
)
(
)
(
1H), 8.38 (d, J = 5.7 Hz, 1H), 7.85 (d, J = 5.7 Hz, 1H), LRMS (ESI-MS) m/z = 198.0 + 200.0 [M+H]+. ti
l
l
l
i ht ti
l
l
l
i ht C7H4ClNO4
Theoretical molecular weight M= 201 5640 g/mol
C7H4ClNO4—Theoretical molecular weight, M= 201.5640 g/mol
C7H4ClNO4—Theoretical molecular weight, M= 201.5640 g/mol C7H4ClNO4
Theoretical molecular weight, M 201.5640 g/mol
2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8 62 (d J = 5 0 Hz 1H) 7 82 (d J = 5 0 Hz 1H) LRMS (ESI MS) m/z = 202 0 + 204 0 [M+H]+
2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8.62 (d, J = 5.0 Hz, 1H), 7.82 (d, J = 5.0 Hz, 1H). LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+
2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8.62 (d, J = 5.0 Hz, 1H), 7.82 (d, J = 5.0 Hz, 1H). LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+. 2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8.62 (d, J = 5.0 Hz, 1H), 7.82 (d, J = 5.0 Hz, 1H). LRMS (ESI-MS) m/z = 202.0 + 204.0 [M+H]+ g
,
g/
2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8 62 (d J = 5 0 Hz 1H) 7 82 (d J = 5 0 Hz 1H) LRMS (ESI MS) m/z = 202 0 + 204 0 [M+H]+
2-chloropyridine-3,4-dicarboxylic acid (inhibitor 2) 1H NMR (300 MHz, DMSO-d6) δ 14.07 (s, 2H),
8.62 (d, J = 5.0 Hz, 1H), 7.82 (d, J = 5.0 Hz, 1H). 2.17. Muramyl-Dipeptide Hydrolysis Assay The reaction mixture was composed of 0.5 µL of Ami1 at different concentrations, 0.5 µL of
MDP (InvivoGen, Toulouse, France) at 10 mg/mL and 4 µL of 1X PBS, and was incubated for
30 min at 37 ◦C. The whole reaction volume was spotted at the bottom of a silica gel TLC plate
(10 × 10 or 20 × 20 cm) in 1 µL steps. Migration of the reaction products was done in a glass chamber
using butanol–ethanol–water (ratio 50:32:18, v/v/v) as a mobile phase. After approximately 1 h,
plates were removed, allowed to dry, sprayed with 2% ninhydrin solution (diluted in ethanol)
and charred. MDP, the dipeptide, and N-acetylmuramic acid (Sigma-Aldrich, Saint-Quentin Fallavier,
France) were used as internal standards. 2.16. Statistical Analyses Statistical analyses were performed on Prism 5.0 (Graphpad, La Jolla, CA, USA) and detailed
in each figure legend. Macrophage experiments were analyzed using Student’s unpaired two-tailed
t-tests. For zebrafish embryo survival curve analysis, log-rank (Mantel–Cox) statistical tests were used. 2.18. Compounds Screening by Thermal-Shift Assay The procedure was largely based on the protocol described by Niesen et al., [33]. Thirty-nine
microliters of purified Ami1Mab at a concentration of 80 µM were dispensed in 96-well PCR plates. One microliter of each compound at 10 mg/mL was added in each well. As a non-treated control and
to determine Ami1Mab melting temperature (Tm), 1 µL of DMSO was added to one well with Ami1Mab. Thereafter, 40 µL of the fluorescent dye, SYPRO orange (Sigma-Aldrich, Saint-Quentin Fallavier,
France), at a concentration of 10X (stock solution 5000X in 100% DMSO) was added. Plates were sealed
and placed in a preheated qPCR machine (Agilent Mx3005) equipped with a Cy3 filter (excitation 545,
emission 568). The heat cycle program was as followed: a 10 min step at 25 ◦C followed by an
incremental of 1◦/min step until the temperature reached 95 ◦C. After the run, the melting curves of the
protein in each well were plotted using Graphpad Prism software. Curves were fitted using Boltzmann
sigmoidal functions and the Tm was subsequently determined. A Tm value approximately of 2 ◦C to
5 ◦C higher than the DMSO control was considered as strong binding to the protein. the platform Plateau de Microsco
Imaging
p
Imaging.
Imaging.
2.14. Zebrafish Infection Experiments To monitor embryo survival,
infected larvae were transferred into 24-well plates (three embryos per well) and incubated at 28.5 ◦C. 8 of 25 Cells 2020, 9, 2410 Embryos were monitored daily and dead embryos were determined based on the absence of a heartbeat
and removed from the well. Embryos were monitored daily and dead embryos were determined based on the absence of a heartbeat
and removed from the well. 2.15. Zebrafish Breeding and Ethics Zebrafish experiments were completed in accordance with the guidelines defined by the European
Union for the use of laboratory animals. All animal experimentations were approved by the Direction
Sanitaire et Vétérinaire de l’Hérault et Comité d’Ethique pour l’Expérimentation Animale de la région
Languedoc Roussillon under the reference CEEA-LR-1145. Adult zebrafish were housed at the Centre
National de la Recherche Scientifique, Montpellier, France. Zebrafish embryos were obtained by
natural spawning and maintained at 28.5 ◦C in 60 µg/mL ocean salts. Zebrafish experiments were
performed using the golden mutant line [32]. 3.1. Phenotypic Analysis of ami1 Deletion Mutant in the R and S Morphotypes 3.1. Phenotypic Analysis of ami1 Deletion Mutant in the R and S Morphotypes 3.1.1. ami1Mab Is Dispensable for M. abscessus Growth in Vitro To investigate the role of Ami1Mab, a ∆ami1Mab deletion mutant was generated based on the
development of a recent recombineering technique allowing the production of unmarked deletion
mutants in M. abscessus [26]. Gene deletion was generated in both the S and R backgrounds. Proper gene
inactivation was confirmed by PCR and sequencing analysis (Figure 1A). 9 of 25 Cells 2020, 9, 2410 ls 2020, 9, 2410
9 o
Cells 2020, 9, x
9 of 26
Figure 1. Generation and phenotypic analyses of Δami1Mab. (A) Schematic representation of the
genomic region around ami1Mab (MAB_0318c) in the parental (WT) and Δami1Mab strains of
Mycobacterium abscessus. The size of the PCR amplicons used for genotyping the Δami1Mab mutants is
indicated. (B) PCR profile confirming the proper deletion of ami1Mab in the mutant strains. The PCR
products of 1.6 kb were amplified from Δami1Mab genomic DNA from rough (R) and smooth (S)
variants while a band at 2.4 kb is expected for the parental (WT) strain. (C) In vitro growth curves at
Figure 1. Generation and phenotypic analyses of ∆ami1Mab. (A) Schematic representation of the genomic
region around ami1Mab (MAB_0318c) in the parental (WT) and ∆ami1Mab strains of Mycobacterium
abscessus. The size of the PCR amplicons used for genotyping the ∆ami1Mab mutants is indicated. (B) PCR
profile confirming the proper deletion of ami1Mab in the mutant strains. The PCR products of 1.6 kb were
amplified from ∆ami1Mab genomic DNA from rough (R) and smooth (S) variants while a band at 2.4 kb
is expected for the parental (WT) strain. (C) In vitro growth curves at 37 ◦C of the M. abscessus (Mab)
WT, ∆ami1Mab, and complemented strains, in the R and S variants, respectively. Bacteria were grown in
7H9 broth supplemented with 10% oleic acid-albumin-dextrose-catalase (OADC) and 0.025% tyloxapol. The experiment is one representative of three replicates. (D) Transmission electron microscopy (TEM)
of the M. abscessus WT, ∆ami1Mab, and complemented strain in the S morphotype. Septa are indicated
by black arrows. (E) Cell length measurements from the TEM data. 3.1. Phenotypic Analysis of ami1 Deletion Mutant in the R and S Morphotypes Cells 2020, 9, 2410 10 of 25 The size of the amplicon ∆ami1 mutants relative to the wild-type strain confirms the proper
deletion of the gene in both the S and R morphotypes (Figure 1B). Complemented deletion strains
were generated by cloning ami1Mab into the integrative pMV306 [34], yielding pMV306::ami1Mab and
allowing gene expression under the control of the strong hsp60 promoter. Growth curves of the ∆ami1Mab and the corresponding complemented strains were similar to
those of their wild-type progenitors, suggesting that the inactivation of ami1 does not affect the growth
of M. abscessus in broth medium (Figure 1C). Overall, these results indicate that ami1Mab is dispensable
for M. abscessus growth in vitro. 3.1. Phenotypic Analysis of ami1 Deletion Mutant in the R and S Morphotypes Mean cell length = 1.27 µm for Mab
S WT (n = 518); mean cell length = 1.34 µm for ∆ami1Mab (n = 557); mean cell length = 1.27 µm from the
complemented strain (n = 576), the scale bar represents 500 nm. For statistical analysis, an unpaired Cells 2020, 9, x
9 of 26 Figure 1. Generation and phenotypic analyses of Δami1Mab. (A) Schematic representation of the
genomic region around ami1Mab (MAB_0318c) in the parental (WT) and Δami1Mab strains of
Mycobacterium abscessus. The size of the PCR amplicons used for genotyping the Δami1Mab mutants is
indicated. (B) PCR profile confirming the proper deletion of ami1Mab in the mutant strains. The PCR
products of 1.6 kb were amplified from Δami1Mab genomic DNA from rough (R) and smooth (S)
variants while a band at 2.4 kb is expected for the parental (WT) strain. (C) In vitro growth curves at
Figure 1. Generation and phenotypic analyses of ∆ami1Mab. (A) Schematic representation of the genomic
region around ami1Mab (MAB_0318c) in the parental (WT) and ∆ami1Mab strains of Mycobacterium
abscessus. The size of the PCR amplicons used for genotyping the ∆ami1Mab mutants is indicated. (B) PCR
profile confirming the proper deletion of ami1Mab in the mutant strains. The PCR products of 1.6 kb were
amplified from ∆ami1Mab genomic DNA from rough (R) and smooth (S) variants while a band at 2.4 kb
is expected for the parental (WT) strain. (C) In vitro growth curves at 37 ◦C of the M. abscessus (Mab)
WT, ∆ami1Mab, and complemented strains, in the R and S variants, respectively. Bacteria were grown in
7H9 broth supplemented with 10% oleic acid-albumin-dextrose-catalase (OADC) and 0.025% tyloxapol. The experiment is one representative of three replicates. (D) Transmission electron microscopy (TEM)
of the M. abscessus WT, ∆ami1Mab, and complemented strain in the S morphotype. Septa are indicated
by black arrows. (E) Cell length measurements from the TEM data. Mean cell length = 1.27 µm for Mab
S WT (n = 518); mean cell length = 1.34 µm for ∆ami1Mab (n = 557); mean cell length = 1.27 µm from the
complemented strain (n = 576), the scale bar represents 500 nm. For statistical analysis, an unpaired
t-test with Welch’s correction was performed. p = 0.0035 for WT vs. ∆ami1Mab and p = 0.0053 for
∆ami1Mab vs. ∆ami1Mab complemented (compl.) n.s. stands non statistically significant and ** stands
for p < 0.01. MIC in µg/mL of the different antibiotics were determined as described in the Materials and Methods, Section 2.8. 3.1.2. ami1Mab Deletion Mutants Do Not Present Division Defects It was previously reported that 20% of the M. smegmatis ami1 deletion mutants harbored an atypical
cell division [11], although this observation was neither confirmed in an independent study [10] nor
in a M. tuberculosis ami1 deletion mutant [20]. We, therefore, investigated the shape and morphology
of the M. abscessus S ∆ami1 mutants by transmission electron microscopy (TEM) (Figure 1D). The R
variant was not included in this analysis because of its high propensity to aggregate, making it
difficult to obtain homogeneous bacterial suspensions, therefore rendering TEM processing very
challenging. Analysis of approximately 500 individual WT, ∆ami1Mab, and ∆ami1Mab complemented
cells failed to show morphological or cell division defects. Chain formation, typifying bacteria
unable to divide properly, was not observed in ∆ami1Mab, thus differing from the chaining phenotype
observed in Helicobacter pylori [35] or E. coli [17] strains in which single or multiple amidase-encoding
genes were invalidated. Analysis of the size of a large number of single bacilli showed a slight but
statistically-significant average shorter cell length for the WT (1.27 µm ± 0.018) and complemented
strains (1.27 µm ± 0.017) as compared with the ∆ami1Mab mutant (1.34 µm ± 0.017) (Figure 1E). Cells 2020, 9, 2410 Cells 2020, 9, 2410 11 of 25 The wild-type sensitivity to these drugs was restored upon complementation. In contrast, the MIC
of antibiotics that do not target PG (amikacin, clofazimine, and tigecycline) remained unaffected
(Table 1). The wild-type sensitivity to these drugs was restored upon complementation. In contrast, the MIC
of antibiotics that do not target PG (amikacin, clofazimine, and tigecycline) remained unaffected
(Table 1). Taken together, these results suggest that although ∆ami1Mab mutants do not present major growth
and cell division defects, they display a slightly-increased susceptibility profile to SDS and to β-lactam
antibiotics, suggestive of a cell wall alteration. 3.2. Analysis of the Virulence Phenotype of the M. abscessus ami1 Deletion Mutant 3.2. Analysis of the Virulence Phenotype of the M. abscessus ami1 Deletion Mutant 3.2.1. ∆ami1Mab Is Not Impaired in Uptake and Persistence in Human Macrophages 3.1.3. ∆ami1Mab Is More Sensitive to β-Lactam Antibiotics and Detergent 3.1.3. ∆ami1Mab Is More Sensitive to β-Lactam Antibiotics and Detergent We showed previously that inactivation of a dehydratase involved in cell wall biosynthesis was
associated with increased susceptibility to detergents in M. abscessus [36]. In this study, we assessed
whether ami1 deletion affects cell wall integrity and thus susceptibility to sodium dodecyl sulfate
(SDS) on solid medium. A moderate increase in sensitivity to SDS treatment at a concentration of
0.0025% was observed in ∆ami1 as compared to the WT strain, particularly visible at the 10−2 dilution
(Supplementary Figure S1). The effect was more pronounced in the presence of 0.0037% SDS for the R
variant. This low detergent sensitivity was partially restored upon complementation with ami1Mab
(Supplementary Figure S1). As the ∆ami1 M. smegmatis and M. tuberculosis were more susceptible to antibiotics [11,20], we next
inquired whether a similar antibiotic susceptibility profile is seen in ∆ami1Mab. The MIC of several
β-lactam antibiotics (imipenem, cefuroxime, and cefamandole), known to target PG, were two times
lower in the ∆ami1Mab strains compared to their respective parental progenitors (Table 1). Table 1. MIC determination
M. abscessus S WT
M. abscessus S
∆ami1
M. abscessus S
∆ami1 Compl. Imipenem
4
2
4
Cefoxitine
16
16
16
Cefuroxime
187–375
93
187
Cefamandole
2000
500–1000
2000
Amikacin
16
16
16
Clofazimine
0.78
0.78
0.78
Tigecycline
4
4
4
MIC in µg/mL of the different antibiotics were determined as described in the Materials and Methods, Secti Table 1. MIC determination 3.2.1. ∆ami1Mab Is Not Impaired in Uptake and Persistence in Human Macrophages abscessus S and R variants, respectively. The M. abscessus
Figure 2. Assessment of ∆ami1Mab in human macrophage and zebrafish larvae. (A) M. abscessus-infected
THP-1 macrophages with amikacin maintained at 50 µg/mL in the RPMI medium were lysed from
day 0 to day 5 for CFU enumeration. Bacteria were plated at day 0 (2–4 h phagocytosis followed
by a 2 h amikacin treatment at 250 µg/mL) day 1, 3 and day 5. Histograms and error bars represent
means and standard deviations calculated from three independent experiments. For statistical analysis,
the unpaired t-test with Welch’s correction was applied. *, **, ***, and **** stand for p < 0.1, p < 0.01,
p < 0.001, and p < 0.0001, respectively. Left and right panels are for M. abscessus S and R variants,
respectively. The M. abscessus S and R wild-type strains used as controls were not transformed with
pMV306. (B) Survival curves of zebrafish embryos infected with the different M. abscessus strains. The data shown are corresponding to a pool of data from three independent experiments. For each
experiment, 20 embryos were injected with 200–300 CFUs, respectively. Left and right panels are Figure 2. Assessment of Δami1Mab in human macrophage and zebrafish larvae. (A) M. abscessus-infected THP-1 macrophages with amikacin maintained at 50 μg/mL in the RPMI medium
were lysed from day 0 to day 5 for CFU enumeration. Bacteria were plated at day 0 (2–4 h
phagocytosis followed by a 2 h amikacin treatment at 250 μg/mL) day 1, 3 and day 5. Histograms and
error bars represent means and standard deviations calculated from three independent experiments. For statistical analysis, the unpaired t-test with Welch’s correction was applied. *, **, ***, and ****
stand for p < 0.1, p < 0.01, p < 0.001, and p < 0.0001, respectively. Left and right panels are for M. abscessus S and R variants, respectively. The M. abscessus S and R wild-type strains used as controls
were not transformed with pMV306. (B) Survival curves of zebrafish embryos infected with the
different M. abscessus strains. The data shown are corresponding to a pool of data from three
independent experiments. For each experiment, 20 embryos were injected with 200–300 CFUs,
respectively. Left and right panels are for M. abscessus S and R variants, respectively. The M. abscessus
S and R wild-type strains used as controls were transformed with pTEC27 but not transformed with
Figure 2. 3.2.1. ∆ami1Mab Is Not Impaired in Uptake and Persistence in Human Macrophages The recent study by Healy et al., emphasized the importance of Ami1 for M. tuberculosis
virulence,
particularly for the successful establishment of chronic infection in mice [20]. Because immunocompetent mice rapidly clear the infection with M. abscessus, this model is not
permissive to the establishment of a chronic infection [23]. We thus analyzed the virulence of the
∆ami1Mab mutants in the human THP-1 macrophages. Both S and R ∆ami1Mab strains were internalized
by macrophages similarly to the parental strains, as judged from the CFU determination at day 0
(Figure 2A). The capacity of the mutants to replicate inside macrophages was also slightly modified as CFU
counts between day 1 and day 5 post-infection modestly increased as compared to the CFU of
the corresponding WT strains (Figure 2A). Unexpectedly, the complemented strains overexpressing
Ami1 showed an enhanced capacity to invade macrophages (up to 1-Log and 0.5-Log higher for
the R and S variants at day 0, respectively) as compared to corresponding WT and mutant strains. However, the difference was less prominent at day 5 post-infection (Figure 2A). These results suggest that ami1Mab is not required for macrophage internalization and intracellular
replication but that overexpression of Ami1Mab confers an intracellular survival advantage to the bacilli. 12 of 25 Cells 2020, 9, 2410 Figure 2. Assessment of Δami1Mab in human macrophage and zebrafish larvae. (A) M. abscessus-infected THP-1 macrophages with amikacin maintained at 50 μg/mL in the RPMI medium
were lysed from day 0 to day 5 for CFU enumeration. Bacteria were plated at day 0 (2–4 h
phagocytosis followed by a 2 h amikacin treatment at 250 μg/mL) day 1, 3 and day 5. Histograms and
error bars represent means and standard deviations calculated from three independent experiments. For statistical analysis, the unpaired t-test with Welch’s correction was applied. *, **, ***, and ****
stand for p < 0.1, p < 0.01, p < 0.001, and p < 0.0001, respectively. Left and right panels are for M. abscessus S and R variants, respectively. The M. abscessus S and R wild-type strains used as controls
were not transformed with pMV306. (B) Survival curves of zebrafish embryos infected with the
different M. abscessus strains. The data shown are corresponding to a pool of data from three
independent experiments. For each experiment, 20 embryos were injected with 200–300 CFUs,
respectively. Left and right panels are for M. abscessus S and R variants, respectively. The M. 3.2.1. ∆ami1Mab Is Not Impaired in Uptake and Persistence in Human Macrophages abscessus
S and R wild-type strains used as controls were transformed with pTEC27 but not transformed with
Figure 2. Assessment of ∆ami1Mab in human macrophage and zebrafish larvae. (A) M. abscessus-infected
THP-1 macrophages with amikacin maintained at 50 µg/mL in the RPMI medium were lysed from
day 0 to day 5 for CFU enumeration. Bacteria were plated at day 0 (2–4 h phagocytosis followed
by a 2 h amikacin treatment at 250 µg/mL) day 1, 3 and day 5. Histograms and error bars represent
means and standard deviations calculated from three independent experiments. For statistical analysis,
the unpaired t-test with Welch’s correction was applied. *, **, ***, and **** stand for p < 0.1, p < 0.01,
p < 0.001, and p < 0.0001, respectively. Left and right panels are for M. abscessus S and R variants,
respectively. The M. abscessus S and R wild-type strains used as controls were not transformed with
pMV306. (B) Survival curves of zebrafish embryos infected with the different M. abscessus strains. The data shown are corresponding to a pool of data from three independent experiments. For each
experiment, 20 embryos were injected with 200–300 CFUs, respectively. Left and right panels are
for M. abscessus S and R variants, respectively. The M. abscessus S and R wild-type strains used as Figure 2. Assessment of Δami1Mab in human macrophage and zebrafish larvae. (A) M. abscessus-infected THP-1 macrophages with amikacin maintained at 50 μg/mL in the RPMI medium
were lysed from day 0 to day 5 for CFU enumeration. Bacteria were plated at day 0 (2–4 h
phagocytosis followed by a 2 h amikacin treatment at 250 μg/mL) day 1, 3 and day 5. Histograms and
error bars represent means and standard deviations calculated from three independent experiments. For statistical analysis, the unpaired t-test with Welch’s correction was applied. *, **, ***, and ****
stand for p < 0.1, p < 0.01, p < 0.001, and p < 0.0001, respectively. Left and right panels are for M. abscessus S and R variants, respectively. The M. abscessus S and R wild-type strains used as controls
were not transformed with pMV306. (B) Survival curves of zebrafish embryos infected with the
different M. abscessus strains. The data shown are corresponding to a pool of data from three
independent experiments. For each experiment, 20 embryos were injected with 200–300 CFUs,
respectively. Left and right panels are for M. 3.2.2. Virulence of ∆ami1Mab Is Not Affected in the Zebrafish Model of Infection 3.2.2. Virulence of ∆ami1Mab Is Not Affected in the Zebrafish Model of Infection Next, we assessed the virulence phenotype of ∆ami1Mab strains in zebrafish embryos, which
are particularly suitable to study the chronology of M. abscessus infection [22]. WT, ∆ami1Mab,
and complemented strains were first transformed with pTEC27 encoding tdTomato, allowing infection
to be monitored in real-time by fluorescence microscopy. Bacterial suspensions (200–300 CFU) were
microinjected in the caudal vein of zebrafish embryos at 30 h post-fertilization [22]. As reported
previously, the S variant is predominantly avirulent in the embryos, with only 20% of embryo death
at 12 days post-infection [22,37]. The survival curves of the embryos infected with ∆ami1Mab and
the complemented strains were comparable to that of the WT (Figure 2B, left panel). In contrast,
the R strains appeared more virulent with 70% larval death at 12 dpi, in agreement with previous
reports [22] (Figure 2B, right panel). A slight but not statistically-significant killing delay was observed
for the ∆ami1Mab- complemented strain (Figure 2B, right panel). These findings were corroborated
with whole-embryo imaging, which failed to show infection foci in the embryos infected with the
different S-derivative strains (Figure 2C, left panel), while robust infection occurred in the embryos
challenged with the R derivative strains, typified by the presence of massive infection and important
bacterial burdens within the central nervous system (Figure 2C, right panel). Together, these results
suggest that Ami1Mab is not required for M. abscessus virulence in zebrafish. 3.3. Biochemical and Structural Characterization of Ami1Mab 3.3.1. Ami1Mab Is an Active PG Hydrolase 3.3. Biochemical and Structural Characterization of Ami1Mab 3.2.1. ∆ami1Mab Is Not Impaired in Uptake and Persistence in Human Macrophages Assessment of ∆ami1Mab in human macrophage and zebrafish larvae. (A) M. abscessus-infected
THP-1 macrophages with amikacin maintained at 50 µg/mL in the RPMI medium were lysed from
day 0 to day 5 for CFU enumeration. Bacteria were plated at day 0 (2–4 h phagocytosis followed
by a 2 h amikacin treatment at 250 µg/mL) day 1, 3 and day 5. Histograms and error bars represent
means and standard deviations calculated from three independent experiments. For statistical analysis,
the unpaired t-test with Welch’s correction was applied. *, **, ***, and **** stand for p < 0.1, p < 0.01,
p < 0.001, and p < 0.0001, respectively. Left and right panels are for M. abscessus S and R variants,
respectively. The M. abscessus S and R wild-type strains used as controls were not transformed with
pMV306. (B) Survival curves of zebrafish embryos infected with the different M. abscessus strains. The data shown are corresponding to a pool of data from three independent experiments. For each
experiment, 20 embryos were injected with 200–300 CFUs, respectively. Left and right panels are
for M. abscessus S and R variants, respectively. The M. abscessus S and R wild-type strains used as
controls were transformed with pTEC27 but not transformed with pMV306. (C) Representative images
of infected zebrafish embryos at 5 days post-infection. Scale bar represents 1 mm. Infection foci are
displayed in red. Cells 2020, 9, 2410 13 of 25 13 of 25 3.3.1. Ami1Mab Is an Active PG Hydrolase Activity of both Ami1Mab and Ami1Mtb is inhibited
Figure 3. Biochemical characterization of Ami1Mab. (A) Ami1Mab
elution profile on
Superdex 75 10/300 GL size-exclusion chromatography column. The denaturating polyacrylamide
electrophoresis gel attests to the high protein purity after three chromatography steps. (B) Schematic of
the muramyl-dipeptide hydrolysis assay. Ami1Mab cleaves muramyl-dipeptide (MDP) to yield
N-acetylmuramic acid (MurNAc) and l-Ala-d-IsoGln (dipeptide). (C) The thin-layer chromatography
(TLC)-based activity assay revealed a correlation between the disappearance of MDP and the
concentration of Ami1Mab. Pure MDP, MurNAc, and dipeptide (DP) were loaded on the right part of
the TLC plate as migration controls. TLC was revealed by ninhydrin and charring. (D) The enzymatic
activity of Ami1 is Zn2+-dependent. Activity of both Ami1Mab and Ami1Mtb is inhibited after incubation
with EDTA. 3 3 2 Th
l Shif B
d D
S
i
Id
ifid Th
P
I hibi
f A
i1 14 of 25 Cells 2020, 9, 2410
14 of 25
Cells 2020, 9, x
14 of 26 Cells 2020, 9, 2410 Cells 2020, 9, x Figure 3. Biochemical characterization of Ami1Mab. (A) Ami1Mab elution profile on Superdex 75 10/300
GL size-exclusion chromatography column. The denaturating polyacrylamide electrophoresis ge
attests to the high protein purity after three chromatography steps. (B) Schematic of the
muramyl-dipeptide hydrolysis assay. Ami1Mab cleaves muramyl-dipeptide (MDP) to yield
N-acetylmuramic
acid
(MurNAc)
and
L-Ala-D-IsoGln
(dipeptide). (C)
The
thin-layer
chromatography (TLC)-based activity assay revealed a correlation between the disappearance of
MDP and the concentration of Ami1Mab. Pure MDP, MurNAc, and dipeptide (DP) were loaded on the
right part of the TLC plate as migration controls. TLC was revealed by ninhydrin and charring. (D)
h
f A
d
d
A
f b
h A
d A
h b
d
Figure 3. Biochemical characterization of Ami1Mab. (A) Ami1Mab
elution profile on
Superdex 75 10/300 GL size-exclusion chromatography column. The denaturating polyacrylamide
electrophoresis gel attests to the high protein purity after three chromatography steps. (B) Schematic of
the muramyl-dipeptide hydrolysis assay. Ami1Mab cleaves muramyl-dipeptide (MDP) to yield
N-acetylmuramic acid (MurNAc) and l-Ala-d-IsoGln (dipeptide). (C) The thin-layer chromatography
(TLC)-based activity assay revealed a correlation between the disappearance of MDP and the
concentration of Ami1Mab. Pure MDP, MurNAc, and dipeptide (DP) were loaded on the right part of
the TLC plate as migration controls. TLC was revealed by ninhydrin and charring. (D) The enzymatic
activity of Ami1 is Zn2+-dependent. 3.3.1. Ami1Mab Is an Active PG Hydrolase Activity of both Ami1Mab and Ami1Mtb is inhibited after incubation
with EDTA. 3.3.1. Ami1Mab Is an Active PG Hydrolase The biological function of Ami1 in M. smegmatis and M. tuberculosis underscores its requirement
for growth, cell division, and virulence. Ami1 appears, therefore, as a potential drug target to exploit
in mycobacteria. The macrophage infection results highlight the intracellular advantage conferred
by overexpression of Ami1Mab in M. abscessus. Comforted by these studies, we initiated biochemical
studies, searched for specific inhibitors, and characterized the structure of Ami1Mab. Ami1Mab was purified without its first 40 amino acids in N-terminus, predicted to correspond
to the signal peptide required for secretion. It was purified as a recombinant protein expressed in
E. coli following a three-step purification procedure, yielding a highly pure and homogeneous protein
preparation (Figure 3A). The hydrolytic activity of pure Ami1Mab was next monitored by thin-layer chromatography
(TLC) and using the commercial N-acetylmuramyl-l-alanyl-d-isoglutamine substrate, also known as
muramyl-dipeptide (MDP). If the amidase is active on MDP, N-acetylmuramic acid and l-Ala-d-IsoGln
are expected to be released (Figure 3B). Substrate and reaction products could be visualized following
separation by TLC, spraying with ninhydrin, and charring. We first monitored the hydrolysis of MDP
using a range of protein concentrations (from 2 to 32 µM). MDP was rapidly hydrolyzed by Ami1Mab,
indicating that it is an active PG hydrolase that cleaves the amide bond between the N-acetylmuramic
acid and l-Ala (Figure 3C). Since Zn2+ is an essential divalent ion for PG amidases, we next assessed
the dependence of Ami1Mab for this metal ion. Incubating Ami1Mab with the chelating agent EDTA
prior to the reaction almost completely abolished the enzymatic activity (Figure 3D). These results
demonstrate that, like Ami1Mtb (Figure 3D), [15,16] Zn2+ is required for catalysis of Ami1Mab. Cells 2020, 9, 2410
14 of 25
Cells 2020, 9, x
14 of 26
Figure 3. Biochemical characterization of Ami1Mab. (A) Ami1Mab elution profile on Superdex 75 10/300
GL size-exclusion chromatography column. The denaturating polyacrylamide electrophoresis gel
attests to the high protein purity after three chromatography steps. (B) Schematic of the
muramyl-dipeptide hydrolysis assay. Ami1Mab cleaves muramyl-dipeptide (MDP) to yield
N-acetylmuramic
acid
(MurNAc)
and
L-Ala-D-IsoGln
(dipeptide). (C)
The
thin-layer
chromatography (TLC)-based activity assay revealed a correlation between the disappearance of
MDP and the concentration of Ami1Mab. Pure MDP, MurNAc, and dipeptide (DP) were loaded on the
right part of the TLC plate as migration controls. TLC was revealed by ninhydrin and charring. (D)
The enzymatic activity of Ami1 is Zn2+-dependent. The enzymatic activity of Ami1 is Zn2+-dependent. Activity of both Ami1Mab and Ami1Mtb is
after incubation with EDTA.
3.3.2. Thermal-Shift-Based Drug Screening Identified Three Potent Inhibitors of Ami1Mab The hydrolytic activity of pure Ami1Mab was next monitored by thin-layer chromatography
(TLC) and using the commercial N-acetylmuramyl-L-alanyl-D-isoglutamine substrate, also known
as muramyl-dipeptide (MDP). If the amidase is active on MDP, N-acetylmuramic acid and
Despite being a robust assay to monitor PG hydrolytic activity, the TLC-based assay is not
compatible with a large screening program to identify specific inhibitors of amidases. To overcome this
hurdle, we employed thermal-shift assay (TSA) [38,39] to screen a large chemical library. This technique 15 of 25 Cells 2020, 9, 2410 is based on the principle that if a small molecule binds to the protein, the melting temperature (Tm) of
the protein is modified. The Tm can easily be followed by adding a fluorescent dye, SYPRO orange,
that binds to hydrophobic patches of a protein that are exposed after melting. Monitoring of the signal
can be performed by standard real time-PCR. It is noteworthy that this method does not necessarily
select for direct enzyme inhibitors but identifies molecules that can stabilize or destabilize the protein
of interest. A TSA approach was developed in a 96-well plate format to screen the 9200 compounds of the
Curie-CNRS library. The entire screen consisted of 115 plates, each containing 80 chemicals as well
as a non-treated control and Ami1Mab plus 5% dimethyl sulfoxide (DMSO). Compound selection
was based on Tm values ranging from 2 to 5 ◦C higher than the Tm of Ami1Mab plus DMSO control. Application of this threshold allowed the identification of 654 compounds. All selected compounds
were then assessed individually (at a concentration of 0.125 mg/mL) for their ability to inhibit Ami1Mab
activity using the TLC-based assay. This narrowed down our initial screen to 54 compounds. A third
round of selection was next applied, keeping only compounds inhibiting the enzyme activity at a
concentration below 1 mM. This led to the selection of only three potential hits. 3.3.3. Biochemical Characterization of Ami1Mab Inhibitors 3.3.3. Biochemical Characterization of Ami1Mab Inhibitors Among these three hits, two belong to the pyridine chemical group while the third one
is a tetrazole-derived compound. Compound 1 is a 4-chlorofuro [3,2-c]pyridine-3-carboxylic
acid
while
compound
2
is
a
2-(1H-1,2,3,4-tetrazol-5-yl)aniline
and
compound
3
is
a
2-chloropyridine-3,4-dicarboxylic acid (Figure 4A). The validity of these hits was subsequently reassessed by TSA with respect to their capacity to
increase the Tm of Ami1Mab. The three compounds increased the Tm of Ami1Mab by 5.5, 2.4, and 3.5 ◦C,
respectively, when compared with Ami1Mab incubated with DMSO (Tm= 45 ◦C) (Figure 4B). The capacity of the three compounds to inhibit the MDP hydrolytic activity of Ami1Mab was
determined in a concentration-dependent manner using the TLC-based activity assay. Compound 1
displayed the highest inhibitory effect, starting at 150–200 µM, followed by compound 3 between
250–500 µM, and compound 2, which showed a moderate inhibitory activity starting at 800 µM
(Figure 4C). Since two of the inhibitors possess carboxylic groups, we addressed whether the inhibitory effect
was not due to a pH change during the reaction. The Ami1Mab activity was thus tested under various
acidic conditions, resulting in an active protein until pH 2 was reached. In parallel, products and
substrates of the reaction were separated by TLC under the same pH range to ensure that the observed
inhibition was not due to a TLC migration artifact dependent on the pH (Figure 4D). These biochemical data indicate that all three compounds inhibit the Ami1Mab activity in vitro. To enlighten the mode of inhibition of these compounds, structural studies of Ami1Mab were undertaken. 16 of 25
6 of 26 16 of 25
6 of 26 Cells 2020, 9, 2410
Cells 2020, 9, x Figure 4. Characterization of Ami1Mab inhibitors. (A) Chemical structure of the three compounds
selected by thermal-shift assay. Chloride atom is in green, carbon in black, oxygen in red and
nitrogen in blue (B) Melting curves of Ami1Mab in the presence of compound 1 (blue) at 244 μM,
compound 2 (red) at 879 μM, and compound 3 (blue) at 845 μM as compared with protein incubated
with 5% DMSO (black). (C) Assessment of Ami1Mab inhibition by compounds 1, 2, and 3 by TLC. (D)
Evaluation of the Ami1Mab activity over an acidic pH range. Figure 4. Characterization of Ami1Mab inhibitors. (A) Chemical structure of the three compounds
selected by thermal-shift assay. 3.3.3. Biochemical Characterization of Ami1Mab Inhibitors Chloride atom is in green, carbon in black, oxygen in red and nitrogen
in blue (B) Melting curves of Ami1Mab in the presence of compound 1 (blue) at 244 µM, compound 2
(red) at 879 µM, and compound 3 (blue) at 845 µM as compared with protein incubated with 5% DMSO
(black). (C) Assessment of Ami1Mab inhibition by compounds 1, 2, and 3 by TLC. (D) Evaluation of the
Ami1Mab activity over an acidic pH range. Figure 4. Characterization of Ami1Mab inhibitors. (A) Chemical structure of the three compounds
selected by thermal-shift assay. Chloride atom is in green, carbon in black, oxygen in red and
nitrogen in blue (B) Melting curves of Ami1Mab in the presence of compound 1 (blue) at 244 μM,
compound 2 (red) at 879 μM, and compound 3 (blue) at 845 μM as compared with protein incubated
with 5% DMSO (black). (C) Assessment of Ami1Mab inhibition by compounds 1, 2, and 3 by TLC. (D)
Evaluation of the Ami1Mab activity over an acidic pH range. Figure 4. Characterization of Ami1Mab inhibitors. (A) Chemical structure of the three compounds
selected by thermal-shift assay. Chloride atom is in green, carbon in black, oxygen in red and nitrogen
in blue (B) Melting curves of Ami1Mab in the presence of compound 1 (blue) at 244 µM, compound 2
(red) at 879 µM, and compound 3 (blue) at 845 µM as compared with protein incubated with 5% DMSO
(black). (C) Assessment of Ami1Mab inhibition by compounds 1, 2, and 3 by TLC. (D) Evaluation of the
Ami1Mab activity over an acidic pH range. Figure 4. Characterization of Ami1Mab inhibitors. (A) Chemical structure of the three compounds
selected by thermal-shift assay. Chloride atom is in green, carbon in black, oxygen in red and
nitrogen in blue (B) Melting curves of Ami1Mab in the presence of compound 1 (blue) at 244 μM,
compound 2 (red) at 879 μM, and compound 3 (blue) at 845 μM as compared with protein incubated
with 5% DMSO (black). (C) Assessment of Ami1Mab inhibition by compounds 1, 2, and 3 by TLC. (D)
Evaluation of the Ami1Mab activity over an acidic pH range. Figure 4. Characterization of Ami1Mab inhibitors. (A) Chemical structure of the three compounds
selected by thermal-shift assay. 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors The crystal structure of Ami1Mab was solved at a high resolution in its free form and also bound
to l-Ala-d-IsoGln, one of the end-product of the reaction (Table 2). In addition, to have a complete structural view and to compare the Ami1 structures from
M. tuberculosis, M. smegmatis, and M. abscessus, we have also solved the crystal structure of Ami1Msm
at a high resolution (Table 2). Ami1Mab and Ami1Msm displayed an overall globular structure comprising a central β-sheet
(β1, 4, 5, 6, 7, 8) surrounded by strands β2 and β3 forming an antiparallel β-sheet, six α-helices, and one
310 helix (η1) (Figure 5A). The catalytic zinc is coordinated by the highly-conserved triad which constitutes the amidase_3
motif signature, namely H25, E60, and H115 in Ami1Mab and H51, E86, and H141 in Ami1Msm
(Figure 5A, left and middle panels). Ami1Mab shares 68% and 65% primary sequence identity with
Ami1Msm and Ami1Mtb, respectively, while Ami1Msm and Ami1Mtb possess 79% identity. All three
structures of the apo forms are very similar since the superposition of Ami1Mab with Ami1Msm and
Ami1Mtb (PDB id: 4LQ6) leads to r.m.s.d. values of 0.46Å and 0.55Å, respectively, while Ami1Msm and
AmiMtb display a r.m.s.d. value of 0.51Å. The co-crystal structure of Ami1Mab bound to l-Ala-d-IsoGln was also solved at a high resolution. The Fo-Fc simulated-annealed OMIT map attests to the presence of the dipeptide in the active site
of the protein (Figure 5B). This structure represents the enzyme state after the hydrolysis of MDP. The dipeptide binds close to the Zn2+ ion (Figure 5C). The l-Ala residue of the dipeptide is tightly
bound through water-mediated H-bonding established with the side chains of Asp117 and Arg173,
itself stabilized by the side chain of Asp175. Glu190 interacts with the dipeptide ligand and this residue
was shown to be critical for the in vitro and in vivo activity of Ami1Mtb [15,16,20]. The carboxylic
group of d-IsoGln is contacted by a salt-bridge interaction with Lys45 as well as by the main chain
of Ala177 and Gly178. The side chain of Gln48 finalizes the interaction with the amide group of
d-IsoGln. All these interactions are conserved in the dipeptide-bound Ami1Mtb structure (PDB id:
4M6G) (Figure 5D) and presumably also in Ami1Msm since all the residues interacting with the ligand in
Ami1Mab and Ami1Mtb are conserved in Ami1Msm (Figure 5E). 3.3.3. Biochemical Characterization of Ami1Mab Inhibitors Chloride atom is in green, carbon in black, oxygen in red and nitrogen
in blue (B) Melting curves of Ami1Mab in the presence of compound 1 (blue) at 244 µM, compound 2
(red) at 879 µM, and compound 3 (blue) at 845 µM as compared with protein incubated with 5% DMSO
(black). (C) Assessment of Ami1Mab inhibition by compounds 1, 2, and 3 by TLC. (D) Evaluation of the
Ami1Mab activity over an acidic pH range. Cells 2020, 9, 2410 17 of 25 17 of 25 Overall, these findings demonstrate that Ami1Mab is a functional PG hydrolase that shares a very
strong structural conservation with Ami1Mab and Ami1Mtb. Values in parentheses are for the last resolution shell. Values in parentheses are for the last resolution shell. 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors We noticed, however, a slight difference
in ligand binding in the structures of Ami1Mab and Ami1Mtb bound to l-Ala-d-IsoGln. In the latter,
the NH2 group of the Ala residue of the dipeptide is close to Zn2+ and only interacting with Glu200
(Figure 5C,D). In Ami1Mab, the amine group is interacting with the side chains of Asp117, Glu190 and,
Arg173 (Figure 5C). Overall, these findings demonstrate that Ami1Mab is a functional PG hydrolase that shares a very
strong structural conservation with Ami1Mab and Ami1Mtb. Cells 2020, 9, 2410 18 of 25 Table 2. Crystallographic data collection and refinement statistics. Ami1Mab
Ami1Mab
l-Ala-d-IsoGln
Ami1Msm
PDB accession
7AGL
7AGO
7AGM
Beamlime
ESRF-ID30B
SLS-PXIII-X06DA
SLS-PXIII-S06DA
Wavelength
0.979
1
0.979
Resolution range
38.4–1.6 (1.65–1.6)
42.8–1.7 (1.76–1.7)
46.7–1.35 (1.39–1.35)
Space group
P 41 21 2
P 41 21 2
P 1 21 1
Unit cell
85.92 85.92 73.66
90 90 90
85.74 85.74 75.63
90 90 90
41.85 68.84 63.72
90 91.866 90
Total reflections
228,475 (22,850)
824,584 (80,940)
526,861 (52,052)
Multiplicity
6.4 (6.3)
26.1 (26.1)
6.7 (6.6)
Completeness (%)
96.7 (99.2)
99.8 (100)
99.9 (99.9)
Mean I/sigma(I)
11.1 (1.3)
18.8 (2.4)
16.0 (1.3)
Wilson B-factor
22.4
20.9
15.4
R-meas
0.094 (1.25)
0.131 (1.29)
0.069 (1.47)
CC1/2
0.99 (0.48)
0.99 (0.85)
0.99 (0.61)
Reflections used in
refinement
35,744 (3601)
31,542 (3107)
79,191 (7884)
Reflections used for R-free
2000 (201)
2000 (197)
3960 (394)
R-work
0.168 (0.294)
0.162 (0.256)
0.155 (0.285)
R-free
0.195 (0.329)
0.186 (0.307)
0.180 (0.319)
Number of non-hydrogen
atoms
1831
1857
3672
Macromolecules
1598
1628
3218
Ligands
1
15
2
Solvent
232
242
452
Protein residues
212
214
434
RMS (bonds, Å)
0.007
0.006
0.005
RMS (angles, ◦)
0.89
0.79
0.77
Ramachandran favored (%)
97.14
97.17
97.91
Ramachandran allowed (%)
2.86
2.83
2.09
Ramachandran outliers (%)
0.00
0.00
0.00
Rotamer outliers (%)
1.18
1.18
0.30
Clashscore
0.63
1.55
1.72
Average B-factor (Å2)
27.6
22.6
23.2
Macromolecules
25.8
20.5
21.6
Ligands
20.4
33.4
18.3
Solvent
40.1
35.8
34.3
Values in parentheses are for the last resolution shell. 19 of 25 19 of 25 Cells 2020, 9, 2410 Cells 2020, 9, x
19 of
Figure 5. Structural comparisons of the Ami1Mab, Ami1Mtb, and Ami1Msm. (A) Overall crystal structure
of Ami1Mab (left), Ami1Msm (middle) and Ami1Mtb (PDB id: 4LQ6) (right). Each structure is shown as a
cartoon representation and is colored differently and according to its secondary structures. 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors α, β, and
η indicate alpha-helices, beta-strands, and 310 helices, respectively. The catalytic zinc ion (Zn2+)
appears as a wheat-colored sphere. (B) Fo-Fc simulated-annealed OMIT map. The electron density
map as seen in the Ami1Mab:dipeptide co-crystal structure and surrounding L-Ala-D-IsoGln (yellow
sticks) is displayed as a grey mesh and contoured at 3 σ level. (C) Close up of the active site of
Ami1Mab as seen in the Ami1Mab: dipeptide co-crystal structure. L-Ala-D-IsoGln (yellow sticks) tightly
interacts by H-bonding and salt-bridge as illustrated by the dashed lines. Water molecules appear as
green spheres. (D) The figure shows the molecular interactions seen in the co-crystal structure of
Ami1Mtb bound to dipeptide (PDB id: 4M6G). (E) Active site of the Ami1Msm. Figure 5. Structural comparisons of the Ami1Mab, Ami1Mtb, and Ami1Msm. (A) Overall crystal structure
of Ami1Mab (left), Ami1Msm (middle) and Ami1Mtb (PDB id: 4LQ6) (right). Each structure is shown as a
cartoon representation and is colored differently and according to its secondary structures. α, β, and η
indicate alpha-helices, beta-strands, and 310 helices, respectively. The catalytic zinc ion (Zn2+) appears
as a wheat-colored sphere. (B) Fo-Fc simulated-annealed OMIT map. The electron density map as
seen in the Ami1Mab:dipeptide co-crystal structure and surrounding l-Ala-d-IsoGln (yellow sticks) is
displayed as a grey mesh and contoured at 3 σ level. (C) Close up of the active site of Ami1Mab as
seen in the Ami1Mab: dipeptide co-crystal structure. l-Ala-d-IsoGln (yellow sticks) tightly interacts by
H-bonding and salt-bridge as illustrated by the dashed lines. Water molecules appear as green spheres
(D) The figure shows the molecular interactions seen in the co-crystal structure of Ami1Mtb bound to
dipeptide (PDB id: 4M6G). (E) Active site of the Ami1Msm. Figure 5. Structural comparisons of the Ami1Mab, Ami1Mtb, and Ami1Msm. (A) Overall crystal structure
of Ami1Mab (left), Ami1Msm (middle) and Ami1Mtb (PDB id: 4LQ6) (right). Each structure is shown as a
cartoon representation and is colored differently and according to its secondary structures. α, β, and
η indicate alpha-helices, beta-strands, and 310 helices, respectively. The catalytic zinc ion (Zn2+)
appears as a wheat-colored sphere. (B) Fo-Fc simulated-annealed OMIT map. The electron density
map as seen in the Ami1Mab:dipeptide co-crystal structure and surrounding L-Ala-D-IsoGln (yellow
sticks) is displayed as a grey mesh and contoured at 3 σ level. (C) Close up of the active site of
Ami1Mab as seen in the Ami1Mab: dipeptide co-crystal structure. 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors L-Ala-D-IsoGln (yellow sticks) tightly
interacts by H-bonding and salt-bridge as illustrated by the dashed lines. Water molecules appear as
green spheres. (D) The figure shows the molecular interactions seen in the co-crystal structure of
Ami1Mtb bound to dipeptide (PDB id: 4M6G). (E) Active site of the Ami1Msm. Figure 5. Structural comparisons of the Ami1Mab, Ami1Mtb, and Ami1Msm. (A) Overall crystal structure
of Ami1Mab (left), Ami1Msm (middle) and Ami1Mtb (PDB id: 4LQ6) (right). Each structure is shown as a
cartoon representation and is colored differently and according to its secondary structures. α, β, and η
indicate alpha-helices, beta-strands, and 310 helices, respectively. The catalytic zinc ion (Zn2+) appears
as a wheat-colored sphere. (B) Fo-Fc simulated-annealed OMIT map. The electron density map as
seen in the Ami1Mab:dipeptide co-crystal structure and surrounding l-Ala-d-IsoGln (yellow sticks) is
displayed as a grey mesh and contoured at 3 σ level. (C) Close up of the active site of Ami1Mab as
seen in the Ami1Mab: dipeptide co-crystal structure. l-Ala-d-IsoGln (yellow sticks) tightly interacts by
H-bonding and salt-bridge as illustrated by the dashed lines. Water molecules appear as green spheres. (D) The figure shows the molecular interactions seen in the co-crystal structure of Ami1Mtb bound to
dipeptide (PDB id: 4M6G). (E) Active site of the Ami1Msm. Cells 2020, 9, 2410
Overall, th
t
t
t 20 of 25
es a very 3.3.5. In Silico Docking Allows Predicting That Ami1Mab Inhibitors May Compete with
Substrate Binding
3.3.5. In Silico Docking Allows Predicting That Ami1Mab Inhibitors May Compete with S
Binding 3.3.5. In Silico Docking Allows Predicting That Ami1Mab Inhibitors May Compete with
Substrate Binding
3.3.5. In Silico Docking Allows Predicting That Ami1Mab Inhibitors May Compete with S
Binding We did not succeed in solving the co-crystal structure of Ami1Mab bound to any of the three
selected inhibitors. The relatively-low potency of the inhibitors is in favor of a low affinity of these
inhibitors for the amidase and might explain our vain attempt at obtaining the co-structures. As an
alternative, in silico docking was performed to gain insight into their potential mechanism of inhibition. To facilitate the search for the potential inhibitor’s binding-site, the Ami1Mab crystal structure was
probed with the CASTp server to identify cavities in the protein structure [40]. This analysis led to the
identification of a single cavity of a volume of 72 Å2 comprising the active site of Ami1Mab. 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors The figure depicts the best docking poses of the
three compounds. All three inhibitors appear able to bind in the Ami1Mab active site with similar
Figure 6. In silico docking of the three inhibitors. The figure depicts the best docking poses of the three
compounds. All three inhibitors appear able to bind in the Ami1Mab active site with similar binding
energies. Inhibitors are displayed in stick representation. Nitrogen atoms are in blue, oxygen in red,
hydrogen in white and carbon atoms in yellow for the ligand and grey for the protein. Inhibitor 1 (∆G◦= −6.5 kcal/mol) appears to be able to occupy the active site by interacting with
the main chain of Ala177 and Gly178 through its carboxylic group and a weaker H-bonding with the
Lys45 side chain. The nitrogen of the pyridine moiety is interacting with the side chain of Asp22, His25,
Gln48, and His115 interact as well by Van der Waals interactions. Inhibitor 2 (∆G◦= −6.0 kcal/mol)
interacts by H-bonding with Lys45 and Gln48 as well as with His25 and His115 by weaker contacts. Inhibitor 3 could be docked with a ∆G◦= −6.4 kcal/mol, where multiple interactions involve the two
carboxylic groups. The carboxylate in position 3 interacts with the side chains of Gln48, Arg99, and the
main chain of His25, while the carboxylate in position 4 is able to contact the side chains of Asp22,
Ser113, and Lys186. Ile96 side chain is in close vicinity with the chloride in position 2. The proposed docking poses strongly suggest that the three inhibitors are able to occupy the
active site in a manner similar to the dipeptide seen in the crystal structure. The carboxylate group
of inhibitor 1 is interacting with the same residues Lys45, Ala177, and Gly178 involved in binding
of the d-IsoGln carboxylate. The docking study supports the view that these inhibitors might act by
competing with the binding of the PG peptide stem. 3.3.4. Biochemical Characterization of Ami1Mab Inhibitors In silico
docking by defining a search region in this area was performed with the AutoDock Vina software [31]. The three inhibitors could be docked into the Ami1Mab active site with similar binding energy (∆G◦)
(Figure 6). We did not succeed in solving the co-crystal structure of Ami1Mab bound to any of the three
selected inhibitors. The relatively-low potency of the inhibitors is in favor of a low affinity of these
inhibitors for the amidase and might explain our vain attempt at obtaining the co-structures. As an
alternative, in silico docking was performed to gain insight into their potential mechanism of
inhibition. To facilitate the search for the potential inhibitor’s binding-site, the Ami1Mab crystal
structure was probed with the CASTp server to identify cavities in the protein structure [40]. This
analysis led to the identification of a single cavity of a volume of 72 Å2 comprising the active site of
Ami1Mab. In silico docking by defining a search region in this area was performed with the AutoDock
Vina software [31]. The three inhibitors could be docked into the Ami1Mab active site with similar
binding energy (ΔG°) (Figure 6). Figure 6. In silico docking of the three inhibitors. The figure depicts the best docking poses of the
three compounds. All three inhibitors appear able to bind in the Ami1Mab active site with similar
Figure 6. In silico docking of the three inhibitors. The figure depicts the best docking poses of the three
compounds. All three inhibitors appear able to bind in the Ami1Mab active site with similar binding
energies. Inhibitors are displayed in stick representation. Nitrogen atoms are in blue, oxygen in red,
hydrogen in white and carbon atoms in yellow for the ligand and grey for the protein. Figure 6. In silico docking of the three inhibitors. The figure depicts the best docking poses of the
three compounds. All three inhibitors appear able to bind in the Ami1Mab active site with similar
Figure 6. In silico docking of the three inhibitors. The figure depicts the best docking poses of the three
compounds. All three inhibitors appear able to bind in the Ami1Mab active site with similar binding
energies. Inhibitors are displayed in stick representation. Nitrogen atoms are in blue, oxygen in red,
hydrogen in white and carbon atoms in yellow for the ligand and grey for the protein. Figure 6. In silico docking of the three inhibitors. 4. Discussion The PG biosynthesis pathway has long been overlooked as an interesting drug target for
subsequent drug developments against mycobacterial diseases, largely due to the fact that most
β-lactam antibiotics inhibiting transpeptidation show poor activity against mycobacteria. This is
explained by the presence of specific secreted β-lactamases, which neutralize these antibiotics. However, targeting PG biosynthesis in mycobacteria has recently regained interest after the discovery 21 of 25 Cells 2020, 9, 2410 of β-lactamases inhibitors which, together with β-lactam antibiotics, can successfully inhibit growth of
M. tuberculosis [41] and M. abscessus [42,43]. PG remodeling in mycobacteria and particularly PG hydrolytic enzymes has been more thoroughly
investigated in recent years [44]. The NlpC/P60 endopeptidases RipA, RipB, RipC, and RipD have
been widely scrutinized [7,20,45–50]. The functional redundancy and the non-essential individual
roles of RipA and RipB hydrolyzing the PG peptide stem between the 2nd and 3rd amino acid were
established both in M. smegmatis [50] and in M. tuberculosis [20]. Redundancy of PG amidases has
also been proposed since single or multiple deletion of amide-encoding genes (ami2, ami3, and ami4)
in M. smegmatis is not detrimental for growth [10]. The major septal PG hydrolase RipA can sustain
the amidase Ami1 PG hydrolytic activity in M. tuberculosis [20]. However, despite the fact that
mycobacterial amidases share redundant functions and that ami1 is not essential for growth or cell
division of M. tuberculosis, Ami1 is required for the persistence of the bacilli within the host [20]. This contrasts with studies reporting that Ami1 is essential for cell separation and that inactivation of
the corresponding gene is associated with atypical cell division phenotypes [11,13]. Apart from M. smegmatis, little is known about PG-hydrolyzing enzymes in other non-tuberculous
mycobacteria. To fill this gap, we investigated the role of ami1 in the human pathogen, M. abscessus. We showed that ami1Mab, as reported in M. smegmatis and M. tuberculosis, is dispensable for cell growth
in the R and S variants. Consistent with observations in M. tuberculosis, ami1Mab is also not essential
for cell division in M. abscessus. We also showed that ami1Mab is neither required for invasion nor
for persistence in macrophages while overexpression of ami1Mab partially increased the uptake and
intracellular survival of the bacilli in THP-1 macrophages. In M. smegmatis, deletion of ami1 increases
type 3-3 crosslinks as compared to the WT strain [11]. In M. 4. Discussion Author Contributions: Conceptualization, T.K., N.V.W., M.D.J., K.K.S., M.B.T., C.B., L.K., and M.B.; methodology,
T.K., N.V.W., M.D.J., K.K.S., M.B.T., C.B., H.M.A.B.A., L.K., and M.B.; validation, T.K., N.V.W., M.D.J., K.K.S., M.B.T.,
C.B., L.K., and M.B.; formal analysis, T.K., N.V.W., M.D.J., K.K.S., M.B.T., C.B., L.K., and M.B.; investigation, T.K.,
N.V.W., M.D.J., K.K.S., M.B.T., C.B., A.N., H.M.A.B.A., C.H., and M.B.; writing—original draft preparation, M.B.;
writing—review and editing, N.V.W., M.D.J., L.K., and M.B.; supervision, L.K. and M.B.; project administration,
L.K. and M.B.; funding acquisition, L.K. and M.B. All authors have read and agreed to the published version of
the manuscript. Funding: This research was funded by the Fondation pour la Recherche Médicale (FRM) (grant number
DEQ20150331719 to L.K.). T.K. was supported by a Ph.D. fellowship from Ministère de l’Enseignement Supérieur,
de la Recherche et de l’Innovation (MESRI). N.V.W. was supported by a postdoctoral fellowship from the
Infectiopôle Sud. Acknowledgments: We thank the staffat the Swiss Light Source and European Synchrotron Radiation Facility
beamlines for support during data collection, W. Daher for preparing THP-1 macrophage cultures, A. Viljoen for
fruitful discussions, and F. Roquet-Banères for technical support and help with MIC determination. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 4. Discussion abscessus, changes in PG cross-link ratio and
type of crosslinking is correlated with the growing phase. PG of exponentially-growing M. abscessus
has more cross-links characterized by an increasing ratio of 3-3 cross-links [51]. As the deletion of ami1
in M. smegmatis increases the 3-3 crosslinks ratio [11] one could propose that overexpression of ami1Mab
might trigger a decrease in 3-3 and consequently an increase in 4-3-type cross-links, which may confer,
for yet unidentified reasons, intracellular advantage. This, however, remains to be further investigated
in future studies. The evidence of ami1Mab being involved in PG remodeling was also supported by a
slight increase in the susceptibility to β-lactam antibiotics in ∆ami1Mab. MICs for non-targeting PG
antibiotics were not modified, suggesting that ami1 deletion triggers specific cell wall modification in
PG rather than modifications of the permeability of the cell wall. The cell wall impairment in ∆ami1Mab
is also supported by a modest increased sensitivity to detergent. Infections studies in zebrafish embryos and macrophages suggest that ∆ami1Mab is as virulent
as its WT progenitor. In light of the recent studies related to Ami1 from M. tuberculosis and M. smegmatis, this work on Ami1Mab emphasizes functional differences regarding the contribution of Ami1
from the three species regarding growth, invasion, and persistence. These findings are particularly
unexpected considering that all three mycobacteria possess the four amidase-encoding genes and
that the corresponding orthologues share a highly-conserved primary sequence, suggesting that these
functional differences are unlikely connected to their enzymatic activity per se. Super-resolution
microscopy analyses unraveled differences in the spatiotemporal synthesis of PG in M. smegmatis
and M. tuberculosis [52], which may explain the functional divergence of Ami1 between the different
mycobacterial species. Growth conditions and bacterial environment also appear crucial in modulating PG remodeling
enzymes as reported for ripA deletion mutant which is only impaired in cell division under acid stress
conditions (8, 37). A possible explanation for the difference of Ami1 contribution may arise from the
respective lifestyles of the environmental M. abscessus as opposed to the human-specific M. tuberculosis
pathogen. In this context, it is noteworthy that the obligate intracellular Mycobacterium leprae, carrying a
reduced genome, encodes for only two amidases, namely Ami1 (ML2131) and Ami2 (CwlM, ML2704). This supports the view that Ami1 and Ami2 are required for the intracellular mycobacterial lifestyle and
were conserved in M. leprae due to the selection pressure. 4. Discussion Additionally, transcriptomic analyses showed Cells 2020, 9, 2410 22 of 25 up- and down-regulation of multiple genes in M. abscessus subspecies massiliense when comparing
planktonic, intra-macrophage, and intra-amoebal growth [53]. These included genes from the PG
metabolic pathway found to be down-regulated in macrophages as compared with planktonic growth
conditions [53]. Biochemical and structural characterizations of Ami1Mab unambiguously demonstrate that it is an
active PG amidase, very closely related to Ami1Msm and Ami1Mtb. A noticeable difference in dipeptide
binding was observed between Ami1Mab and Ami1Mtb. This could be explained by the fact that the
Ami1Mab structure was co-crystallized with the dipeptide while the structure of Ami1Mtb which was
generated by crystallization with MDP, likely hydrolyzed during the crystallization process and only
the dipeptide part was visible in the structure. In the Ami1Mab co-structure, the peptide is further away
from the catalytic Zn2+. This state might, therefore, represent a post-hydrolysis state i.e., a state where
the product is about to be released from the enzyme. This study describes the first inhibitors of this class of enzymes, which may represent a first step
towards the design of more potent inhibitors. Further work through structure–activity relationship
approaches is expected to improve the properties of these inhibitors. In summary, this work represents the first study describing a PG hydrolytic enzyme in M. abscessus. Further work is needed to (i) explore the role of Ami1 in M. abscessus and its intricate relationships
with other amidases/endopeptidases such as RipA and (ii) study its regulation under various
stress conditions. Supplementary Materials: The following are available online at http://www.mdpi.com/2073-4409/9/11/2410/s1,
Table S1: Primers sequences; Figure S1: Detergent susceptibility assay. Author Contributions: Conceptualization, T.K., N.V.W., M.D.J., K.K.S., M.B.T., C.B., L.K., and M.B.; methodology,
T.K., N.V.W., M.D.J., K.K.S., M.B.T., C.B., H.M.A.B.A., L.K., and M.B.; validation, T.K., N.V.W., M.D.J., K.K.S., M.B.T.,
C.B., L.K., and M.B.; formal analysis, T.K., N.V.W., M.D.J., K.K.S., M.B.T., C.B., L.K., and M.B.; investigation, T.K.,
N.V.W., M.D.J., K.K.S., M.B.T., C.B., A.N., H.M.A.B.A., C.H., and M.B.; writing—original draft preparation, M.B.;
writing—review and editing, N.V.W., M.D.J., L.K., and M.B.; supervision, L.K. and M.B.; project administration,
L.K. and M.B.; funding acquisition, L.K. and M.B. All authors have read and agreed to the published version of
the manuscript. References 1. Meroueh, S.O.; Bencze, K.Z.; Hesek, D.; Lee, M.; Fisher, J.F.; Stemmler, T.L.; Mobashery, S. Three-dimensional
structure of the bacterial cell wall peptidoglycan. Proc. Natl. Acad. Sci. USA 2006, 103, 4404–4409. [CrossRef]
2. Typas, A.; Banzhaf, M.; Gross, C.A.; Vollmer, W. From the regulation of peptidoglycan synthesis to bacterial
growth and morphology Nat Rev Genet 2012 10 123 136 [CrossRef] 1. Meroueh, S.O.; Bencze, K.Z.; Hesek, D.; Lee, M.; Fisher, J.F.; Stemmler, T.L.; Mobashery, S. Three-dimensional
structure of the bacterial cell wall peptidoglycan. Proc. Natl. Acad. Sci. USA 2006, 103, 4404–4409. [CrossRef] 1. Meroueh, S.O.; Bencze, K.Z.; Hesek, D.; Lee, M.; Fisher, J.F.; Stemmler, T.L.; Mobashery, S. Three-dimensional
structure of the bacterial cell wall peptidoglycan. Proc. Natl. Acad. Sci. USA 2006, 103, 4404–4409. [CrossRef] 2. Typas, A.; Banzhaf, M.; Gross, C.A.; Vollmer, W. From the regulation of peptidoglycan synthesis to bacterial
growth and morphology. Nat. Rev. Genet. 2012, 10, 123–136. [CrossRef] 2. Typas, A.; Banzhaf, M.; Gross, C.A.; Vollmer, W. From the regulation of peptidoglycan synthesis to bacterial
growth and morphology. Nat. Rev. Genet. 2012, 10, 123–136. [CrossRef] 3. Egan, A.J.F.; Vollmer, W. The physiology of bacterial cell division. Ann. N. Y. Acad. Sci. 2012, 1277, 8–28. [CrossRef] 3. Egan, A.J.F.; Vollmer, W. The physiology of bacterial cell division. Ann. N. Y. Acad. Sci. 2012, 1277, 8–28. [CrossRef] 4. Vollmer, W. Bacterial growth does require peptidoglycan hydrolases. Mol. Microbiol. 2012, 86, 1031–1035. [CrossRef] [CrossRef]
5. Daffé, M.; Marrakchi, H. Unraveling the Structure of the Mycobacterial Envelope. Microbiol. Spectr. 2019, 7, 7. [C
R f] [CrossRef]
5. Daffé, M.; Marrakchi, H. Unraveling the Structure of the Mycobacterial Envelope. Microbiol. Spectr. 2019, 7, 7. [CrossRef] Daffé, M.; Marrakchi, H. Unraveling the Structure of the Mycobacterial Envelope. Microbiol. Spectr. 2019, 7, 7
[CrossRef] 6. Anantharaman, V.; Aravind, L. Evolutionary history, structural features and biochemical diversity of the
NlpC/P60 superfamily of enzymes. Genome Biol. 2003, 4, R11. [CrossRef] [PubMed] 6. Anantharaman, V.; Aravind, L. Evolutionary history, structural features and biochemical diversity of the
NlpC/P60 superfamily of enzymes. Genome Biol. 2003, 4, R11. [CrossRef] [PubMed] 7. Hett, E.C.; Chao, M.C.; Rubin, E.J. Interaction and Modulation of Two Antagonistic Cell Wall Enzymes of
Mycobacteria. PLoS Pathog. 2010, 6, e1001020. [CrossRef] [PubMed] 7. Hett, E.C.; Chao, M.C.; Rubin, E.J. Interaction and Modulation of Two Antagonistic Cell Wall Enzymes of
Mycobacteria. PLoS Pathog. 2010, 6, e1001020. [CrossRef] [PubMed] 23 of 25 Cells 2020, 9, 2410 8. References Botella, H.; Vaubourgeix, J.; Lee, M.H.; Song, N.; Xu, W.; Makinoshima, H.; Glickman, M.S.; Ehrt, S. Mycobacterium tuberculosis protease MarP activates a peptidoglycan hydrolase during acid stress. Embo J. 2017, 36, 536–548. [CrossRef] [PubMed] 9. Boutte, C.C.; Baer, C.E.; Papavinasasundaram, K.; Liu, W.; Chase, M.R.; Meniche, X.; Fortune, S.M.;
Sassetti, C.M.; Ioerger, T.R.; Rubin, E.J. A cytoplasmic peptidoglycan amidase homologue controls
mycobacterial cell wall synthesis. eLife 2016, 5, e14590. [CrossRef] [PubMed] 10. Wu, K.J.; Boutte, C.C.; Ioerger, T.R.; Rubin, E.J. Mycobacterium smegmatis HtrA Blocks the Toxic Activity of
a Putative Cell Wall Amidase. Cell Rep. 2019, 27, 2468–2479.e3. [CrossRef] [PubMed] 11. Senzani, S.; Li, D.; Bhaskar, A.; Ealand, C.; Chang, J.; Rimal, B.; Liu, C.; Kim, S.J.; Dhar, N.; Kana, B. An Amidase_3 domain-containing N-acetylmuramyl-l-alanine amidase is required for mycobacterial cell
division. Sci. Rep. 2017, 7, 1–16. [CrossRef] [PubMed] 12. He, J.; Fu, W.; Zhao, S.; Zhang, C.; Sun, T.; Jiang, T. Lack of MSMEG_6281, a peptidoglycan amidase,
affects cell wall integrity and virulence of Mycobacterium smegmatis. Microb. Pathog. 2019, 128, 405–413. [CrossRef] [PubMed] 13. Li, X.; He, J.; Fu, W.; Cao, P.; Zhang, S.; Jiang, T. Effect of Mycobacterium tuberculosis Rv3717 on cell division
and cell adhesion. Microb. Pathog. 2018, 117, 184–190. [CrossRef] [PubMed] 14. Miao, J.; Liu, H.; Qu, Y.; Fu, W.; Qi, K.; Zang, S.; He, J.; Zhao, S.; Chen, S.; Jiang, T. Effect of
peptidoglycan amidase MSMEG_6281 on fatty acid metabolism in Mycobacterium smegmatis. Microb. Pathog. 2020, 140, 103939. [CrossRef] 15. Prigozhin, D.M.; Mavrici, D.; Huizar, J.P.; Vansell, H.J.; Alber, T. Structural and Biochemical Analyses of
Mycobacterium tuberculosis N-Acetylmuramyl-l-alanine Amidase Rv3717 Point to a Role in Peptidoglycan
Fragment Recycling. J. Biol. Chem. 2013, 288, 31549–31555. [CrossRef] 16. Kumar, A.; Kumar, S.; Kumar, D.; Mishra, A.; Dewangan, R.P.; Shrivastava, P.; Ramachandran, S.; Taneja, B. The structure of Rv3717 reveals a novel amidase from Mycobacterium tuberculosis. Acta Crystallogr. Sect. D
Biol. Crystallogr. 2013, 69, 2543–2554. [CrossRef] 17. Heidrich, C.; Templin, M.F.; Ursinus, A.; Merdanovic, M.; Berger, J.; Schwarz, H.; De Pedro, M.A.; Höltje, J.-V. Involvement of N-acetylmuramyl-l-alanine amidases in cell separation and antibiotic-induced autolysis of
Escherichia coli. Mol. Microbiol. 2001, 41, 167–178. [CrossRef] 18. Heidrich, C.; Ursinus, A.; Berger, J.; Schwarz, H.; Höltje, J.-V. Effects of Multiple Deletions of Murein
Hydrolases on Viability, Septum Cleavage, and Sensitivity to Large Toxic Molecules in Escherichia coli. J. Bacteriol. 2002, 184, 6093–6099. [CrossRef] 19. Van Heijenoort, J. References 2009, 31, 455–461. [CrossRef] 32. Lamason, R.L.; Mohideen, M.-A.P.; Mest, J.R.; Wong, A.C.; Norton, H.L.; Aros, M.C.; Jurynec, M.J.; Mao, X.;
Humphreville, V.R.; Humbert, J.E.; et al. SLC24A5, a Putative Cation Exchanger, Affects Pigmentation in
Zebrafish and Humans. Science 2005, 310, 1782–1786. [CrossRef] 33. Niesen, F.H.; Berglund, H.; Vedadi, M. The use of differential scanning fluorimetry to detect ligand interactions
that promote protein stability. Nat. Protoc. 2007, 2, 2212–2221. [CrossRef] 34. Stover, C.K.; De La Cruz, V.F.; Fuerst, T.R.; Burlein, J.E.; Benson, L.A.; Bennett, L.T.; Bansal, G.P.; Young, J.F.;
Lee, M.H.; Hatfull, G.F.; et al. New use of BCG for recombinant vaccines. Nat. Cell Biol. 1991, 351, 456–460. [CrossRef] 35. Chaput, C.;
Ecobichon, C.;
Pouradier, N.;
Rousselle, J.-C.;
Namane, A.;
Boneca, I.G. Role of
theN-Acetylmuramoyl-l-Alanyl Amidase, AmiA, ofHelicobacter pyloriin Peptidoglycan Metabolism,
Daughter Cell Separation, and Virulence. Microb. Drug Resist. 2016, 22, 477–486. [CrossRef] 36. Halloum, I.; Carrère-Kremer, S.; Blaise, M.; Viljoen, A.; Bernut, A.; Le Moigne, V.; Vilchèze, C.; Guérardel, Y.;
Lutfalla, G.; Herrmann, J.-L.; et al. Deletion of a dehydratase important for intracellular growth and cording
renders rough Mycobacterium abscessus avirulent. Proc. Natl. Acad. Sci. USA 2016, 113, E4228–E4237. [CrossRef] 37. Bernut, A.; Viljoen, A.; Dupont, C.; Sapriel, G.; Blaise, M.; Bouchier, C.; Brosch, R.; De Chastellier, C.;
Herrmann, J.L.; Kremer, L. Insights into the smooth-to-rough transitioning in Mycobacterium bolletii
unravels a functional Tyr residue conserved in all mycobacterial MmpL family members. Mol. Microbiol. 2015, 99, 866–883. [CrossRef] 38. Pantoliano, M.W.; Petrella, E.C.; Kwasnoski, J.D.; Lobanov, V.S.; Myslik, J.; Graf, E.; Carver, T.; Asel, E.;
Springer, B.A.; Lane, P.; et al. High-Density Miniaturized Thermal Shift Assays as a General Strategy for
Drug Discovery. J. Biomol. Screen. 2001, 6, 429–440. [CrossRef] 39. Lo, M.-C.; Aulabaugh, A.; Jin, G.; Cowling, R.; Bard, J.; Malamas, M.; Ellestad, G. Evaluation of
fluorescence-based thermal shift assays for hit identification in drug discovery. Anal. Biochem. 2004, 332, 153–159. [CrossRef] 40. Tian, W.; Chen, C.; Lei, X.; Zhao, J.; Liang, J. CASTp 3.0: Computed atlas of surface topography of proteins. Nucleic Acids Res. 2018, 46, W363–W367. [CrossRef] 41. Hugonnet, J.-E.; Tremblay, L.W.; Boshoff, H.I.; Barry, C.E.; Blanchard, J.S. Meropenem-Clavulanate Is Effective
Against Extensively Drug-Resistant Mycobacterium tuberculosis. Science 2009, 323, 1215–1218. [CrossRef]
[PubMed] 42. Dubée, V.; Bernut, A.; Cortes, M.; Lesne, T.; Dorchene, D.; Lefebvre, A.-L.; Hugonnet, J.-E.; Gutmann, L.;
Mainardi, J.-L.; Herrmann, J.-L.; et al. -Lactamase inhibition by avibactam in Mycobacterium abscessus. J. Antimicrob. Chemother. References Peptidoglycan Hydrolases of Escherichia coli. Microbiol. Mol. Biol. Rev. 2011, 75, 636–663. [CrossRef] 20. Healy, C.; Gouzy, A.; Ehrt, S. Peptidoglycan Hydrolases RipA and Ami1 Are Critical for Replication and
Persistence of Mycobacterium tuberculosis in the Host. mBio 2020, 11. [CrossRef] 21. Johansen, M.D.; Herrmann, J.-L.; Kremer, L. Non-tuberculous mycobacteria and the rise of Mycobacterium
abscessus. Nat. Rev. Genet. 2020, 18, 392–407. [CrossRef] 22. Bernut, A.; Herrmann, J.-L.; Kissa, K.; Dubremetz, J.-F.; Gaillard, J.-L.; Lutfalla, G.; Kremer, L. Mycobacterium
abscessuscording prevents phagocytosis and promotes abscess formation. Proc. Natl. Acad. Sci. USA
2014, 111, E943–E952. [CrossRef] 23. Bernut, A.; Herrmann, J.-L.; Ordway, D.; Kremer, L. The Diverse Cellular and Animal Models to Decipher the
Physiopathological Traits of Mycobacterium abscessus Infection. Front. Cell. Infect. Microbiol. 2017, 7, 100. [CrossRef] 24. Gutiérrez, A.V.; Viljoen, A.; Ghigo, E.; Herrmann, J.-L.; Kremer, L. Glycopeptidolipids, a Double-Edged
Sword of the Mycobacterium abscessus Complex. Front. Microbiol. 2018, 9, 1145. [CrossRef] 25. Li, B.; Ye, M.; Zhao, L.; Guo, Q.; Chen, J.; Xu, B.; Zhan, M.; Zhang, Y.; Zhang, Z.; Chu, H. Glycopeptidolipid
Genotype Correlates With the Severity of Mycobacterium abscessus Lung Disease. J. Infect. Dis. 2020, 221, S257–S262. [CrossRef] 26. Richard, M.; Gutiérrez, A.V.; Viljoen, A.; Rodriguez-Rincon, D.; Roquet-Baneres, F.; Blaise, M.; Everall, I.;
Parkhill, J.; Floto, R.A.; Kremer, L. Mutations in the MAB_2299c TetR Regulator Confer Cross-Resistance
to Clofazimine and Bedaquiline in Mycobacterium abscessus. Antimicrob. Agents Chemother. 2018, 63. [CrossRef] 24 of 25 24 of 25 Cells 2020, 9, 2410 27. Woods, G.L.; Brown-Elliott, B.A.; Conville, P.S.; Desmond, E.P.; Hall, G.S.; Lin, G.; Pfyffer, G.E.; Ridderhof, J.C.;
Siddiqi, S.H.; Wallace, R.J.; et al. Susceptibility Testing of Mycobacteria, Nocardiae, and Other Aerobic Actinomycetes,
2nd ed.; Clinical and Laboratory Standards Institute: Wayne, PA, USA, 2011; ISBN 978-1-56238-746-4. 28. Adams, P.D.; Afonine, P.V.; Bunkóczi, G.; Chen, V.B.; Davis, I.W.; Echols, N.; Headd, J.J.; Hung, L.-W.;
Kapral, G.J.; Grosse-Kunstleve, R.W.; et al. PHENIX: A comprehensive Python-based system for
macromolecular structure solution. Acta Crystallogr. Sect. D Biol. Crystallogr. 2010, 66, 213–221. [CrossRef] 29. Emsley, P.; Lohkamp, B.; Scott, W.G.; Cowtan, K. Features and development of Coot. Acta Crystallogr. Sect. D
Biol. Crystallogr. 2010, 66, 486–501. [CrossRef] 30. Dallakyan, S.; Olson, A.J. Small-Molecule Library Screening by Docking with PyRx. Methods Mol. Biol. 2015, 1263, 243–250. [CrossRef] 31. Trott, O.; Olson, A.J. AutoDock Vina: Improving the speed and accuracy of docking with a new scoring
function, efficient optimization, and multithreading. J. Comput. Chem. References 2015, 70, 1051–1058. [CrossRef] [PubMed] 43. Lefebvre, A.-L.; Le Moigne, V.; Bernut, A.; Veckerlé, C.; Compain, F.; Herrmann, J.-L.; Kremer, L.; Arthur, M.;
Mainardi, J.-L. Inhibition of the β-Lactamase BlaMab by Avibactam Improves the In Vitro and In Vivo
Efficacy of Imipenem against Mycobacterium abscessus. Antimicrob. Agents Chemother. 2017, 61. [CrossRef]
[PubMed] 44. Hett,
E.C.;
Rubin,
E.J. Bacterial
Growth
and
Cell
Division:
A
Mycobacterial
Perspective. Microbiol. Mol. Biol. Rev. 2008, 72, 126–156. [CrossRef] 45. Böth, D.; Schneider, G.; Schnell, R. Peptidoglycan Remodeling in Mycobacterium tuberculosis: Comparison of
Structures and Catalytic Activities of RipA and RipB. J. Mol. Biol. 2011, 413, 247–260. [CrossRef] [PubMed] 25 of 25 Cells 2020, 9, 2410 46. Ruggiero, A.; Marasco, D.; Squeglia, F.; Soldini, S.; Pedone, E.M.; Pedone, C.; Berisio, R. Structure
and Functional Regulation of RipA, a Mycobacterial Enzyme Essential for Daughter Cell Separation. Structure 2010, 18, 1184–1190. [CrossRef] 47. Mavrici, D.; Marakalala, M.J.; Holton, J.M.; Prigozhin, D.M.; Gee, C.L.; Zhang, Y.J.; Rubin, E.J.; Alber, T. Mycobacterium tuberculosis FtsX extracellular domain activates the peptidoglycan hydrolase, RipC. Proc. Natl. Acad. Sci. USA 2014, 111, 8037–8042. [CrossRef] 48. Böth, D.; Steiner, E.-M.; Izumi, A.; Schneider, G.; Schnell, R. RipD (Rv1566c) from Mycobacterium tuberculosis:
Adaptation of an NlpC/p60 domain to a non-catalytic peptidoglycan-binding function. Biochem. J. 2013, 457, 33–41. [CrossRef] 49. Hett, E.C.; Chao, M.C.; Deng, L.; Rubin, E.J. A Mycobacterial Enzyme Essential for Cell Division Synergizes
with Resuscitation-Promoting Factor. PLoS Pathog. 2008, 4, e1000001. [CrossRef] 50. Martinelli, D.J.; Pavelka, J.M.S. The RipA and RipB Peptidoglycan Endopeptidases Are Individually
Nonessential to Mycobacterium smegmatis. J. Bacteriol. 2016, 198, 1464–1475. [CrossRef] 51. Lavollay, M.; Fourgeaud, M.; Herrmann, J.L.; Dubost, L.; Marie, A.; Gutmann, L.; Arthur, M.; Mainardi, J.-L. The Peptidoglycan of Mycobacterium abscessus Is Predominantly Cross-Linked by l,d-Transpeptidases. J. Bacteriol. 2010, 193, 778–782. [CrossRef] 52. Botella, H.; Yang, G.; Ouerfelli, O.; Ehrt, S.; Nathan, C.F.; Vaubourgeix, J. Distinct Spatiotemporal Dynamics of
Peptidoglycan Synthesis between Mycobacterium smegmatis and Mycobacterium tuberculosis. mBio 2017, 8. [CrossRef] 53. Dubois, V.;
Pawlik, A.;
Bories, A.;
Le Moigne, V.;
Sismeiro, O.;
Legendre, R.;
Varet, H.;
Rodríguez-Ordóñez, M.D.P.; Gaillard, J.-L.; Coppée, J.-Y.; et al. Mycobacterium abscessus virulence
traits unraveled by transcriptomic profiling in amoeba and macrophages. PLoS Pathog. 2019, 15, e1008069. [CrossRef] Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional
affiliations. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
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Alimentação escolar e constituição de identidades dos escolares: da merenda para pobres ao direito à alimentação
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ENSAIO
ESSAY
Alimentação escolar e constituição de
identidades dos escolares: da merenda
para pobres ao direito à alimentação
School feeding and the establishment of school
identities: from meals for the poor to the
right to food
Alimentación escolar y constitución de identidades
entre escolares: de la merienda para pobres al
derecho a la alimentación
Edleuza Oliveira Silva 1,2
Lígia Amparo-Santos 2
Micheli Dantas Soares 1
doi: 10.1590/0102-311X00142617
Resumo
Este ensaio busca problematizar a alimentação escolar enquanto prática que
contribui para a constituição de identidades escolares. Parte-se de uma revisão bibliográfica, não sistemática, de publicações sobre alimentação escolar e
identidades no contexto das escolas públicas brasileiras. Discute-se, inicialmente, a persistência de discursos e práticas de caráter assistencialista que
reduziam a alimentação escolar a uma comida para pobres, questão observada nos estudos. Os significados desse caráter assistencialista concorrem para
o entendimento de que ele parece funcionar como um mecanismo de poder
capaz de inscrever, nos escolares, uma identidade de pobreza e inferioridade. Esse entendimento é situado nas relações de poder existentes na escola,
no exercício do poder disciplinar e seu potencial de produzir identidades, assim como nas práticas de resistência decorrentes desses poderes no contexto
da alimentação escolar. Considera-se ainda que os escolares sejam agentes de
seus próprios processos identitários, haja vista que, em sua relação com a alimentação escolar, evidenciam-se, além de processos de sujeição, também processos de resistência e de construção ativa de identidade alimentar, nos quais
agregam o tradicional e o moderno, o local e o global, dentre outros aspectos.
Mesmo que ambiguidades sejam percebidas nesse cenário, entende-se que são
indícios de mudanças no paradigma do pensar e fazer a alimentação escolar,
trazendo elementos para problematizá-la: de um lado, ainda como um dispositivo de manutenção das desigualdades sociais e, de outro, esforços e ações
para propiciá-la como um direito e promotora de identidades emancipatórias.
Correspondência
E. O. Silva
Universidade Federal do Recôncavo da Bahia.
Av. Carlos Amaral 1015, Santo Antônio de Jesus, BA
44574-490, Brasil.
edleuza@ufrb.edu.br
1 Universidade Federal do Recôncavo da Bahia, Santo Antônio
de Jesus, Brasil.
2 Universidade Federal da Bahia, Salvador, Brasil.
Alimentação Escolar; Comportamento Alimentar; Segurança Alimentar e
Nutricional; Assistência Social
Este é um artigo publicado em acesso aberto (Open Access) sob a licença
Creative Commons Attribution, que permite uso, distribuição e reprodução em qualquer meio, sem restrições, desde que o trabalho original seja
corretamente citado.
Cad. Saúde Pública 2018; 34(4):e00142617
2
Silva EO et al.
Introdução
O termo “alimentação escolar” tem sido utilizado para denominar o conjunto de refeições ofertadas
pelo Programa Nacional de Alimentação Escolar (PNAE). Desse modo, a alimentação escolar constitui uma prática alimentar relevante nas escolas públicas brasileiras de ensino fundamental e médio.
O ato de comer na escola se realiza em meio a outras práticas que compõem o espaço escolar, configurando-se em experiências e processos que influenciam na construção de hábitos alimentares e de
identidades de crianças e adolescentes.
O PNAE tem como objetivo contribuir para o desenvolvimento biopsicossocial, o rendimento
escolar e a formação de hábitos alimentares saudáveis dos escolares, por meio de ações de educação
alimentar e nutricional e oferta de refeições que atendam às suas necessidades nutricionais durante
a sua permanência na escola 1. O orçamento do programa, em 2010, foi de três bilhões de Reais para
uma cobertura de 47 milhões de estudantes 2, constituindo uma das principais políticas de alimentação e nutrição no Brasil. Todavia, sua longa trajetória foi constituída em meio a diversas e divergentes
intencionalidades.
Santos et al. 3, ao percorrer o histórico do PNAE, marcou seus principais percursos. O programa
foi criado em 1950, sob o nome de Campanha Nacional de Merenda Escolar (CNME), em um contexto
de programas de combate à desnutrição, tomando uma conotação de um programa de suplementação
alimentar para escolares de baixa renda. Agrega-se o fato de ter sido implementado, desde o início, sob
a égide dos interesses da indústria de alimentos, inicialmente, servindo de escoamento dos excedentes
da produção americana e, em seguida, com uma forte ligação com a indústria de alimentos brasileira.
Tal situação permitiu a predominância, durante décadas, de alimentos formulados nos cardápios
escolares. Na década de 1970, durante o II Programa Nacional de Alimentação e Nutrição (PRONAN
II), a CNME foi renomeada como Programa Nacional de Merenda Escolar, sendo um dos programas
mais abrangentes. No entanto, sua gestão era centralizada e burocrática. Já na década de 1980, iniciase um processo de descentralização, conferindo maior autonomia aos municípios. Somente a partir da
década de 1990, a elaboração de refeições mais compatíveis com os hábitos alimentares regionais foi
normatizada, iniciando um estímulo à aquisição de alimentos básicos e in natura de produtores locais
e o enfrentamento do domínio dos alimentos formulados 3. Esses percursos sinalizam uma transição
de uma cultura assistencialista e clientelista em torno da alimentação escolar e também de ações para
transformá-la em direito.
O início do século XXI marca um novo cenário político no Brasil, no qual, a Segurança Alimentar
e Nutricional foi alçada como prioridade de governo. Em 2003, o Conselho Nacional de Segurança
Alimentar é reativado 4, sendo um órgão articulador entre governo e sociedade civil, possibilitando
interlocução e legitimidade aos movimentos sociais e à militância política de intelectuais e pesquisadores na luta pelo Direito Humano à Alimentação Adequada e Saudável (DHAA) para todo brasileiro.
Como importantes marcos políticos, destacam-se a promulgação, em 2006, da Lei Orgânica de segurança alimentar nutricional e a criação do Sistema Nacional de Segurança Alimentar e Nutricional
(SISAN), no qual, o PNAE integra como uma das estratégias de garantir o DHAA nas escolas 5.
E, em 2010, finalmente, a alimentação inscreve-se como um direito social no Brasil, por meio da
Emenda Constitucional no 64/2010 6, a ser garantido por um conjunto de ações intersetoriais que compõem o SISAN. O PNAE também ganha um marco regulatório em 2009, sendo estruturado como
uma política de segurança alimentar nutricional 1, iniciando um importante processo de mudança
de paradigma.
Atualmente, o PNAE é uma política reconhecida mundialmente, sendo referência para implantação de programas de alimentação escolar sustentáveis em outros países e, portanto, não resta dúvida
de que os avanços ocorridos concorrem para melhores condições de aprendizagem e de permanência
dos alunos na escola. Entretanto, ainda que se leve, em consideração, a conquista da alimentação escolar alçada como direito humano, importa refletir sobre as ambiguidades que têm marcado as práticas
em torno da alimentação escolar no cotidiano das escolas brasileiras, nesse contexto de mudança.
Isso porque se tem observado a coexistência de esforços para propiciar uma alimentação digna com
discursos e práticas de caráter assistencialista que associa os escolares que consomem a alimentação
escolar a uma identidade de pobre e necessitado 7,8,9,10,11.
Cad. Saúde Pública 2018; 34(4):e00142617
ALIMENTAÇÃO ESCOLAR E CONSTITUIÇÃO DE IDENTIDADES DOS ESCOLARES
Parte-se do entendimento de que as práticas alimentares participam dos processos identitários,
pois a alimentação assume uma posição central no aprendizado e na formação social, por sua natureza vital, rotineira, geradora de sociabilidades e possibilidades de escolhas 12. Para Poulain 13, um
alimento é incorporado tanto no plano físico quanto no simbólico, ou seja, não cumpre apenas a
função de nutrir mediante suas propriedades sensoriais e nutricionais, mas produz prazer, promove
prestígio, inclusão e distinção social, mediante suas propriedades simbólicas, e ainda, por outro lado,
segundo Contreras & Arnaiz 14 pode produzir sofrimento, privação e humilhação. Ou seja, as práticas
alimentares não são apenas expressões ou recursos de afirmação de identidades, mas se inscrevem nos
próprios processos identitários 13,15.
A discussão sobre processos identitários adquire maior relevo na sociedade contemporânea,
em virtude das mudanças resultantes da crise das estruturas sociais, das tradições e dos paradigmas
16,17,18. A identidade diz respeito a processos de individuação e identificação, resultantes de interações
sociais e relações de poder entre indivíduos, situações e contextos 18,19, ao passo que também abarca
a construção de vínculos e necessidades de reconhecimento e visibilidade 20.
Assim, no âmbito da discussão deste ensaio, pretende-se construir um diálogo entre duas categorias complexas de estudo – processos identitários e práticas alimentares em torno da alimentação
escolar. Nesse sentido, não se pode escapar da discussão dos processos identitários do escolar como,
por exemplo, a identidade de ser aluno, que, por seu turno, implica no desejo pela escolarização e de
pertencimento à comunidade escolar, o que não é dado apenas pela condição de aluno, mas envolve
submissão às normas e aos padrões escolares 21,22.
Por outro lado, processos identitários envolvem práticas e interações permeadas por relações
de poder que podem significar a construção de identidades desejadas e valorizadas, assim como de
identidades inferiorizadas que limitam ou privam o acesso a bens sociais que, por sua vez, levam a
processos de resistência e luta por outras identidades 16,18,19.
Assim, este ensaio busca problematizar a alimentação escolar enquanto prática que contribui para
a constituição de identidades escolares. Para tanto, foram feitas uma busca e análise de publicações
sobre alimentação escolar no contexto das escolas públicas brasileiras, além de estudos sobre práticas
alimentares e identidade.
Assim, realizou-se uma revisão bibliográfica, não sistemática, sem recorte temporal, por meio das
bases de dados Scopus, Web of Science, PubMed, LILACS e SciELO, bem como em outras bases disponíveis como o Catálogo de Teses e Dissertações da Coordenação de Aperfeiçoamento de Pessoal de
Nível Superior (Capes), além de livros que tratassem sobre o tema. Foram utilizados como termos de
busca: “school feeding”, “school eating”, “school food”, “school lunch”, “school meal” (“refeição escolar”,
“merenda escolar”, “alimentação escolar”) e “identity” (“identidade”) em suas possíveis combinações.
Foram usados como critério de seleção, a partir da leitura de títulos e resumos, estudos empíricos
que incluíram, em seus objetivos ou resultados, a análise de práticas, percepções, representações e
significados sobre a alimentação escolar, seja de estudantes ou de outros atores da comunidade escolar
ou da gestão do PNAE. Foram selecionadas sete publicações brasileiras 7,8,9,10,11,23,24, às quais foram
agregadas mais nove, identificadas a partir das próprias referências dessas publicações e também de
buscas exploratórias, que, embora não mencionassem a temática de identidades, discutiram significados e práticas sobre a alimentação escolar que dialogavam com a constituição de identidades escolares
25,26,27,28,29,30,31,32,33. A busca também permitiu identificar seis estudos sobre refeições escolares em
outros países que permitiram um diálogo com o contexto do PNAE 20,34,35,36,37,38. Outros estudos
sobre identidade 16,18,19,39,40, PNAE 2,3,41, práticas alimentares e identidade 13,15, práticas escolares
e identidade 21,22,42,43, também foram utilizados, assim como documentos e páginas eletrônicas do
governo brasileiro.
Entendendo que o escopo do tema incide sobre práticas alimentares de escolares no contexto do
PNAE, cabe fazer breves considerações sobre os 16 estudos selecionados que apresentaram elementos
capazes de dialogar com a temática de processos identitários de escolares. Os estudos, ainda que com
objetivos distintos, permitiram delinear um conjunto de discursos e práticas de alunos, merendeiras,
professores, diretores e nutricionistas que revelaram significados e representações sociais sobre a alimentação escolar praticada em instituições públicas da Educação Básica. Os contextos foram escolas
públicas da capital e interior do Rio de Janeiro 8,11,33, da capital e interior de São Paulo 23,26, da capital
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do Ceará 25, da capital e interior da Bahia 7,9,10,24,27,28,29,30, da capital de Goiás 32 e do interior dos
estados do Pará, Piauí, Goiás, Minas Gerais e Santa Catarina 31. Os estudos se concentram no período
de 2005-2016, convergindo com o recente momento de reestruturação do PNAE e criação da política
de segurança alimentar e nutricional.
Discute-se sobre as relações de poder no espaço escolar e seu potencial de influenciar na construção de identidades escolares, e, em seguida, em plano interpretativo, apresenta-se uma reflexão
sobre processos identitários que podem ocorrer em torno da alimentação escolar praticada na escola,
que foram denominados de: processos de sujeição, de resistência e de identificação. Reitera-se que
os 16 estudos não são representativos da realidade da alimentação escolar no Brasil, entretanto, na
medida em que trazem questões sobre alimentação escolar e identidades, que encontram ressonância com a trajetória da política de alimentação escolar, apontam questões sociais significativas que
demandam reflexão.
Discursos e práticas em torno da alimentação escolar praticada no
cotidiano da escola
A alimentação escolar, como realização do DHAA nas escolas, materializa-se, entre outras ações, pela
garantia da oferta de refeições produzidas a partir dos princípios da alimentação saudável, valorizando costumes regionais e uso de alimentos oriundos da agricultura familiar; pelas ações de educação
alimentar e nutricional e pela criação de Conselhos de Alimentação Escolar estaduais e municipais
que possibilitam a participação da sociedade civil na política do PNAE 1. Embora seja uma árdua conquista, o arcabouço jurídico-normativo e resoluções operacionais não têm sido suficientes para sua
realização e apropriação plena como direito. Entende-se que, no decorrer de décadas de existência do
programa, formou-se uma cultura clientelista e assistencialista. A transformação dessa realidade para
o desenvolvimento de uma cultura de direitos a ser desenvolvida pela política de segurança alimentar
e nutricional fundamentada no DHAA requer a instituição de novas práticas e novas institucionalidades 44. Assim, o momento presente traduz-se em um período de transição marcado por esforços, avanços, resistências e ambiguidades em torno da alimentação escolar praticada no cotidiano das escolas.
Nesse contexto, percebe-se que o assistencialismo, enquanto prática e discurso, ainda se perpetua
no âmbito da alimentação escolar, entendendo-se que se imbrica com questões ideológicas, econômicas e políticas em torno do PNAE, e também da escola pública, ao longo de sua história. Destaca-se que
os próprios autores dos estudos 7,8,9,10,11,23,25,26,27,28,29,32 interpretaram que os discursos dos entrevistados, sejam alunos, professores, merendeiras, diretores e nutricionistas, expressavam representações
de conotação assistencialista sobre a alimentação escolar. Como também identificaram, a partir da
observação do cotidiano da escola, a existência de práticas assistencialistas. Ressalta-se que esses
estudos se situam em um pequeno e recente intervalo de tempo (2005-2016), portanto, representa o
momento de mudança, visto que, somente a partir do ano de 2009, o PNAE é reestruturado, normativa e operacionalmente, como parte da política de segurança alimentar e nutricional, ainda que lutas
e avanços tenham ocorrido ao longo de sua trajetória.
A interpretação dos autores foi explicada a partir de diversos significados sobre o caráter assistencialista que recai sobre a alimentação escolar, a saber: produz um habitus – no sentido bourdieusiano,
estruturas estruturadas e estruturantes 45 – com poder de orientar as práticas relacionadas ao comer
na escola, à organização do trabalho pedagógico e à jornada escolar 25; reduz a alimentação escolar
a uma suplementação nutricional 8,23,25,26,28,32; traduz a alimentação escolar como uma doação aos
estudantes mais pobres, estabelecendo uma relação de poder sobre quem a recebe 11,27,28; dificulta o
reconhecimento da alimentação escolar como direito de todos os escolares, não apenas para os mais
pobres, contribuindo para situações de privação, discriminação e exclusão 10,11,25; dificulta a participação de pais e escolares na definição do cardápio e de reconhecer suas preferências e gostos 8,25,26.
Esses significados instigam a interrogar se esse caráter assistencialista funciona como um mecanismo de poder capaz de inscrever, nos escolares, uma identidade de pobre e necessitado. Conquanto,
importa distinguir assistência de assistencialismo. Considera-se que ações assistenciais sempre serão
necessárias quando há violação ou privação de direitos. A assistência, vale ressaltar, está relacionada à
obrigação estatal de prover direitos, mediante políticas públicas que assegurem a dignidade humana.
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Ao mesmo tempo, a assistência se constitui em uma parceria entre poderes públicos e comunidade,
possibilitando participação e recursos para a emancipação. Por sua vez, o assistencialismo distorce a
ação assistencial, insinuando uma condição de retribuição à ação proporcionada. E, por isso, constitui-se em uma prática de dominação, produzindo corpos dóceis e manipuláveis 46.
No âmbito das escolas, as relações e mecanismos de poder estão atrelados a vários tipos de hierarquias, as quais possuem o poder de influenciar as escolhas, as opiniões e a própria percepção dos
estudantes sobre si próprios e, portanto, influenciar em seus processos identitários e nas suas percepções sobre a alimentação escolar. Assim, professores e funcionários, em suas interações cotidianas
com crianças e adolescentes, desenvolvem, entre si, relações que podem ser constituídas de cuidados,
afetos, admiração ou de dominação, influenciando processos identitários e formativos, isto é, em
crenças, valores, hábitos, comportamentos e práticas.
Nesse contexto escolar, os professores representam um sistema de poder – o sistema educacional,
o conhecimento – e, portanto, são agentes com poder de definir e determinar identidades 43,47. Por
exemplo, quando professores expressam representações sobre a alimentação escolar, associando seu
consumo à condição de pobreza, podem estar contribuindo para legitimar uma identidade estigmatizada, desvalorizada e não desejada 11, visto que a identidade de ser pobre está associada a estigma,
exclusão e culpabilização dos próprios sujeitos por sua condição de pobreza 48. Influências como
essas podem contribuir para inscrever, em crianças e adolescentes, a naturalização de identidades de
sujeição às estruturas de poder e de submissão às condições de pobreza e desigualdade.
Entretanto, crianças e adolescentes não são passivos em suas relações com outros sujeitos e
estruturas sociais, eles são agentes de seus próprios processos identitários e práticas alimentares.
Por exemplo, no ambiente familiar, crianças de camadas populares participam das escolhas relacionadas às compras de gêneros alimentícios da família 49. No ambiente escolar, mesmo os estudantes
mais pobres podem não aceitar a alimentação ofertada, conforme relata um dos estudos, no qual se
observou que o consumo da alimentação escolar não dependia apenas da renda familiar, visto que, no
estrato mais pobre, a aceitação estava em torno de 68,7% e, no estrato de maior renda, de 44,2% 31. Tal
fato corrobora com a reflexão sobre a interação dos processos identitários dos alunos em sua relação
com a alimentação escolar.
Outros estudos relatam ações de rejeição, brincadeiras e desperdício com as refeições servidas,
além de sentimento de indignação por não participarem da elaboração dos cardápios 10,27,28,29. São
situações que podem significar resistência ao uso da alimentação escolar como um instrumento de
dominação e controle sobre os escolares, de legitimação de identidades subalternas.
Essas práticas e discursos sinalizam que a alimentação escolar, ao se materializar em refeições que
compõem o cotidiano da escola, além de cumprir funções de alimentar e nutrir, comunica significados
que constituem, de modo diverso, as identidades dos que dela participam.
Alimentação escolar e constituição de identidades de sujeição, de resistência
e de identificação
Admite-se que processos identitários, sejam de escolares ou de qualquer outra categoria, não sejam
fáceis de serem identificados e caracterizados, pois identidades são múltiplas, transitórias e contingentes. Reitera-se que identidade diz respeito à necessidade de reconhecimento e pertencimento
social, ou seja, construção de vínculo entre indivíduo e sociedade 18, e, por isso, para crianças e
adolescentes, a escola representa um espaço social importante para essa construção. Entretanto, esse
espaço pode contribuir na construção de identidades emancipadoras ou apenas formar corpos dóceis
para uso das estruturas de poder. Assim, cabe analisar como a alimentação escolar tem contribuído
para esses processos.
A partir do contexto de esforços de consecução da alimentação escolar como direito, mas permeado ainda por discursos e práticas assistencialistas, tenta-se elucidar processos de sujeição, de
resistência e de identificação dos estudantes em relação à alimentação escolar praticada na escola.
Mesmo com a melhoria dos níveis de segurança alimentar e nutricional da população brasileira,
mesmo que a Organização das Nações Unidas tenha declarado que o Brasil saiu do Mapa Mundial
da Fome em 2014 50, escolares das camadas populares ainda convivem com os constrangimentos de
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ordem socioeconômica, instando-os a processos de sujeição tais como, se um aluno estiver faminto
na escola e se deparar com uma preparação da alimentação escolar que não lhe agrada, a fome poderá impeli-lo a comer mesmo assim 30. Sendo assim, importa discutir como se dão esses processos
de sujeição.
Em um contexto mais geral, alguns estudos relatam práticas variadas dos alunos em relação à
alimentação escolar: uma parte consome apenas a alimentação fornecida pela escola; outros comem
esporadicamente, dependendo das suas preferências e das condições em que a refeição é ofertada;
outros recusam e nunca comem 7,26,27,29. Ressalta-se que escolhas e práticas também variam de acordo
com a situação socioeconômica dos alunos, variações que Oliveira & Santos 29 chamaram de “escala
dos níveis de pobreza”: aqueles que tinham dinheiro para comprar uma merenda; aqueles que levavam
merenda de casa; aqueles que consumiam a merenda escolar. Tais situações colocam a alimentação
escolar também como um dispositivo de produção da diferença, construto inerente a processos identitários, mas, nesse caso, ela parece contribuir para classificar e inferiorizar aqueles que a consomem,
haja vista relatos de situações em que escolares comem a alimentação escolar mesmo sem gostar, em
um silêncio que comunica um constrangimento frente à impossibilidade de recusar, por não terem
alternativas para se alimentar 28, situações também interpretadas com um consumo satisfeito e resignado 29, ou como um esforço de vencer a vergonha e o limiar do que não era aceito 30. Somam-se a
esses relatos de constrangimento, as situações de privação, quando o aluno prefere ficar sem comer
nada a ser identificado como pobre e necessitado se consumir a alimentação escolar 11.
Essas são situações que podem ser entendidas como efeitos do uso da alimentação escolar como
dispositivo de poder, revelado também nas representações sociais sobre a alimentação escolar presentes nos discursos de professores e merendeiras, tais como “obrigação; necessidade; o governo dá, e o
aluno tem que receber; não precisa ter gosto” 28 (p. 42). Por isso, importa pensar que repercussões têm essas
representações nas identidades dos escolares, pois parecem constituir processos de sujeição vivenciados cotidianamente ao longo de sua trajetória escolar, misturada aos esforços de ter sucesso em seus
processos de escolarização e reconhecimento social, que, por sua vez, lhes colocam permanentemente
em condições de submissão às normas da escola ou de subversão. São situações que integram uma teia
de relações de poder inerente à escola, por ser ela mesma uma instituição de exercício do poder disciplinar que alcança a todos que a constituem. Conforme Foucault 51, o poder disciplinar diz respeito
às formas de controle dos sujeitos por meio da disciplina, ou seja, mecanismos que, ao mesmo tempo,
tornam-os obedientes e úteis às estruturas de poder.
A saber, de um lado, os professores encarregados em fazer cumprir um currículo por meio de práticas escolares que produzam uma escolarização padronizada, definida por instâncias supranacionais
que conjugam políticas educacionais com políticas econômicas 42, de outro, os escolares em intenso
processo de construção de identidades, buscando reconhecimento e construção de vínculo social.
Ambos, professores e escolares, constituindo-se agentes que interagem em um espaço social que
lhes permite, ou não, o uso de recursos para atingir os seus objetivos. Nesse contexto, a alimentação
escolar, além de um direito, constitui-se um recurso de poder, porém, à mercê de apropriações ou
desapropriações moduladas por quem tem mais poder.
Entretanto, onde há poder, há resistência 51. Processos de resistência em torno da alimentação
escolar estão associados a reações a significados que desvalorizam tanto a alimentação escolar como
o aluno que a consome. E situações concretas que afrontam a dignidade humana, tais como refeições
produzidas e distribuídas em condições higiênicas inadequadas, também produzem processos de
resistência. Como exemplos, temos o uso de colher e prato plásticos para escolares, sejam crianças
ou adolescentes, submetendo-os a comportamentos infantilizados, ou ainda a ausência de refeitórios,
obrigando os escolares a comerem em pé, andando ou sentados no chão. Atrelam-se a essas questões
do comer na escola, os constrangimentos da sua estrutura física, como a existência ainda de escolas com muros altos e portões de estrutura compacta que as equiparam a presídios, além de outras
situações descritas em vários estudos 25,28,29,30. Assim, processos de resistência se constituem como
reação às representações sociais da alimentação escolar como uma comida para pobres, traduzida em
práticas e estruturas 27, abarcando também a própria escola como uma estrutura de reprodução de
identidades subalternas.
Pode-se inferir também, como processos de resistência, as práticas de trazer alimentos para a
escola, comprar alimentos da cantina ou de vendedores próximos ao entorno da escola ou ficar sem
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comer 7,10,25,26. Essas situações trazem, para discussão, o direito à escolha no contexto do DHAA na
escola. Estudos mostram se tratar de uma equação difícil de solucionar entre permitir opções e, ao
mesmo tempo, não produzir discriminações. A exemplo do contexto estadunidense, foi visto que
tanto a restrição de opções no próprio cardápio do Programa Nacional de Almoço Escolar dos Estados Unidos (National School Lunch Program – NSLP) quanto a existência de alternativas alimentares,
como cantinas particulares no interior da escola, têm contribuído para processos de estigmatização
de escolares 37,38. E por sua vez, produzem práticas de resistências, como descreve Nukaga 34, em um
estudo com escolares imigrantes de origem coreana em duas escolas públicas americanas, situadas
em um bairro de classe média, em que eles traziam refeições de casa com características étnicas e
ainda realizavam trocas entre si. O autor interpretou essas práticas como formas de construção de
identidades e marcação das diferenças em meio à homogeneização cultural produzida pela oferta de
refeições padronizadas pelo NSLP, uma política que também possui uma relevância social, mas tem
sido questionada em suas práticas no cotidiano escolar 37.
Retomando ao contexto das escolas públicas brasileiras, outros processos de resistência são observados diante de situação de rejeição a certas preparações como o mingau e a sopa, provocada não
apenas pelo sabor, aparência, horário, mas também porque os escolares as associam à alimentação de
bebês e idosos 10, um comportamento que pode significar marcação da diferença e empenho dos escolares na construção de identidades compatíveis com sua idade, com seu grupo social. Outros pratos
regionais, como arroz-doce e o mungunzá, podem estar associados a um possível baixo status social 10.
Assim, se a alimentação escolar é composta de alimentos de baixo status social pode comunicar uma
identidade de pobreza a quem a consome 8. Enfim, as recusas, a compra de outras merendas, o desperdício e até mesmo ficar sem comer podem representar processos de resistência ao uso da alimentação
escolar como dispositivo de dominação e necessitam ser analisados à luz de uma cultura de direitos,
considerando, nesse bojo, a dinâmica da cultura alimentar.
Salienta-se que a cultura alimentar de uma dada comunidade é um processo dinâmico de trocas
entre o local e o global e, por conseguinte, afetada por processos de homogeneização da cultura
alimentar promovida pela globalização. E, nesse contexto, hábitos alimentares regionais, por vezes,
são considerados anacrônicos, enquanto que certo conjunto de produtos industrializados e globais
é associado à modernidade, à juventude, dessa forma, conferindo baixo status social aos alimentos
regionais. Todavia, como efeito reverso da própria globalização da alimentação, surgem movimentos de resistência e de interesse em preservar e fomentar a agricultura local e valorizar a cultura
alimentar regional 9.
Nessa esteira, destaca-se que, em meio a processos de sujeição e resistências, também se pode
perceber a contribuição da alimentação escolar na formação de uma cultura identitária alimentar, haja
vista que os esforços em ofertar alimentos saudáveis e regionais pelo PNAE representam um avanço
importante em comparação às décadas iniciais do programa, em que predominavam alimentos industrializados e “estranhos” à cultura alimentar 9.
Nesse contexto, é que se destacam, sob o ponto de vista da política pública, dispositivos no
arcabouço jurídico-normativo que contribuem para a formação de uma cultura identitária. A Lei
no 11.947/2009 1 estabelece que os cardápios da alimentação escolar devam ser elaborados com gêneros
alimentícios básicos e que, no mínimo 30%, sejam adquiridos da agricultura familiar e de suas organizações, respeitando não só as referências nutricionais, mas também a cultura alimentar da localidade 1. Com efeito, em 2010, 47,4% dos municípios brasileiros compraram alimentos da agricultura
familiar, alcançando uma média de 22,7% de recursos aplicados nessa aquisição, considerada significativa para o primeiro ano em que a lei passou a vigorar 41. Destaca-se também que a Resolução
no 38/2009 52 torna obrigatório servir frutas e verduras no cardápio semanal da alimentação escolar.
As aquisições provenientes da agricultura familiar buscam associar-se aos hábitos alimentares dos
brasileiros, em suas diversas matizes, conforme a região, pois é ela que produz e contribui com um
volume significativo dos alimentos básicos como a farinha de mandioca, o feijão, o milho, o café, o
arroz, o leite, as carnes e o trigo 41. Cabe salientar que o incentivo à compra de gêneros da agricultura
familiar ainda propicia a inclusão de alimentos não habituais produzidos na região como, por exemplo, o iogurte, considerado, ao mesmo tempo, saudável e símbolo da modernidade e, ainda que não
faça parte do hábito alimentar das classes populares, possui boa aceitação pelos escolares 10, possivelmente pelo status social conferido pela publicidade da agroindústria.
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Nesse contexto, chama a atenção a preferência de escolares por preparações salgadas, incluindo comidas típicas à base de arroz e feijão, relatadas em um estudo que envolveu 55 municípios baianos 27. Assim, ainda que os estudantes considerem estranho servirem preparações com características
de almoço ou jantar na hora da merenda, 10 horas da manhã e 3 horas da tarde 7, possivelmente, a preferência por essas preparações está associada à cultura alimentar local e nacional, construída desde a
infância, que ainda persiste, mesmo com a inclusão de novos alimentos da modernidade. Considera-se
ainda que a mistura feijão com arroz constitui um símbolo identitário da cultura alimentar brasileira
40, é uma comida conhecida, familiar, consagrada pela cultura e que resulta em convergência do prazer
sensorial com o prazer de comer a mesma comida, partilhando a mesma identidade.
Todavia, para um escolar, comer uma comida de almoço ou jantar na hora da merenda também
pode representar ainda situações de pobreza, em que se aceita a merenda como um mini almoço ou
mini jantar. Pode-se também considerar que essa aceitação é favorecida pelas mudanças da alimentação na contemporaneidade, a exemplo da flexibilização das refeições, inclusive dos horários 13,
situação que pode ser vista com naturalidade por adolescentes. Assim, as refeições do PNAE podem
produzir reações diversas, em um momento, produzir o estranhamento, que pode levar à rejeição, em
outro, a aceitação pela familiaridade e identificação com a preparação, propiciando a comensalidade
e o desfrute de uma comida típica.
Em outra direção, escolares de dois municípios baianos preferem mais refeições do tipo biscoito
com suco 10,30. Nesse caso, pode-se observar uma aproximação das características da refeição ao que
os escolares consideram, de fato, uma merenda, rápida e leve, que não atrapalhe brincar durante o
recreio 7,10. Isso se deve ao fato de que preferências alimentares dos escolares podem estar associadas
à publicidade de um conjunto de alimentos reconhecidos como marca identitária de um estilo de “ser
jovem”, denominados de “besteiras”, que incluem preponderantemente produtos industrializados
como biscoitos, refrigerantes, hambúrguer, cachorro-quente, pizza, sorvete, salgados, doces, chocolate, batata frita, achocolatados, nuggets, entre outros 53. Ainda se deve levar em conta que vários produtos industrializados já fazem parte do hábito alimentar do brasileiro, a exemplo dos biscoitos doces
e salgados 54,55, como resultado do desenvolvimento das indústrias de alimentos ocorrido na primeira
metade do século XX. Diferentemente do início do PNAE, nos anos 1950, em que predominavam os
formulados oriundos da indústria americana, na atualidade, os alimentos industrializados não causam
estranhamento. Ao contrário, são símbolos de modernidade e praticidade, amplamente promovidos
pela publicidade, conferindo status social.
Santos & Soares 56 apontam a necessidade de buscar compreender como se dá a construção de
significados em torno dos produtos alimentícios e suas marcas, assim como das estratégias de identificação dos sujeitos a elas. Nessa direção, Andrade 24 observou que as escolhas alimentares de escolares
adolescentes de uma escola pública em Salvador, Bahia, são determinadas pela fome, prazer e gosto,
mas fortemente associadas às necessidades de visibilidade, de convívio social e de pertencimento.
Semelhantemente, ainda que seja outra realidade, mas considera-se haver similaridades nos processos
identitários de escolares, Stead et al. 35 apontaram que as escolhas alimentares de escolares adolescentes de duas escolas públicas inglesas levavam, em conta, o status social e a popularidade das marcas
dos alimentos, e escolhas que representem danos à própria imagem perante seus grupos sociais podem
ser prejudiciais ao escolar.
Em uma direção semelhante, Vargas et al. 33, em um estudo de intervenção visando à prevenção
de obesidade em escolares de duas escolas públicas em Niterói, Rio de Janeiro, relataram que alunos
que referiram gostar de frutas e verduras foram veementemente contestados por outros colegas que
enfatizavam suas preferências por alimentos tidos como não saudáveis. O estudo sinaliza interfaces
entre necessidades de pertencimento social, construção identitária, publicidade e formação de hábitos
alimentares de adolescentes.
Isso instiga a refletir sobre o poder da publicidade na formação das práticas alimentares e como
isso é traduzido na relação dos estudantes com a alimentação escolar. Assim, preferências por preparações regionais e também por alimentos propagados pela mídia não necessariamente expressam
ambiguidades nos processos identitários dos escolares, e sim uma aderência às tendências das práticas
alimentares na modernidade, caracterizada, entre outras coisas, pela flexibilização, e que, de certa
forma, a alimentação escolar contribui nesse processo. Ressalta-se que a coexistência de identificação
com alimentos da cultura alimentar nacional e com alimentos que ultrapassam as fronteiras culturais
Cad. Saúde Pública 2018; 34(4):e00142617
ALIMENTAÇÃO ESCOLAR E CONSTITUIÇÃO DE IDENTIDADES DOS ESCOLARES
se nota em outros contextos escolares com programas de alimentação escolar. Theodore et al. 36, ao
estudarem, na Cidade do México, representações sobre a alimentação em escolas beneficiárias de
um programa de refeições escolares, identificaram que os escolares, ao mesmo tempo, revelavam
um caráter identitário mediante o gosto e o prazer pelas comidas tradicionais como tacos, tortilhas e
tamales, como também pelo consumo de alimentos globalizados como a pizza e o refrigerante.
Assim, as ambiguidades percebidas na relação dos escolares com a alimentação escolar são indícios
de mudanças, traduzidos em processos de identificações, expressadas pelo consumo de preparações
de suas preferências, reunindo o regional e o global, em processos de sujeições ante a necessidade de
se alimentar frente à restrição de alternativas e em processos de resistências que comunicam o desejo
de “ser mais”, como dizia Paulo Freire 57, ao se referir ao processo de enfrentamento social e político
da condição de pobreza como uma relação de opressor-oprimido.
Considerações finais
A discussão da alimentação escolar como um elemento constitutivo de identidades escolares foi motivada pela problemática levantada em alguns estudos sobre a persistência de discursos e práticas de
caráter assistencialista que reduziam a alimentação escolar à comida para pobres.
A alimentação escolar, ao ser instituída em meio a políticas de alimentação e nutrição como uma
ação para minimizar a desnutrição, foi reduzida, por muito tempo, a uma ação assistencial focalizada
para grupos vulneráveis socialmente, traduzidos, no senso comum, como uma comida para alunos
pobres e necessitados. Todavia, sua instituição como um direito de todos os escolares, fruto de lutas e
movimentos sociais redundaram em sua implementação como uma estratégia de segurança alimentar
e nutricional fundamentada no DHAA.
Entretanto, a alimentação escolar se dá em um espaço de relações de poder historicamente legitimadas, também produtor de práticas e identidades, onde se percebe uma ressonância das práticas
escolares com a prática da alimentação escolar. Ou seja, o papel ambíguo da escola, enquanto dispositivo de poder e sujeição e, ao mesmo tempo, de possibilidade de construção de identidades emancipatórias, também influencia na dinâmica da alimentação escolar como constitutiva de identidades.
Por sua vez, as ambiguidades percebidas, tanto na execução da alimentação escolar como nas
práticas alimentares dos estudantes, dão indícios de mudanças no paradigma do pensar e fazer a alimentação escolar. Nesse contexto, emergem elementos para problematizar a alimentação escolar: de
um lado, a existência de práticas que ainda a constituem como um dispositivo de conservação social e
manutenção das desigualdades sociais, no sentido bourdieusiano e foucaultiano, e, de outro, esforços
para propiciá-la como um direito possibilitam outros processos identitários para além da sujeição.
Portanto, a alimentação escolar, apesar da persistência do assistencialismo, pode representar, para os
escolares das classes populares, uma possibilidade de projetar outras identidades que não a subalterna,
como processos de resistência às práticas de dominação e controle e processos de construção de identidade alimentar que agreguem criticamente o tradicional e o moderno, o local e o global.
Compreender a alimentação escolar como um constitutivo de identidades escolares pode instrumentalizar os sujeitos para questionar as identidades que as estruturas de poder querem legitimar e
questionar o sistema de representação que lhes dá sustentação, como sinaliza Silva 47, além de contribuir para a construção de conhecimentos que possam instrumentalizar tanto o planejamento da
política do PNAE como também os escolares e todos da comunidade escolar. Convém ressaltar que as
práticas alimentares, incluindo a alimentação escolar, sendo constitutivas dos processos identitários,
implicam em interações que também afetam a saúde do corpo, requerendo estudos que elucidem as
interfaces entre práticas alimentares, identidades e saúde.
Cad. Saúde Pública 2018; 34(4):e00142617
9
10
Silva EO et al.
Colaboradores
Referências
E. O. Silva e L. Amparo-Santos contribuíram na
concepção, delineamento e escrita do ensaio. M. D.
Soares colaborou no delineamento e revisão crítica.
1.
Agradecimentos
2.
À Fundação de Amparo à Pesquisa do Estado da
Bahia pelo financiamento.
3.
4.
5.
6.
7.
8.
9.
10.
11.
12.
13.
14.
Cad. Saúde Pública 2018; 34(4):e00142617
Brasil. Lei no 11.947, de 16 de junho de 2009.
Dispõe sobre o atendimento da alimentação
escolar e do Programa Dinheiro Direto na Escola aos alunos da educação básica. Diário Oficial da União 2009; 17 jun.
Peixinho AML. A trajetória do Programa Nacional de Alimentação Escolar no período de
2003-2010: relato do gestor nacional. Ciênc
Saúde Coletiva 2013; 18:909-16.
Santos LAS, Alves LA, Santos LS, Henrique
FCS, Mazza RPD. Programa Nacional de Alimentação Escolar no contexto da municipalização. In: Santos SMC, Santos LMP, organizadores. Avaliação de Políticas de Segurança
Alimentar e Nutrição no Estado da Bahia. 2a
Ed. São Paulo: Prol Editora Gráfica; 2008. p.
185-226.
Brasil. Decreto no 4.582, de 30 de janeiro de
2003. Regulamenta o funcionamento do Conselho Nacional de Segurança Alimentar e Nutricional – CONSEA, e dá outras providências.
Diário Oficial da União 2003; 31 jan.
Brasil. Lei no 11.346, de 15 de setembro de
2006. Cria o Sistema Nacional de Segurança
Alimentar e Nutricional – SISAN. Diário Oficial da União 2006; 18 set.
Brasil. Emenda Constitucional no 64, de 4 de
fevereiro de 2010. Altera o art. 6o da Constituição Federal, para introduzir a alimentação
como direito social. Diário Oficial da União
2010; 5 fev.
Freitas MCS, Minayo MCS, Ramos LB, Fontes
GV, Santos LA, Souza EC, et al. Escola: lugar
de estudar e de comer. Ciênc Saúde Coletiva
2013; 18:979-85.
Mielniczuk VBO. Gosto ou necessidade? Os
significados da alimentação escolar no Município do Rio de Janeiro [Dissertação de Mestrado]. Rio de Janeiro: Universidade Federal
Rural do Rio de Janeiro; 2005.
Paiva JB, Freitas MCS, Santos LAS. Hábitos
alimentares regionais no Programa Nacional
de Alimentação Escolar: um estudo qualitativo
em um município do sertão da Bahia, Brasil.
Rev Nutr 2012; 25:191-202.
Paiva JB, Freitas MCS, Santos LAS. Significados da alimentação escolar segundo alunos
atendidos pelo Programa Nacional de Alimentação Escolar. Ciênc Saúde Coletiva 2016;
21:2507-16.
Portronieri FRDS. O jovem, o comer e o perceber-se: concepções de alunos e professores
sobre o corpo, a alimentação e a saúde em uma
escola municipal do Rio de Janeiro [Dissertação de Mestrado]. Rio de Janeiro: Universidade
Federal do Rio de Janeiro; 2010.
Mintz S. Comida e antropologia. Uma breve
revisão. Rev Bras Ciênc Soc 2001; 16:31-41.
Poulain JP. Sociologias da alimentação. Florianópolis: Editora da UFSC; 2004.
Contreras J, Arnaiz MG. Alimentação, sociedade e cultura. Rio de Janeiro: Editora Fiocruz;
2011.
ALIMENTAÇÃO ESCOLAR E CONSTITUIÇÃO DE IDENTIDADES DOS ESCOLARES
15. Fischler C. Food, self and identity. Soc Sci Inf
Stud 1988; 27:275-92.
16. Bauman Z. Identidade: entrevista a Bendetto
Vecchi. Rio de Janeiro: Jorge Zahar Editora;
2005.
17. Canclini NG. Culturas híbridas. Estratégias
para entrar e sair da modernidade. 4a Ed. São
Paulo: Edusp; 2011.
18. Hall S. A identidade cultural na pós-modernidade. 12a Ed. Rio de Janeiro: Lamparina; 2015.
19. Castells M. O poder da identidade. v. II. 8a Ed.
São Paulo: Paz e Terra; 1999.
20. Andersen SS, Holm L, Baarts C. School meal
sociality or lunch pack individualism? Using
an intervention study to compare the social
impacts of school meals and packed lunches
from home. Soc Sci Inf Stud 2015; 54:394-416.
21. Baptista M, Freire S, Carvalho C, Freire A,
Azevedo M, Oliveira T. Cursos de educação e
formação: uma oportunidade para questionar
práticas de sala de aula e reconstruir identidades escolares. Rev Ensaio 2011; 13:151-70.
22. Castro PA. Tornar-se aluno: identidade e pertencimento – um estudo etnográfico [Tese de
Doutorado]. Rio de Janeiro: Universidade do
Estado do Rio de Janeiro; 2011.
23. Assao TY. Alimentação escolar: percepções dos
atores sociais das escolas de um município da
região metropolitana de São Paulo [Tese de
Doutorado]. São Paulo: Universidade de São
Paulo; 2012.
24. Andrade MAP. Preferências alimentares entre adolescentes: estudo de caso em Salvador,
Bahia [Dissertação de Mestrado]. Salvador:
Universidade Federal da Bahia; 2009.
25. Bezerra JAB. Alimentação e escola: significados e implicações curriculares da merenda escolar. Rev Bras Educ 2009; 14:103-15.
26. Leme ACB, Philippi ST, Toassa EC. O que os
adolescentes preferem: os alimentos da escola ou os alimentos competitivos? Saúde Soc
2013; 22:456-67.
27. Freitas MCS, Ramos L, Santos L, Pena P, Santos AC, Ferreira A et al. Direito à alimentação
escolar: observações em escolas da Bahia. In:
Freitas MCS, Amparo-Santos L, Fontes GAV,
Ramos L, organizadoras. Narrativas sobre cuidado alimentar e o comer na escola. Salvador:
EDUFBA; 2016. p. 217-32.
28. Freitas MCS, Fontes GAV. Alimentação na escola pública: um estudo com adolescentes em
unidades de ensino de municípios baianos. In:
Freitas MCS, Fontes GAV, Oliveira N, organizadoras. Escritas e narrativas sobre alimentação e cultura. Salvador: EDUFBA; 2008. p.
37-54.
29. Oliveira N, Santos SMC. Práticas alimentares na escola: um estudo de caso na cidade do
Salvador. In: Freitas MCS, Amparo-Santos L,
Fontes GAV, Ramos L, organizadoras. Narrativas sobre cuidado alimentar e o comer na escola. Salvador: EDUFBA; 2016. p. 233-46.
30. Agatte VC, Freitas MCS. Significados da alimentação escolar em uma escola pública de
Areia Branca, município de Lauro de Freitas,
Bahia. In: Freitas MCS, Amparo-Santos L,
Fontes GAV, Ramos L, organizadoras. Narrativas sobre cuidado alimentar e o comer na escola. Salvador: EDUFBA; 2016. p. 53-68.
31. Sturion GL, Silva MV, Ometto AMH, Furtuoso
MCO, Pipitone MAP. Fatores condicionantes da adesão dos alunos ao Programa de Alimentação Escolar no Brasil. Rev Nutr 2005;
18:167-81.
32. Camozzi ABQ, Monego ET, Menezes IHCF,
Silva PO. Promoção da alimentação saudável
na escola: realidade ou utopia? Cad Saúde Colet (Rio J.) 2015; 23:32-7.
33. Vargas ICS, Sichieri R, Sandre-Pereira G, Veiga
GV. Avaliação de programa de prevenção de
obesidade em adolescentes de escolas públicas.
Rev Saúde Pública 2011; 45:59-68.
34. Nukaga M. The underlife of kids’ school
lunchtime: negotiating ethnic boundaries and
identity in food exchange. J Contemp Ethnogr
2008; 37:342-80.
35. Stead M, McDermott L, MacKintosh AM, Adamson A. Why healthy eating is bad for young
people’s health: identity, belonging and food.
Soc Sci Med 2011; 72:1131-9.
36. Theodore FL, Bonvecchio Arenas A, Blanco
García I, Carreto Rivera Y. Representaciones
sociales relacionadas con la alimentación escolar: el caso de las escuelas públicas de la Ciudad
de México. Salud Colect 2011; 7:215-29.
37. Mortazavi M. Consuming identities: law,
school lunches, and what it means to be American. Cornell J Law Public Policy 2014; 24:1-45.
38. Bhatia R, Jones P, Reicker Z. Competitive
foods, discrimination, and participation in the
National School Lunch Program. Am J Public
Health 2011; 101:1380-6.
39. Silva TT. Identidade e diferença: a perspectiva
dos estudos culturais. Petrópolis: Editora Vozes; 2000.
40. DaMatta R. O que faz o brasil, Brasil? Rio de
Janeiro: Editora Rocco; 1986.
41. Saraiva EB, Silva APF, Sousa AA, Cerqueira
GF, Chagas CMS, Toral N. Panorama da compra de alimentos da agricultura familiar para
o Programa Nacional de Alimentação Escolar.
Ciênc Saúde Coletiva 2013; 18:927-35.
42. Pacheco JA, Pereira N. Globalização e identidade no contexto da escola e do currículo. Cad
Pesqui 2007; 37:371-98.
43. Moita Lopes LP. Identidades fragmentadas. A
construção discursiva de gênero, raça e sexualidade em sala de aula. Campinas: Mercado das
Letras; 2002.
Cad. Saúde Pública 2018; 34(4):e00142617
11
12
Silva EO et al.
44. Burlandy L, Mattos R. A construção do campo
da segurança alimentar e nutricional no Brasil
e suas potencialidades para a consolidação de
uma cultura de direitos. In: Schneider OF, organizador. Segurança alimentar e nutricional.
Tecendo a rede de saberes. Rio de Janeiro: Editora DP et Alii; Fundação Carlos Chagas Filho
de Amparo à Pesquisa do Estado do Rio de Janeiro; 2012. p. 21-42.
45. Bourdieu P. O senso prático. 2a Ed. Petrópolis:
Editora Vozes; 2011.
46. Burity V, Franceschini T, Valente F, Recine E,
Leão M, Carvalho MF. Direito humano à alimentação adequada no contexto da segurança
alimentar e nutricional. Brasília: Associação
Brasileira pela Nutrição e Direitos Humanos;
2010.
47. Silva TT. A produção social da identidade e
da diferença. In: Silva TT, organizador. Identidade e diferença: a perspectiva dos estudos
culturais. Petrópolis: Editora Vozes; 2000. p.
73-102.
48. Minnaert ACST. A feira livre sob um olhar etnográfico. In: Freitas MCS, Fontes GAV, Oliveira N, organizadoras. Escritas e narrativas
sobre alimentação e cultura. Salvador: EDUFBA; 2008. p. 129-48.
49. Soares MD, Trad LAB. Cenas e sentidos do
cuidado alimentar de crianças no mundo cotidiano. In: Freitas MCS, Amparo-Santos L,
Fontes GAV, Ramos L, organizadoras. Narrativas sobre cuidado alimentar e o comer na escola. Salvador: EDUFBA; 2016. p. 13-36.
50. Portal Brasil. Relatório indica que Brasil saiu
do Mapa Mundial da Fome. http://www.brasil.gov.br/governo/2014/09/relatorio-indicaque-brasil-saiu-do-mapa-mundial-da-fomeem-2014 (acessado em 05/Jul/2017).
Cad. Saúde Pública 2018; 34(4):e00142617
51. Foucault M. Microfísica do poder. 16a Ed. Rio
de Janeiro: Edições Graal; 2001.
52. Ministério da Educação. Resolução/CD/
FNDE no 38, de 16 de julho de 2009. Dispõe
sobre o atendimento da alimentação escolar
aos alunos da educação básica no Programa
Nacional de Alimentação Escolar (PNAE).
Diário Oficial da União 2009; 17 jun.
53. Serra GMA, Araújo IS, Santos EM. Comer
com os olhos: discursos televisivos e produção
de sentidos na promoção da saúde nutricional
de adolescentes. RECIIS (Online) 2012; 6:1-14.
54. Souza AM, Pereira RA, Yokoo EM, Levy RB,
Sichieri R. Alimentos mais consumidos no
Brasil: Inquérito Nacional de Alimentação
2008-2009. Rev Saúde Pública 2013; 47 Suppl
1:190s-9s.
55. Levy RB, Castro IRR, Cardoso LO, Tavares LF,
Sardinha LMV, Gomes FS, et al. Consumo e
comportamento alimentar entre adolescentes
brasileiros: Pesquisa Nacional de Saúde do
Escolar (PeNSE), 2009. Ciênc Saúde Coletiva
2010; 15 Suppl 2:3085-97.
56. Santos LAS, Soares MD. “Abrindo a felicidade”: interações entre os discursos publicitário e
saudável no campo da alimentação e nutrição.
In: Ferreira FR, Freitas RF, Prado SD, Carvalho MCVS, organizadores. Consumo, comunicação e arte. Curitiba: Editora CRV; 2015. p.
259-74.
57. Freire P. Pedagogia do oprimido. São Paulo:
Paz e Terra; 1997.
ALIMENTAÇÃO ESCOLAR E CONSTITUIÇÃO DE IDENTIDADES DOS ESCOLARES
Abstract
Resumen
This essay aims to analyze school feeding as a
practice contributing to the establishment of school
identities. The point of departure is a nonsystematic review of publications on school feeding and
identities in Brazil’s public schools. The discussion begins with the persistence of paternalistic
discourses and practices that reduce school feeding
to food for the poor, observed in the studies. The
meanings in this paternalistic approach suggest
that it appears to function as a power mechanism
to brand the schoolchildren with an identify of
poverty and inferiority. This understanding is situated in the prevailing power relations in schools,
in the exercise of disciplinary power and its potential to produce identities, as well as the practices of resistance resulting from such power in the
school feeding context. The schoolchildren are also
agents of their own identity processes, considering that their relations with school feeding involve
processes not only of subordination but also of resistance and active identity-building, combining
the traditional with the modern, the local with the
global, among other aspects. Even the ambiguities
in this scenario are signs of a paradigm shift in
the planning and practice of school feeding, raising elements to analyze it: on the one hand, as a
device for the maintenance of social inequalities,
and on the other, efforts and actions to support
school feeding as an essential right and factor for
emancipatory identities.
Este estudio busca problematizar la alimentación
escolar, como práctica que contribuye a la configuración de identidades escolares. Se parte de una
revisión bibliográfica, no sistemática, de publicaciones sobre alimentación escolar e identidades en
el contexto de las escuelas públicas brasileñas. Se
discute, inicialmente, la persistencia de discursos y
prácticas de carácter asistencialista, que reducían
la alimentación escolar a una comida para pobres,
cuestión observada en diversos estudios. El concepto de ese carácter asistencialista concurre hacia
la comprensión del fenómeno y su interpretación,
como un mecanismo de poder capaz de adscribir
a los escolares una identidad de pobreza e inferioridad. Esta interpretación está imbricada en las
relaciones de poder existentes en la escuela, en el
ejercicio del poder disciplinario y su potencial de
producir identidades, así como en las prácticas de
resistencia, provenientes de esos poderes en el contexto de la alimentación escolar. Se considera incluso que los escolares sean agentes de sus propios
procesos identitarios, a la vista que, en su relación
con la alimentación escolar, se evidencian, además
de procesos de subordinación, también procesos de
resistencia y de construcción activa de identidad
alimentaria, en los que se agrega lo tradicional y lo
moderno, lo local y lo global, entre otros aspectos.
A pesar de que se perciban ambigüedades en este
escenario, se entiende que son indicios de transformaciones en el paradigma de la conceptualización
y puesta en práctica de la alimentación escolar,
llevando consigo elementos para problematizarla:
por un lado, todavía, como dispositivo de soporte
de las desigualdades sociales y, por otro, los esfuerzos y acciones para propiciarla como un derecho
y como promotora de identidades emancipadoras.
School Feeding; Feeding Behavior; Food and
Nutrition Security; Social Assistance
Alimentación Escolar; Conducta Alimentaria;
Seguridad Alimentaria y Nutricional;
Asistencia Social
Recebido em 17/Ago/2017
Versão final reapresentada em 12/Jan/2018
Aprovado em 02/Fev/2018
Cad. Saúde Pública 2018; 34(4):e00142617
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Peminat Radio dan Podcast Kalangan Generasi Z Saat Berkendara
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Jurnal Ilmu Komunikasi dan Media Sosial
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cc-by
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Abstrak Kemajuan teknologi telah menjadi perhatian semua manusia, konvergensi media mempercepat transformasi
pasar, penciptaan produk dan layanan inovatif untuk penikmat yang semakin tanggap dan cerdas. Dari Konvergensi
Media inilah penelitian dilakukan untuk menyelidiki bagaimana dampak konvergensi media di bidang Audio visual
terhadap minat dengar Generasi Z seperti audio on-demand, platform streaming, dan monetisasi podcast terhadap
industri radio dan podcast secara keseluruhan. Penelitian perubahan minat dengar Generasi Z ini mengeksplorasi
perubahan minat dengar Radio daripada Podcast dan menilai faktor-faktor apa saja yang menjadi pendukung
perubahan minat dengar tersebut. Penelitian dilakukan untuk memahami bagaimana perkembangan teknologi seperti
platform audio digital, dan integrasi platform media sosial mempengaruhi distribusi konten audio seperti podcast. Mengeksplorasi perilaku konsumen, kebiasaan mendengarkan, dan preferensi audiens terutama dalam kalangan
Generasi Z terkait dengan radio dan podcast. Bagaimana faktor-faktor seperti jenis konten, gaya penyampaian, dan
kecepatan akses mempengaruhi minat mendengarkan podcast dan stasiun radio online. Menjelajahi sejauh mana
ketersediaan konten audio digital seperti podcast dan radio online mempengaruhi kepuasan pendengar. mempelajari
faktor-faktor yang mempengaruhi pemilihan konten, kesesuaian dengan minat audiens, dan bagaimana respons
pendengar terhadap konten yang disajikan serta kecenderungan komoditas dengan tujuan yang berbeda. Keywords : Komunikasi, Teknologi dan Masyarakat, Generasi Z, Radio, Podcast, Konvergensi Media. This work is licensed under Creative Commons Attribution License 4.0 CC-BY International license Konvergensi Radio Terhadap Podcast di Kalangan Generasi Z Konvergensi Radio Terhadap Podcast di Kalangan Generasi Z Nindyo Andayaning Pandusaputri1, Rachmat Bintang Ramadhan Mokodompit2, Irwansyah3
Mahasiswa Magister Ilmu Komunikasi, Universitas Pelita Harapan, Jakarta, Indonesia, 01689230026@student.uph.edu
Mahasiswa Magister Ilmu Komunikasi, Universitas Pelita Harapan, Jakarta, Indonesia, 01674230001@student.uph.edu
Staf Pengajar Ilmu Komunikasi FISIP UI dan MIKOM FISIP UPH, Jakarta, Indonesia, dr.irwansyah.ma@gmail.com Submitted: 16-03-2024, Reviewed: 17-03-2024, Accepted 20-01-2024 Abstract Technological advancement has become a concern for all humans, media convergence accelerates market transformation,
the creation of innovative products and services for an increasingly perceptive and discerning audience. It is from this Media
Convergence that research was conducted to investigate how the impact of media convergence in the Audio visual field on
Generation Z listening interest such as audio on-demand, streaming platforms, and podcast monetisation on the radio and podcast
industry as a whole. This Generation Z listening interest change research explores the changes in listening interest in Radio rather
than Podcasts and assesses what factors support the changes in listening interest. Research was conducted to understand how
technological developments such as digital audio platforms, and the integration of social media platforms affect the distribution of
audio content such as podcasts. Exploring consumer behaviour, listening habits, and audience preferences especially within
Generation Z in relation to radio and podcasts. How factors such as content type, delivery style, and speed of access affect interest
in listening to podcasts and online radio stations. Explore the extent to which the availability of digital audio content such as
podcasts and online radio affects listener satisfaction. study the factors that influence content selection, suitability to audience
interests, and how listeners respond to the content presented as well as commodity tendencies with different purposes. Keywords : Komunikasi, Teknologi dan Masyarakat, Generasi Z, Radio, Podcast, Konvergensi Media. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 This work is licensed under Creative Commons Attribution License 4.0 CC-BY International license PENDAHULUAN Untuk memahami lebih dalam tentang faktor-faktor yang mempengaruhi perubahan minat pendengar dari
radio ke podcast merupakan topik utama dalam penelitian ini. Bagaimana identifikasi preferensi? bagaimana
kebiasaan mendengarkan Generasi Z? dan apa motivasi pendengar dalam memilih antara radio dan podcast? serta
bagaimana perkembangan teknologi dan tren terkini dalam industri media audio? Dengan memahami pergeseran
minat pendengar, dapat diidentifikasi bagaimana teknologi seperti platform audio digital, aplikasi streaming, dan 179 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 kemajuan podcast memengaruhi cara pendengar mengkonsumsi konten audio (Ronan, 2016). Dengan memahami
perubahan minat pendengar tersebut, produsen konten dan penyiar radio/podcast dapat mengadaptasi strategi konten,
mencari ciri khas dan menginovasi layanan mereka untuk lebih sesuai dengan kebutuhan dan preferensi pendengar
(Aziz, M.A, 2021). Tujuan Penelitian ini adalah untuk mengetahui dampak dari konvergensi media dalam ranah Radio
terhadap Podcast, apa saja faktor perubahan minat Generasi Z dalam mendangarkan radio dan podcast, kemudian
apakah alternatif media selain radio dan podcast, serta bagaimana cara memahami dan beradaptasi dalam peralihan
minat dengar tersebut. Peralihan minat dari radio dan podcast pada Generasi Z dapat disebabkan oleh beberapa faktor
yang mana dari faktor-faktor tersebut menimbulkan efek terhadap Generasi sebelum Generasi Z yang cenderung lebih
memilih radio daripada podcast. Faktor dan alasan itulah yang akan dibahas lebih lanjut untuk menghasilkan analisis
bagaimana peralihan minat dengan radio dan podcast pada Generasi Z menggunakan metode analisis social
construction of technology (Pinch & Bijker, 1984). Commented [RM1]: menyambung ke paragraf berikut
tentang scot METODE PENELITIAN Diagram Sistematis Literatur Reviu (SLR)
Identifikasi
Pencarian
Penyaringan
Kelayakan
Ekstraksi Data
Penilaian Kualitas
Sintesis Data
Hasil dan
Kesimpulan
Pelaporan
Pembaruan
Co Ekstraksi Data Pembaruan Pelaporan Dengan metode SLR ini diharapkan dapat menghasilkan Informasi berkualitas, pemahaman yang mendalam,
mengidentifikasi kesenjangan pengetahuan, serta penelitian yang lebih terfokus, selain itu dapat mendukung
pengambilan kesimpulan dari penelitian. Dengan metode SLR ini diharapkan dapat menghasilkan Informasi berkualitas, pemahaman yang mendalam,
mengidentifikasi kesenjangan pengetahuan, serta penelitian yang lebih terfokus, selain itu dapat mendukung
pengambilan kesimpulan dari penelitian. METODE PENELITIAN Commented [NP2R1]: ini ternyata bukujadi gue ga
nemu doina, cara masukin citationnya gmn? Metode tinjauan literatur dipilih sebagai pendekatan penelitian dalam studi ini (Snyder, 2019). Standar
PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 ditaati dalam tinjauan
sistematis ini, yang menjamin penyajian temuan studi yang menyeluruh dan terbuka. Penelitian literatur mengkaji dan
memahami berbagai teori dan konsep terkait yang diambil dari literatur yang ada, terutama makalah yang telah
diterbitkan dalam berbagai publikasi ilmiah. Gagasan dan teori yang akan menjadi dasar penelitian ini dibangun di
atas fondasi yang kuat yang disediakan oleh evaluasi literatur ini. Tinjauan literatur merupakan tahap penting dalam
penelitian, terutama penelitian akademis yang mencoba mengembangkan aspek teoritis dan praktis dari topik yang
diteliti, seperti yang dijelaskan oleh Sujarweni (2014). Proses menemukan, menilai, dan menginterpretasikan semua
penelitian yang saat ini tersedia dan berkaitan dengan perumusan masalah atau area topik yang sedang
dipertimbangkan dikenal sebagai tinjauan literatur sistematis, atau SLR. Proses menemukan, mengevaluasi, dan
menginterpretasikan semua data penelitian yang tersedia dengan tujuan menawarkan jawaban atas pertanyaan tertentu
dikenal sebagai tinjauan sistematic literature review (SLR). Tujuan dari penelitian SLR adalah untuk menemukan,
menilai, dan memahami semua temuan penelitian yang relevan. Analisis semua temuan studi terkait yang berkaitan
dengan topik, isu, atau fenomena penelitian tertentu. Pertanyaan subjek tertentu atau kejadian yang mengkhawatirkan
(Kitchenham & Brereton, 2009). Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 180
(Kitchenham & Brereton, 2009). Diagram Sistematis Literatur Reviu (SLR)
Dengan metode SLR ini diharapkan dapat menghasilkan Informasi berkualitas, pemahaman yang mendalam,
mengidentifikasi kesenjangan pengetahuan, serta penelitian yang lebih terfokus, selain itu dapat mendukung
pengambilan kesimpulan dari penelitian. HASIL DAN PEMBAHASAN
Jurnal ini mengeksplorasi konstruksi sosial dari teknologi, menganalisis data dari 31 jurnal penelitian
sebelumnya, menyoroti sesuai judul penelitian yang dampaknya terhadap kehidupan sosial, terutama dalam
Konvergensi Radio di Kalangan Generasi Z. Analisis Literatur Reviu dari 31 Jurnal
No. Nama Pengarang
Q1
Q2
Q3
Q4
Identifikasi
Pencarian
Penyaringan
Kelayakan
Ekstraksi Data
Penilaian Kualitas
Sintesis Data
Hasil dan
Kesimpulan
Pelaporan
Pembaruan
Commented [RM3]: Pake B.Indo ato B.Ing yg benar? (Kitchenham & Brereton, 2009). Diagram Sistematis Literatur Reviu (SLR)
Identifikasi
Pencarian
Penyaringan
Kelayakan
Ekstraksi Data
Penilaian Kualitas
Sintesis Data
Hasil dan
Kesimpulan
Pelaporan
Pembaruan
Co (Kitchenham & Brereton, 2009). HASIL DAN PEMBAHASAN HASIL DAN PEMBAHASAN
Jurnal ini mengeksplorasi konstruksi sosial dari teknologi, menganalisis data dari 31 jurnal penelitian
sebelumnya, menyoroti sesuai judul penelitian yang dampaknya terhadap kehidupan sosial, terutama dalam
Konvergensi Radio di Kalangan Generasi Z. 180 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579
ISSN : 2807-6087
1. The Social Construction of Facts and Artefacts (Pinch, T., & Bijker, W., 1984)
Y
Y
U
U
2. A Systematic Review of Systematic Review Process Research in Software
Engineering (Kitchenham & Brereton, 2009)
U
Y
Y
N
3. Literature review as a research methodology: An overview and guidelines (Snyder, H,
2019)
Y
U
N
Y
4. Metodologi Penelitian (Sujawerni, V. W., 2014)
Y
Y
U
U
5. (Daramola's, 2003)
U
Y
Y
N
6. The Interpersonal Communication Book (DeVito, 2009)
Y
U
U
Y
7. (Tomecek, 2009)
U
Y
Y
N
8. Handbook of Public Policy Analysis: Theory, Politics, and Methods (Fischer et al,
2007)
Y
Y
U
U
9. The Nature of Human Communication (Hewitt, 2011)
U
N
N
Y
10. (Viceno, 2004)
Y
U
Y
U
11. Management and Socio-Humanities Intercultural Adaptation: The Case Of
International Student Exchange (Flanja dan Gaz, 2011)
N
U
Y
U
12. Social Psychology of the Digital Age: The Interpersonal Neuroscience of Mediated
Communication (Spape & Rajava, 2014)
Y
U
N
U
13. The Emergence of a Hazardous Concept (Leo Marx, 1997)
Y
Y
U
Y
14. The Culture of Technology (Pacey,1983)
N
U
N
Y
15. Understanding Media The Extensions of Man (McLuhan, 1964)
Y
Y
U
N
16. McLuhan and Media Ecology (Levinson, 1999)
U
Y
Y
U
17. Understanding New Media (Siapera, 2017)
N
Y
Y
U
18. The Language of New Media (Manovich, 2001)
Y
Y
Y
U
19. Mediamorphosis Understanding New Media (Fidler, 1997)
N
U
Y
U
20. Meaning in Technology (Pacey, 1999)
Y
Y
U
U
21. Memahami Masyarakat Dan Perspektifnya (Prasetyo, 2020)
Y
Y
Y
U
22. Theories Of The Information Society (Webster & Frank, 2014)
Y
U
Y
U
23. Industry4.0 vs Society5.0 (Suherman, 2020)
U
N
U
Y
24. Relevansi Industri 4.0 dan Society 5.0 Terhadap Pendidikan Di Indonesia
(Teknowijoyo, 2022)
Y
Y
U
N
25. Everything You’ve Wanted to Know About Gen Z But Afraid to Ask. (Brown, 2020)
U
Y
U
U
26. Ketika ahli etologi menemukan bahwa isyarat non-verbal yang terkait dengan kawin, bermain, berburu, dan mencari
makan pada hewan disebut perilaku sosial, istilah "makhluk sosial" tidak menjadi inti dari kemanusiaan (Onyeator &
Okpara, 2019). Dengan demikian, konsep makhluk sosial berkaitan dengan evolusi masyarakat. Menurut mara, tidak Diagram Hasil Kajian Literatur
Dari hasil 31 penelitian terdahulu, dapat disimpulkan bahwa berdasar rumusan masalah mengenai kesesuaian
konsep SCOT dengan judul terdapat 15 penelitian yang sudah sesuai, 5 penelitian yang belum sesuai, dan 10 penelitian
yang tidak memiliki kejelasan. Selain itu, kepaduan antara metodenya dari penelitian terdahulu dapat dihasilkan
sebanyak 16 penelitian yang sudah sesuai, 5 penelitian belum sesuai, dan 9 penelitian yang tidak memiliki kejelasan. Selanjutnya, berdasar indikator mengenai bahan dasar penelitian terdapat 13 penelitian yang sudah sesuai, 4 penelitian
yang belum sesuai, dan 14 penelitian yang tidak memiliki kejelasan selanjutnya yang terakhir terkait nilai kritis yang
terdapat dalam penelitian, dihasilkan bahwa 15 penelitian memiliki kritisisasi terhadap judul, 10 penelitian belum
memiliki nilai kritis, dan 6 penelitian lainnya belum memiliki kejelasan. Untuk mempermudah pemahaman lebih lanjut,
dijelaskan melalui lima penelitian yang dianggap lebih relevan untuk bahan pembanding dalam kajian literatur. Untuk
menunjukkan bahwa fokus penelitian sesuai dengan teori SCOT, mereviu dari penelitian menggunakan konsep SCOT. Komunikasi, Teknologi dan Masyarakat Diagram Hasil Kajian Literatur Dari hasil 31 penelitian terdahulu, dapat disimpulkan bahwa berdasar rumusan masalah mengenai kesesuaian
konsep SCOT dengan judul terdapat 15 penelitian yang sudah sesuai, 5 penelitian yang belum sesuai, dan 10 penelitian
yang tidak memiliki kejelasan. Selain itu, kepaduan antara metodenya dari penelitian terdahulu dapat dihasilkan
sebanyak 16 penelitian yang sudah sesuai, 5 penelitian belum sesuai, dan 9 penelitian yang tidak memiliki kejelasan. Selanjutnya, berdasar indikator mengenai bahan dasar penelitian terdapat 13 penelitian yang sudah sesuai, 4 penelitian
yang belum sesuai, dan 14 penelitian yang tidak memiliki kejelasan selanjutnya yang terakhir terkait nilai kritis yang
terdapat dalam penelitian, dihasilkan bahwa 15 penelitian memiliki kritisisasi terhadap judul, 10 penelitian belum
memiliki nilai kritis, dan 6 penelitian lainnya belum memiliki kejelasan. Untuk mempermudah pemahaman lebih lanjut,
dijelaskan melalui lima penelitian yang dianggap lebih relevan untuk bahan pembanding dalam kajian literatur. Untuk
menunjukkan bahwa fokus penelitian sesuai dengan teori SCOT, mereviu dari penelitian menggunakan konsep SCOT. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 HASIL DAN PEMBAHASAN Generation Z and its
implications for companies (Francis & Hoefel, 2018)
Y
N
Y
U
27. Generation And Their Acceptance of Technology (Linnes & Metcalf, 2017)
N
U
Y
Y
28. Eksistensi Jurnalisme Di Era Media Sosial (Hamna, 2017)
Y
N
U
Y
29. Attenuations in Wireless Radio Communication (Ado, 2020)
U
N
Y
Y
30. Science and the Internet: Introduction (Tokar, 2012)
U
Y
U
N
31. Sensus Penduduk Indonesia (BPS, 2020)
U
Y
U
Y ISSN : 2807-6087 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 181
Keterangan :
Q1
: Penyebaran konsep SCOT sesuai dengan judul penelitian
Q2
: Penyebaran konsep SCOT berdasarkan metode penelitian yang digunakan
Q3
: Apakah Teori SCOT dapat digunakan sebagai bahan dasar penelitian
Q4
: Apakah terdapat nilai kritis dalam penelitian
Y
: Yes 181 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 N
: No
U
: Unclear
P
i Pentingnya tinjauan dan studi literatur ditekankan dalam jurnal ini sebagai pendekatan metodis untuk
memahami dan merangkai gagasan tentang konstruksi sosial dalam teknologi dan media baru. Penyusunan kerangka
konsep dan teori teori yang akan digunakan dalam penelitian ini juga dibantu oleh tinjauan pustaka. Untuk
mengeksplorasi implikasi teori SCOT pada penggemar radio dan podcast Generasi Z penelitian ini memiliki dasar
yang kuat berkat teknik studi literatur. Diagram Hasil Kajian Literatur
Dari hasil 31 penelitian terdahulu, dapat disimpulkan bahwa berdasar rumusan masalah mengenai kesesuaian
konsep SCOT dengan judul terdapat 15 penelitian yang sudah sesuai, 5 penelitian yang belum sesuai, dan 10 penelitian
yang tidak memiliki kejelasan. Selain itu, kepaduan antara metodenya dari penelitian terdahulu dapat dihasilkan
sebanyak 16 penelitian yang sudah sesuai, 5 penelitian belum sesuai, dan 9 penelitian yang tidak memiliki kejelasan. Selanjutnya, berdasar indikator mengenai bahan dasar penelitian terdapat 13 penelitian yang sudah sesuai, 4 penelitian
yang belum sesuai, dan 14 penelitian yang tidak memiliki kejelasan selanjutnya yang terakhir terkait nilai kritis yang
terdapat dalam penelitian, dihasilkan bahwa 15 penelitian memiliki kritisisasi terhadap judul, 10 penelitian belum
memiliki nilai kritis, dan 6 penelitian lainnya belum memiliki kejelasan. Untuk mempermudah pemahaman lebih lanjut,
dijelaskan melalui lima penelitian yang dianggap lebih relevan untuk bahan pembanding dalam kajian literatur. Untuk
menunjukkan bahwa fokus penelitian sesuai dengan teori SCOT, mereviu dari penelitian menggunakan konsep SCOT. Komunikasi, Teknologi dan Masyarakat
Komunikasi digunakan oleh manusia untuk melakukan interaksi., komunikasi ini juga dikenal sebagai human
communication. Kemampuan manusia untuk mengkomunikasikan apa yang mereka butuhkan, inginkan, dan
ketertarikan adalah bagian dari komunikasi manusia (Meyer, 2010). Manusia juga mengkomunikasikan perasaan dan
emosi mereka, seperti gembira, takut, benci, empati, marah, dan cinta, melalui gerak tubuh, ucapan, isyarat, dan tulisan. Interaksi sosial yang terjadi antara orang melalui pertukaran pesan terus menjadi definisi komunikasi manusia seperti
pada Maurice (2007) “Describe human communication as the social interaction that takes place between people when
they receive messages”, yang berarti bahwa komunikasi manusia itu sendiri adalah interaksi sosial yang terjadi antara
orang melalui pertukaran pesan. “Through mutual understanding, human communication strengthens feelings of
togetherness among people” (DeVito, 2009). Komunikasi berfungsi sebagai jalur interaksi individu untuk membangun
hubungan. Komunikasi manusia, melalui kesepahaman antara satu sama lain, dan meningkatkan rasa satu sama lain. Kemampuan untuk berpikir dan berkomunikasi adalah dua ciri yang membedakan manusia dari hewan. hanya eksistensi manusia yang membentuk pemahaman persona, tetapi juga tindakan dan interaksi dengan mereka
(Fischer et al., 2007). Aristoteles mengatakan bahwa mengetahui kebajikan seperti moralitas, kasih sayang, kerja sama,
kreativitas, antusiasme, pengampunan, kebenaran, keadilan, cinta, kemurahan hati, kesetiaan, moderasi, kesopanan,
kesabaran, kebijaksanaan, pengertian, dan toleransi adalah dasar untuk memahami kemanusiaan. Karena sebagian
besar ditunjukan dengan mengekspresikannya dalam interaksi tatap muka antar individu(Jaeger & Robinson, 1961). “Humans communicate with one another in interpersonal, group, and public contexts as well as introspectively in
intrapersonal contexts” (Hewitt, 2011). Komunikasi manusia biasanya dimulai dari orang-orang yang berinteraksi dalam kelompok sosial kecil,
contohnya adalah komunikasi keluarga. Komunikasi paling mendasar yang terjadi pada manusia tidak terbatas pada
interaksi tatap muka dengan anggota keluarga, saudara kandung, orang tua, anak. Individu dalam kelompok sosial
kecil ini juga belajar berkomunikasi, bertukar pesan, dan memperoleh rasa nilai melalui interaksi dengan anggota
keluarga lainnya (Flanja & Gâz, 2011). Dengan bertemu secara fisik untuk berbagi makna dan pesan, manusia
Psikolog sosial berpendapat bahwa persepsi pesan, kognisi, pengambilan keputusan, dan tindakan dipengaruhi oleh
kehadiran fisik orang lain selama interaksi (Spapé & Ravaja, 2014). Namun, di era modern, kehadiran fisik manusia
semakin dimediasi oleh teknologi yang membantu menjadi suatu perangkat komunikasi, yang tidak hanya mengubah
proses komunikasi tetapi juga perilaku manusia. Teknologi merupakan suatu hal yang mana dapat merujuk pada sistem sosio teknis yang luas sistem sosio
teknis yang luas, seperti Web, artefak tertentu, standar, rutinitas, dan kepercayaan yang membentuk sistem, seperti
komputer, internet protokol, rutinitas e-mail, dan keyakinan tentang keandalan informasi online (Marx, 1997). Arnold
Pacey menekankan dalam bukunya "Meaning in technology" bagaimana hubungan, tujuan, dan aspirasi manusia
muncul dalam konteks teknologi. Pacey menyatakan bahwa manusia menggunakan mesin dan teknologi lainnya dalam
cara yang sama seperti mereka menggunakan musik dan alat musik. Dia percaya bahwa pengalaman musik terkait
dengan cara manusia bekerja dengan alat atau tangan. Untuk mendukung teori tersebut, ada contoh buruh pertanian
yang meningkatkan produktivitas mereka dengan bernyanyi atau bekerja di iringi irama drum. Selain itu, dalam buku-
buku tersebut ditegaskan bahwa ada hubungan antara penggunaan alat tangan, bersepeda, atau bermain piano dengan
keterampilan tubuh tertentu dan irama otot yang digerakkan. Teknologi sebagai “penerapan pengetahuan ilmiah dan
pengetahuan terorganisir lainnya untuk praktis dengan sistem yang teratur yang melibatkan manusia dan mesin (Pacey,
1983). McLuhan menegaskan bahwa teknologi komunikasi memiliki pengaruh yang besar terhadap manusia dan
budayanya. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 Komunikasi, Teknologi dan Masyarakat Komunikasi digunakan oleh manusia untuk melakukan interaksi., komunikasi ini juga dikenal sebagai human
communication. Kemampuan manusia untuk mengkomunikasikan apa yang mereka butuhkan, inginkan, dan
ketertarikan adalah bagian dari komunikasi manusia (Meyer, 2010). Manusia juga mengkomunikasikan perasaan dan
emosi mereka, seperti gembira, takut, benci, empati, marah, dan cinta, melalui gerak tubuh, ucapan, isyarat, dan tulisan. Interaksi sosial yang terjadi antara orang melalui pertukaran pesan terus menjadi definisi komunikasi manusia seperti
pada Maurice (2007) “Describe human communication as the social interaction that takes place between people when
they receive messages”, yang berarti bahwa komunikasi manusia itu sendiri adalah interaksi sosial yang terjadi antara
orang melalui pertukaran pesan. “Through mutual understanding, human communication strengthens feelings of
togetherness among people” (DeVito, 2009). Komunikasi berfungsi sebagai jalur interaksi individu untuk membangun
hubungan. Komunikasi manusia, melalui kesepahaman antara satu sama lain, dan meningkatkan rasa satu sama lain. Kemampuan untuk berpikir dan berkomunikasi adalah dua ciri yang membedakan manusia dari hewan. Ketika ahli etologi menemukan bahwa isyarat non-verbal yang terkait dengan kawin, bermain, berburu, dan mencari
makan pada hewan disebut perilaku sosial, istilah "makhluk sosial" tidak menjadi inti dari kemanusiaan (Onyeator &
Okpara, 2019). Dengan demikian, konsep makhluk sosial berkaitan dengan evolusi masyarakat. Menurut mara, tidak Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 182 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 Pemahaman manusia dalam skala besar di revolusi oleh teknologi, dan pergeseran teknologi baru
memerlukan dalam hal cara pandang terhadap manusia. McLuhan percaya bahwa komputer yang digabungkan dengan
sistem digital, atau mesin pintar elektronik, akan dapat mereproduksi dirinya sendiri tanpa memerlukan interaksi
manusia (Levinson, 1999; McLuhan, 1994). Dalam hal pergeseran ke media elektronik, khususnya Teknologi
Informasi, manusia mengalami realitas ganda. Orang dewasa tidak lagi bekerja dalam sistem mekanisasi dan
spesialisasi, melainkan memiliki perspektif yang masih penuh dengan seluk-beluk mekanisasi dan spesialisasi. Anak-
anak, di sisi lain, hidup di dunia sekolah yang kurang akan informasi dengan aturan dan bentuk pembelajaran yang
sangat terstruktur, sementara pada saat yang sama mereka hidup di dunia elektronik yang penuh dengan informasi dan
hiburan. Media baru saat ini telah melintasi setiap sektor yang ada di dunia kontemporer dan oleh karena itu menjadi
sangat penting untuk meneliti makna dan kemungkinannya dipahami untuk mengukur situasi di seluruh dunia (Siapera,
2017). Media baru mengacu pada media digital atau yang terkini meliputi internet, media sosial, smartphone, streaming
video, konsol game, virtual reality dll. (Manovich, 2001). Terutama berkaitan dengan penyebaran informasi dan
komunikasi melalui digital platform. Namun yang membedakan media digital dengan media konvensional adalah
interaktifnya, di mana konsumen dapat berpartisipasi aktif dalam pembuatan dan berbagi konten, daripada sekadar
mengonsumsinya. g
y
Perubahan teknologi komunikasi dan teknologi media media yang digunakan oleh manusia menghasilkan
perkembangan teknologi alternatif media komunikasi dan memadukan berbagai serpihan pikiran dan visi untuk
dipahami atau dapat disebut dengan mediamorphosis (Fidler, 1997). Mendorong untuk mengetahui dan memahami
betul semua bentuk dan system terkait masa lalu, sekarang dan masa yang akan datang. Buku "Meaning in Technology"
menekankan betapa pentingnya pengalaman seseorang dengan teknologi. Tujuan utamanya adalah mengakui bahwa
pengalaman individu harus dihargai tanpa dianggap "hanya subyektif". Diskusi diatur berdasarkan dimensi praktik
atau tingkat pengalaman. Terdiri dari dua pembahasan, pada bagian pertama buku ini membahas pengalaman pribadi
dengan teknologi, sedangkan bagian kedua membahas bagaimana teknologi digunakan dalam hubungannya dengan
alam dan masyarakat (Pacey, 1999). Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 183 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 Berdasarkan penjelasan di atas, sangat penting untuk memahami bahwa masyarakat terdiri dari sekelompok
orang yang hidup berdampingan untuk memenuhi kebutuhan dan mengikuti aturan, konvensi, dan tatanan kehidupan
setempat. Berasal dari bahasa Arab "Kata masyarakat yang berarti musyarak, atau "masyarakat", dengan kata lain
“teman” dalam English Society dan Latin societas. Kumpulan individu yang hidup dan tinggal bersama tanpa dibatasi
oleh negara, lingkungan, atau faktor lainnya disebut sebagai masyarakat. Di sisi lain, kumpulan kecil orang yang
dibatasi oleh kebangsaan, wilayah, atau kelas disebut sebagai masyarakat. Sekelompok individu yang bersatu untuk
mencapai tujuan bersama adalah definisi lain dari masyarakat. Sederhananya, masyarakat adalah sebuah kumpulan
individu yang saling berkaitan dengan berinteraksi atau terlibat satu sama lain karena pengalaman bersama-sama. Manusia merespons lingkungannya melalui pikiran, perasaan, dan keinginan mereka, yang membentuk masyarakat
(Prasetyo, 2020). Masyarakat saat ini mengarah kepada masyarakat dengan sumber informasi dalam era digital. Berbagai aktivitas masyarakat seperti sosial, politik, ekonomi, kultural di dunia nyata termuat dalam informasi secara
digital. Era informasi yang terjadi saat ini dapat dikatakan bahwa ini merupakan migrasi kehidupan masyarakat secara
masif dan sedang berlangsung yaitu dari informasi secara konvensional menuju ke informasi secara modern yaitu
digital (Piliang, 2012). Lima definisi masyarakat yang dapat dibedakan, yaitu setiap definisi menyajikan kriteria dalam
mengidentifikasikan terkait kebaruan diantaranya; teknologi, ekonomi, pekerjaan, spasial, dan budaya. Hal diatas
tidak harus saling dipisahkan sesuai teori oleh beberapa ahli, bahwa satu atau faktor lainnya akan menyajikan
skenarionya masing-masing (Webster & Frank, 2014). y
g
g
Revolusi Industri 4.0 melahirkan integrasi terhadap teknologi dan perkembangan masyarakat. Masyarakat 5.0
adalah sebuah konsep dimana masyarakat yang menempatkan manusia sebagai suatu pusat atau penggabungan
kemajuan teknologi digital dengan penyelesaian masalah sosial melalui suatu integrasi antara ruang maya dan ruang
nyata. Konsep di atas dikenalkan pada awalnya oleh Jepang yang memungkinkan penggunaan teknologi modern
dengan teknologi kecerdasan buatan atau Artificial Intelligence (AI), robot, dan Internet of Things atau IoT dalam
memenuhi kebutuhan masyarakat. Bertujuan untuk menghadirkan masyarakat yang dapat menikmati sebuah
kehidupan yang lebih mudah dan praktis serta membawa kemajuan. Pada tanggal 21 Januari 2019 adalah waktu di
mana Masyarakat 5.0 atau dikenal sebagai Society 5.0 diresmikan. Hal ini sebagai wujud untuk menanggapi dampak
negatif yang muncul akibat perkembangan Revolusi Industri 4.0, dimana hal ini dikhawatirkan dapat memberikan
dampak merugikan bagi masyarakat (Suherman, 2020). Dalam membahas masyarakat 5.0 tidak lupa pula untuk
mengetahui tiga nilai utama yaitu fokus kepada manusia, bagaimana keberlanjutannya, serta ketahanan terhadap
tatanan kehidupan masyarakat. Dengan mengutamakan nilai kemanusiaan serta menempatkan manusia sebagai pusat
suatu kehidupan bermasyarakat maka dalam hal memproduksi kebutuhan atau mengerjakan kepentingan masyarakat
bukan berfokus terhadap suatu kemajuan teknologi saja. Karena hal ini menjadi suatu yang penting untuk membawa
peran suatu kehidupan manusia dengan perkembangan industri menjadi perkembangan yang mementingkan manusia
sebagai hal paling penting. Teknologi diciptakan untuk memenuhi kebutuhan manusia, dapat memudahkan manusia
dalam melakukan pekerjaanya. Dalam hal pekerjaan, era masyarakat 5.0 ini bertujuan bahwa perkembangan teknologi
di era revolusi industri dapat membuat lingkungan kerja yang efektif, mudah, aman, dan inklusif yang harus dibangun
untuk menjaga kesehatan fisik manusia, mental serta kesejahteraan manusia dalam bekerja. Menjadi hal yang paling
utama adalah untuk melindungi hak-hak dasar masyarakat seperti martabat, provasi, serta bersifat otonom bagi manusia
(Teknowijoyo, 2022). Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 Generasi Z Generasi Z lebih menyukai konten yang berbentuk
visual, seperti gambar dan video, daripada hanya teks. Hal ini mungkin disebabkan oleh perkembangan media
sosial yang menyajikan konten secara visual. Selain itu, generasi ini juga cenderung mencari informasi secara
cepat dan tidak suka membaca teks yang panjang. Hal ini dapat menciptakan perbedaan dalam hal pendekatan
komunikasi dan gaya hidup dibandingkan dengan generasi sebelumnya. Faktor-faktor ini bersama-sama membentuk identitas dan karakteristik khas generasi Z yang membedakannya
dari generasi-generasi sebelumnya. Generasi Z Masyarakat Indonesia saat ini didominasi dengan kelompok usia dalam kategori Gen Z, dilihat dari demografi
penduduk jumlah penduduk Gen Z sebanyak 27,94% dari total penduduk Indonesia (BPS, 2020). Lebih dari 20%
tenaga kerja organisasi akan berasal dari Gen Z, menurut Deloitte (2017). Meskipun demikian, perhatian organisasi
terhadap Generasi Y atau milenial, atau generasi milenial, tampaknya tidak terfokus saat berbicara tentang kehadiran
Gen Z di dunia kerja. Seperti yang didefinisikan oleh beberapa penelitian sebelumnya(Francis & Hoefel, 2018; Linnes
& Metcalf, 2017), Gen Z juga disebut sebagai "generasi pascamilenial". Terdapat empat komponen utama yang
mempengaruhi perilaku Generasi Z. Prinsip dasar dari semuanya adalah bahwa Generasi Z adalah generasi yang
mencari kebenaran. Pertama Gen Z dikenal sebagai "the undefined ID" karena mereka sangat terbuka untuk
menghargai keunikan setiap orang dan menghargai ekspresi setiap orang tanpa melabelinya. Kedua, "The communa
holic" adalah sebutan untuk Gen Z, mereka adalah generasi yang sangat terbuka dan ingin berkontribusi kepada
sebanyak mungkin komunitas dengan menggunakan teknologi canggih. Ketiga, Gen Z dikenal sebagai "sang
pendialog" mereka adalah generasi yang merasa bahwa berbicara dan menyelesaikan perselisihan melalui komunikasi
adalah hal yang sangat penting untuk membuat perubahan. Selain itu, Generasi Z menerima semua sudut pandang dan
suka berinteraksi dengan berbagai macam orang dan kelompok. Generasi Z dikenal sebagai "generasi yang realistis" Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 184 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 karena, dibandingkan dengan generasi sebelumnya, mereka lebih cenderung membuat keputusan yang analitis dan
pragmatis. Gen Z lebih suka bertanggung jawab atas keputusan mereka sendiri karena mereka suka belajar secara
mandiri dan mencari pengetahuan. Gen Z menyadari betapa pentingnya memiliki stabilitas kehidupan sejalan dengan kemudahan dan
perkembangan teknologi. Hal ini beriringan dalam kenyataan yang menunjukkan dimana Gen Y dan Baby Boomer
cenderung lebih idealis, dan kurang melek terhadap perkembangan teknologi terutama dalam hal fleksibilitas. Saat ini,
penggunaan teknologi untuk membantu pembelajaran sudah cukup lazim. Salah satu contohnya adalah pembelajaran
online. Literasi teknis, literasi data, dan literasi manusia adalah tiga kemampuan literasi yang dibutuhkan untuk
melakukan pembelajaran online ini. Dalam ranah pendidikan saat ini, Generasi Z menggunakan berbagai macam
strategi pembelajaran, termasuk pembelajaran online. Bagaimana Generasi Z Indonesia dapat menjadi lebih melek
melalui penerapan teknologi. Ada beberapa faktor yang membuat generasi Z berbeda dari generasi sebelumnya
menurut (Twenge & Campbell, 2008)antara lain: 1. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 Generasi Z Teknologi
Generasi Z tumbuh di era digital dengan akses mudah ke internet dan perangkat teknologi canggih. Mereka
terbiasa dengan multitasking, mengandalkan teknologi untuk segala hal, tumbuh dengan mengalami
perkembangan pesat teknologi dan media sosial. Hal ini membuat mereka menjadi sangat terbiasa menggunakan
teknologi dalam berkomunikasi. dan lebih terampil dalam penggunaan media sosial. 1. Teknologi
Generasi Z tumbuh di era digital dengan akses mudah ke internet dan perangkat teknologi canggih. Mereka
terbiasa dengan multitasking, mengandalkan teknologi untuk segala hal, tumbuh dengan mengalami
perkembangan pesat teknologi dan media sosial. Hal ini membuat mereka menjadi sangat terbiasa menggunakan
teknologi dalam berkomunikasi. dan lebih terampil dalam penggunaan media sosial. 2. Nilai dan Sikap
Generasi Z cenderung lebih inklusif, terbuka terhadap keberagaman, dan memiliki sikap yang progresif terhadap
isu-isu sosial seperti lingkungan, kesetaraan gender, dan hak asasi manusia. Mereka juga sering dianggap sebagai
generasi yang lebih kolaboratif dan memperhatikan keberlanjutan. 3. Pendidikan
Generasi Z memiliki jaringan yang lebih lebar terhadap informasi dan pendidikan melalui internet, yang
memungkinkan mereka untuk belajar di luar kelas dan mengembangkan minat serta keterampilan mereka sendiri. Generasi Z memiliki jaringan yang lebih lebar terhadap informasi dan pendidikan melalui internet, yang
memungkinkan mereka untuk belajar di luar kelas dan mengembangkan minat serta keterampilan mereka sendiri. 4. Lingkungan Sosial
Generasi Z tumbuh dalam dunia yang lebih terhubung secara global, memungkinkan mereka untuk berinteraksi
dengan orang dari berbagai budaya dan negara dengan lebih mudah. Hal ini juga mempengaruhi pandangan
mereka terhadap nilai-nilai global. 4. Lingkungan Sosial
Generasi Z tumbuh dalam dunia yang lebih terhubung secara global, memungkinkan mereka untuk berinteraksi
dengan orang dari berbagai budaya dan negara dengan lebih mudah. Hal ini juga mempengaruhi pandangan
mereka terhadap nilai-nilai global. 5. Ketergantungan pada media sosial
Generasi Z cenderung lebih terpapar dengan media sosial dan teknologi, yang dapat mempengaruhi cara mereka
berkomunikasi, bersosialisasi, dan mengonsumsi informasi. Generasi Z lebih menyukai konten yang berbentuk
visual, seperti gambar dan video, daripada hanya teks. Hal ini mungkin disebabkan oleh perkembangan media
sosial yang menyajikan konten secara visual. Selain itu, generasi ini juga cenderung mencari informasi secara
cepat dan tidak suka membaca teks yang panjang. Hal ini dapat menciptakan perbedaan dalam hal pendekatan
komunikasi dan gaya hidup dibandingkan dengan generasi sebelumnya. 5. Ketergantungan pada media sosial
Generasi Z cenderung lebih terpapar dengan media sosial dan teknologi, yang dapat mempengaruhi cara mereka
berkomunikasi, bersosialisasi, dan mengonsumsi informasi. Interaktivitas
Konvergensi media telah memberikan ruang bagi interaktivitas yang lebih besar antara penyiar dan pendengar. Baik radio maupun podcast sekarang dapat mendukung fitur interaktif seperti polling, panggilan langsung, atau
komentar online yang memungkinkan pendengar untuk terlibat secara langsung dalam konten yang disajikan. Konvergensi media telah memberikan ruang bagi interaktivitas yang lebih besar antara penyiar dan pendengar. Baik radio maupun podcast sekarang dapat mendukung fitur interaktif seperti polling, panggilan langsung, atau
komentar online yang memungkinkan pendengar untuk terlibat secara langsung dalam konten yang disajikan Konvergensi media telah memberikan ruang bagi interaktivitas yang lebih besar antara penyiar dan pendengar. Baik radio maupun podcast sekarang dapat mendukung fitur interaktif seperti polling, panggilan langsung, atau
komentar online yang memungkinkan pendengar untuk terlibat secara langsung dalam konten yang disajikan komentar online yang memungkinkan pendengar untuk terlibat secara langsung dalam konten yang disajikan. 4. Fleksibilitas Konsumsi 4. Fleksibilitas Konsumsi
Dengan konvergensi media, pendengar sekarang memiliki fleksibilitas yang lebih besar dalam konsumsi konten
audio. Mereka dapat mendengarkan siaran radio secara langsung atau mengunduh episode podcast untuk
didengarkan kapan pun mereka mau, sesuai dengan preferensi dan jadwal mereka. 5. Kemungkinan Kolaborasi
Konvergensi media membuka peluang untuk kolaborasi antara radio dan podcast, di mana stasiun radio dapat
bekerja sama dengan podcaster untuk menciptakan konten yang lebih bervariasi dan menarik untuk pendengar. 6. Pembaharuan Format
Konvergensi media juga mendorong radio dan podcast untuk terus berinovasi dalam pembaharuan format konten
agar tetap relevan dan kompetitif. Hal ini membawa keberagaman dalam konten audio yang ditawarkan kepada
pendengar. Dengan pengaruh konvergensi media ini, radio dan podcast telah saling mempengaruhi dan memperkaya satu
sama lain dalam hal produksi, distribusi, dan konsumsi konten audio. Hal ini membuka peluang baru dan menantang
kedua media untuk terus berkembang dan menyesuaikan diri dengan perubahan tren industri media secara keseluruhan. jenis media yang tadinya berbeda, seperti radio, televisi, komputer, dan surat kabar, menjadi satu media yang kohesif. Menurut Hamna (2017), penyatuan akan beberapa media sebagai kolaborasi antarmedia. Teknologi yang maju
kemudian memungkinkan media konvergensi untuk memanfaatkan sifat-sifat dan fungsi-fungsi yang berbeda serta
menawarkan kepada khalayak baru. Pendekatan konvergensi juga membantu mengidentifikasi perbedaan persepsi
media konvergensi dan media tradisional yang harmonis. Hal ini dihasilkan melalui pasukan pengintegrasian media
yang melibatkan media logis, teknis, budaya, dan energi yang berbeda. Hal ini menawarkan nilai jual tambahan terkait
kompleksitas dan kemudahan transportasi. Konsep mobil baru dan media yang berhubungan dengan khalayak, seperti
Wiki dan Podcast, telah memperluas peran media konvergensi di berbagai sektor. Dibalik perkembangan teknologi
yang cepat dan berbagai tokoh yang berpengaruh di balik teknologi-restu, menuntut penerapan konsekuensi media
sebagai kehadiran teknologi yang semakin agresif di berbagai sektor. Negara dan warga menjadi lebih kritikal dan
cerdas terhadap media dalam melacak pergerakan zaman, yang merupakan hasil alami dari konvergensi medianya
sendiri yang memperkuatnya. Perkembangan konvergensi teknologi juga telah menghasilkan banyak manfaat bagi pengguna dan konsumen
akhir. Misalnya, dengan adanya kemajuan teknologi smartphone dan konvergensi media, seseorang sekarang dapat
mengakses berbagai layanan melalui ponsel mereka, termasuk perdagangan elektronik, transaksi perbankan, dan
layanan pemesanan dan pengiriman makanan. Kemampuan untuk mengakses berbagai layanan ini secara terintegrasi
melalui satu perangkat telah menyederhanakan kehidupan sehari-hari dan memberikan lebih banyak pilihan kepada
konsumen. Konvergensi media, yaitu penyatuan antara media konvensional seperti radio dengan media digital seperti
podcast (Muslimah, 2022), telah memberikan dampak signifikan terhadap kedua media tersebut. Beberapa dampak
konvergensi media terhadap radio dan podcast antara lain: g
p
p
1. Penyebaran Konten
Konvergensi media telah memungkinkan konten dari radio untuk dapat didistribusikan secara digital melalui
podcast. Hal ini membuka peluang baru bagi stasiun radio untuk menjangkau pendengar mereka di platform
digital, sehingga memperluas cakupan dan audience base mereka. y
Konvergensi media telah memungkinkan konten dari radio untuk dapat didistribusikan secara digital melalui
podcast. Hal ini membuka peluang baru bagi stasiun radio untuk menjangkau pendengar mereka di platform
digital, sehingga memperluas cakupan dan audience base mereka. igital, sehingga memperluas cakupan dan audience base mereka. 2. Kemajuan Teknologi
Kemajuan teknologi dalam konvergensi media telah membawa perubahan signifikan dalam cara konten audio
diproduksi, didistribusikan, dan dikonsumsi. Radio dan podcast sekarang bisa memanfaatkan teknologi yang sama,
seperti streaming online, aplikasi mobile, dan algoritma personalisasi untuk menyesuaikan konten dengan
preferensi pendengar. 3. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 Konvergensi Media Kecenderungan barang dengan fungsi terpisah yang kemudian menjadi satu untuk menghasilkan satu barang
atau jasa yang multi guna dikenal sebagai konvergensi teknologi, dan ini merupakan fenomena yang berkembang dan
mengubah lanskap komersial. Kecepatan konvergensi yang dikejar adalah mengubah pasar dan menghasilkan barang
dan jasa mutakhir untuk basis pelanggan yang menjadi semakin cerdik dan pintar. Selain itu, meskipun banyak yang
mengasosiasikan konvergensi teknologi dengan media dan komunikasi, gagasan itu sendiri jauh melampaui hal ini
dalam konteks wilayah yang belum dipetakan yang selalu dieksplorasi. Semua sektor telah berkembang dan
berekspansi pada tingkat yang fenomenal, memperkenalkan barang dan jasa mutakhir ke pasar. Berbagai variabel, seperti permintaan dan keinginan konsumen, tren, dan meningkatnya minat serta dukungan
terhadap peralatan, telah berkontribusi terhadap konvergensi, meskipun demikian penyebab utama yang mendasarinya
adalah persaingan dan penciptaan atau daya cipta. Konvergensi dapat juga disebut sebagai penggabungan berbagai Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 185 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 Podcast Podcast adalah jenis media suara yang dapat diakses secara online dan memungkinkan pendengar
mendengarkan berbagai jenis konten seperti berita, cerita, hiburan, pendidikan, dan lain-lain dengan mudah kapan pun
dan di manapun melalui perangkat elektronik seperti smartphone, laptop, atau tablet (Nugroho & Irwansyah, 2021). Dalam review literatur ini, membahas sejarah perkembangan podcast, penggunaan dalam pendidikan, dan dampak
podcast terhadap perilaku dan pengetahuan pendengar. Pada tahun 2004, Adam Curry, mantan VJ MTV, dan Dave
Winer, perancang perangkat komputer, mengembangkan teknologi bernama "Really Simple Syndication" (RSS), yang
memungkinkan pengguna mengunduh dan mendengarkan konten audio secara otomatis. Ini menandai awal podcast,
yang membuka era baru dalam media bercerita. Podcast adalah evolusi dari gaya komunikasi audio tersebut. Menurut
(Geoghegan & Klass, 2007), podcasting bermula dari audioblog, yang merupakan kumpulan berbagai aktivitas audio
di situs web yang mulai berkembang pada tahun 2001 bersamaan dengan diperkenalkannya RSS feed. Munculnya
umpan RSS. Podcast sebagian besar dipandang sebagai hasil dari blogging, karena menggunakan metode yang sama
untuk mendistribusikan materi kepada pemirsa. Podcasting mengacu pada penyebaran informasi audio atau video
melalui internet. Konten dapat ditransmisikan ke PC atau pemutar audio portabel. Podcasting sangat menarik karena memungkinkan individu untuk berpartisipasi secara aktif,
mengartikulasikan pemikiran mereka, berbagi konsep, dan mempromosikan barang dagangan mereka. Kemudian,
pada tahun 2005, Apple meluncurkan iTunes 4.9, yang memiliki fitur podcast yang memungkinkan pengguna
mengunduh dan mengorganisasi konten podcast dengan lebih mudah . Ini semakin mempopulerkan podcast dan
membuat Apple menjadi salah satu platform terbesar untuk podcast (Sullivan, 2019). Biasanya pendengar podcast
memiliki kecenderungan untuk mendengarkan podcast secara konstan dan lebih cenderung untuk memiliki sikap yang
lebih positif terhadap topik yang dibahas dalam podcast tersebut. Hal ini menunjukkan bahwa pendengar podcast tidak
hanya mendengarkan untuk hiburan semata, tetapi juga memiliki efek yang lebih dalam terhadap pengetahuan dan
perilaku mereka. Selain itu, podcast juga dapat mempengaruhi perilaku konsumsi pendengar terhadap suatu produk
atau layanan. Sebagian besar pendengar podcast lebih cenderung untuk membeli produk yang direkomendasikan oleh
pembuat podcast yang mereka dengarkan. Hal ini menunjukkan bahwa podcast dapat menjadi media yang efektif
untuk pemasaran produk atau layanan (McNamara & Min, 2024). Radio Transmisi radio mulai berkembang pesat pada tahun 1920-an, Pada tahun 1946, muncul teknologi pendukung
radio seperti transistor dan FM (Frequency Modulation) yang memungkinkan sinyal radio menjadi lebih jernih dan
dapat diakses di lebih banyak tempat. Pada tahun 1954, muncul radio portable yang kemudian menjadi populer di
kalangan remaja. Ekspansi mencapai puncaknya pada tahun 1926, ketika sejumlah stasiun besar, termasuk National Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 186 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 Broadcasting Corporation (NBC) hadir. Kemudian disusul dengan kemunculan delapan stasiun termasuk Columbia
Broadcasting System (CBS). Menurut Ado (2020) radio adalah perangkat yang berkomunikasi dengan perangkat radio
lain melalui gelombang elektromagnetik. Radio dapat digunakan untuk komunikasi antara komputer dan manusia. Instrumen apa pun yang memiliki kemampuan untuk menghasilkan atau bereaksi terhadap gelombang radio dianggap
sebagai radio. Radio telah berkembang menjadi salah satu instrumen paling penting dalam peradaban kontemporer dan
memungkinkan untuk berkomunikasi. Data diubah menjadi gelombang radio oleh pemancar radio sehingga dapat
dikirim ke dalam dan ke luar Bumi. Dengan memanfaatkan gelombang radio pada posisi yang berbeda, penerima radio
menciptakan informasi baru. Berikut ini adalah fungsi komunikasi radio dua arah, hanya pemancar dan penerima yang
beroperasi dalam dua arah. Seorang penemu yang menciptakan teknik ini pada tahun 1903 untuk mengubah huruf-
huruf mesin ketik menjadi gelombang radio. Itu adalah contoh bagaimana ilmu pengetahuan direfleksikan secara
online (Tokar et al., 2012). (
)
Radio siaran adalah media elektronik perantara, yang beradaptasi dengan berbagai situasi karena kemajuan
teknologi komunikasi. Karakteristiknya yang unik, seperti penyampaian konten program yang lambat, menjadikannya
alat yang berharga. Konvergensi media juga mencakup kemampuan media konvensional, seperti halnya transmisi radio
yang bersifat satu arah, menjadi multi-saluran. Hal ini dimungkinkan oleh kemajuan teknologi dan hal tersebut
merupakan karakteristik konvergensi media. Saat ini, radio tetap menjadi salah satu media yang paling populer untuk
mendapatkan informasi, hiburan, dan musik. Meskipun telah ada banyak variasi media baru yang menawarkan akses
ke informasi dan hiburan, radio masih memiliki kekuatan yang khas dan kemampuan untuk menyebarkan informasi
kepada pendengarnya. Dengan perkembangan teknologi yang terus berjalan, radio akan terus mengalami evolusi dan
terus menjadi media yang penting dalam kehidupan manusia. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 DISKUSI Dengan demikian, konvergensi media pada radio terkait minat mendengar Generasi Z
terhadap podcast bisa menjadi kesempatan yang baik bagi industri radio untuk terus berkembang dan bertahan di
tengah persaingan yang semakin ketat. Minat mendengarkan memainkan peran penting dalam keputusan Generasi Z
untuk beralih dari radio ke podcast. Generasi Z biasanya memiliki minat yang tinggi dalam eksplorasi konten audio
yang sesuai dengan minat dan preferensi mereka. Peralihan minat dari radio ke podcast pada Generasi Z dapat
disebabkan oleh beberapa faktor, antara lain: 1. Kemudahan Akses
Generasi Z tumbuh di era digital di mana akses informasi sangat mudah. Mereka dapat dengan mudah mengunduh
atau streaming podcast favorit mereka melalui berbagai platform digital, sehingga lebih praktis daripada
menunggu siaran radio tertentu. Generasi Z tumbuh di era digital di mana akses informasi sangat mudah. Mereka dapat dengan mudah mengunduh
atau streaming podcast favorit mereka melalui berbagai platform digital, sehingga lebih praktis daripada
menunggu siaran radio tertentu. y
g
Podcast seringkali menawarkan konten yang lebih personal dan relevan bagi pendengarnya. Generasi Z terutama
menyukai konten yang sesuai dengan minat dan kebutuhan mereka, sehingga mereka cenderung lebih tertarik
pada podcast yang dapat menyesuaikan konten dengan preferensi mereka. 3. Pilihan Variasi Konten 3. Pilihan Variasi Konten
Podcast memiliki berbagai macam topik dan genre yang beragam, sehingga Generasi Z memiliki pilihan yang
lebih banyak untuk memilih konten yang mereka sukai. Sebaliknya, siaran radio mungkin memiliki keterbatasan
dalam variasi konten yang disajikan. Podcast memiliki berbagai macam topik dan genre yang beragam, sehingga Generasi Z memiliki pilihan yang
lebih banyak untuk memilih konten yang mereka sukai. Sebaliknya, siaran radio mungkin memiliki keterbatasan
dalam variasi konten yang disajikan dalam variasi konten yang disajikan. 4. Kemampuan Menyesuaikan Jadwal
Podcast memungkinkan pendengar untuk mendengarkan kapan pun mereka inginkan, sehingga cocok dengan
kemampuan multitasking dan mobilitas Generasi Z. Mereka dapat mendengarkan podcast saat dalam perjalanan,
saat berolahraga, atau di waktu luang lainnya. 5. Interaksi yang Lebih Aktif
Melalui podcast, Generasi Z memiliki kesempatan untuk berpartisipasi dalam mendiskusikan konten, memberikan
komentar, atau bahkan membuat podcast mereka sendiri. Hal ini memberikan pengalaman interaktif yang tidak
selalu bisa didapatkan dari siaran radio konvensional. 5. Interaksi yang Lebih Aktif
Melalui podcast, Generasi Z memiliki kesempatan untuk berpartisipasi dalam mendiskusikan konten, memberikan
komentar, atau bahkan membuat podcast mereka sendiri. Hal ini memberikan pengalaman interaktif yang tidak
selalu bisa didapatkan dari siaran radio konvensional. DISKUSI Konvergensi media pada radio terkait minat mendengarkan Generasi Z terhadap podcast berdampak positif
bagi industri radio. Dengan konvergensi media, radio dapat menghadirkan konten podcast yang menarik dan relevan
bagi Generasi Z yang lebih suka mendengarkan podcast daripada siaran radio konvensional. Ini bisa meningkatkan
minat mendengarkan radio pada generasi yang lebih muda. Manfaat dari konvergensi media ini antara lain 187 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 meningkatkan variasi konten yang ditawarkan radio, menciptakan pengalaman mendengar yang lebih personal, dan
memperluas audiens radio dengan menjangkau generasi yang lebih muda. Radio juga dapat memanfaatkan platform
digital untuk mempromosikan podcast mereka dan menjangkau lebih banyak pendengar. Selain itu, dengan
konvergensi media, radio dapat memberikan konten yang lebih beragam dan sesuai dengan minat Generasi Z, sehingga
dapat lebih merelevansikan diri dengan kebutuhan para pendengarnya. Hal ini dapat membantu radio dalam
mendapatkan loyalitas dari generasi yang lebih muda dan memperluas basis pendengar mereka secara keseluruhan. Dengan memanfaatkan konvergensi media dan memperkenalkan podcast yang menarik, radio bisa tetap relevan dan
bersaing di era digital ini. Dengan demikian, konvergensi media pada radio terkait minat mendengar Generasi Z
terhadap podcast bisa menjadi kesempatan yang baik bagi industri radio untuk terus berkembang dan bertahan di
tengah persaingan yang semakin ketat. Minat mendengarkan memainkan peran penting dalam keputusan Generasi Z
untuk beralih dari radio ke podcast. Generasi Z biasanya memiliki minat yang tinggi dalam eksplorasi konten audio
yang sesuai dengan minat dan preferensi mereka. Peralihan minat dari radio ke podcast pada Generasi Z dapat
disebabkan oleh beberapa faktor, antara lain: meningkatkan variasi konten yang ditawarkan radio, menciptakan pengalaman mendengar yang lebih personal, dan
memperluas audiens radio dengan menjangkau generasi yang lebih muda. Radio juga dapat memanfaatkan platform
digital untuk mempromosikan podcast mereka dan menjangkau lebih banyak pendengar. Selain itu, dengan
konvergensi media, radio dapat memberikan konten yang lebih beragam dan sesuai dengan minat Generasi Z, sehingga
dapat lebih merelevansikan diri dengan kebutuhan para pendengarnya. Hal ini dapat membantu radio dalam
mendapatkan loyalitas dari generasi yang lebih muda dan memperluas basis pendengar mereka secara keseluruhan. Dengan memanfaatkan konvergensi media dan memperkenalkan podcast yang menarik, radio bisa tetap relevan dan
bersaing di era digital ini. DISKUSI Peralihan minat dari radio ke podcast pada Generasi Z adalah refleksi dari perubahan paradigma dalam
konsumsi media mereka. Sebagai media baru, podcast memiliki empat keunggulan dibanding media komunikasi
tradisional lain seperti radio. Pertama, podcast memungkinkan pendengar mendengarkan konten podcast sesuai
permintaan, kapan saja dan di mana saja mereka menginginkannya. Kedua, produksi untuk podcast relatif murah. Radio pun akhirnya mengikuti tren ini dengan menyajikan podcast mereka sendiri atau memperluas konten digital
mereka untuk tetap relevan dan menarik bagi audiens yang lebih muda. Ada beberapa konvergensi media lain selain
radio dan podcast yang juga dapat menjadi alternatif yang menarik bagi Generasi Z untuk menikmati konten audio. Beberapa di antaranya termasuk : No. Jenis Platform
Penjelasan
1. Music Streaming Services
Layanan streaming musik seperti Spotify, Apple Music, atau Deezer juga dapat
menjadi opsi bagi Generasi Z. Mereka dapat menikmati musik favorit mereka,
mendengarkan podcast, atau menikmati audiobook dalam satu platform yang sama
(Barata & Coelho, 2021). 2. Live Streaming
Live streaming audio, seperti acara radio online atau sesi live podcast, juga dapat
menjadi alternatif menarik. Generasi Z dapat terlibat dalam interaksi real-time dengan
pembuat konten atau host acara mereka sukai (Diwi et al., 2015). Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol 04 No 01 Edisi Januari
April 2024
188
No. Jenis Platform
Penjelasan
1. Music Streaming Services
Layanan streaming musik seperti Spotify, Apple Music, atau Deezer juga dapat
menjadi opsi bagi Generasi Z. Mereka dapat menikmati musik favorit mereka,
mendengarkan podcast, atau menikmati audiobook dalam satu platform yang sama
(Barata & Coelho, 2021). 2. Live Streaming
Live streaming audio, seperti acara radio online atau sesi live podcast, juga dapat
menjadi alternatif menarik. Generasi Z dapat terlibat dalam interaksi real-time dengan
pembuat konten atau host acara mereka sukai (Diwi et al., 2015). 188 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579
ISSN : 2807-6
3. Voice Assistants
Perangkat voice assistant seperti Amazon Alexa atau Google Home juga menyediakan
akses ke berbagai jenis konten audio, mulai dari musik, berita, hingga podcast. Generasi Z dapat dengan mudah mengakses konten audio favorit mereka melalui
perintah suara (Arifin & Lennerfors, 2022). 4. Audio Social Media
Platform media sosial seperti Clubhouse menyediakan format audio untuk berinteraksi
dan berdiskusi dengan orang lain secara langsung. Generasi Z dapat menikmati konten
audio secara interaktif dengan relawan bergabung dalam berbagai ruang obrolan. 5. DISKUSI Audiobook
Audiobook merupakan format audio yang berisi narasi buku atau cerita. Generasi Z
yang suka mendengarkan cerita atau informasi dapat menemukan audiobook sebagai
alternatif yang menarik. Platform seperti Audible dan Storytel menyediakan berbagai
judul audiobook yang bisa dinikmati (Whittingham et al., 2013). ISSN : 2807-6087 Dengan kemajuan teknologi dan variasi platform yang tersedia, Generasi Z memiliki banyak pilihan alternatif
untuk menikmati konten audio sesuai dengan minat dan preferensi mereka. Hal ini menunjukkan konvergensi media
yang terus berkembang dan memungkinkan akses lebih luas terhadap konten audio yang bervariasi. Dengan
perbandingan Generasi Z dan Generasi-generasi sebelumnya, terlihat bahwa Generasi Z memiliki kecenderungan yang
lebih besar untuk mendengarkan podcast sebagai alternatif mendengarkan radio konvensional. Mereka menghargai
kemudahan akses, pilihan konten yang beragam, dan interaksi yang lebih aktif dalam menikmati konten audio. Generasi sebelum Generasi Z cenderung lebih memilih radio daripada podcast (Yuniati & Puspitasari, 2019) karena
beberapa alasan diantaranya : 1. Historis dan Keterbiasaan
Generasi sebelum Generasi Z tumbuh dan dibesarkan di era sebelum kemajuan teknologi
digital. Radio telah lama menjadi salah satu sumber hiburan dan informasi utama bagi
generasi sebelumnya, sehingga mereka lebih terbiasa dengan radio dan telah membangun
hubungan emosional dengan medium tersebut. 2. Keterbatasan Teknologi
Pada masa lalu, teknologi belum sekompleks sekarang dan radio adalah salah satu cara
utama untuk mengakses informasi dan hiburan secara cepat dan mudah. Belum ada
banyak pilihan alternatif seperti yang tersedia sekarang, sehingga radio menjadi pilihan
utama untuk mendapatkan konten audio. 3. Sifat Pasif Mendengarkan
Radio umumnya merupakan medium yang lebih pasif, di mana pendengar hanya perlu
mendengarkan tanpa harus berinteraksi terlalu banyak. Generasi sebelum Generasi Z
mungkin lebih suka gaya mendengarkan yang lebih pasif daripada generasi muda yang
lebih suka interaktif dan terlibat dalam konten yang mereka konsumsi. 4. Keterbatasan Pilihan
pada masa lalu, radio adalah salah satu cara utama untuk mengakses musik, berita, dan
program hiburan. Keterbatasan pilihan media pada waktu itu membuat radio menjadi
pilihan utama alih-alih podcast atau platform on-demand lainnya yang baru muncul
belakangan ini. 5. Keberlanjutan Tradisi
Beberapa generasi sebelum Generasi Z mungkin melestarikan kegiatan mendengarkan
radio sebagai bagian dari kebiasaan dan tradisi yang telah berlangsung lama dalam
keluarga atau masyarakat mereka. Alasan-alasan di atas menjelaskan mengapa generasi sebelum Generasi Z cenderung memilih radio daripada
podcast, karena keterbiasaan historis, keterbatasan teknologi, sifat pasif mendengarkan, keterbatasan pilihan, dan
keberlanjutan tradisi yang mempengaruhi preferensi mereka terhadap medium radio. DISKUSI Sayangnya, tidak ada data statik
khusus yang bisa disediakan dalam konteks ini secara langsung. Data statistik yang spesifik tentang minat Generasi Z
untuk mendengarkan podcast dapat bervariasi tergantung pada sumber data dan penelitian yang dilakukan. Namun,
berdasarkan tren yang mengarah pada preferensi media Generasi Z dan adopsi teknologi digital, dapat disimpulkan 189 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 189 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 bahwa minat Generasi Z terhadap mendengarkan podcast cenderung lebih tinggi dibandingkan dengan generasi
sebelumnya. Berdasarkan pengamatan dan studi pasar terbaru, beberapa temuan umum yang mungkin mendukung
klaim bahwa Generasi Z memiliki minat berbeda terhadap podcast antara lain peningkatan Penggunaan Platform Audio
Digital Generasi Z cenderung lebih aktif menggunakan platform audio digital seperti Spotify, Apple Podcasts, Google
Podcasts, dan platform podcast lainnya untuk mendengarkan konten audio dibandingkan dengan generasi sebelumnya. Konten yang Bersifat Edukatif dan Menghibur diamana Generasi Z lebih menyukai konten podcast yang bersifat
edukatif, menghibur, atau memberikan wawasan yang bermanfaat dalam kehidupan sehari-hari mereka. Podcast-
podcast seperti itu mungkin lebih diminati oleh generasi ini. Meningkatnya Jumlah dan Ragam Podcast, Seiring dengan
pertumbuhan industri podcast, ada banyak pilihan podcast dengan berbagai topik yang tersedia bagi pendengar. Generasi Z yang terbiasa dengan eksplorasi konten digital dapat lebih bersemangat untuk mencari dan mendengarkan
podcast yang sesuai dengan minat mereka. Interaksinya dengan Content Creators, Generasi Z cenderung lebih terhubung secara emosional dengan
content creators atau podcaster yang menghasilkan konten yang mereka nikmati. Hubungan ini dapat memotivasi
mereka untuk terus mendengarkan podcast tersebut. Fleksibilitas dan Kemudahan Akses mendengarkan podcast secara
on-demand di berbagai perangkat seperti ponsel pintar atau komputer juga merupakan faktor yang mungkin
meningkatkan minat Generasi Z terhadap podcast. Meskipun tidak ada data statistik tertentu yang dapat disediakan,
pola dan tren yang lebih besar dalam perilaku konsumsi media Generasi Z dapat memberikan indikasi bahwa mereka
cenderung memiliki minat yang lebih tinggi dalam mendengarkan podcast daripada generasi sebelumnya. Jika Anda
membutuhkan data statistik yang lebih spesifik, disarankan untuk mencari sumber data yang dapat memberikan
informasi yang lebih terperinci terkait minat Generasi Z terhadap podcast. Beberapa cara yang dapat dilakukan untuk
memahami dan mengadaptasi perubahan minat pendengar adalah: 1. Pengamatan Pendengar
Salah satu langkah yang efisien dan efektif untuk memahami minat pendengar yaitu
dengan menjalankan pengamatan. KESIMPULAN Minat pendengar radio terhadap podcast di kalangan Generasi Z dapat berdampak positif bagi industri radio. Radio dapat menghadirkan konten podcast yang menarik dan relevan bagi Generasi Z, membantu radio dalam
mendapatkan loyalitas dari generasi yang lebih muda dan memperluas audiens radio dengan menjangkau generasi yang
lebih muda. Dengan memanfaatkan konvergensi media dan memperkenalkan podcast yang menarik, radio bisa tetap
relevan dan bersaing di era digital ini. Peralihan minat dari radio ke podcast pada Generasi Z dapat disebabkan oleh
beberapa faktor, antara lain: Kemudahan Akses, Konten yang personal dan relevan, Pilihan Variasi Konten,
Kemampuan Menyesuaikan Jadwal, Interaksi yang Lebih Aktif, Audiobook, Jenis Platform, Penjelasan, Music
Streaming Services, Live Streaming, Voice Assistants, dan Audio Social Media. Dengan kemajuan teknologi dan
variasi platform, Generasi Z memiliki banyak pilihan alternatif untuk menikmati konten audio sesuai dengan minat
dan preferensi. Hal ini menunjukkan konvergensi media terus berkembang dan memungkinkan akses lebih luas
terhadap konten audio yang bervariasi. Generasi Z tumbuh dan dibesarkan di era sebelum kemajuan teknologi digital. Radio telah lama menjadi sumber hiburan dan informasi utama bagi generasi sebelumnya, membangun hubungan
emosional dengan medium tersebut. Keterbatasan teknologi, sifat pasif mendengarkan, keterbatasan pilihan, dan
keberlanjutan tradisi mempengaruhi preferensi terhadap radio. Generasi Z memilih radio dari podcast, karena
keterbiasaan historis, keterbatasan teknologi, sifat pasif mendengarkan, keterbatasan pilihan, dan keberlanjutan tradisi
mempengaruhi preferensi. Data statistik yang spesifik tentang minat Generasi Z untuk mendengarkan podcast dapat
bervariasi tergantung pada sumber data dan penelitian yang dilakukan. Berdasarkan pengamatan dan studi pasar
terbaru, beberapa temuan umum mungkin mendukung klaim bahwa Generasi Z memiliki minat berbeda terhadap
podcast antara lain peningkatan Platform Audio Digital. Generasi Z lebih menyukai konten podcast yang bersifat
edukatif, menghibur, atau memberikan wawasan yang bermanfaat dalam kehidupan sehari-hari. Interaksinya dengan
Content Creators, Generasi Z cenderung lebih terhubung secara emosional dengan content creators atau podcaster yang
menghasilkan konten yang mereka. Fleksibilitas dan Kemudahan Akses mendengarkan podcast secara on-demand di
berbagai perangkat seperti ponsel pintar atau komputer juga merupakan faktor yang mungkin meningkatkan minat
Generasi Z terhadap podcast. Beberapa cara yang dapat dilakukan untuk memahami dan mengadaptasi perbuhan minat
pendengar adalah pengamatan, analisis data pendengar, mengikuti judul topik yang populer, dan mengikuti
kemampuan yang bersifat dan kemampuan yang bersifat. DISKUSI Pengamatan ini dapat dilakukan secara online atau
melalui media sosial. Pertanyaan dalam pengamatan dapat mencakup preferensi musik,
topik yang diminati, acara yang paling sering didengar, dan faktor-faktor yang membuat
mereka tetap loyal menjadi pendengar setia. 2. Analisis Data Pendengar
Dengan memanfaatkan data pendengar yang ada, produsen konten dapat memahami
preferensi dan perilaku pendengar. Data seperti umur, jenis kelamin, lokasi, dan platform
yang paling digunakan dapat memberikan informasi berharga tentang audiens. 3. Mengikuti Judul Topik yang
Populer
Selalu up-to-date dengan topik dan tren yang populer dapat membantu meningkatkan
minat pendengar. Produsen konten dapat memantau perkembangan di media sosial, berita,
dan dalam industri terkait untuk mengetahui topik yang paling menarik dan relevan untuk
didiskusikan. 4. Melibatkan
Pendengar
dalam
Pembuatan Konten
Mengundang pendengar untuk berpartisipasi dalam acara atau pembuatan konten dapat
membantu produsen konten memahami minat dan preferensi pendengar. Hal ini juga
menciptakan interaksi yang lebih dekat antara produsen konten dan pendengar, yang
membantu dalam memperkuat loyalitas para pendengar. 5. Berkomunikasi dengan Pendengar
Selalu membuka saluran komunikasi dengan pendengar dapat memberikan produsen
konten informasi yang berharga tentang perubahan minat dan preferensi pendengar. Dengan berkomentar dan membalas tanggapan pendengar, produsen konten dapat
menghasilkan keterkaitan yang lebih dekat dengan penerima atau pendengar dan
mengetahui apa yang mereka inginkan. Dengan memahami dan mengadaptasi perubahan minat pendengar, produsen konten dan penyiar
radio/podcast dapat menciptakan konten yang lebih menarik, relevan, dan berdampak pada pendengar. Hal ini juga
dapat membantu dalam mempertahankan dan menarik pendengar baru. Selain itu, produsen konten juga dapat
memanfaatkan inovasi teknologi dan media yang semakin berkembang untuk menjangkau dan menyesuaikan dengan
minat pendengar yang terus berubah. 190 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 190 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 UCAPAN TERIMA KASIH Kami mengucapkan Terima Kasih kepada Dosen mata kuliah Komunikasi dan Teknologi Masyarakat Bapak
Dr. Irwansyah atas bimbingan dan wawasannya yang berharga selama ini, dan kepada para pustakawan serta sumber
informasi yang telah mendukung penyelesaian artikel ini. Kami mengucapkan Terima Kasih kepada Dosen mata kuliah Komunikasi dan Teknologi Masyarakat Bapak
Dr Irwansyah atas bimbingan dan wawasannya yang berharga selama ini dan kepada para pustakawan serta sumber DAFTAR PUSTAKA [1] Ado, A. M. (2020). Attenuations in Wireless Radio Communication. International Journal for Research in Applied Science and Engineering
Technology, 8(5), 2520–2526. https://doi.org/10.22214/ijraset.2020.5418 [2] Arifin, A. A., & Lennerfors, T. T. (2022). Ethical aspects of voice assistants: a critical discourse analysis of Indonesian media texts. Journal of
Information, Communication and Ethics in Society, 20(1), 18–36. https://doi.org/10.1108/JICES-12-2020-0118 [2] Arifin, A. A., & Lennerfors, T. T. (2022). Ethical aspects of voice assistants: a critical discourse analysis of Indonesian media texts. Journal
Information, Communication and Ethics in Society, 20(1), 18–36. https://doi.org/10.1108/JICES-12-2020-0118 [2] Arifin, A. A., & Lennerfors, T. T. (2022). Ethical aspects of voice assista Information, Communication and Ethics in Society, 20(1), 18–36. http [3] Barata, M. L., & Coelho, P. S. (2021). Music streaming services: understanding the drivers of customer purchase and intention to recommend. Heliyon, 7(8), e07783. https://doi.org/10.1016/j.heliyon.2021.e07783 [3] Barata, M. L., & Coelho, P. S. (2021). Music streaming services: understanding the drivers of customer purchase and
Heliyon, 7(8), e07783. https://doi.org/10.1016/j.heliyon.2021.e07783 [3] Barata, M. L., & Coelho, P. S. (2021). Music streaming services: understanding
Heliyon, 7(8), e07783. https://doi.org/10.1016/j.heliyon.2021.e07783 [3] Barata, M. L., & Coelho, P. S. (2021). Music streaming services: unde
Heliyon, 7(8), e07783. https://doi.org/10.1016/j.heliyon.2021.e07783 [4] BPS. (2020). Sensus BPS 2020. [5] Deloitte. (2017). Rewriting The Rules For The Digital Age. www.deloitte.com [5] Deloitte. (2017). Rewriting The Rules For The Digital Age [5] Deloitte. (2017). Rewriting The Rules For The Digital Age. www.deloitte.com [6] DeVito. (2009). The Interpersonal Communication Book. [7] Diwi, A. I., Mangkudjaja, R. R., & Wahidah, I. (2015). Analisis Kualitas Layanan Video Live Streaming pada Jaringan Lokal Universitas
Telkom. Buletin Pos Dan Telekomunikasi, 12(3), 207. https://doi.org/10.17933/bpostel.2014.120304 [7] Diwi, A. I., Mangkudjaja, R. R., & Wahidah, I. (2015). Analisis Kualitas Layanan Video Live Streaming pada Jaringan
Telkom. Buletin Pos Dan Telekomunikasi, 12(3), 207. https://doi.org/10.17933/bpostel.2014.120304 [8] Fidler, R. (1997). Mediamorphosis Understanding New Media. [9] Fischer, F., Miller, G. J., & Sidney, M. S. (2007). Handbook of Public Policy Analysis: Theory, Politics, and Methods. [9] Fischer, F., Miller, G. J., & Sidney, M. S. (2007). Handbook of Public Policy Analysis: Theory, Politics, and Methods. [9] Fischer, F., Miller, G. J., & Sidney, M. S. (2007). Handbook of P [10] Flanja, D., & Gâz, R.-M. (2011). Management and Socio-Humanities INTERCULTURAL ADAPTATION: THE CASE OF INTERNATIONAL
STUDENT EXCHANGE PROGRAMMES. http://ec.europa.eu/education/ [10] Flanja, D., & Gâz, R.-M. (2011). Management and Socio-Humanities INTE [10] Flanja, D., & Gâz, R.-M. (2011). Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 https://doi.org/10.1016/j.jbusres.2019.07.039 p
g
j j
[34] Spapé, M., & Ravaja, N. (2014). Social Psychology of the Digital Age: The Interpersonal Neuroscience of Mediated Communication. In LNCS
(Vol. 8531). [35] Suherman. (2020). INDUSTRY4.0 vs SOCIETY5.0. [36] Sujarweni. (2014). Metodologi Penelitian. j
(
)
g
[37] Sullivan, J. L. (2019). The Platforms of Podcasting: Past and Present. Social Media + Society, 5(4), 205630511988000. [37] Sullivan, J. L. (2019). The Platforms of Podcasting: Past an p
g
[38] Teknowijoyo, F. (2022). Relevansi Industri 4.0 dan Society 5.0 Terhadap Pendidikan Di Indonesia. Educatio, 16(2), 173–184. https://doi.org/10.29408/edc.v16i2.4492 p
g
[39] Tokar, A., Beurskens, M., Keuneke, S., Mahrt, M., Peters, I., Puschmann, C., van Treeck, T., & Weller, K. (2012). Science and the Internet: [39] Tokar, A., Beurskens, M., Keuneke, S., Mahrt,
Introduction. http://nfgwin.uni-duesseldorf.de/ [39] Tokar, A., Beurskens, M., Keuneke, S., Mahrt, M., Peters, I., Puschmann, C., van Treeck, T., & Weller, K. (2012). Science and the Internet:
Introduction. http://nfgwin.uni-duesseldorf.de/ [40] Twenge, J. M., & Campbell, S. M. (2008). Generational differences in psychological traits and their impact on the workplace. Journal of
Managerial Psychology, 23(8), 862–877. https://doi.org/10.1108/02683940810904367 [40] Twenge, J. M., & Campbell, S. M. (2008). Generat [40] Twenge, J. M., & Campbell, S. M. (2008). Generational differences in psychological traits and their impact on the workplace. Journal of Managerial Psychology, 23(8), 862–877. https://doi.org/10.1108/02683940810904367 Managerial Psychology, 23(8), 862–877. https://doi.org/10.1108/0268394081 [41] Webster, & Frank. (2014). THEORIES OF THE INFORMATION SOCIETY. [
]
,
(
)
[42] Whittingham, J., Huffman, S., Christensen, R., & McAllister, T. (2013). Use of audiobooks in a school library and positive effects of struggling
d
’
ti i
ti
i
lib
d
di b
k l b 16 www ala org/aasl/slr [42] Whittingham, J., Huffman, S., Christensen, R., & McAllister, T. (2013). Use of audiobooks in a school library and positive effects of struggling
readers’ participation in a library-sponsored audiobook club. 16. www.ala.org/aasl/slr [42] Whittingham, J., Huffman, S., Christensen, R., & McAllister, T. (2013). Use [42] Whittingham, J., Huffman, S., Christensen, R., & McAllister, T. (2013). Use of audiobooks in a school li
readers’ participation in a library-sponsored audiobook club. 16. www.ala.org/aasl/slr [42] Whittingham, J., Huffman, S., Christensen, R., & McAllister, T. (2013). Use of audiobooks in a school library and positive effects of struggling
readers’ participation in a library-sponsored audiobook club. 16. www.ala.org/aasl/slr readers’ participation in a library-sponsored audiobook club. 16. www.ala [43] Yuniati, U., & Puspitasari, E. E. (2019). [14] Hewitt, D. (2011). The Nature of Human Communication. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 https://doi.org/10.7176/NMMC p
g
[27] Pacey, A. (1983). The Culture of Technology. [28] Pacey, A. (1999). Meaning in Technology. [29] Piliang, Y. A. (2012). MASYARAKAT INFORMASI DAN DIGITAL. [29] Piliang, Y. A. (2012). MASYARAKAT INFORMASI DAN DIGITAL. [30] Pinch, T., & Bijker, W. (1984). The Social Construction of Facts and Artefacts. The Social Construction of Facts and Artefacts. [30] Pinch, T., & Bijker, W. (1984). The Social Construction of Facts and A [31] Prasetyo, D. (2020). MEMAHAMI MASYARAKAT DAN PERSPEKTIFNYA. 1(1). https://doi.org/10.38035/JMPIS [31] Prasetyo, D. (2020). MEMAHAMI MASYARAKAT DAN PERSPEKTIFNYA. 1(1). https://doi.org/10.38035/JMPIS
[32]Si
(2017) U d
di
N
M di [
]
y ,
(
)
( )
p
g
[32] Siapera. (2017). Understanding New Media. [32] Siapera. (2017). Understanding New Media. p
(
)
g
[33] Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104, 333–339. https://doi.org/10.1016/j.jbusres.2019.07.039 [33] Snyder, H. (2019). Literature review as a rese DAFTAR PUSTAKA Management and Socio-Humanities INTERCULTURAL ADAPTATION: THE CASE
STUDENT EXCHANGE PROGRAMMES. http://ec.europa.eu/education/ [11] Francis, T., & Hoefel, F. (2018). Generation Z and its Implication for Companies. [11] Francis, T., & Hoefel, F. (2018). Generation Z and its Implication for Companies. [12] Geoghegan, M. W., & Klass, D. (2007). Podcast Solutions. Apress. https://doi.org/10.1007/978-1-4302-0473-2
[13]Hamna D M (2017) EKSISTENSI JURNALISME DI ERA MEDIA SOSIAL [12] Geoghegan, M. W., & Klass, D. (2007). Podcast Solutions. Apress. https://doi.org/1 [12] Geoghegan, M. W., & Klass, D. (2007). Podcast Solutions. Apress. https://doi.org/10.1007/978-1-4302-0473-2 [12] Geoghegan, M. W., & Klass, D. (2007). Podcast Solutions. Apress. https://doi.org/10.1007/978-1-4302-0473-2
[13]Hamna, D. M. (2017). EKSISTENSI JURNALISME DI ERA MEDIA SOSIAL. 13] Hamna, D. M. (2017). EKSISTENSI JURNALISME DI ERA MEDIA SOSIAL. Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 191 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS)
Vol. 4 No. 1 Edisi Januari -April 2024 Hal. 179-192
DOI : https://doi.org/10.47233/jkomdis.v3i3.1579 ISSN : 2807-6087 5] Jaeger, W., & Robinson, R. (1961). ARISTOTLE FUNDAMENTALS OF THE HISTORY OF HIS DEVELOPMENT. [15] Jaeger, W., & Robinson, R. (1961). ARISTOTLE FUNDAMENTALS OF THE HISTORY OF HIS DEVELOPMENT. [16] Kitchenham, B., & Brereton, P. (2009). A Systematic Review of Systematic Review Process Research in Software Engineering. [17]Levinson P (1999) McLuhan and Media Ecology https://www researchgate net/publication/228901757 [18] Linnes, C., & Metcalf, B. (2017). iGeneration And Their Acceptance of Technology. In International Journal of Management & Information
Systems (Vol. 21, Issue 2). [19] Manovich, L. (2001). The Language of New Media. [19] Manovich, L. (2001). The Language of New Media. [20] Marx, L. (1997). The Emergence of a Hazardous Concept. [20] Marx, L. (1997). The Emergence of a Hazardous Concept. [21] McLuhan, M. (1994). Understanding Media The Extention of Ma [22] McNamara, S. W. T., & Min, S. D. (2024). Understanding why educational professionals engage with podcasts: Educational Podcasts
Motivational Scale development and validation. British Journal of Educational Technology. https://doi.org/10.1111/bjet.13428 [23] Meyer, R. J. (2010). Official Portraits and Unofficial Counterportraits of At Risk Students. Routledge. https://doi.org/10.432 [24] Muslimah, F. (2022). Podcast Sebagai Media Alternatif Praktik Jurnalistik Radio oleh Tempo. Jurnal Studi Jurnalistik, 4(1), 13–29. https://doi.org/10.15408/jsj.v4i1.25847 [25] Nugroho, I., & Irwansyah, I. (2021). Konvergensi Konten Audio di Media Online (Studi Kasus Podcast Detik.com). Jurnal Komunikasi, 15(1),
55–70. https://doi.org/10.21107/ilkom.v15i1.9753 [26] Onyeator, I., & Okpara, N. (2019). Human Communication in a Digital Age: Perspectives on Interpersonal Communication in the Family. 78. https://doi.org/10.7176/NMMC [26] Onyeator, I., & Okpara, N. (2019). Human Commun https://doi.org/10.1016/j.jbusres.2019.07.039 MOTIF PENDENGAR RADIO DI ERA PERKEMBANGAN TEKNOLOGI INFORMASI (STUDI
KEPUASAN PENGGUNAAN MEDIA PADA GENERASI Z DI BANDUNG). J-IKA, 6(2), 83–90. https://doi.org/10.31294/kom.v6i2.6504 Jurnal Ilmu Komunikasi Dan Media Sosial (JKOMDIS) Vol.04 No. 01 Edisi Januari - April 2024 192
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1. Đặt vấn đề Khái niệm “bức tranh ngôn ngữ về thế giới” bắt nguồn
một mặt từ tư tưởng của V.Humboldt và các nhà Tân
Humboldt, mặt khác từ các tư tưởng của các nhà Ngôn
ngữ học dân tộc Mĩ mà phần nào là từ giả thuyết tương
đối về ngôn ngữ của Sapir - Whorf. Khái niệm này ngày
càng được nhiều nhà khoa học trong và ngoài nước quan
tâm, nhất là khi Ngôn ngữ học tri nhận phát triển. Mặc dù có những điểm chung nhưng mỗi ngôn ngữ
tự nhiên có bức tranh ngôn ngữ về thế giới của riêng
mình. Dẫn quan điểm của Iu.D. Aprexjan, Nguyễn Đức
Tồn khẳng định: “Từ quan điểm của Ngôn ngữ học tri
nhận, phương thức ý niệm hoá, hay còn gọi là cách nhìn
thế giới, một phần có tính phổ quát, một phần có tính đặc
thù dân tộc, nên những người nói những thứ tiếng khác
nhau có thể nhìn thấy thế giới hơi khác nhau thông qua
lăng kính ngôn ngữ của mình”. [59, trang 93] Ngôn ngữ học trong nước phải kể đến các nhà khoa
học như Lý Toàn Thắng, Trần Văn Cơ, Nguyễn Đức
Tồn, Lê Quang Thiêm... Theo quan niệm phổ biến của
các nhà Ngôn ngữ học tri nhận trong và ngoài nước, có
thể nhận định: Bức tranh ngôn ngữ về thế giới được hình
thành trong nhận thức hằng ngày của một cộng đồng
ngôn ngữ là tổng thể hình ảnh về thế giới được phản ánh
trong ngôn ngữ, là phương thức tiếp nhận và cấu trúc
hoá thế giới, là sự ý niệm hoá thực tế. Với quan niệm về bức tranh ngôn ngữ về thế giới
như cách nhìn riêng đặc thù cho cộng đồng ngôn ngữ,
chúng ta hoàn toàn có thể tiếp cận các vấn đề ngôn
ngữ trong mối quan hệ với đặc trưng văn hoá - tư duy
cộng đồng. Một trong những bình diện quan trọng để
tìm hiểu đặc trưng văn hoá - tư duy cộng đồng từ ngôn
ngữ là bình diện từ vựng. Cụ thể, xem xét cách nhìn của
cộng đồng từ các góc độ: TAP CHÍ KHOA HỌC ĐẠI HỌC TÂN TRÀO
ISSN: 2354 - 1431 ngôn ngữ và là thông tin về thế giới ẩn chứa trong hệ thống
nghĩa của từ”. [81, trang 68] No.06_September 2017|Số 06 - Tháng 9 năm 2017|p.5-7 No.06_September 2017|Số 06 - Tháng 9 năm 2017|p.5-7 No.06_September 2017|Số 06 - Tháng 9 năm 2017|p.5-7 TAP CHÍ KHOA HỌC ĐẠI HỌC TÂN TRÀO
ISSN: 2354 - 1431
http://tckh.daihoctantrao.edu.vn/
Bức tranh ngôn ngữ về thế giới - đặc trưng văn hoá - tư duy cộng đồng ngôn ngữ
Đỗ Việt Hùng a
a Trường Đại học Sư phạm Hà Nội
Article info
Abstract
Recieved:
02/6/2017
Accepted:
03/8/2017
The linguistic worldview is formed in the daily perception of a language community. It is
the overall image of the world which is reflected in language, it is the mode of accessing and the
worldwide structure, it is the practical conceptualization. In the relations with cultural
characteristics – community thinking, it can be considered from many sides, especially the
world's division of a community through vocabulary of language. Statistics, comparisons,
comparisons of identifying words have reflected the world’s division of a community. Dividing the world into meaning pieces of words has created the diversity of thinking and
community culture. On the one hand, it has had a great influence on the formation of language; on
the other hand it has brought the richness of thinking and culture which also makes the
distinctions in the lexical meaning of words. Keywords:
Linguistic worldview;
Culture – thinking;
World’s division;
Vocabulary. 2. Nội dung vấn đề So sánh
lượng từ ngữ của các ngôn ngữ, như vậy, sẽ có được
những hiểu biết về sự chia cắt thế giới của cộng đồng
ngôn ngữ, từ đó nhận ra những dấu hiệu đặc trưng văn
hóa - tư duy của tộc người. Điều này khá quan trọng đối
với thực tiễn nghiên cứu ngôn ngữ văn hóa ở một đất
nước đa dân tộc như nước ta. Chẳng hạn người Việt chỉ
có một từ duy nhất để chỉ thế giới tinh thần, đó là linh
hồn Nhưng với người Thái thì khác bắt nguồn từquan Một trong những phương pháp quan trọng trong nghiên
cứu mức độ “chia cắt” thế giới là lí thuyết xác lập ô trống. Phương pháp này dựa trên sự đối chiếu - so sánh các ngôn
ngữ ở nhiều bình diện khác nhau, trong đó có so sánh vốn
từ vựng giữa các ngôn ngữ theo mô hình ma trận để xác lập
các ô trống ở mỗi ngôn ngữ (ô trống là ô không có từ ngữ
tương ứng về nghĩa với từ ngữ trong ngôn ngữ được đối
chiếu - so sánh). Nguyễn Đức Tồn và các học trò đã sử
dụng phương pháp này để tiến hành đối chiếu các từ ngữ
chỉ bộ phận cơ thể người, tên gọi động vật và tên gọi thực
vật. Kết quả của các nghiên cứu này như sau: - Số lượng bộ phận cơ thể người được “chia cắt”
định danh trong tiếng Việt là 289 và trong tiếng Nga là
227. Để định danh những bộ phận cơ thể người, tiếng
Việt sử dụng 397 tên gọi, tiếng Nga sử dụng 251 (Dẫn
theo [3], trang 227). - Về tên gọi động vật, theo thống kê của Nguyễn
Thuý Khanh, tiếng Việt có 623 tên gọi, còn tiếng Nga có
394 tên gọi (Dẫn theo [3], trang 229). - Về tên gọi thực vật, theo thống kê của Cao Thị Thu,
tiếng Việt có 657 tên gọi. (Dẫn theo [3], trang 230). Những số liệu đồng đại về số lượng từ ngữ ở các ngôn
ngữ cho phép có được những nhận xét chính xác và thú vị về
đặc điểm nhận thức thế giới, mức độ “chia cắt” thế giới của
mỗi cộng đồng ngôn ngữ. 2. Nội dung vấn đề (i)
Sự chia cắt thế giới của cộng đồng thể hiện qua
vốn từ của ngôn ngữ; Phần lớn các nhà Ngôn ngữ học tri nhận đều nhận định
rằng bức tranh ngôn ngữ về thế giới gắn với nhận thức về
thế giới của cộng đồng ngôn ngữ được hình thành trong
lịch sử và được truyền từ thế hệ này sang thế hệ khác. Popora Z.D. và Sternin I.A. định nghĩa: “Bức tranh ngôn
ngữ về thế giới là hình ảnh về thực tế được thể hiện trong
các tín hiệu ngôn ngữ và nghĩa của chúng - sự phân cắt thế
giới bằng ngôn ngữ, sự sắp đặt các sự vật, hiện tượng bằng (ii) Quan niệm của cộng đồng về sự vật, hiện tượng
thông qua các phương thức định danh của ngôn ngữ; (iii) Quan niệm của cộng đồng về sự vật, hiện tượng
thông qua ý nghĩa của từ; (iv) Quan niệm của cộng đồng thông qua hiện tượng
chuyển nghĩa từ vựng; (v) Quan niệm của cộng đồng thông qua các ngữ cố
định (thành ngữ); D.V.Hung / No.06_September 2017|p.5-7 (vi) Quan niệm của cộng đồng thông qua hiện tượng
biểu trưng hoá của từ ngữ.v.v. (vi) Quan niệm của cộng đồng thông qua hiện tượng
biểu trưng hoá của từ ngữ.v.v. niệm “mỗi người có 80 hồn vía, 30 hồn ở phía trước, 50
hồn ở phía sau”, tiếng Thái có tới hơn 80 từ để chỉ linh
hồn, như khuân hua (hồn đầu); khuân ék (hồn óc),
khuân kmom (hồn chóp), khuân phôm (hồn tóc); khuân
puống nốm (hồn bầu vú); khuân hua chaư (hồn quả
tim); khuân tọng nọi (hồn bụng nhỏ); khuân mốc luông
(hồn bụng to)… Trong bài viết này chúng tôi bàn đến góc độ thứ
nhất: Sự chia cắt thế giới của cộng đồng thể hiện qua
vốn từ của ngôn ngữ Ý nghĩa của từ, trong đó có ý nghĩa biểu vật, bắt
nguồn từ các sự vật, hiện tượng trong thế giới mà không
phải là chính các sự vật, hiện tượng - Đó là nhận định
khá phổ biến và gần như được hầu hết các nhà từ vựng
học, ngữ nghĩa học chấp nhận. 2. Nội dung vấn đề Một bằng chứng quan
trọng cho nhận định này là nếu ý nghĩa biểu vật của từ
trùng với các sự vật, hiện tượng của thế giới thì số lượng
từ ngữ trong các ngôn ngữ khác nhau phải như nhau. Nhưng trên thực tế, không phải như vậy. Số lượng các từ
ngữ trong mỗi ngôn ngữ là riêng, không bằng nhau giữa
các ngôn ngữ. Số lượng từ ngữ của ngôn ngữ phản ánh
sự chia cắt thế giới của cộng đồng ngôn ngữ. Việc so
sánh số lượng từ ngữ giữa các ngôn ngữ dẫn đến hai kết
quả quan trọng. Thứ nhất, có thể thấy những sự vật, hiện
tượng chỉ có ở cộng đồng này mà không có ở cộng đồng
khác, chẳng hạn như nem (tên gọi một món ăn) chỉ có
trong tiếng Việt. Thứ hai, điều này quan trọng hơn, là
chỉ ra được cách nhìn, cách cảm nhận thế giới của mỗi
cộng đồng ngôn ngữ, đặc biệt là tính khái quát và cụ thể
trong nhận thức dân tộc về thế giới. Chẳng hạn, silk (loại
vải tơ tằm) trong tiếng Anh có thể ứng với nhiều thứ
khác nhau trong tiếng Việt: tơ, lụa, lượt, là, gấm, vóc,
nhiễu, the, đoạn, lĩnh, đũi, nái, sồi, thao, vân, địa... [2,
trang 404] cho thấy mức khái quát cao của từ silk trong
nhận thức của người Anh về “các loại vải tơ tằm”, còn
người Việt có nhận thức về những loại vải này cụ thể
hơn nhiều. Tương tự, từ xanh của tiếng Việt ứng với
blue, green trong tiếng Anh và 3 từ trong tiếng Nga
синий, зелённый, голубой. Cũng như vậy, tiếng Việt có
nhiều từ như tắm, giặt, rửa (người Việt phân biệt rất rõ
các đối tượng được “làm sạch” để sử dụng tắm, giặt hay
rửa) tương ứng với động từ to wash trong tiếng Anh. Hoặc người Nga phân biệt rõ tắm trong bể bơi (sông,
hồ...) - купаться với tắm trong buồng tắm (принимать
душ) nhưng người Việt chỉ có một từ tắm chỉ chung cho
“làm sạch thân thể” (không có nét nghĩa ở đâu). 2. Nội dung vấn đề Và, việc đối chiếu này còn có thể ứng dụng
trong nội bộ một ngôn ngữ đối với các phương ngữ và
thổ ngữ của ngôn ngữ đó để nhận thấy “bức tranh ngôn
ngữ về thế giới” của từng địa phương trong một quốc
gia, một dân tộc. “Chia cắt” thế giới thành các “mẩu” nghĩa của từ làm
nên sự đa dạng của tư duy và văn hoá cộng đồng, một
mặt, có ảnh hưởng lớn đến sự hình thành số lượng từ của
ngôn ngữ, mặt khác sự phong phú của tư duy và văn hoá
còn làm nên những khu biệt tinh tế trong nghĩa từ vựng
của các từ. So sánh các từ chỉ màu “xanh” (lá cây) giữa
tiếng Việt với các ngôn ngữ khác như tiếng Nga -
зелённый và tiếng Anh - green, dễ thấy tiếng Việt có
nhiều từ hơn - xanh, xanh xanh, xanh um, xanh rì... và sự
khu biệt nghĩa giữa các từ này tinh tế hơn so với nhiều
ngôn ngữ khác. Điều này làm cho việc dịch nghĩa của các
từ này sang các ngôn ngữ tương ứng sẽ khó khăn hơn. Thống kê, đối chiếu, so sánh số lượng từ không chỉ áp
dụng đối với việc nghiên cứu các ngôn ngữ của quốc gia,
dân tộc mà còn có thể sử dụng để tìm ra những đặc điểm
riêng của các nhóm phương ngữ trong cộng đồng dân tộc
chung. Khảo sát các từ ngữ chỉ “cá” trong phương ngữ
Nghệ Tĩnh, Hoàng Trọng Canh đã thu thập được hơn 200
từ - gấp hai lần số lượng từ chỉ “cá” trong Từ điển tiếng
Việt. Phân tích sự khác biệt về số lượng đó, Hoàng Trọng
Canh đã nhận xét: “Sự phong phú về số lượng của lớp từ
ngữ chỉ “cá” trong phương ngữ Nghệ Tĩnh không chỉ
phản ánh sự phong phú về hiện thực nghề cá, nhiều loại
cá được phản ánh gọi tên mà còn cho thấy đặc điểm phân
cách đối tượng một cách cụ thể theo những đặc trưng lựa
chọn mang tính biệt loại rõ ràng của cách cảm nhận, tri
giác của người Nghệ. 2. Nội dung vấn đề Tuy nhiên, nếu chỉ dừng ở số liệu
đồng đại, thì kết quả có thể chưa thật chính xác về đặc điểm
nhận thức thế giới ở góc độ phân chia thế giới, nếu coi “bức
tranh ngôn ngữ về thế giới” là một khái niệm hình thành
trong lịch sử cộng đồng. Để chính xác hoá những nhận định
về sự “chia cắt” thế giới cần kết hợp với nghiên cứu nguồn
gốc các từ ngữ của cộng đồng. Phân tích nguồn gốc các tên
gọi, đặc biệt chú ý đến số lượng các từ ngữ thuần Việt, so
sánh với các tên gọi của tiếng Nga, Nguyễn Đức Tồn nhận
định: “Những cứ liệu đã dẫn chỉ ra rằng số lượng tên gọi
thuần Việt của bộ phận cơ thể người ít hơn so với các tên gọi
thuần Nga. Để định danh bộ phận cơ thể, người Nga thường
dùng từ ngữ trong vốn từ “của mình” hơn. Điều này cho
phép giả định có lẽ xa xưa sự phạm trù hoá hiện thực khách
quan ở phạm vi bộ phận cơ thể người Nga là chi tiết hơn so
với người Việt. Trong “bức tranh ngôn ngữ về thế giới” ở
người Việt khi đó có nhiều ô trống, hay “vết trắng” hơn so D.V.Hung/ No.06_September 2017|p.5-7 với người Nga. Song người Việt đã nhanh chóng lấp đầy
những khoảng trống ấy bằng cách vay mượn chủ yếu từ
tiếng Hán...” [3, trang 228] và “nếu đối chiếu sự định danh
thế giới động thực vật của người Việt và người Nga theo
tham tố này (nguồn gốc tên gọi) có thể thấy rằng bức tranh
ngôn ngữ về động vật của tiếng Nga có nhiều ô trống hơn so
với bức tranh tương ứng trong tiếng Việt bởi vì tên gọi thuần
Việt của động vật chiếm tới 93%, của thực vật tới 76,9%
(505/657), trong khi đó tên gọi động vật thuần Nga chỉ
chiếm 78% (155/198)” [3, trang 232, 233]. của cộng đồng ngôn ngữ thành tên gọi và qua đó xác
định cách nhìn hay “bức tranh ngôn ngữ về thế giới” của
mỗi dân tộc. TÀI LIỆU THAM KHẢO 1. Hoàng Trọng Canh (2011), Một kiểu định danh và biểu
trưng đối với tên gọi nghề “cá” trong phương ngữ Nghệ
Tĩnh, Website của Trường Đại học Vinh; 2. Nội dung vấn đề Chẳng hạn, người Nghệ không
dừng lại ở tên gọi mực có ý nghĩa “chung chung” mà
trong ý niệm, họ phân mực ra thành nhiều loại, nên mới
có nhiều tên gọi khác nhau: mực lá, mực cơm, mực ống,
mực nang, mực tuộc...”[1]. Những khác biệt về “bức tranh ngôn ngữ về thế giới”
là những kết quả nghiên cứu không chỉ nhằm vào việc
khám phá các đặc trưng văn hoá, tư duy của mỗi cộng
đồng, sự khác biệt giữa các cộng đồng về nhận thức thế
giới mà còn có ý nghĩa quan trọng trong giảng dạy ngôn
ngữ cả cho người bản ngữ và người nước ngoài. 3. Kết luận Dễ dàng nhận thấy, đối chiếu đồng đại và lịch đại
theo phương thức ma trận về tính [± tương ứng] từ ngữ
giữa các ngôn ngữ khác nhau là hướng nghiên cứu có
triển vọng lớn trong xác định mức độ “chia cắt” thế giới 2. Trần Ngọc Thêm (1998), Tìm về bản sắc văn hóa Việt Nam.,
Nxb TP. Hồ Chí Minh.; 2. Trần Ngọc Thêm (1998), Tìm về bản sắc văn hóa Việt Nam.,
Nxb TP. Hồ Chí Minh.; 3. Nguyễn Đức Tồn (2010), Đặc trưng văn hóa - dân
tộc của ngôn ngữ và tư duy, Nxb Từ điển Bách khoa. 3. Nguyễn Đức Tồn (2010), Đặc trưng văn hóa - dân
tộc của ngôn ngữ và tư duy, Nxb Từ điển Bách khoa.
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https://link.springer.com/content/pdf/10.1007/s00253-021-11469-7.pdf
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English
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Identification of volatile compounds from bacteria by spectrometric methods in medicine diagnostic and other areas: current state and perspectives
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Applied microbiology and biotechnology
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cc-by
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Key Points y
• Detection of VOCs enables bacterial differentiation in various medical conditions. • Spectrometric methods may function as point-of-care diagnostics in near future. Keywords Bacteria · Volatile organic compounds · Spectrometry · Breath analyses · Diagnostics · Mass spectrometry · Ion
mobility spectrometry Keywords Bacteria · Volatile organic compounds · Spectrometry · Breath analyses · Diagnostics · Mass spectrometry · Ion
mobility spectrometry Applied Microbiology and Biotechnology (2021) 105:6245–6255
https://doi.org/10.1007/s00253-021-11469-7 Applied Microbiology and Biotechnology (2021) 105:6245–6255
https://doi.org/10.1007/s00253-021-11469-7 MINI-REVIEW Abstract Diagnosis of bacterial infections until today mostly relies on conventional microbiological methods. The resulting long turna-
round times can lead to delayed initiation of adequate antibiotic therapy and prolonged periods of empiric antibiotic therapy (e.g.,
in intensive care medicine). Therewith, they contribute to the mortality of bacterial infections and the induction of multidrug
resistances. The detection of species specific volatile organic compounds (VOCs) emitted by bacteria has been proposed as a
possible diagnostic approach with the potential to serve as an innovative point-of-care diagnostic tool with very short turnaround
times. A range of spectrometric methods are available which allow the detection and quantification of bacterial VOCs down to
a range of part per trillion. This narrative review introduces the application of spectrometric analytical methods for the purpose
of detecting VOCs of bacterial origin and their clinical use for diagnosing different infectious conditions over the last decade. K
P i t Identification of volatile compounds from bacteria by spectrometric
methods in medicine diagnostic and other areas: current state
and perspectives Nils Kunze‑Szikszay1 · Maximilian Euler1 · Thorsten Perl2 Received: 8 May 2021 / Revised: 20 July 2021 / Accepted: 22 July 2021 / Published online: 20 August 2021
© The Author(s) 2021, corrected publication 2021 1
Department of Anesthesiology, University Medical Center
Göttingen, Robert‑Koch‑Straße 40, 37075 Göttingen,
Germany 2
Department of General, Visceral and Pediatric Surgery,
University Medical Center Göttingen, Robert‑Koch‑Straße
40, 37075 Göttingen, Germany Introduction detecting volatile organic compounds (VOCs) as an option for
the diagnosis of infectious diseases. Nowadays, with analytical
methods allowing the detection of lowest quantities of VOCs in
a headspace or exhaled breath sample, non-invasive diagnostic
tools based on gas analytics seem to be within reach. In 1921, 100 years before this manuscript was put together,
Harper F. Zoller and W. Mansfield Clark published a bench
study on the production of volatile fatty acids by dysenteric bac-
teria and the influence of different growing conditions on their
production (Zoller and Clark 1921). By the use of distillation,
they directly verified the types and amounts of fatty acids pro-
duced by several bacterial strains and concluded that those might
significantly contribute to the “unpleasant symptoms” which
correlated with bacterial infections of the human intestinal tract. Most likely, neither of them was thinking about the possibility of Bacterial infections and the rise of multidrug resistances
significantly contribute to morbidity and mortality world-
wide. Mortality rates in septic shock, for which bacterial
infections are the leading cause, do rise above 50%, even if
patients are treated in a modern intensive care unit (SepNet
Critical Care Trials Group 2016). Early diagnosis and patho-
gen identification are crucial for the treatment of bacterial
infections. The early beginning and the adequacy of the ini-
tial antibiotic therapy significantly contribute to the patient’s
outcome (Kumar et al. 2009). However, no biomarkers are
available that reliably predict the onset of bacterial infec-
tions or sepsis. Diagnosis therefore remains clinical and
needs to rely on potentially life-threatening symptoms of
the patients (Singer et al. 2016). Until today, culturing is the
standard method for the identification of causative pathogens 2
Department of General, Visceral and Pediatric Surgery,
University Medical Center Göttingen, Robert‑Koch‑Straße
40, 37075 Göttingen, Germany (0123
1 3456789)
3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6246 Table 1 List of studies discussed in this review that include clinical application of analytical methods
Study
Year
Sample size Setting
Conditions and
pathogens studied
Analytical
method
Sample matrix
Sample method
Respiratory infections
Nasir et al
2018
60
Single-center, UK
Cystic fibrosis (P. aeruginosa, S. aureus)
GCxGC-TOF–MS
BAL1
Direct analysis
Coronel Teixeira
et al
2017
106
Single-center,
Paraguay
Tuberculosis (M. tuberculosis)
e-nose
Breath
Direct analysis
Zetola et al
2017
71
Single-center,
Botswana
Tuberculosis (M. Introduction tuberculosis)
e-nose
Breath
Pre-collected,
sampling bags
Van Oort et al
2017
93
Single-center,
Netherlands
VAP2
GC–MS
Breath
Pre-collected,
sampling bags
Gao et al
2016
60
Single-center, PR
China
VAP2 (A. bauma-
nii)
GC–MS
Breath
Pre-collected, des-
orption tubes
Neerincx et al
2016
18
Single-center,
Netherlands
Cystic fibrosis (S. aureus)
GC–MS
Breath
Pre-collected,
sampling bags
Sahota et al
2016
21
Single-center, UK
Tuberculosis (M. tuberculosis)
FAIMS
Breath
Pre-collected,
sampling bags
Fowler et al
2015
46
Single-center, UK
Lower airway infec-
tions
GC–MS
Breath
Pre-collected, des-
orption tubes
Kramer et al
2015
11
Single-center,
Germany
Cystic fibrosis
(P. aeruginosa,
S. aureus, C. albicans, A. xylososidans)
GC–MS
Breath
SPME
Schnabel et al
2015
100
Single-center,
Netherlands
VAP2
GC-TOF–MS
Breath
Pre-collected,
sampling bags
Filipiak et al
2014
28
Single-center,
Austria
VAP2 (S. aureus, C. albicans, E. coli)
GC-TOF–MS
Breath
Pre-collected, des-
orption tubes
Nakhleh et al
2014
198
Multi-center, Rep. of South Africa
Tuberculosis (M. tuberculosis)
e-nose
Breath
Pre-collected, des-
orption tubes
Gilchrist et al
2013
20
Single-center, UK
Cystic fibrosis (P. aeruginosa, S. aureus)
SIFT-MS
Breath
Direct analysis
Goeminne et al
2012
28
Single-center,
Belgium
Cystic fibrosis (P. aeruginosa)
GC–MS
Sputum
SPME
Gastrointestinal infections
Berkhout et al
2019
843
Multi-center, Neth-
erlands/Belgium
Neonatal late-onset
sepsis
FAIMS
Stool
Direct headspace
sampling
Patel et al
2019
106
Single-center, UK
CDI4 (C. difficile)
GC-TOF–MS
Stool
Pre-collected head-
space, desorption
tubes
Arasaradnam et al
2016
76
Single-center, UK
IBD3
FAIMS
Breath
Pre-collected,
sampling bags
Bromers et al
2015
213
Two-center, Nether-
lands
CDI4 (C. difficile)
FAIMS
Stool
Direct headspace
sampling
Arasaradnam et al
2013
62
Single-center, UK
IBD3
e-nose, FAIMS
Urine
Direct headspace
sampling
Garner et al
2009
9
Single-center,
Bangladesh
Cholera (V. chol-
era)
GC–MS
Stool
SPME
Lechner et al
2005
25
Single-center,
Austria
Gastritis (H. pylori)
PTR-MS
Breath
Pre-Collected,
Sampling bags
Bloodstream infections
Zhong et al
2019
46
Single-center, PR
China
BSI5 (E. coli)
CDI-MS
Blood
SPME es discussed in this review that include clinical application of analytical methods 1 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6247 1 BAL bronchoalveolar lavage; 2VAP ventilator-associated pneumonia; 3IBD inflammatory bowel disease; 4CDI Clostridoides difficile infection;
5BSI bloodstream infection; 6UTI urinary tract infection
Table 1 (continued)
Study
Year
Sample size Setting
Conditions and
pathogens studied
Analytical
method
Sample matrix
Sample method
Chingin et al
2015
130
Single-center, PR
China
BSI5 (S. aureus, E. coli, K. pneumo-
niae, A. baumanii,
P. Introduction aeruginosa)
APCI-MS
Blood
Direct headspace
sampling
Other infections
Daulton et al
2020
19
Single-center, UK
Wound infection
GC-IMS
Wound dressing
Direct headspace
sampling
Lacey et al
2020
243
Single-center, UK
Maternal strepto-
coccal coloniza-
tion (group B
streptococci)
GC-IMS
Vaginal swabs
Direct headspace
sampling
Kviatkovski et al
2018
26
Single-center, Israel Otitis externa (P. aeruginosa)
GC–MS
Pus samples
Pre-collected, des-
orption tubes
Blankenstein et al
2015
57
Single-center,
Germany
Bacterial vaginosis
IMS
Vaginal swabs
Direct headspace
sampling
Roine et al
2014
101
Single-center,
Finland
UTI6 (E. coli, S. saprophyticus,
E. faecalis, Kleb-
siella spp.)
e-nose
Urine
Direct headspace
sampling
Chaim et al
2003
174
Single-center, Israel Bacterial vaginosis
IMS
Vaginal swabs
Direct headspace
sampling 1 BAL bronchoalveolar lavage; 2VAP ventilator-associated pneumonia; 3IBD inflammatory bowel disease; 4CDI Clostridoides difficile infection;
5BSI bloodstream infection; 6UTI urinary tract infection VAP ventilator-associated pneumonia; 3IBD inflammatory bowel disease; 4CDI Clostridoides difficile infection;
TI urinary tract infection in medical microbiology. The use of these highly sensitive
and very specific, but also time-consuming techniques, leads
to turnaround times of up to 3 days for final results (Tabak
et al. 2018). During this time, empiric broad-spectrum anti-
biotic therapy is used to treat the infection (Paul et al. 2010). Without identification of the infecting organism and its sus-
ceptibility, this empiric (or calculated) antibiotic therapy
potentially risks inadequate treatment and induction of drug
resistances and adverse effects (MacFadden et al. 2014). point, which remains a limiting factor regarding turnaround
times. They need to be operated by trained personnel in
specialized microbiological laboratories which, together
with the high costs for acquisition and operation, leads to
centralization of these systems at large hospitals or com-
mercial providers (Ratiu et al. 2017). Hospitals lacking such
facilities may send their microbiological specimen to such
laboratories, again increasing turnaround times is increased
and in some instances risking the integrity of the specimen,
depending on length and circumstances of the transport. f
The availability of rapid methods for the diagnosis of bac-
terial infections and identification of the causative pathogen
would help narrowing the empiric window and therewith
contribute to a safer and more effective antibiotic therapy
regimen (Battle et al. 2017; Tumbarello et al. 2010). Introduction Depending on the composition of the pathogen and resist-
ance marker panel of the devices, it may, for instance, remain
unclear for the user whether a detected resistance marker
is associated with the detected pathogen or with a resident
organism that is not part of the pathogen panel. The mecA
gene is a marker for methicillin resistance and occurs in both
Staphylococcus aureus and Staphylococcus epidermidis and
is an example for such a possible cause of misinterpretation
(Becker et al. 2006). Multiplex PCR systems incur relevant
costs, and data on their ability to reduce mortality, morbid-
ity, and therapy costs remain inconsistent (Warhurst et al. 2015). Their use will therefore be limited to highly equipped
hospitals in economically developed countries. Depending on the composition of the pathogen and resist-
ance marker panel of the devices, it may, for instance, remain
unclear for the user whether a detected resistance marker
is associated with the detected pathogen or with a resident
organism that is not part of the pathogen panel. The mecA
gene is a marker for methicillin resistance and occurs in both
Staphylococcus aureus and Staphylococcus epidermidis and
is an example for such a possible cause of misinterpretation
(Becker et al. 2006). Multiplex PCR systems incur relevant
costs, and data on their ability to reduce mortality, morbid-
ity, and therapy costs remain inconsistent (Warhurst et al. 2015). Their use will therefore be limited to highly equipped
hospitals in economically developed countries. The detection of VOCs of microbial origin is an alterna-
tive approach with the potential to be a robust, fast, and
relatively low-cost point-of-care method for pathogen differ-
entiation and identification. A variety of analytical methods
allows the detection and identification of VOCs (Ratiu et al. 2017). There is growing knowledge on the occurrence and
composition of volatile metabolites emitted from bacteria
and other microbes (Bos et al. 2013; Schulz and Dickschat
2007). With this narrative review, we aim to give a brief
overview on the current state of knowledge on the use of
spectrometric methods for the diagnosis of bacterial infec-
tions and possible perspective of their future use. Immobility due to bulky setup and need for high effec-
tive vacuum pumps and purified gas supply is a common
drawback of all mass spectrometric devices. Thus, gas
samples for diagnostic purposes need be transferred to the
device for offline analysis. Introduction Gas bags or absorptive medi-
ums like needle traps and solid-phase microextraction tools
are used to transfer the sample to the mass spectrometric
device. These pre-concentration techniques possibly influ-
ence compound composition of gas samples by selective
absorption and desorption depending on characteristics of
the chosen transfer material (Slingers et al. 2021). There-
fore, a favorable approach to determine VOCs is not only to
measure real-time but also in a point-of-care setting with the
possibility of direct sampling at the patient’s bed side (e.g.,
breath sampling). Introduction Inno-
vative applications include microbial identification directly
from positive blood cultures by the use of matrix-assisted
laser desorption ionization-time-of-flight mass spectrom-
etry (MALDI-TOF MS) or the Accelerate Pheno™ System,
which combines fluorescence in situ hybridization (FISH)
with morphokinetic cellular analysis (MCA) (Pancholi et al. 2018; Rodriguez-Sanchez et al. 2014). These proteomic
(MALDI-TOF MS) and optical (FISH-MCA) methods
contribute to shorter turnaround times and were shown to
deliver reliable results on pathogen identification and anti-
biotic resistances. Both systems are commercially available
and in clinical use. However, both methods require at least a
positive blood culture (or equivalent specimen) as a starting Multiplex polymerase chain reaction (multiplex PCR) is
another innovative method allowing rapid pathogen identi-
fication including the detection of genetic antibiotic resist-
ance markers. Currently, three systems (SepsiTest [Molzym
Molecular Diagnostics, Bremen, Germany], IRIDICA BAC
BSI [Abbott Diagnostics, Lake Forest, USA], LightCy-
cler SeptiFast [Roche, Risch-Rotkreuz, Switzerland]) are
commercially available for pathogen identification from
blood cultures (Stevenson et al. 2016). One cartridge sys-
tem (Unyvero A50 [Curetis, Holzgerlingen, Germany]) is
targeting several localized infection sides as well as blood-
stream infections (Burrack-Lange et al. 2018). Of those, the
Unyvero A50 is the only system that can be operated point-
of-care, which leads to relevant reduction of turnaround
times (Kunze et al. 2015). However, multiplex PCR devices
are not part of the clinical routine in the majority of hospitals
and possess some methodological challenges by themselves. 1 3 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6248 et al. 2017). GC–MS does possess large databases for iden-
tification of substances and the capability of separating
and unequivocal identification of compounds. Multiple
publications in the field of bacterial VOC determination
with GC–MS demonstrated its applicability for this pur-
pose (Liebeke et al. 2012; Tait et al. 2014). Alternatives
to GC–MS are other mass spectrometric instrumentations
like proton transfer reaction-mass spectrometers (PTR-
MS) or selected ion flow tube-mass spectrometer (SIFT-
MS). Secondary electrospray ionization mass spectrometry
(SESI-MS) has been shown to be more sensitive compared
to PTR-MS or SIFT-MS enabling substance detection in
the ppt range (Woolfenden 2010). A strength of these
devices, which are still bulky and not portable, is the pos-
sibility of real-time measurements at a high sensitivity
in range of ppb. However, a chemical identification of
unknown VOCs is not possible. Respiratory infections Tuberculosis (TB), caused by Mycobacterium tuberculosis,
is one of the leading causes of death among infectious dis-
eases worldwide (Khatua et al. 2017). A reliable, simple,
and cheap test for the diagnosis of TB is of outmost interest,
especially for low-income countries. In 2016, Sahota et al. described the use of a FAIMS device with a non-radioactive
UV ionization source for VOC pattern recognition to diag-
nose TB in the UK (Sahota et al. 2016). They investigated
a rather small number of 21 breath samples of TB patients
compared to 19 healthy controls and found a sensitivity
and specificity of 81% and 79%. Three groups used e-nose
devices for the same purpose and described sensitivities
and specificities of 88–94% and 90–93% for diagnosing TB
(Coronel Teixeira et al. 2017; Nakhleh et al. 2014; Zetola
et al. 2017). None of the four studies identified individual
VOCs that were used for the prediction of TB.i The majority of pulmonary infections in cystic fibrosis
(CF) is caused by Pseudomonas aeruginosa (PA) or Staphy-
lococcus aureus (SA). In 2016, Neerincx et al. published
a feasibility study on the identification of SA-infected CF
patients in a collective of 18 patients. Using Tedlar® bags,
they collected breath samples and analyzed them using
GC–MS. They were able to identify nine VOCs which were
useful for separating SA-infected patients. Three of these
VOCs did significantly differ between the groups (1,4 pen-
tadiene, acetone, undecane). Interestingly, seven of the 13
CF patients infected with SA were also infected with PA,
Serratia marcescens, or Haemophilus influenzae (Neerincx
et al. 2016). By measuring the concentration of hydrogen
cyanide using SIFT-MS analyses of nose-exhaled breath,
Gilchrist et al. successfully differentiated between chroni-
cally PA-infected and non-infected CF patients (Gilchrist
et al. 2013). The discrimination of PA-infected and non-
infected CF patients is also possible by pattern recognition
of VOCs as it was shown in a study using SPME enrichment
for indirect sampling of breath for GC–MS analyses from
CF patients (Kramer et al. 2015). Besides breath analysis,
detection of PA-specific VOCs was also detected in sputum
headspace (Goeminne et al. 2012) and over bronchoalveolar
lavage fluid samples (Nasir et al. 2018). Electronic noses, often referred to as “e-noses”, repre-
sent a third analytical approach by using biochemical sensor
arrays for the detection of VOCs and VOC patterns (Wilson
2020). Respiratory infections E-noses are small and inexpensive and allow screen-
ing for certain chemical conditions while being easy to oper-
ate. However, these devices do not allow identification of
individual substances. It is therefore necessary to configure
a suitable sensor array for each individual analytical ques-
tion. E-nose applications may be used to translate the results
of more sophisticated analytical methods, like mass spec-
trometric or IMS methods, into easy-to-operate and rugged
bedside tools. Spectrometric methods for VOC detection Gas chromatography coupled with mass spectrometry
(GC–MS) is the gold standard for VOC detection (Ratiu 1 3 1 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6249 different applications with a focus on clinical studies pub-
lished within the last 5 years (Table 1). to serve as point-of-care diagnostic tools in challenging
healthcare settings. The spectrum of IMS-based analytical methods is grow-
ing. Couplings of more than one detector (e.g., FAIMS-
FAIMS), the use of different pre-separation methods (e.g.,
GC, MCC), different ionization methods, and even pre-con-
centration techniques facilitate individual analytical solu-
tions for specific circumstances. However, due to diverse
setup of these systems, a comparison of findings is difficult. Targeted analyses are possible when known substances are
investigated, and reference measurements can be provided
for confirmation. The composition of volatile organic com-
pounds over growing bacterial species, however, contains
mostly substances that are unknown to the researcher in the
first place. This untargeted analytic approach often leads to
the approach of pattern recognition, where none or not all
substances are identified. Using IMS techniques, the identifi-
cation of (suspected) substances can be very challenging and
time- and resource-consuming. The position of a substance
in the topogram of a GC-IMS device is unique, but it needs
to be confirmed by reference measurements of the pure
substance. Once a substance is confirmed, this information
can contribute to a specific database for each application,
allowing identification of substances even without a refer-
ence measurement. However, this information is only valid
for very similar IMS applications. The diversity of analytical
setups of devices makes it often hard to compare results and
to deduce conclusions from results of similar but “different
enough” methods. Spectrometric methods for VOC detection The metabolic pathways of bacteria have been investi-
gated in detail (Schulz and Dickschat 2007). Ideally, the
occurrence of a VOC should be assignable to a known
metabolic pathway. However, the production of VOCs by
bacteria is influenced by their growing conditions (O'Hara
and Mayhew 2009). Our knowledge of bacterial metabolic
pathways and therewith VOC production under various
conditions in the human body is still very limited. In 2013,
Bos et al. published a detailed review of VOCs produced
by the six most relevant bacteria in sepsis: S. aureus, S. pneumoniae, E. faecalis, K. pneumoniae, P. aeruginosa,
and E. coli (Bos et al. 2013). In contrast to mass spectrometric methods, ion mobility
spectrometry (IMS) applications are portable and even
available as handhelds. IMS devices are already widely used
by rescue services, security authorities, and the military
for the detection of hazardous substances, explosives, and
chemical warfare agents (Cumeras et al. 2015). The method
allows substance detection and quantification down to a
range of ppt (Kunze et al. 2015). Time-of-flight-IMS
(TOF-IMS), aspiration-IMS (aIMS), field asymmetric
ion mobility spectrometry (FAIMS), and differential
mobility spectrometers IMS (DMS) have been described
for microbiological VOC detection (Costanzo et al. 2017;
Ratiu et al. 2017). IMS devices can be used separately (e.g.,
as screening tools for a known substance), or they can be
coupled with a chromatographic method, which allows
analyses of more complex gas samples. GC columns or
multicapillary columns (MCC) are mostly used for pre-
separating complex matrices such as breath or headspace
samples of complex growth media (Baumbach 2009;
Speckbacher et al. 2021). IMS devices are inexpensive,
robust, and portable. They therefore have the potential The analytical challenge for available devices is the detection
and quantification of VOCs in a complex matrix of gaseous
samples with traces down to parts per billion (ppb) or even
trillion (ppt). Ideally, the detected VOCs are produced by spe-
cies cultivated on defined, standardized substrate such as cul-
ture media. In the clinical context, it may also be desirable to
directly detect VOCs from highly diverse substrates like urine,
feces, sputum, vaginal fluids, tissues, or breath (Amann et al. 2014; Eng et al. 2015; Lacey et al. 2020; Purkhart et al. 2011;
Ratiu et al. 2019). Diagnostic applications for bacterial
infections In
2016, Gao et al. published a study in which they differenti-
ated the presence from the absence of A. baumanii in the
lower respiratory tract, as well as the colonization from an
actual infection using breath VOC profiles (Gao et al. 2016). volatilome. Breath analysis differentiated inflammatory
bowel disease (IBD) from control and Crohn’s disease from
ulcerative colitis (Arasaradnam et al. 2016). The same study
groups were previously able to separate IBD patients from
healthy controls by headspace analyses of urine samples
using an e-nose and FAIMS, whereas both systems enabled
discrimination of the groups (Arasaradnam et al. 2013). Bloodstream infections Bacterial bloodstream infections are a common cause for
sepsis, a major burden for healthcare systems with high
mortality, and require fast diagnosis and therapy (SepNet
Critical Care Trials Group 2016). Diagnosis still depends
on unspecific clinical presentations, and pathogen identifi-
cation relies on culturing, which leads to relevant delays in
initiating targeted antibiotic treatment (Singer et al. 2016). Gastrointestinal infections Urea breath tests using radioactive carbon isotopes are
the gold standard for diagnosing Helicobacter pylori infec-
tions and show specificity and sensitivity of approximately
95% (Nakayama and Graham 2004). With their PTR-TOF-
S breathing gas investigations of infected and uninfected
patients, Lechner et al. found significantly elevated hydrogen
cyanide and hydrogen nitrate concentrations in H. pylori-
infected patients (Lechner et al. 2005).l A prospective multicenter study from the Netherlands and
Belgium underlined the potential of spectrometric analytical
methods for individual therapy planning. By investigating
the volatilome of stool samples of 127 cases of neonatal
late-onset sepsis and matched controls, they were able to
discriminate both groups. They used FAIMS for analyz-
ing unprocessed fecal samples of neonates which provides
results after very short period of time (Berkhout et al. 2019). Diagnostic applications for bacterial
infections l
Ventilator-associated pneumonia (VAP) is a common
nosocomial infection. Diagnosis is time critical and still
based on unspecific clinical criteria and pathogen detection
in bronchoalveolar lavage. Breath analysis could be a fea-
sible, non-invasive approach for both VAP diagnosis and
pathogen identification. Schnabel et al. in 2015 used GC-
TOF–MS for investigating samples of exhaled breath from
100 ventilated patients in intensive care for the occurrence of Over the last two decades, there is a growing interest in
the experimental and clinical application of spectrometric
methods for the detection of bacterial VOCs for diagnostic
purposes. The results of the studies from a broad variety
of medical fields underline the potential of the approach. Following, we aim to give a comprehensive overview of 1 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6250 VAP-specific VOCs. With a set of 12 VOCs, they were able
to correctly discriminate between patients with and without
VAP (Schnabel et al. 2015). Other authors described changes
in the volatile metabolite profile of ventilated patients with
bacterial colonization of the lower respiratory tract (Fowler
et al. 2015). In 2017, van Oort et al. did also discriminate
VAP from control with relatively good accuracy. They
analyzed 12 VOCs that changed during pneumonia and 52
VOCs that changed in colonized patients (van Oort et al. 2017). Filipiak et al. showed that the concentration of spe-
cific compounds changed over the course of the infection and
also correlated with illness severity (Filipiak et al. 2015). In
2016, Gao et al. published a study in which they differenti-
ated the presence from the absence of A. baumanii in the
lower respiratory tract, as well as the colonization from an
actual infection using breath VOC profiles (Gao et al. 2016). VAP-specific VOCs. With a set of 12 VOCs, they were able
to correctly discriminate between patients with and without
VAP (Schnabel et al. 2015). Other authors described changes
in the volatile metabolite profile of ventilated patients with
bacterial colonization of the lower respiratory tract (Fowler
et al. 2015). In 2017, van Oort et al. did also discriminate
VAP from control with relatively good accuracy. They
analyzed 12 VOCs that changed during pneumonia and 52
VOCs that changed in colonized patients (van Oort et al. 2017). Filipiak et al. showed that the concentration of spe-
cific compounds changed over the course of the infection and
also correlated with illness severity (Filipiak et al. 2015). 1 3 Gastrointestinal infections An alternative approach could be using VOC analyses of
the headspace over inoculated blood cultures. Umber et al. used different GC couplings to investigate the headspace
over experimental blood cultures, consisting of LB broth,
human whole blood, and E. coli. They described six VOCs
that were specific for E. coli-infected whole blood, even
when compared to samples of inoculated LB broth with-
out blood (Umber et al. 2013). Another group used corona
discharge ionization MS to describe the increase of indole
in the headspace of blood cultures incubating with E. coli
(Zhong et al. 2019). Our own group recently published
promising results regarding the use of GC-IMS for rapid
differentiation of E. coli, P. aeruginosa, and S. aureus by
analyzing the headspace of experimental blood cultures
very quickly (Drees et al. 2019).i Another potential application is the investigation of fecal
volatilome for the diagnosis of gastrointestinal infections. One confounding factor for such analyses is the highly inter-
individual fecal microbiome. Together with a complex vola-
tile background caused by fermentation processes, this leads
to a challenging environment for gas analyses (Elmassry and
Piechulla 2020).fi Clostridioides difficile causes antibiotic associated diar-
rhea and has been found to cause a unique fecal volati-
lome. Both GC-tof–MS and FAIMS discriminated between
(unprocessed) infected and uninfected stool samples with
high diagnostic accuracy (Bomers et al. 2015; Patel et al. 2019). GC–MS has also been successfully used to identify
volatile biomarkers of Vibrio cholorae emitted from stool
samples (Garner et al. 2009). Chingin et al. conducted the first clinical feasibility study
using APCI-MS (atmospheric pressure chemical ionization
mass spectrometry) to investigate the volatilome of blood
cultures from patients with suspected or confirmed bactere-
mia. Within 3–16 h, they were able to detect specific VOC
patterns and successfully differentiated between five com-
mon sepsis pathogens (Staphylococcus aureus, Escherichia
coli, Klebsiella pneumoniae, Acinetobacter baumannii, and
Pseudomonas aeruginosa) (Chingin et al. 2015). A prospective multicenter study from the Netherlands and
Belgium underlined the potential of spectrometric analytical
methods for individual therapy planning. By investigating
the volatilome of stool samples of 127 cases of neonatal
late-onset sepsis and matched controls, they were able to
discriminate both groups. They used FAIMS for analyz-
ing unprocessed fecal samples of neonates which provides
results after very short period of time (Berkhout et al. 2019). Other applications Urea breath tests using radioactive carbon isotopes are
the gold standard for diagnosing Helicobacter pylori infec-
tions and show specificity and sensitivity of approximately
95% (Nakayama and Graham 2004). With their PTR-TOF-
S breathing gas investigations of infected and uninfected
patients, Lechner et al. found significantly elevated hydrogen
cyanide and hydrogen nitrate concentrations in H. pylori-
infected patients (Lechner et al. 2005).l Urinary tract infections (UTI) are common and mostly
caused by bacteria. In 2011, Storer et al. used SIFT-MS
(selected ion flow tube mass spectrometry) to investigate
the headspace over experimentally inoculated urine samples. They were able to distinguish between eight etiological bac-
teria and fungi, namely E. coli, P. vulgaris, P. aeruginosa,
S. aureus, S. epidermidis, K. pneumoniae, E. faecalis, or
C. albicans (Storer et al. 2011). In their clinical study from
2014, Roine et al. demonstrated the potential of an IMS Inflammatory bowel disease diagnosis remains a clini-
cal challenge, and Crohn’s disease and ulcerative colitis
have shown distinct VOCs, which seem to reflect the gut 1 3 1 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6251 based e-nose device to identify infected urine samples and
to differentiate between four common causative bacteria:
E. coli, S. saprophyticus, E. faecalis, and Klebsiella spp. (Roine et al. 2014). explains its occurrence in a bacterial infectious condition and
therefore increases the conclusiveness of these results. During
the last decade, the value of breath tests based on spectrometric
methods has been investigated in a multitude of medical condi-
tions ranging from several lung pathologies (e.g., infections,
malignomas, COPD) up to neurological conditions, such as
Alzheimer’s disease (Bach et al. 2015; Darwiche et al. 2011;
Fink et al. 2014). The limitation of the pattern recognition or
fingerprinting approach without identification of volatile sub-
stances is the lack of causative explanation for its occurrence
in the specific conditions. Most studies are monocentric, and
the numbers of investigated patients are small, which increase
the risk of random cohesions. In the best case, substance iden-
tification would make it possible to explain the origin of an
occurring VOC by referencing the underlying mechanisms of,
e.g., known bacterial metabolic pathways. Bacterial vaginosis is a common infection in gynecol-
ogy. IMS is able to detect malodorous biogenic amines from
vaginal swabs (Chaim et al. 2003). Meanwhile, IMS devices
for point-of-care testing for bacterial vaginosis are commer-
cially available and show a good accuracy (Blankenstein
et al. 2015). Other applications Infection with group B Streptococcus is a potentially life-
threatening complication in newborn infants. By analyzing
maternal vaginal swabs using a GC-IMS device, Lacey et al. recently demonstrated the ability of this method to diagnose
maternal group B Streptococcus infections with high sen-
sitivity and specificity. They concluded that the use of the
technique as a screening tool could significantly contribute
to the prevention of the condition (Lacey et al. 2020). The sampling of human breath remains challenging, as
breathing air by itself provides a high degree of diversity and
complexity. Factors like gender, race, age, diet, and lifestyle
habits can influence the composition of VOCs in human
breath. Detection of a substance depends on its chemical
and physical properties and on the ability to detect it with the
chosen analytical method. For instance, may the ability of an
IMS to detect indole over a growing E. coli culture depend
on the type of GC column chosen for pre-separation. The
reviewed literature demonstrates heterogeneous analytical
approaches for the same or similar questions. It also shows
that our knowledge on the biochemical implication of the
occurrence or non-occurrence of VOCs in certain constel-
lations remains limited and should be addressed in future
research.i Recently, Daulton et al. reported of the use of a GC-
IMS device to distinguish between infected and uninfected
wounds. Wound infections significantly complicate the
treatment of surgical patients and cause a major burden on
healthcare systems worldwide. Screening for specific VOCs
indicating infection of wounds could therefore be an alterna-
tive approach to the conventional microbiological diagnostic
using wound swabs (Daulton et al. 2020). By using GC–MS, Kviatkovski et al. identified 2-ami-
noacetophenone (2-AA) as a specific VOC indicating the
presence of P. aeruginosa in pus samples of otitis externa
patients. They assembled a device combining a whole-cell
luminescent biosensor with photo-multiplier tube enabling
the detection of 2-AA at very low concentrations. By using
this device, they were able to diagnose otitis externa caused
by P. aeruginosa with high accuracy (Kviatkovski et al. 2018). In the future, substance identification should be used to
clearly link the results of basic research to the findings of
clinical investigations. International and multicenter stud-
ies, adequately powered, are necessary to generate high-
quality evidence for the most urgent and promising fields
of application. Future perspectives and challenges As it was demonstrated by Zoller and Clark a century ago,
the smell of bacteria can lead to the correct diagnosis. The
ability of modern spectrometric techniques makes it possible
to detect smallest amounts of volatile substances and to use
gas samples as a diagnostic matrix. Growing interest of the
scientific community in these methods will certainly lead
to more clinical applications of point-of-care diagnostics,
although challenges remain. During the current SARS-CoV-2 pandemic, breath tests for the
detection of viral infections have come in the focus of scientific
and commercial interest (Ruszkiewicz et al. 2020). This dem-
onstrates both the potential of the methodology and the chal-
lenges that come with their application. Most of the investiga-
tions cited in this review did not identify the actual substances
that contribute to a VOC pattern or fingerprint that is consid-
ered to be specific for a condition. Pattern recognition leads
to valuable scientific results, and it may be justifiable to relin-
quish substance identification as it would be time-consuming,
expensive, and in some cases impossible. The development of
urgently needed diagnostic tools may be hindered in an unjus-
tifiable manner. One may however argue that identification of
a substance with a clear link to a known metabolic pathway Conclusion The association of volatile organic compounds (VOCs) with
bacterial presence and growth has led to a novel diagnos-
tic approach, suggesting the use of spectrometric analyti-
cal methods for the detection of pathogen-specific VOCs or 1 3 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6252 VOC patterns. Basic research using complex, expensive,
and space-consuming mass spectrometric methods provided
knowledge on the occurrence of VOCs in association with
several bacterial species. Based on these findings, less com-
plex, robust, fast, and miniaturized applications, such as IMS
and FAIMS, aim to transfer this knowledge into clinical,
potentially point-of-care, use. Over the last two decades, a
growing number of studies tested spectrometric analytical
methods for diagnosing bacterial infections. As described
in this review, there are more and more promising results
demonstrating potential to supplement conventional micro-
biological methods, or even have the ability to substitute the
latter in some selected conditions. However, future clini-
cal research needs to be more standardized and adequately
powered multicenter studies are needed to proof its value
for human medicine. Arasaradnam RP, Ouaret N, Thomas MG, Quraishi N, Heatherington E,
Nwokolo CU, Bardhan KD, Covington JA (2013) A novel tool for
noninvasive diagnosis and tracking of patients with inflammatory
bowel disease. Inflamm Bowel Dis 19(5):999–1003. https://doi.
org/10.1097/MIB.0b013e3182802b26 g
Bach JP, Gold M, Mengel D, Hattesohl A, Lubbe D, Schmid S, Tack-
enberg B, Rieke J, Maddula S, Baumbach JI, Nell C, Boeselt T,
Michelis J, Alferink J, Heneka M, Oertel W, Jessen F, Janciausk-
iene S, Vogelmeier C, Dodel R, Koczulla AR (2015) Measuring
compounds in exhaled air to detect Alzheimer’s disease and Par-
kinson’s disease. PLoS ONE 10(7):e0132227. https://doi.org/10.
1371/journal.pone.0132227 Battle SE, Bookstaver PB, Justo JA, Kohn J, Albrecht H, Al-Hasan MN
(2017) Association between inappropriate empirical antimicrobial
therapy and hospital length of stay in Gram-negative bloodstream
infections: stratification by prognosis. J Antimicrob Chemother
72(1):299–304. https://doi.org/10.1093/jac/dkw402 Baumbach JI (2009) Ion mobility spectrometry coupled with multi-
capillary columns for metabolic profiling of human breath. J
Breath Res 3(3):034001. https://doi.org/10.1088/1752-7155/3/
3/034001 Becker K, Pagnier I, Schuhen B, Wenzelburger F, Friedrich AW, Kipp
F, Peters G, von Eiff C (2006) Does nasal cocolonization by
methicillin-resistant coagulase-negative staphylococci and methi-
cillin-susceptible Staphylococcus aureus strains occur frequently
enough to represent a risk of false-positive methicillin-resistant
S. aureus determinations by molecular methods? J Clin Microbiol
44(1):229-31. https://doi.org/10.1128/JCM.44.1.229-231.2006 Author contribution NKS, ME, and TP contributed to literature
research and the writing of the manuscript. Conflict of interest The authors declare no competing interests. Bankenstein T, Lytton SD, Leidl B, Atweh E, Friese K, Mylonas I
(2015) Point-of-care (POC) diagnosis of bacterial vaginosis
(BV) using VGTest™ ion mobility spectrometry (IMS) in a rou-
tine ambulatory care gynecology clinic. Arch Gynecol Obstet
292(2):355-62 https://doi.org/10.1007/s00404-014-3613-x Open Access This article is licensed under a Creative Commons Attri-
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need to obtain permission directly from the copyright holder. To view a
copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Bomers MK, Menke FP, Savage RS, Vandenbroucke-Grauls CM, van
Agtmael MA, Covington JA, Smulders YM (2015) Rapid, accu-
rate, and on-site detection of C. difficile in stool samples. Am J
Gastroenterol 110(4):588–94. https://doi.org/10.1038/ajg.2015.90 Bos LD, Sterk PJ, Schultz MJ (2013) Volatile metabolites of pathogens:
a systematic review. PLoS Pathog 9(5):e1003311. https://doi.org/
10.1371/journal.ppat.1003311 Burrack-Lange SC, Personne Y, Huber M, Winkler E, Weile J, Knabbe
C, Gorig J, Rohde H (2018) Multicenter assessment of the
rapid Unyvero blood culture molecular assay. J Med Microbiol
67(9):1294–1301. https://doi.org/10.1099/jmm.0.000804 Chaim W, Karpas Z, Lorber A (2003) New technology for diagno-
sis of bacterial vaginosis. Eur J Obstet Gynecol Reprod Biol
111(1):83–87 Conclusion All authors approved the
final version of the manuscript. Funding Open Access funding enabled and organized by Projekt
DEAL. p
g
Berkhout DJC, van Keulen BJ, Niemarkt HJ, Bessem JR, de Boode
WP, Cossey V, Hoogenes N, Hulzebos CV, Klaver E, Andreessen
P, van Kaam AH, Kramer BW, van Lingen RA, Schouten A, van
Goudoever JB, Vijlbrief DC, van Weissenbruch MM, Wicaksono
AN, Covington JA, Benninga MA, de Boer NKH, de Meij TGJ
(2019) Late-onset sepsis in preterm infants can be detected pre-
clinically by fecal volatile organic compound analysis: a prospec-
tive, multicenter cohort study. Clin Infect Dis 68(1):70–77. https://
doi.org/10.1093/cid/ciy383 Declarations Ethics approval This article does not contain any studies with human
participants or animals performed by any of the authors. Conflict of interest The authors declare no competing interests. Conflict of interest The authors declare no competing interests. References Biosensors (Basel) 10(3) https://doi.org/10.3390/bios100300
19 Kviatkovski I, Shushan S, Oron Y, Frumin I, Amir D, Secundo L,
Livne E, Weissbrod A, Sobel N, Helman Y (2018) Smelling Pseu-
domonas aeruginosa infections using a whole-cell biosensor - an
alternative for the gold-standard culturing assay. J Biotechnol
267:45–49. https://doi.org/10.1016/j.jbiotec.2017.12.023 Drees C, Vautz W, Liedtke S, Rosin C, Althoff K, Lippmann M,
Zimmermann S, Legler TJ, Yildiz D, Perl T, Kunze-Szikszay
N (2019) GC-IMS headspace analyses allow early recogni-
tion of bacterial growth and rapid pathogen differentiation in
standard blood cultures. Appl Microbiol Biotechnol 103(21–
22):9091–9101. https://doi.org/10.1007/s00253-019-10181-x Lacey L, Daulton E, Wicaksono A, Covington JA, Quenby S (2020)
Detection of group B Streptococcus in pregnancy by vaginal vola-
tile organic compound analysis: a prospective exploratory study. Transl Res 216:23–29. https://doi.org/10.1016/j.trsl.2019.09.002 p
g
Elmassry MM, Piechulla B (2020) Volatilomes of bacterial infections
in humans. Front Neurosci 14:257. https://doi.org/10.3389/fnins.
2020.00257 Lechner M, Karlseder A, Niederseer D, Lirk P, Neher A, Rieder J, Tilg
H (2005) H. pylori infection increases levels of exhaled nitrate. Helicobacter 10(5):385–90. https://doi.org/10.1111/j.1523-5378.
2005.00345.x Eng K, Alkhouri N, Cikach F, Patel N, Yan C, Grove D, Lopez R,
Rome E, Dweik RA (2015) Analysis of breath volatile organic
compounds in children with chronic liver disease compared to
healthy controls. J Breath Res 9(2):026002. https://doi.org/10.
1088/1752-7155/9/2/026002 Liebeke M, Dorries K, Meyer H, Lalk M (2012) Metabolome analy-
sis of gram-positive bacteria such as Staphylococcus aureus by
GC-MS and LC-MS. Methods Mol Biol 815:377–398. https://doi.
org/10.1007/978-1-61779-424-7_28 Filipiak W, Beer R, Sponring A, Filipiak A, Ager C, Schiefecker A,
Lanthaler S, Helbok R, Nagl M, Troppmair J, Amann A (2015)
Breath analysis for in vivo detection of pathogens related to ven-
tilator-associated pneumonia in intensive care patients: a prospec-
tive pilot study. J Breath Res 9(1):016004. https://doi.org/10.1088/
1752-7155/9/1/016004 MacFadden DR, Leis JA, Mubareka S, Daneman N (2014) The opening
and closing of empiric windows: the impact of rapid microbio-
logic diagnostics. Clin Infect Dis 59(8):1199–1200. https://doi.
org/10.1093/cid/ciu493 Fink T, Baumbach JI, Kreuer S (2014) Ion mobility spectrometry in
breath research. J Breath Res 8(2):027104. https://doi.org/10.
1088/1752-7155/8/2/027104 Nakayama Y, Graham DY (2004) Helicobacter pylori infection: diag-
nosis and treatment. Expert Rev Anti Infect Ther 2(4):599–610. https://doi.org/10.1586/14787210.2.4.599 Nakhleh MK, Jeries R, Gharra A, Binder A, Broza YY, Pascoe M,
Dheda K, Haick H (2014) Detecting active pulmonary tuberculo-
sis with a breath test using nanomaterial-based sensors. Eur Respir
J 43(5):1522–1525. References Amann A, Costello Bde L, Miekisch W, Schubert J, Buszewski B, Pleil
J, Ratcliffe N, Risby T (2014) The human volatilome: volatile
organic compounds (VOCs) in exhaled breath, skin emanations,
urine, feces and saliva. J Breath Res 8(3):034001. https://doi.org/
10.1088/1752-7155/8/3/034001 Chingin K, Liang J, Hang Y, Hu L, Chen H (2015) Rapid recognition of
bacteremia in humans using atmospheric pressure chemical ioni-
zation mass spectrometry of volatiles emitted by blood cultures. RSC Adv 5:13952–13957. https://doi.org/10.1039/C4RA16502K Coronel Teixeira R, Rodríguez M, Jiménez de Romero N, Bruins
M, Gómez R, Yntema JB, Chaparro Abente G, Gerritsen JW,
Wiegerinck W, Pérez Bejerano D, Magis-Escurra C (2017) The
potential of a portable, point-of-care electronic nose to diagnose
tuberculosis. J Infect 75(5):441–447. https://doi.org/10.1016/j.
jinf.2017.08.003 Arasaradnam RP, McFarlane M, Daulton E, Skinner J, O’Connell N,
Wurie S, Chambers S, Nwokolo C, Bardhan K, Savage R, Cov-
ington J (2016) Non-invasive exhaled volatile organic biomarker
analysis to detect inflammatory bowel disease (IBD). Dig Liver
Dis 48(2):148–153. https://doi.org/10.1016/j.dld.2015.10.013 1 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6253 Kramer R, Sauer-Heilborn A, Welte T, Guzman CA, Höfle MG, Abra-
ham WR (2015) A rapid method for breath analysis in cystic fibrosis
patients. Eur J Clin Microbiol Infect Dis 34(4):745–751. https://doi.
org/10.1007/s10096-014-2286-5 Costanzo M, Zacchia M, Bruno G, Crisci D, Caterino M, Ruoppolo M
(2017) Integration of proteomics and metabolomics in exploring
genetic and rare metabolic diseases. Kidney Dis (basel) 3(2):66–
77. https://doi.org/10.1159/000477493 Kumar A, Ellis P, Arabi Y, Roberts D, Light B, Parrillo JE, Dodek
P, Wood G, Kumar A, Simon D, Peters C, Ahsan M, Chateau D
(2009) Initiation of inappropriate antimicrobial therapy results
in a fivefold reduction of survival in human septic shock. Chest
136(5):1237–1248. https://doi.org/10.1378/chest.09-0087 Cumeras R, Figueras E, Davis CE, Baumbach JI, Gracia I (2015)
Review on ion mobility spectrometry Part 1: current instrumen-
tation. Analyst 140(5):1376–90. https://doi.org/10.1039/c4an0
1100g Darwiche K, Baumbach JI, Sommerwerck U, Teschler H, Freitag
L (2011) Bronchoscopically obtained volatile biomarkers in
lung cancer. Lung 189(6):445–452. https://doi.org/10.1007/
s00408-011-9324-1 Kunze N, Weigel C, Vautz W, Schwerdtfeger K, Junger M, Quintel
M, Perl T (2015) Multi-capillary column-ion mobility spec-
trometry (MCC-IMS) as a new method for the quantification of
occupational exposure to sevoflurane in anaesthesia workplaces:
an observational feasibility study. J Occup Med Toxicol 10:12. https://doi.org/10.1186/s12995-015-0056-7 Daulton E, Wicaksono A, Bechar J, Covington JA, Hardwicke J (2020)
The detection of wound infection by ion mobility chemical analy-
sis. References J Clin
Microbiol 56(12) https://doi.org/10.1128/JCM.00500-18 Rodriguez-Sanchez B, Sanchez-Carrillo C, Ruiz A, Marin M, Cer-
cenado E, Rodriguez-Creixems M, Bouza E (2014) Direct
identification of pathogens from positive blood cultures using
matrix-assisted laser desorption-ionization time-of-flight mass
spectrometry. Clin Microbiol Infect 20(7):O421–O427. https://
doi.org/10.1111/1469-0691.12455 Tait E, Perry JD, Stanforth SP, Dean JR (2014) Bacteria detection
based on the evolution of enzyme-generated volatile organic com-
pounds: determination of Listeria monocytogenes in milk samples. Anal Chim Acta 848:80–87. https://doi.org/10.1016/j.aca.2014.
07.029 Roine A, Saviauk T, Kumpulainen P, Karjalainen M, Tuokko A,
Aittoniemi J, Vuento R, Lekkala J, Lehtimaki T, Tammela TL,
Oksala NK (2014) Rapid and accurate detection of urinary patho-
gens by mobile IMS-based electronic nose: a proof-of-principle
study. PLoS ONE 9(12):e114279. https://doi.org/10.1371/journ
al.pone.0114279 Tumbarello M, Spanu T, Di Bidino R, Marchetti M, Ruggeri M,
Trecarichi EM, De Pascale G, Proli EM, Cauda R, Cicchetti
A, Fadda G (2010) Costs of bloodstream infections caused
by Escherichia coli and influence of extended-spectrum-beta-
lactamase production and inadequate initial antibiotic therapy. Antimicrob Agents Chemother 54(10):4085–4091. https://doi.
org/10.1128/AAC.00143-10 Ruszkiewicz DM, Sanders D, O’Brien R, Hempel F, Reed MJ, Riepe
AC, Bailie K, Brodrick E, Darnley K, Ellerkmann R, Mueller O,
Skarysz A, Truss M, Wortelmann T, Yordanov S, Thomas CLP,
Schaaf B, Eddleston M (2020) Diagnosis of COVID-19 by analy-
sis of breath with gas chromatography-ion mobility spectrometry
- a feasibility study. EClinicalMedicine 29:100609. https://doi.
org/10.1016/j.eclinm.2020.100609 Umber BJ, Shin HW, Meinardi S, Leu SY, Zaldivar F, Cooper DM,
Blake DR (2013) Gas signatures from Escherichia coli and
Escherichia coli-inoculated human whole blood. Clin Transl Med
2:13. https://doi.org/10.1186/2001-1326-2-13 van Oort PM, de Bruin S, Weda H, Knobel HH, Schultz MJ, Bos LD,
On Behalf Of The Mars C (2017) Exhaled breath metabolomics
for the diagnosis of pneumonia in intubated and mechanically-
ventilated intensive care unit (ICU)-patients. Int J Mol Sci
18(2) https://doi.org/10.3390/ijms18020449 Sahota AS, Gowda R, Arasaradnam RP, Daulton E, Savage RS, Skin-
ner JR, Adams E, Ward SA, Covington JA (2016) A simple breath
test for tuberculosis using ion mobility: a pilot study. Tuberculosis
(edinb) 99:143–146. https://doi.org/10.1016/j.tube.2016.05.005 Warhurst G, Dunn G, Chadwick P, Blackwood B, McAuley D, Perkins
GD, McMullan R, Gates S, Bentley A, Young D, Carlson GL,
Dark P (2015) Rapid detection of health-care-associated blood-
stream infection in critical care using multipathogen real-time pol-
ymerase chain reaction technology: a diagnostic accuracy study
and systematic review. Health Technol Assess 19(35):1–142. References https://
doi.org/10.1038/pr.2016.205 1 3 6254 Applied Microbiology and Biotechnology (2021) 105:6245–6255 shock (sepsis-3). JAMA 315(8):801–810. https://doi.org/10.1001/
jama.2016.0287 analysis. J Clin Microbiol 56(4) https://doi.org/10.1128/JCM.
01329-17 Patel M, Fowler D, Sizer J, Walton C (2019) Faecal volatile biomark-
ers of Clostridium difficile infection. PLoS ONE 14(4):e0215256. https://doi.org/10.1371/journal.pone.0215256 Slingers G, Vanden Eede M, Lindekens J, Spruyt M, Goelen E, Raes
M, Koppen G (2021) Real-time versus thermal desorption selected
ion flow tube mass spectrometry for quantification of breath vola-
tiles. Rapid Commun Mass Spectrom 35(4):e8994. https://doi.org/
10.1002/rcm.8994 Paul M, Shani V, Muchtar E, Kariv G, Robenshtok E, Leibovici L
(2010) Systematic review and meta-analysis of the efficacy of
appropriate empiric antibiotic therapy for sepsis. Antimicrob
Agents Chemother 54(11):4851–4863. https://doi.org/10.1128/
AAC.00627-10 Speckbacher V, Zeilinger S, Zimmermann S, Mayhew CA, Wiesen-
hofer H, Ruzsanyi V (2021) Monitoring the volatile language of
fungi using gas chromatography-ion mobility spectrometry. Anal
Bioanal Chem. https://doi.org/10.1007/s00216-021-03242-6 Purkhart R, Kohler H, Liebler-Tenorio E, Meyer M, Becher G,
Kikowatz A, Reinhold P (2011) Chronic intestinal Mycobacteria
infection: discrimination via VOC analysis in exhaled breath and
headspace of feces using differential ion mobility spectrometry. J Breath Res 5(2):027103. https://doi.org/10.1088/1752-7155/5/
2/027103 Stevenson M, Pandor A, Martyn-St James M, Rafia R, Uttley
L, Stevens J, Sanderson J, Wong R, Perkins GD, McMul-
lan R, Dark P (2016) Sepsis: the LightCycler SeptiFast Test
MGRADE(R), SepsiTest and IRIDICA BAC BSI assay for
rapidly identifying bloodstream bacteria and fungi - a system-
atic review and economic evaluation. Health Technol Assess
20(46):1–246. https://doi.org/10.3310/hta20460 Ratiu IA, Ligor T, Bocos-Bintintan V, Buszewski B (2017) Mass
spectrometric techniques for the analysis of volatile organic com-
pounds emitted from bacteria. Bioanalysis 9(14):1069–1092. https://doi.org/10.4155/bio-2017-0051 Storer MK, Hibbard-Melles K, Davis B, Scotter J (2011) Detection
of volatile compounds produced by microbial growth in urine by
selected ion flow tube mass spectrometry (SIFT-MS). J Microbiol
Methods 87(1):111–113. https://doi.org/10.1016/j.mimet.2011.06.
012f Ratiu IA, Ligor T, Bocos-Bintintan V, Szeliga J, Machala K, Jackowski
M, Buszewski B (2019) GC-MS application in determination of
volatile profiles emitted by infected and uninfected human tissue. J Breath Res 13(2):026003. https://doi.org/10.1088/1752-7163/
aaf708 Tabak YP, Vankeepuram L, Ye G, Jeffers K, Gupta V, Murray PR
(2018) Blood culture turnaround time in U.S. Acute care hospi-
tals and implications for laboratory process optimization. References https://doi.org/10.1183/09031936.00019114 Fowler SJ, Basanta-Sanchez M, Xu Y, Goodacre R, Dark PM (2015)
Surveillance for lower airway pathogens in mechanically venti-
lated patients by metabolomic analysis of exhaled breath: a case-
control study. Thorax 70(4):320–325. https://doi.org/10.1136/
thoraxjnl-2014-206273 Nasir M, Bean HD, Smolinska A, Rees CA, Zemanick ET, Hill JE
(2018) Volatile molecules from bronchoalveolar lavage fluid can
“rule-in” Pseudomonas aeruginosa and “rule-out” Staphylococ-
cus aureus infections in cystic fibrosis patients. Sci Rep 8(1):826. https://doi.org/10.1038/s41598-017-18491-8 Gao J, Zou Y, Wang Y, Wang F, Lang L, Wang P, Zhou Y, Ying K
(2016) Breath analysis for noninvasively differentiating Acine-
tobacter baumannii ventilator-associated pneumonia from its
respiratory tract colonization of ventilated patients. J Breath Res
10(2):027102. https://doi.org/10.1088/1752-7155/10/2/027102f Neerincx AH, Geurts BP, van Loon J, Tiemes V, Jansen JJ, Harren FJ,
Kluijtmans LA, Merkus PJ, Cristescu SM, Buydens LM, Wevers
RA (2016) Detection of Staphylococcus aureus in cystic fibrosis
patients using breath VOC profiles. J Breath Res 10(4):046014. https://doi.org/10.1088/1752-7155/10/4/046014 Garner CE, Smith S, Bardhan PK, Ratcliffe NM, Probert CS (2009) A
pilot study of faecal volatile organic compounds in faeces from
cholera patients in Bangladesh to determine their utility in dis-
ease diagnosis. Trans R Soc Trop Med Hyg 103(11):1171–1173. https://doi.org/10.1016/j.trstmh.2009.02.004 O’Hara M, Mayhew CA (2009) A preliminary comparison of volatile
organic compounds in the headspace of cultures of Staphylococ-
cus aureus grown in nutrient, dextrose and brain heart bovine
broths measured using a proton transfer reaction mass spectrom-
eter. J Breath Res 3(2):027001. https://doi.org/10.1088/1752-
7155/3/2/027001 Gilchrist FJ, Bright-Thomas RJ, Jones AM, Smith D, Spaněl P, Webb
AK, Lenney W (2013) Hydrogen cyanide concentrations in the
breath of adult cystic fibrosis patients with and without Pseu-
domonas aeruginosa infection. J Breath Res 7(2):026010. https://
doi.org/10.1088/1752-7155/7/2/026010 g
Goeminne PC, Vandendriessche T, Van Eldere J, Nicolai BM, Hertog
ML, Dupont LJ (2012) Detection of Pseudomonas aeruginosa in
sputum headspace through volatile organic compound analysis. Respir Res 13(1):87. https://doi.org/10.1186/1465-9921-13-87 Pancholi P, Carroll KC, Buchan BW, Chan RC, Dhiman N, Ford B,
Granato PA, Harrington AT, Hernandez DR, Humphries RM,
Jindra MR, Ledeboer NA, Miller SA, Mochon AB, Morgan MA,
Patel R, Schreckenberger PC, Stamper PD, Simner PJ, Tucci NE,
Zimmerman C, Wolk DM (2018) Multicenter evaluation of the
accelerate phenotest BC kit for rapid identification and phenotypic
antimicrobial susceptibility testing using morphokinetic cellular Khatua S, Geltemeyer AM, Gourishankar A (2017) Tuberculosis: is
the landscape changing? Pediatr Res 81(1–2):265–270. References https://doi.org/10.3310/hta19350 Schnabel R, Fijten R, Smolinska A, Dallinga J, Boumans ML, Stob-
beringh E, Boots A, Roekaerts P, Bergmans D, van Schooten FJ
(2015) Analysis of volatile organic compounds in exhaled breath
to diagnose ventilator-associated pneumonia. Sci Rep 5:17179. https://doi.org/10.1038/srep17179 Schulz S, Dickschat JS (2007) Bacterial volatiles: the smell of small
organisms. Nat Prod Rep 24(4):814–842. https://doi.org/10.1039/
b507392h p
g
Wilson AD (2020) Noninvasive early disease diagnosis by electronic-
nose and related VOC-detection devices. Biosensors (Basel)
10(7) https://doi.org/10.3390/bios10070073 SepNet Critical Care Trials Group (2016) Incidence of severe sepsis
and septic shock in German intensive care units: the prospective,
multicentre INSEP study. Intensive Care Med 42(12):1980–1989. https://doi.org/10.1007/s00134-016-4504-3 p
g
j j
Zhong Q, Cheng F, Liang J, Wang X, Chen Y, Fang X, Hu L, Hang
Y (2019) Profiles of volatile indole emitted by Escherichia coli
based on CDI-MS. Sci Rep 9(1):13139. https://doi.org/10.1038/
s41598-019-49436-y assessment of treatment response through analyses of volatile
compound patterns in exhaled breath samples. J Infect 74(4):367–
376. https://doi.org/10.1016/j.jinf.2016.12.006 assessment of treatment response through analyses of volatile
compound patterns in exhaled breath samples. J Infect 74(4):367–
376. https://doi.org/10.1016/j.jinf.2016.12.006 Zoller HF, Clark WM (1921) The production of volatile fatty acids
by bacteria of the dysentery group. J Gen Physiol 3(3):325–330 10(7) https://doi.org/10.3390/bios10070073 Woolfenden E (2010) Sorbent-based sampling methods for volatile and
semi-volatile organic compounds in air Part 1: Sorbent-based air
monitoring options. J Chromatogr A 1217(16):2674–2684. https://
doi.org/10.1016/j.chroma.2009.12.042 Singer M, Deutschman CS, Seymour CW, Shankar-Hari M, Annane
D, Bauer M, Bellomo R, Bernard GR, Chiche JD, Coopersmith
CM, Hotchkiss RS, Levy MM, Marshall JC, Martin GS, Opal
SM, Rubenfeld GD, van der Poll T, Vincent JL, Angus DC (2016)
The third international consensus definitions for sepsis and septic Zetola NM, Modongo C, Matsiri O, Tamuhla T, Mbongwe B, Matl-
hagela K, Sepako E, Catini A, Sirugo G, Martinelli E, Paolesse
R, Di Natale C (2017) Diagnosis of pulmonary tuberculosis and 1 3 Applied Microbiology and Biotechnology (2021) 105:6245–6255 6255 Zoller HF, Clark WM (1921) The production of volatile fatty acids
by bacteria of the dysentery group. J Gen Physiol 3(3):325–330 Zoller HF, Clark WM (1921) The production of volatile fatty acids
by bacteria of the dysentery group. J Gen Physiol 3(3):325–330 Publisher’s note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 1 3 1 3 3
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English
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False aneurysm of the interosseous artery and anterior interosseous syndrome - an unusual complication of penetrating injury of the forearm: a case report
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Journal of orthopaedic surgery and research
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Published: 24 December 2009 ;
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract Background: Palsies involving the anterior interosseous nerve (AIN) comprise less than 1% of all
upper extremity nerve palsies. Objectives: This case highlights the potential vascular and neurological hazards of minimal
penetrating injury of the proximal forearm and emphasizes the phenomenon of delayed
presentation of vascular injuries following seemingly obscure penetrating wounds. Case Report: We report a case of a 22-year-old male admitted for a minimal penetrating trauma
of the proximal forearm that, some days later, developed an anterior interosseous syndrome. A
Duplex study performed immediately after the trauma was normal. Further radiologic
investigations i.e. a computer-tomographic-angiography (CTA) revealed a false aneurysm of the
proximal portion of the interosseous artery (IA). Endovascular management was proposed but a
spontaneous rupture dictated surgical revision with simple excision. Complete neurological
recovery was documented at 4 months postoperatively. Conclusions/Summary: After every penetrating injury of the proximal forearm we propose
routinely a detailed neurological and vascular status and a CTA if Duplex evaluation is negative. Open A
Case report
False aneurysm of the interosseous artery and anterior
interosseous syndrome - an unusual complication of penetrating
injury of the forearm: a case report
Ramon Pini*, Stefano Lucchina, Guido Garavaglia and Cesare Fusetti Received: 17 July 2009
Accepted: 24 December 2009 Page 1 of 4
(page number not for citation purposes) Journal of Orthopaedic Surgery and
Research BioMed Central Open Access Introduction p
A 22 year old male sustained a penetrating injury of the
forearm, after falling into a glass window during his stay
in the Far East. The initial haemorrhage was treated with a
simple compression. X-ray showed a small glass-like for-
eign body (fig. 1). A Duplex study was apparently normal. A few days later, he developed a rapidly complete sensory
deficit on the median nerve and a loss of motor function
on the AIN. No specific therapy or further investigation
was proposed to the patient, who, back home 4 weeks Penetrating isolated lesions of the interosseous anterior
neurovascular bundle are rare. We report the case of a 22-
year-old male who sustained such a lesion with formation
of a false aneurysm of the proximal portion of the interos-
seous artery (IA). A review of the literature showed one
similar case of infective origin so that our description is
the first of post-traumatic vascular compression of the
anterior interosseous nerve (AIN) [1]. Page 1 of 4
(page number not for citation purposes) Page 1 of 4
(page number not for citation purposes) http://www.josr-online.com/content/4/1/44 Journal of Orthopaedic Surgery and Research 2009, 4:44 X-ray
Figure 1
X-ray. The arrow shows the glass-like foreign body in the
forearm. Intraoperative picture
Figure 2
Intraoperative picture. The scissors shows the glass-like
fragment lodged exactly into the first motor bifurcation of
the anterior interosseous nerve (AIN). The main nerve is
undamaged. Intraoperative picture
Figure 2
Intraoperative picture. The scissors shows the glass-like
fragment lodged exactly into the first motor bifurcation of
the anterior interosseous nerve (AIN). The main nerve is
undamaged. Intraoperative picture
Figure 2
Intraoperative picture. The scissors shows the glass-like
fragment lodged exactly into the first motor bifurcation of
the anterior interosseous nerve (AIN). The main nerve is
undamaged. X-ray
Figure 1
X-ray. The arrow shows the glass-like foreign body in the
forearm. is penetrating trauma secondary to gunshot wounds, stab
wounds and lacerations from broken glass. However,
iatrogenic traumas secondary to the widespread use of
diagnostic and therapeutic intravascular techniques have
also contributed to the increase in incidence [2,3]. later, consulted our unit. An established ischemic contrac-
ture (Holden moderate type) was clinically suspected. Electrophysiological studies confirmed the neurological
lesion, with partial denervation of the flexor pollicis lon-
gus (FPL), coupled with moderate reduction of sensitive
conduction in the median and ulnar nerves. We decided
on surgical exploration. Introduction An extensive hematoma in the
flexor's compartment was drained with extraction of the
glass fragment which was lodged exactly in the first motor
bifurcation of the AIN. The main trunk of the AIN was
undamaged (fig. 2). The motor branch was reconstructed
with a nerve graft. In the absence of evidence of a vascular
lesion and active bleeding, a simple fasciotomy was per-
formed before skin closure. Nerve compression from a false aneurysm is extremely
rare. A review of the literature showed one similar case of
infective origin and two other cases with compression of
the posterior interosseous nerve [1,4,5]. All the other cases
in the arm were related to compression of the brachial
plexus, median and ulnar nerve [6-13]. The peculiarity of
our case report is the neurologic involvement of the AIN. Angio-CT-Scan
Figure 3
Angio-CT-Scan. False aneurysm of the proximal portion of
the interosseous artery (IA). Two days later the arm became newly swollen and pain-
ful. A computer-tomographic-angiography (CTA) (fig. 3)
confirmed a false aneurysm of the IA. An endovascular
embolisation was planned, but suddenly excruciating
pain dictated an immediate surgical revision with aneu-
rysm excision and arterial ligation. A complete neurologi-
cal recovery was documented four months later. Discussion Upper extremity injuries constitute 30-50% of all periph-
eral vascular injuries, more than 80% of which are from
penetrating trauma. Radial and ulnar arterial injuries
make up 5-30% of all peripheral vascular injuries [2]. The
most common cause of upper extremity vascular injuries Angio-CT-Scan
Figure 3
Angio-CT-Scan. False aneurysm of the proximal portion of
the interosseous artery (IA). Page 2 of 4
(page number not for citation purposes) http://www.josr-online.com/content/4/1/44 http://www.josr-online.com/content/4/1/44 Journal of Orthopaedic Surgery and Research 2009, 4:44 Journal of Orthopaedic Surgery and Research 2009, 4:44 The AIN branches from the median nerve between the two
heads of the pronator teres muscle, just distal to the ori-
gins of the motor branches to the superficial forearm
flexor muscles and then runs with the IA on the anterior
surface of the interosseous membrane, between and deep
into the FPL and flexor digitorum profundus 1+2, which
it supplies [14]. to the glass fragment found in the first motor bifurcation
of the AIN. We were not able to visualize the path of the
glass fragment because of the hematoma and the time
lapse between the accident and the exploration. Retro-
spectively, the partial lesion of the IA by the glass fragment
with secondary formation of a false aneurysm can explain
both the hematoma and the anterior interosseous syn-
drome. The glass fragment in the first motor bifurcation
cannot be the sole explanation of the anterior interos-
seous syndrome because the main trunk was intact. The
compression of the AIN from the false aneurysm is, how-
ever, instead a plausible explanation. A focused history and thorough physical examination,
combined with a working knowledge of normal vascular
anatomy, can help identify most vascular abnormalities of
the upper extremity. Technologic improvements, such as
Duplex and CTA, now allow accurate diagnosis by non-
invasive methods [15,16]. Nevertheless, our case shows
that in a perforating trauma of the arm a careful neurolog-
ical examination must always be performed, otherwise
minor neurological signs, i.e. FPL dysfunction could pass
unobserved. Although conventional teaching usually
holds that an electro-diagnostic study should not be done
until about 3 weeks after the injury, in fact a great deal of
important information can be obtained by studies carried
out within the first week [17]. For the secondary revision we believe that an endovascu-
lar approach would have been appropriate, to avoid a new
dissection after the first microsurgical suture. Discussion Likewise, a
primary endovascular approach could be considered, but
only after a correct preoperative diagnosis and only in the
absence of an extrinsic hematoma as the compression on
the nerve would remain. However, because it is a rare condition, this kind of
approach has not been described in the literature and in
our case an unexpected rupture of the aneurysm during
the night imposed the classical and simple intervention
with resection of the aneurysm. Similar to the cases
described by Illuminati and Kim the results were optimal
[1,21]. For the vascular status, the first additional diagnostic
modality is the Duplex: less expensive, rapidly carried out
and successful in detecting significant lesions such as false
aneurysms, arteriovenous fistulae, and major vessel occlu-
sions [18]. In case of negative or uncertain result, a CTA or
a simple arteriography should be routinely performed
[1,19,20]. Nowadays, nonsurgical approaches play an important
role in the treatment of peripheral false aneurysms
[16,22]. Endoluminal repair of false aneurysms, large arte-
riovenous fistulas, intimal flaps, and focal lacerations, is
performed by using stent-graft technology. Castelli and
colleagues reported a 100% immediate success rate in
managing axillo-subclavian arterial injuries [23]. In the
study of Onal et al, all the stent-grafts in 17 patients with
iatrogenic, traumatic, or spontaneous vascular lesions,
were deployed successfully [24]. However, careful patient
selection must be emphasized [25]. In the study of
Komorowska-Timek
et
al,
the
ultrasound-guided
thrombin injection has been shown to be effective also in
the treatment of peripheral pseudo-aneurysms of the
radial and ulnar artery [26]. Our preoperative diagnosis was a chronic Volkmann's
contracture (Holden moderate type) possibly combined
with a lesion of the AIN. During wound exploration with
a pneumatic tourniquet (250 mmHg) we found a muscu-
lar laceration, an organized hematoma and a lesion of the
first motor branch of the AIN. Our preoperative diagnosis
was confirmed and the neurological deficit was attributed
to compression from the hematoma. This is why the vas-
cular bundle was not explored and the possibility of an
arterial false aneurysm was at first not even considered. Once the circulation had been restored (pneumatic tour-
niquet off) and the hematoma removed, the aneurysm
had the possibility to re-expand. This explains why the
lesion became clinically and radiologically evident post-
operatively. Page 3 of 4
(page number not for citation purposes) Conclusions Penetrating injuries of the proximal forearm should not
be underestimated because they are a potential cause of
nerve and vascular injury. Technically we used a proximal anterior approach. The
dissection was difficult due to the old hematoma. We do
not have a clear explanation for the acute bleeding during
the night but do not think that it was due to an iatrogenic
lesion during the first operation. While lesions of the major neuro-vascular bundels are
often evident at clinical examination, this might not be
the case for less accessible structures such as the anterior
or posterior interosseous neurovascular bundle. The con-
sequences can be disastrous, with development of sub-
acute compartment syndrome or delayed diagnosis of With regard to the pathogenesis, we assume that the false
aneurysm is the result of a partial laceration of the IA due Page 3 of 4
(page number not for citation purposes) Page 3 of 4
(page number not for citation purposes) Journal of Orthopaedic Surgery and Research 2009, 4:44 http://www.josr-online.com/content/4/1/44 http://www.josr-online.com/content/4/1/44 neuro-muscular deficits, that have a less favourable func-
tional prognosis. 12. O'Leary MR: Subclavian artery false aneurysm associated with
brachial plexus palsy: a complication of parenteral drug
addiction. Am J Emerg Med 1990, 8:129-33. J
g
13. Habermann ET, Cabot WD: Median nerve compression second-
ary to false aneurysm of the brachial artery. Bull Hosp Joint Dis
1974, 35:158-61. We believe that for every penetrating injury of the fore-
arm, the emergency physician should perform a detailed
neurological and clinical status, evaluating not only sensi-
bility but also every muscle group. Vascular examination
distal to the lesion is mandatory, although with deep vas-
cular lesions it might initially appear to be normal. As for
clinical examination, Doppler investigation distal to the
lesion is often seem to be normal, initially. We therefore
recommend carrying out a detailed clinical and neurolog-
ical status in association with a Duplex examination of the
injured region, and if there is doubt, a CTA. 14. Svizenska I, Cizmar I, Visna P: An Anatomical Study of the Ante-
rior Interosseous Nerve and its Innervation of the Pronator
Quadratus Muscle. J Hand Surg 2005, 30:635-7. Q
J
g
15. Phillips CS, Murphy MS: Vascular problems of the upper
extremity: a primer for the orthopaedic surgeon. J Am Acad
Orthop Surg 2002, 10:401-8. 16. Rasmussen , Todd E, et al.: Development and Implementation of
Endovascular Capabilities in Wartime. Consent
f Written informed consent was obtained from the patient
for publication of this case report and accompanying
images. 20. 20. Peng PD, Spain DA, Tataria M, Hellinger JC, Rubin GD, Brundage SI:
CT angiography effectively evaluates extremity vascular
trauma. Am Surg 2008, 74:103-7. g
21. Kim DH, Murovic JA, Kim YY, Kline DG: Surgical treatment and
outcomes in 15 patients with anterior interosseous nerve
entrapments and injuries. J Neurosurg 2006, 104:757-65. Competing interests The authors declare that they have no competing interests. 22. Buda SJ, Johanning JM: Brachial, radial, and ulnar arteries in the
endovascular era: choice of intervention. Semin Vasc Surg 2005,
18:191-5. Authors' contributions 23. Castelli P, Caronno R, Piffaretti G, Tozzi M, Laganà D, Carrafiello G,
et al.: Endovascular repair of traumatic injuries of the subcla-
vian and axillary arteries. Injury 2005, 36:778-82. RP has made substantial contributions to conception and
design, or acquisition of data. RP, SL, GG, CF have been
involved in drafting the manuscript or revising it critically
for important intellectual content. RP, SL, GG, CF have
given final approval of the version to be published. y
j y
24. Onal B, Ilgit ET, Koar S, Akkan K, Gümü T, Akpek S: Endovascular
treatment of peripheral vascular lesions with stent-grafts. Diagn Interv Radiol 2005, 11:170-4. g
25. Danetz JS, Cassano AD, Stoner MC, Ivatury RR, Levy MM: Feasibil-
ity of endovascular repair in penetrating axillo-subclavian
injuries: a retrospective review. J Vasc Surg 2005, 41:246-54. Conclusions The Journal of Trauma:
Injury, Infection, and Critical Care 2008, 64(5):1169-1176. 17. Campbell WW: Evaluation and management of peripheral
nerve injury. Clin Neurophysiol 2008, 119:1951-65. j
y
p y
18. Schwartz M, Weaver F, Yellin A, Ralls P: The utility of color flow
Doppler examination in penetrating extremity arterial
trauma. Am Surg 1993, 59:375-8. 19. Busquéts AR, Acosta JA, Colón E, Alejandro KV, Rodríguez P: Heli-
cal, Computed Tomographic Angiography for the Diagnosis
of Traumatic Arterial Injuries of the Extremities. The Journal
of Trauma: Injury, Infection, and Critical Care 2004:625-628. References j
p
J
g
26. Komorowska-Timek E, Teruya TH, Abou-Zamzam AM, Papa D, Bal-
lard JL: Treatment of radial and ulnar artery pseudoaneu-
rysms using percutaneous thrombin injection. J Hand Surg
2004, 29:936-42. 1. Illuminati G, Caliò FG, Bertagni A, Vasapollo L, Vietri F, Martinelli V:
Infectious aneurysm of the interosseous artery at the fore-
arm. Case report. J Cardiovasc Surg 1996, 37:589-91. p
J
g
2. Marrero IC: Hand, Upper Extremity Vascular Injury. Emedicine,
Article Last Updated: Apr 2, 2008 . p
J
g
2. Marrero IC: Hand, Upper Extremity Vascular Injury. Emedicine,
Article Last Updated: Apr 2, 2008 . p
p
3. Puhaindran ME, Wong HP: A case of anterior interosseous nerve
syndrome after peripherally inserted central catheter
(PICC) line insertion. Singapore Med J 2003, 44:653-5. (
)
g p
J
4. Weinstein RN: False aneurysm presenting as delayed poste-
rior interosseus nerve palsy. J Orthop Trauma 1996, 10:583-5. p
y
J
p
5. Dharapak C, Nimberg GA: Posterior interosseous nerve com-
pression. Report of a case caused by traumatic aneurysm. Clin Orthop Relat Res 1974, 101:225-8. p
6. Knabl JS, Walzer LR, Hartel A, Frey M: Total ulnar nerve paralysis
due to acute traumatic aneurysm at the forearm. Handchir
Mikrochir Plast Chir 2002, 34:133-6. 7. Loréa P, Schuind F: False aneurysm appearing as delayed ulnar
nerve palsy after "minor" penetrating trauma in the fore-
arm. J Trauma 2001, 51:144-5. 7. Loréa P, Schuind F: False aneurysm appearing as delayed ulnar
nerve palsy after "minor" penetrating trauma in the fore-
arm. J Trauma 2001, 51:144-5. References Publish with BioMed Central and every
scientist can read your work free of charge
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BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge J
8. Pfammatter T, Künzli A, Hilfiker PR, Schubiger C, Turina M: Relief of
subclavian venous and brachial plexus compression syn-
drome caused by traumatic subclavian artery aneurysm by
means of transluminal stent-grafting. J Trauma 1998, 45:972-4. 9. Sauerbier M, Krimmer H, Müller L, Lanz U: Compression of the
ulnar nerve in Guyon's canal by a traumatic aneurysm. A
case report. Handchir Mikrochir Plast Chir 1998, 30:303-5. J
8. Pfammatter T, Künzli A, Hilfiker PR, Schubiger C, Turina M: Relief of
subclavian venous and brachial plexus compression syn-
drome caused by traumatic subclavian artery aneurysm by
means of transluminal stent-grafting. J Trauma 1998, 45:972-4. g
g
J
9. Sauerbier M, Krimmer H, Müller L, Lanz U: Compression of the
ulnar nerve in Guyon's canal by a traumatic aneurysm. A
case report. Handchir Mikrochir Plast Chir 1998, 30:303-5. p
10. Tarng DC, Huang TP, Lin KP: Brachial plexus compression due
to subclavian pseudoaneurysm from cannulation of jugular
vein hemodialysis catheter. Am J Kidney Dis 1998, 31:694-7. y
J
y
11. Bauer T, Schütz H, Beer R: Lesion of the brachial plexus caused
by traumatic aneurysma spurium of the axillary artery--case
report of two patients. Fortschr. Neurol Psychiatr 1992,
60:437-40.
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https://agricultureandfoodsecurity.biomedcentral.com/track/pdf/10.1186/s40066-015-0037-1
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English
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Farmer participation in selection within segregating populations of cowpea in Volta Region, Ghana
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Agriculture & food security
| 2,015
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cc-by
| 4,441
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RESEARCH Open Access © 2015 Egbadzor et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Participatory plant breeding leads to early adoption of a newly released variety as farmers would be
aware of whatever advantage it might have over prior existing ones as early as possible. Cowpea farmers around
Ohawu in the Volta Region of Ghana where the crop is one of the most important cash crops had no variety specifi-
cally developed for their environment. This research followed farmers’ interest identified earlier for the development of
varieties with preferred consumer traits. Methods: Farmers were chosen from 25 communities within the cowpea growing area by the help of agricultural
extension officers. Fifty farmers including 25 males and females each, 7 scientists and 15 other persons with different
backgrounds were involved in the selection exercise. The final plants selected were based on the total number of
participants’ endorsement and analysis of variance for their seed size. Results: Selections were made from six F3 populations with parents of various unique traits obtained from Botswana,
Ghana, Nigeria, Senegal, or United States of America. Four most liked cowpea plants from each of the six populations
were selected to be advanced and tried in multi-locations towards probable release. Conclusions: Participants were very enthused with the selection exercise hoping of seeing some of their selections
resulting into varieties. Farmers were interested in selecting plants with long multiple pods and early maturing. The
exercise was educative for all participants. Keywords: Agricultural extension, Cowpea, Genotypes, Seed coat colour, Seed size, Varieties seed size inheritance in cowpea as well as the gene action
(additive or dominance) have been made by different
authors indicating the complexity of the genetic control
of the trait [1]. Farmer participation in selection
within segregating populations of cowpea
in Volta Region, Ghana Kenneth Fafa Egbadzor1,2*, Samuel Kwame Offei5, Eric Yirenkyi Danquah1, Daniel Ashie Kotey2,
Dickson Korku Gamedoagbao2, Mark Dadoza3, Martin Yeboah1 and Kwadwo Ofori4 Egbadzor et al. Agric & Food Secur (2015) 4:17
DOI 10.1186/s40066-015-0037-1 © 2015 Egbadzor et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. *Correspondence: kegbadzor@wacci.edu.gh
1 West Africa Centre for Crop Improvement, University of Ghana, Legon,
Accra, Ghana
Full list of author information is available at the end of the article Background One of the important traits desired in cowpea [Vigna
unguiculata (L.) Walp] by consumers is large seed size in
West Africa [1–4]. Large seed size preference is not lim-
ited to cowpea but known in some other crops such as
rice [5]. However, much crop breeding objectives have
not been directly focused on seed size compared with
such traits as biotic and abiotic stress tolerance [6, 7]. This is not to say that seed size has never been studied. Conflicting reports on the number of genes controlling Seed coat pigmentation, like size, is also important for
consumers of cowpea in Ghana and other parts of the
world [2]. Pigmentation of seeds and other parts of the
plant is due to the synthesis of anthocyanins and other
flavonoids. Flavonoids represent a large class of second-
ary plant metabolites within which anthocyanins are the
most known [8]. These anthocyanins are water-soluble
pigments and are found in all tissues in plants through-
out the plant kingdom [9]. Anthocyanins are known to be
important to plants in response to abiotic factors such as
drought [9] as well as biotic (insect pests’ resistance) [10]. *Correspondence: kegbadzor@wacci.edu.gh
1 West Africa Centre for Crop Improvement, University of Ghana, Legon,
Accra, Ghana
Full list of author information is available at the end of the article *Correspondence: kegbadzor@wacci.edu.gh
1 West Africa Centre for Crop Improvement, University of Ghana, Legon,
Accra, Ghana
Full list of author information is available at the end of the article Page 2 of 7 Egbadzor et al. Agric & Food Secur (2015) 4:17 Besides the roles of anthocyanin to the plant, it controls
pigmentation of the seed coat which consequently has
influence on consumer preference. Fig. 1 Seeds of the cowpea genotypes used in hybridization l
Contact with farmers and cowpea dealers revealed
that large cream-seeded cowpea are preferred by most
consumers in Ghana [1, 2, and 11]. However, the popu-
lar Ghanaian cowpea varieties are inferior to imported
types in these two traits. Participatory selection of large
cream cowpea for varietal development would boost
the production and utilization of the crop in Ghana and
reduce its importation. Selection with farmers at Ohawu
which is a noted cowpea production area will help not
only in the timely address of gene environment interac-
tion but also inculcate other traits of interest to farmers
in the breeding goal. Planting at Ohawu Field for planting of the cowpea populations was at
Ohawu in the Ketu North District of the Volta Region. The vegetation was cleared in the first week of June fol-
lowed by ploughing. Planting was done on the 17th
of June, 2013 with the spacing of 60 cm by 80 cm. The
field was rain-fed (rainfall figures during the period in
Table 2). Hoe weeding which was done in the 3rd and 5th
week of planting was followed immediately with insec-
ticide application. The insecticide used was cymethoate
and it was applied at 1.5 L/ha. Harvesting was done as
and when different individual plants had dried pods from
the various populations from the 15th of August after the
participatory selection. Background The objective of this study was to
use researcher–farmer participatory approach to select
cowpea lines from seven segregating populations toward
variety development with focus on seed size and colour
as well as agronomic traits of interest to the farmers. in the area. Some of the communities covered fell under
two other Districts namely Keta Municipal and Akatsi
(Fig. 2). The farmers who were drawn from 25 cowpea
growing communities between Doveme, Dagbamatey,
Xevi and Tadzewu were made up of 25 males and females
each. Seven scientists and 15 other persons with different
backgrounds were also involved in the selection exercise. Ghana has no official national regulations or guidelines
for human subjects’ research. Consents of all the partici-
pants were obtained towards publication of the results as
a research article. Geographic location and identification of farmers Fifty cowpea farmers around Ohawu in the Ketu North
District of the Volta Region were identified by the help
of the Agricultural Extension Officer and his assistants Table 1 Source and trait of interest of cowpea genotypes
selected for varietal development
Genotype
Source
Distinctive trait of interest
CB27
University of California
riverside
Large white seed
UCR779
University of California
riverside
Large seed, aphid resistance
Gh3710
CSIR-PGRRI
Local adapted, early maturing
Bambey21
Senegal, through UCR
White, erect
Tona
CSIR-CRI
Local variety
Nhyira
CSIR-CRI
Local variety
Gbode
Farmer, Ho
Farmer/consumer preferred Table 1 Source and trait of interest of cowpea genotypes
selected for varietal development Genetic materials Seven cowpea genotypes from different sources were
chosen for the varietal development. The genotypes are
listed in Table 1. Bambey21 was crossed with Tona, Nhyira, UCR779
and Gbode in a screen house at West Africa Centre for
Crop Improvement (WACCI) farm, University of Ghana
in September, 2012. CB27 was also crossed with Gh3710
and UCR779. The F1s of all the crosses were advanced to
F2 at Bunso, in December, 2012. In March, 2013, F2 plants
were grown at Bunso and selection was made again
towards farmer participatory selection at Ohawu (Fig. 1). Cowpea lines selection with farmers Selections were made from six different populations. Line selection was made from F3 population of CB27/
Gh3710. Selection from the other five F3 populations,
four of which had Bambey21 as the female parent and the
males as, Gbode, Nhyira, Tona and UCR779 were based
on single plants. The fifth population was UCR779/CB27. Individual farmers indicated their three best lines (in the Page 3 of 7 Egbadzor et al. Agric & Food Secur (2015) 4:17 N
ATTRIBUTES:
TOTAL AREA (2D) = 16,687.34ha
PERIMETER (3D) = 60.32km
LATITUDE = 6*03’50.74812’’N
LONGITUDE = 0*54’49.85784’’E
Scale 1:200,000
ALTITUDE (HAE) = 52.010m
0
8.000
Kilometers
Afife
Doveme
Avenorfeme
Dagbamatey
Akatsi
Xevi
Ohawu
Netsikofe
Tadzewu
Fig. 2 Map of the cowpea growing areas in the Ketu North and parts of Akatsi District and Keta Municipality Afife
Doveme
Avenorfeme
Dagbamatey
Akatsi
Xevi
Ohawu
Netsikofe
Tadzewu Doveme Avenorfeme Afife Dagbamatey Ohawu Akatsi Tadzewu Netsikofe Xevi N
ATTRIBUTES:
TOTAL AREA (2D) = 16,687.34ha
PERIMETER (3D) = 60.32km
LATITUDE = 6*03’50.74812’’N
LONGITUDE = 0*54’49.85784’’E
Scale 1:200,000
ALTITUDE (HAE) = 52.010m
0
8.000
Kilometers
Fig. 2 Map of the cowpea growing areas in the Ketu North and parts of Akatsi District and Keta Municipality ATTRIBUTES:
TOTAL AREA (2D) = 16,687.34ha
PERIMETER (3D) = 60.32km
LATITUDE = 6*03’50.74812’’N
LONGITUDE = 0*54’49.85784’’E
ALTITUDE (HAE) = 52.010m Scale 1:200,000 0 Kilometers Table 2 Rainfall figures at Ohawu (Ketu North District)
from June to August 2013
Total quantity of rainfall during the growth period of the cowpeas = 47.6 mm
June
July
August
Day
Quantity (mm)
Day
Quantity (mm)
Day
Quantity
1st
3.6
4th
30.0
Nil
2nd
3.6
15th
3.6
5th
14.4
24th
14.0
9th
21.6
11th
9.6 case of CB27/Gh3710) or the three best individual plants
(from the five other populations) 58 days after planting,
by placing cards under them. Table 2 Rainfall figures at Ohawu (Ketu North District)
from June to August 2013 After harvest plants with acceptable seed coat col-
our were included in the next stage of selection which
was based on seed size. One hundred seed weight of the
selected lines were measured. Selection based on seed sizeh The number of plants selected for analysis of variance
per population is shown in Table 4 in the “number of
plants accepted” column. The least number of plants
selected was 4 for CB27/Gh3710 whilst the most was 7
for three populations namely, Bambey21/UCR779, Bam-
bey21/Gbode and UCR779/CB27. The numbers selected
from Bambey21/Nhyira and Bambey21/Tona were 6
and 5, respectively. Analysis of variance for 100 seed
weight was performed on the seeds of accepted plants
including the parents as checks for each population and
the result is shown in Table 5. The four heaviest seeds
were accepted as the selected plants from each of the
populations. Results Table 4 shows the number of plants selected per popu-
lation and the number of them accepted based on the
seed coat colour. Many of the selected plants by farmers
had similar appearance and could not be developed into
different varieties, so, only one was chosen among such
plants. Statistical analysis Simple statistic parameters such as means and mode
were used. Analysis of variance was performed on 100
seed weight. Page 4 of 7 Egbadzor et al. Agric & Food Secur (2015) 4:17 Participatory field selectionh There were three rounds of selection, each of the first two
serving as curling level for the subsequent one. At the first
stage, farmers and other participants in the selection indi-
cated their preferred plants based on their own judgment. All plants with at least one farmer’s endorsement qualified
for the next stage of the selection. The result of the selec-
tion is presented in Table 3. The number of plants selected
per population varied from the least of 13 for Bambey21/
Tona to the maximum of 26 for Bambey21/UCR779. Some
of the plants were selected by a single participant while
some were selected by many of them with the highest value
of 36 for plant number 5 in the UCR779/CB27 population. Discussion At the time of selection (58 days after planting) farmers
were mainly interested in yield and early maturity. They,
therefore, chose plants with matured pods that were long
and multiple per peduncle. Some farmers opened pods
to be sure on what the seeds looked like before select-
ing them, although, they were entreated not to do so. Although some of the farmers were independent and
chose what they decided on, some tend to be influenced
by friends leading to many of them selecting same plants. Farmers were in general enthused with the selection
activities and this will contribute in developing varieties
with farmers’ desired traits [12]. After harvesting, some of the plants selected were
rejected because of having less desirable consumer qual-
ity seed coat. Accepted seeds were mainly cream/white
seed coated [2, 11]. However, few accepted plants had
mottle or brown seed coat colour because of the extreme
large number of farmers’ endorsement. The plants with
unattractive seed coat pigmentation but with high Apart from “Plant number 6”, all of the selected ones
from the population of Bambey21/UCR779 were signifi-
cantly heavier than both parents. This shows effectiveness
of selection for seed size in early generations of cowpea
[16]. Selection based on seed coat colour Any plant selected by at least one person was har-
vested at seed maturity and included in the next level
of selection. Harvesting started 58 days after planting, a
period within which some of the plants had dried pods. The second stage of selection was for seed coat colour. Table 3 Plants selected from various populations by participants
Plant no. Percentage of participants who selected a given plant
CB27/Gh3710
Bambey21/UCR779
Bambey21/Gbode
Bambey21/Nhyira
UCR779/CB27
Bambey21/Tona
1
7
25
3
7
1
38
2
22
4
21
32
10
24
3
15
6
17
4
24
1
4
3
6
10
3
3
3
5
3
6
1
4
50
14
6
11
1
19
35
10
1
7
29
3
21
8
28
14
8
29
4
13
7
39
44
9
15
1
7
3
1
1
10
1
1
10
18
10
21
11
1
10
14
4
3
6
12
24
13
1
13
1
14
13
3
1
13
24
1
24
14
3
1
42
19
6
15
3
6
11
7
16
3
29
17
24
1
18
7
1
19
7
31
20
14
22
21
1
22
3
23
13
24
1
25
7
26
4 Table 3 Plants selected from various populations by participants Page 5 of 7 Egbadzor et al. Agric & Food Secur (2015) 4:17 Table 4 Number of plants accepted per population based
on seed coat colour from population Table 4 Number of plants accepted per population based
on seed coat colour from population
Population
Number of field
selected plants
Number of plants
accepted
CB27/Gh3710
20
4
Bambey21/UCR779
26
7
Bambey21/Gbode
14
7
Bambey21/Nhyira
15
6
UCR779/CB27
15
7
Bambey21/Tona
13
5 endorsement by farmers may be used in further breeding
programmes. A number of selected plants had similar morphology at
the vegetative stage and also same seed features. It would
not be possible to develop and release such plants as sep-
arate varieties through single seed descent; therefore, the
one with highest number of farmer’s selection was used
to represent them. In so doing the use of bulking is also
avoided as it is less effective than the single seed descent
[3]. This led to a drastic decrease in the number of plants
selected to the number accepted for seed size evaluation. Selection based on seed coat colour p
All of the four plants selected from CB27/Gh3710 had
average 100 seed weight significantly higher than that
of the smaller seeded parent (Gh3710). The heavier par-
ent, CB27 was heavier than all the selected plants except
“Plant number four”. However, Plant number four was
not significantly heavier than CB27. All of the plants had
cream-seeded coat with three having black eye and the
forth mottling. The three plants with black eyes were dif-
ferent in the size of the eye as well as the seed weight. All
of the selected lines had dry pods before 60 days after
planting which are earlier than 65–70 days considered
by [13] as early maturing. Early maturity is a very impor-
tant objective in breeding cowpea and other crops as it
is known to be a adaptive feature [14], especially in these
times of shortening rainfall periods [15]. In this respect,
the selected plants of CB27/Gh3710 are very promising. a Selected plants Conclusion Ishiyaku MF, Singh BB, Craufurd PQ. Inheritance of time to flowering
in cowpea (Vigna unguiculata (L.) Walp.). Euphytica. 2005. doi:10.1007/
s10681-005-2435-0. 14. Singh BB, Ajeigbe HA, Tarawali SA, Fernandez-Rivera S, Abubakar M. Improving the production and utilization of cowpea as food and fodder
Field Crops Res. 2003;84:169–77. 14. Singh BB, Ajeigbe HA, Tarawali SA, Fernandez-Rivera S, Abubakar M. Improving the production and utilization of cowpea as food and fodder. Field Crops Res. 2003;84:169–77. 15. Muchero W, Ehlers JD, Close TJ, Roberts PA. Mapping QTL for drought
stress-induced premature senescence and maturity in cowpea
[Vigna unguiculata (L.) Walp.]. Theor Appl Genet. 2009. doi:10.1007/
s00122-008-0944-7. References 1. Drabo I, Redden R, Smithson JB, Aggarwal VD. Inheritance of seed size in
cowpea (Vigna unguiculata (L.) Walp). Euphytica. 1984;33:929–34. 1. Drabo I, Redden R, Smithson JB, Aggarwal VD. Inheritance of seed size in
cowpea (Vigna unguiculata (L.) Walp). Euphytica. 1984;33:929–34. Plants of UCR779/CB27 population generally had large
parts with heavy seeds. Apart from “plant number 1” all
of the selected plants were transgressive segregates for
large seeds. Plant number 7 of UCR779/CB27 had 100
seed weight of 29.00 g which was the largest across all
populations from which selections were made. All the
other plants selected across the various populations had
seed size larger than at least that of the smaller parent. Although, mottling seeds are not high priced, one type
was included in the selection and may be used in further
improvement programme. 2. Langyintuo AS, Lowenberg-DeBoer J, Faye M, Lambert D, Ibrod G, Moussa
B, Kergna A, Kushwaha S, Musa S, Ntoukam G. Cowpea supply and
demand in West and Central Africa. Field Crops Res. 2003;82:215–31. 2. Langyintuo AS, Lowenberg-DeBoer J, Faye M, Lambert D, Ibrod G, Moussa
B, Kergna A, Kushwaha S, Musa S, Ntoukam G. Cowpea supply and
demand in West and Central Africa. Field Crops Res. 2003;82:215–31. 3. Tchiagam NJB, Youmbi E, Njintang NY, Bell JM, Maina NA. Generation
means analysis of seed sucrose content in cowpea (Vigna unguiculata L. Walp.). Asian J Agric Sci. 2011;3(6):475–80. 4. Egbadzor KF, Yeboah M, Offei SK, Ofori K, Danquah EY. Farmers’ key
production constraints and traits desired in cowpea in Ghana. J Agric Ex
Rural Dev. 2013. doi:10.5897/jaerd.12.118. j
5. Song XJ, Huang W, Shi M, Zhu MZ, Lin HX. A QTL for rice grain width and
weight encodes a previously unknown RING-type E3ubiquitin ligase. Nat
Genet. 2007. doi:10.1038/ng2014. 6. Hall AE, Singh BB, Ehlers JD. Cowpea breeding. Plant Breed Rev. 1997;15:215–74. 7. Orawu M, Melis R, Laing M, Derera J. Genetic inheritance of resistance to
cowpea aphid-borne mosaic virus in cowpea. Euphytica Int J Plant Breed. 2012. doi:10.1007/s10681-012-0756-3. Acknowledgements We thank the Alliance for a Green Revolution in Africa (AGRA) for the financial
support for the participatory selection. We also appreciate the support given
by the following: Messrs. Kudi Emmanuel, Foli Newton, Jonathan Siamey,
Laryeh Samuel, Addo Ebenezer and Ms. Grace Gyamfua. if
All the seeds of Bambey21/Gbode selected have cream
seed coat with black eye but different shapes and sizes. Among the selected plants of Bambey21/Nhyira and
Bambey21/Tona were plants with seeds similar to Bam-
bey21. They, however, had different growth habits. Bambey21/Tona has some plants with seeds not having
attractive pigmentation but they were included in the
selection for their high yields. High yield is one of the
most important traits used by farmers in selection. Seed
size and numbers are directly related to yield in cowpea
and other crops [19]. Discussion Effectiveness in selection in early generations for Table 5 One hundred seed weight (g) of selected plants as compared with their parents
a Selected plants
UCR779/CB27
Bambey21/UCR779
Bambey21/Gbode
Bambey21/Tona
CB27/Gh3710
Bambey21/Nhyira
Genotype
Weight
Genotype
Weight
Genotype
Weight
Genotype
Weight
Genotype
Weight
Genotype
Weight
UCR779
19.20
Bambey21
16.46
Bambey21
16.46
Bambey21
16.46
CB27
20.28
Bambey21
16.46
CB27
20.28
UCR779
19.20
Gbode
17.98
Tona
16.7
Gh3710
10.54
Nhyira
13.02
Plant 1a
18.98
Plant 1a
22.78
Plant 1
16.76
Plant 1
14.84
Plant 1a
14.72
Plant 1
13.48
Plant 2
18.84
Plant 2a
21.18
Plant 2
17.88
Plant 2a
21.82
Plant 2a
15.48
Plant 2a
25.08
Plant 3
20.46
Plant 3
16.94
Plant 3a
28.28
Plant 3a
14.88
Plant 3a
18.50
Plant 3a
15.08
Plant 4a
27.54
Plant 4
18.20
Plant 4a
22.52
Plant 4a
18.84
Plant 4a
20.88
Plant 4a
17.20
Plant 5
21.66
Plant 5a
25.44
Plant 5a
20.46
Plant 5a
16.54
Plant 5
14.84
Plant 6a
22.92
Plant 6a
18.38
Plant 6
18.24
Plant 6a
17.76
Plant 7a
29.00
Plant 7
16.88
Plant 7a
18.62
Grand X
22.10
19.5
19.69
17.15
16.73
16.62
F.pr
<0.001
<0.001
<0.001
<0.001
<0.001
<0.001
SE
0.82
0.75
0.62
0.39
0.59
0.49
CV %
3.7
3.9
3.1
2.2
3.5
2.9
LSD 5 (%)
1.06
0.97
0.8
0.5
0.78
0.63 Table 5 One hundred seed weight (g) of selected plants as compared with their parents Egbadzor et al. Agric & Food Secur (2015) 4:17 Page 6 of 7 seed size in chickpea has also been reported [17]. Idea
from chickpea may be applicable in cowpea as synteny
has been reported between cowpea and some of its leg-
ume relatives [18]. One of the plants had brown seed coat
but was included in the selection because of the high
number of farmers that endorsed it during the selection. The brown-seeded plant may not be released with that
coat colour as a variety but rather subsequently used in
hybridization. The three other plants had cream seeds
with one having black eye and two with brown eyes but
significantly different in seed sizes. selection exercise. They contributed to the writing of the manuscript. MD: the
agricultural extension officer of the experiment area (Ohawu). He identified
the farmers for the selection exercise and also supervised the cultivation of
the cowpea plants. All authors read and approved the final manuscript. Competing interests The authors declare that they have no competing interests. The authors declare that they have no competing interests. Received: 1 April 2015 Accepted: 6 October 2015 Received: 1 April 2015 Accepted: 6 October 2015 Author details
1 1 West Africa Centre for Crop Improvement, University of Ghana, Legon, Accra,
Ghana. 2 CSIR, Plant Genetic Resources Research Institute, Bunso, E.R. Ghana. 3 Ministry of Food and Agriculture, Ketu North District, V.R. Ghana. 4 Crop
Science Department, University of Ghana, Legon, Accra, Ghana. 5 The Biotech
Centre, University of Ghana, Legon, Accra, Ghana. Conclusion Crop varieties developed through farmers’ participa-
tion have higher adoption rate compared with those
developed by researchers alone. This was the reason for
involving farmers from the cowpea growing communities
around Ohawu in the Volta Region of Ghana in select-
ing cowpea plants toward the development of varieties. Farmers’ participation and researchers’ knowledge were
used to select 24 plants from six different bi-parental
populations. These selected plants would be advanced
toward varietal development focusing on seed size and
colour among other traits. The expected varieties to
come out of this breeding programme have a very high
chance of being adopted because of the level of commit-
ment shown from the onset by farmers. 8. Holton TA, Cornish E. Genetics and biochemistry of anthocyanin biosyn-
thesis. Plant Cell. 1995;7:1071–83. 9. Chalker-Scott L. Environmental significance of anthocyanins in plant
stress responses. Photochem Photobiol. 1999;70(1):1–9. 10. Makoi JHJR, Belane AK, Chimphango SB, Dakora FD. Seed flavonoids
and anthocyanins as markers of enhanced plant defence in nodulated
cowpea (Vigna unguiculata L. Walp.). Field Crops Res. 2010;118:21–7. 10. Makoi JHJR, Belane AK, Chimphango SB, Dakora FD. Seed flavonoids
and anthocyanins as markers of enhanced plant defence in nodulated
cowpea (Vigna unguiculata L. Walp.). Field Crops Res. 2010;118:21–7. g
g
11. Quaye W, Adofo K, Buckman SE, Frempong G, Jongerden J, Ruivenkamp
G. A socio-economic assessment of cowpea diversity on the Ghanaian
market: implications for breeding. Int J Consum Stud. 2011;35:679–87. 11. Quaye W, Adofo K, Buckman SE, Frempong G, Jongerden J, Ruivenkamp
G. A socio-economic assessment of cowpea diversity on the Ghanaian
market: implications for breeding. Int J Consum Stud. 2011;35:679–87. 12. Quaye W, Frempong G, Jongerden J, Ruivenkamp G. Exploring possibili-
ties to enhance food sovereignty within the cowpea production-con-
sumption network in Northern Ghana. J Hum Ecol. 2009;8(2):83–92.l 12. Quaye W, Frempong G, Jongerden J, Ruivenkamp G. Exploring possibili-
ties to enhance food sovereignty within the cowpea production-con-
sumption network in Northern Ghana. J Hum Ecol. 2009;8(2):83–92. 12. Quaye W, Frempong G, Jongerden J, Ruivenkamp G. Exploring possibili-
ties to enhance food sovereignty within the cowpea production-con-
sumption network in Northern Ghana. J Hum Ecol. 2009;8(2):83–92. 13. Ishiyaku MF, Singh BB, Craufurd PQ. Inheritance of time to flowering
in cowpea (Vigna unguiculata (L.) Walp.). Euphytica. 2005. doi:10.1007/
s10681-005-2435-0. 13. Ishiyaku MF, Singh BB, Craufurd PQ. Inheritance of time to flowering
in cowpea (Vigna unguiculata (L.) Walp.). Euphytica. 2005. doi:10.1007/
s10681-005-2435-0. 13. Egbadzor et al. Agric & Food Secur (2015) 4:17 16. Lopes FC, Gomes RLF, Rodrigues F, Filho F. Genetic control of cowpea
seed sizes. Scientia Agricola. 2003;60(2):315–8.
17. Upadhyaya HD, Sharma S, Gowda CLL. Major genes with additive effects
for seed size in kabuli chickpea (Cicer arietinum L.). J Genet. 2011;90–3.
18. Lucas MR, Huynh BL, Cisse N, Drabo I, Ehlers JD, Roberts PA, Close TJ.
Association studies and legume synteny reveal haplotypes determining seed size in Vigna unguiculata. Front Plant Sci. 2013. doi:10.3389/
fpls.2013.00095.
19. Monpara BA, Gaikwad SR. Combining high seed number and weight
to improve seed yield potential of chickpea in India. Afr Crop Sci J.
2014;22(1):1–7. Authors’ contributions KFE: the principal investigator. SKO, EYD, KO and MY: the principal investiga-
tor’s PhD Thesis research supervisors. They gave technical advice in conduct-
ing the experiment. DAK and DKG: they were involved in planning of the Page 7 of 7 Page 7 of 7 Submit your next manuscript to BioMed Central
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“Complete Labelling” and Domestic Prosecutions for Crimes Against Humanity
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‘Complete labelling’ and domestic prosecutions for
crimes against humanity
Eskauriatza, Javier DOI:
10.1007/s10609-021-09426-0
License:
Creative Commons: Attribution (CC BY) Document Version
Publisher's PDF, also known as Version of record Citation for published version (Harvard):
Eskauriatza, J 2021, '‘Complete labelling’ and domestic prosecutions for crimes against humanity', Criminal Law
Forum, vol. 32, no. 4, pp. 473-509. https://doi.org/10.1007/s10609-021-09426-0 Link to publication on Research at Birmingham portal Download date: 24. Oct. 2024 General rights
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•Users may not further distribute the material nor use it for the purposes of commercial gain. Where a licence is displayed above, please note the terms and conditions of the licence govern your use of this document. Where a licence is displayed above, please note the terms and conditions of the licence govern your use of th When citing, please reference the published version. *Dr Javier S Eskauriatza, Lecturer in Law, Birmingham Law School, University
of Birmingham, Frankland 2108, Edgbaston, Birmingham, B15 2TT, UK. Contact e-
mail: j.s.eskauriatza@bham.ac.uk. I am grateful to the anonymous reviewer for their
comments and suggestions. Also, to the journal editors for their assistance. I would
like to thank the following people for helping me to arrange my thoughts on this
topic: Anthony Arnull, John Child, Robert Cryer, Cecilia Farfa´ n-Me´ ndez, Fiona de
Londras, Natasa Mavronicola, Sarah M.H. Nouwen, and Mohammad Shahabud-
din. Thanks also to Pablo Herna´ ndez Ramı´rez who provided valuable research
assistance in the early stages. This article is dedicated to Rob. Take down policy down policy
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the work immediately and investigate. Download date: 24. Oct. 2024 Criminal Law Forum
https://doi.org/10.1007/s10609-021-09426-0 The Author(s) 2021 JAVIER S. ESKAURIATZA* 4 Joel Feinberg, Doing and Deserving: Essays in the Theory of Responsibility
(Princeton, New Jersey, Princeton University Press: 1970); H.L.A. Hart, Punishment
and Responsibility (Oxford, OUP: 1968) 6; Anthony Duff, ‘‘Authority and Respon-
sibility in International Criminal Law’’, ibid. 2 James Chalmers and Fiona Leverick, ‘‘Fair Labelling in Criminal Law’’, Modern
Law Review (2008) 217–246, 236; Talita de Souza Dias, ‘‘Recharacterisation of
Crimes and the Principles of Fair Labelling in International Criminal Law’’, Inter-
national Criminal Law Review (2018) 788–821. 3 Anthony Duff, Answering for Crime (Oxford, Hart Publishing: 2007); Anthony
Duff, ‘‘Authority and Responsibility in International Criminal Law’’, in Samantha
Besson and John Tasoulias (Eds.) The Philosophy of International Law (Oxford,
OUP: 2010) 589–604, 594. 1 I use ‘‘drug-cartel’’ to mean non-State armed groups that engage in a range of
illicit activities including, but not limited to, the trafficking of illegal drugs. ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECU-
TIONS FOR CRIMES AGAINST HUMANITY Accepted: 13 October 2021 ABSTRACT. Fair labelling is an established principle of criminal justice that scru-
tinises the way that States use language in labelling criminal defendants and their
conduct. I argue that ‘‘complete labelling’’ is a related but separate principle which has
not received any explicit attention from commentators. Whereas fair labelling focuses,
usually, on the protection of defendant’s rights, the principle of complete labelling
explains and justifies whether the labels attached appropriately represent the nature
and scale of the wrong done to the community. As a case study, I apply this lens in the
context of regional (U.S./Mexican) criminal justice responses to crimes against
humanity perpetrated by ‘‘drug-cartels’’ in the context of the Mexican Drug War. Successive administrations in Mexico and the U.S. have tended to charge cartel leaders
(and/or their political supporters) with so-called ‘‘transnational crimes’’ (for example,
drug-trafficking, money-laundering, bribery/corruption). This is despite the fact that
many of the most powerful cartels have controlled territory, attacked entire towns,
carried out acts of terror, and disappeared thousands of people. The principle of
complete labelling is useful in normative terms because it helps in the critical exami-
nation of a State’s prosecutorial practices, exposing problems that might otherwise be
missed. In relation to the case study discussed, for example, a focus on complete
labelling helps to expose the regional prosecutorial policy as either an unjustified
exercise in selectivity or, at worst, an expression of collective denial. After considering
certain counteracting reflexions which speak to some of the foundational anxieties of
international criminal justice, the article concludes that domestic prosecutions for
crimes against humanity in the context of drug-cartels may, sometimes, be justified. I
INTRODUCTION Drug-cartels wreak havoc.1 Some are responsible for forced disap-
pearances, mass executions, and spectacular acts of terrorism. They
can exercise control over vast swathes of territory. Some capture the
legitimate structures of government and exercise a sort of quasi-rule
over populations. They kill thousands with impunity. So, when
captured and prosecuted, should their leaders answer for crimes
against humanity, as well as drug-trafficking, money laundering and
bribery? What labels are most appropriate? What labels are fair? In criminal law, whether domestic or international, the principle of
fair labelling helps to scrutinise the messages that different criminal
labels carry for a number of different audiences – most obviously, the
offender, the victims and survivors, and the broader community that
the criminal law purports to regulate.2 Labels should be fair, to the
defendant, primarily. However, fair labelling does not stop there. Criminal trials should not be understood only as instrumental events
that identify guilt, or innocence. They are also communicative pro-
cesses and, therefore, labels should describe accurately the wrong-
doing
in
question
for
victims,
survivors,
and
the
broader
community.3 In this respect, incomplete labelling can frustrate the
communicative or symbolic function of criminal trials and criminal
punishment.4 In this article, I explore the concept of labelling in relation to
domestic prosecutions for crimes against humanity perpetrated by
leaders of powerful drug cartels. I argue that the principle of ‘‘com-
plete labelling’’ helps to reveal and evaluate what may amount to an
under-representation of the misconduct of individuals in the context ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS of prosecutorial policy. In Part 1, I begin by tracing the notion of
completeness in the fair labelling scholarship of England and Wales
and by explaining the relevance of this principle in domestic and
international criminal law. In Part 2, I will focus on a case study that
permits a practical exploration of the principle of complete labelling. This is an extreme case of criminality that has received an incomplete
prosecutorial response, i.e., crimes against humanity perpetrated by
the Zeta drug-cartel in North-Eastern Mexico. 5 It is also true that Mexican Armed Forces have been implicated in gross human
rights violations rising to the level of crimes against humanity, however, this is not
the focus of this paper. See Open Justice Initiative, Undeniable Atrocities – Con-
fronting Crimes Against Humanity in Mexico, (New York, 2006). For a general
introduction to the situation of violence in Mexico see Lydia Cacho, Sergio Gonza´ lez
Rodrı´guez, Anabel Herna´ ndez, Diego Enrique Osorno, Emiliano Ruiz Parra,
Marcela Turati, and Juan Villorio, The Sorrows of Mexico – An Indictment of their
Country’s Failings by Seven Exceptional Writers, (MacLehose Press, London: 2016). 6 I do not argue that so-called transnational crimes are ‘‘less serious’’ at a con-
ceptual level, although, there is a difference between some of the regulatory and
financial offences prohibited in the ‘‘treaty crimes’’ regime and gross human rights
abuses rising to crimes against humanity, see Douglas Guilfoyle, ‘‘Transnational
Crimes’’ in Kevin Jon Heller, Fre´ de´ ric Me´ gret, Sarah MH Nouwen, Jens David
Ohlin, and Darryl Robinson, (Eds.) The Oxford Handbook of International Criminal
Law (Oxford, OUP: 2020) 791. 7 By ‘‘regional criminal justice’’ I simply refer to the investigation, prosecution,
and conviction of cartel leaders by U.S. and Mexican criminal justice systems. 8 Andrew Ashworth, ‘‘The Elasticity of Mens Rea’’ in C. F. H. Tapper (ed.)
Crime, Proof and Punishment: Essays in Memory of Sir Rupert Cross (London,
Butterworth: 1981) 45. It was Glanville Williams that recommended swapping the
adjective ‘‘representative’’ with ‘‘fair’’, see Glanville Williams, ‘‘Convictions and Fair
Labelling’’ Cambridge Law Journal (1983) 85–95, 85. 10 For a general critique of the focus on this ‘‘subjective principle’’ see Alan
Norrie, Crime, Reason, and History – A Critical Introduction to Criminal Law, 3rd
Ed., (Cambridge, Cambridge University Press: 2014). I
INTRODUCTION Although the cartel is
responsible for the disappearance of thousands of civilians, the
leaders have been charged and convicted only with money-launder-
ing, bribery, drug-trafficking, and firearms offences.5 It is undeniable
that these labels represent accurately some of the wrongdoing in-
volved.6 However, there is some discomfort caused by the fact that
the more serious crimes, for example, attacks on entire towns, and
mass forced disappearances, have remained outside the official re-
gional prosecutorial approach.7 How should we understand this
prosecutorial selectivity in domestic prosecutions of international
crimes? I argue that the principle of complete labelling urges the
prosecutors of national criminal justice systems to consider the im-
pact of their selective approach from the perspective of victims,
survivors and the wider community affected by the relevant conduct. This is more important in places with endemic levels of corruption
and drug-related violence; where the discovery of mass graves has
become depressingly common. In Part 3, however, I briefly sum-
marise some important counteracting reflexions which speak to the
fundamental anxieties of international criminal justice as a project. In JAVIER S. ESKAURIATZA conclusion, I suggest that domestic prosecutions for crimes against
humanity could be an important part of a multifaceted approach to
tackle the root causes of widespread drug-related violence. However, the
existenceofthetransnationalcriminallawregimeprovidesan‘‘easyout’’
for governments keen to avoid the stigma associated with the crimes
against humanity label. After all, gross human rights abuses perpetrated
against civilians on a massive scale on the national territory implicate the
moral responsibility, if not the criminal liability, of the State. 9 Ashworth, ibid., 53, 54. II
HISTORY OF AN IDEA(L): ‘‘REPRESENTATIVE’’,
‘‘FAIR’’, AND ‘‘COMPLETE LABELLING’’ The labels of the criminal law are linked to the moral censure ex-
pressed by the operation of the system. Any general theory of crim-
inal labels, therefore, ought to be founded on those principles which
best explain and justify the operation of the criminal justice system as
a whole. In the law of England and Wales, the principle of fair labelling was
initially understood as being focused on fairness to defendants.8
Andrew Ashworth argued that the principle of ‘‘representative la-
belling’’ meant that ‘‘ [t]he label applied to an offence ought fairly to
represent the offender’s wrongdoing’’ and that ‘‘widely-felt distinc-
tions’’ between offences ought to be preserved.9 Otherwise, ‘‘the
spirit’’ of the subjective principle of criminal liability would be vio-
lated.10 The principle of fair labelling foregrounds any potential fu-
ture discrimination against defendants by ensuring that the label
applied to the defendant does not over-represent their wrongdoing (to
victims, survivors, and the community). In response to Ashworth’s
article, Glanville Williams argued that fairness to defendants was
only a part of the picture, arguing that ‘‘the notion of fairness can
also be made to work the other way: it may be said to be unfair to the
prosecution or to the public if the conviction understates the offender’s ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS fault [emphasis added].11 This is an implicit recognition of the
importance of what I refer to here as the principle of complete labelling. Some may argue that complete labelling is really an under-appreciated
dimension of the better-known principle of fair labelling. That is fine. However, to avoid the same principle standing as a placeholder for a
range of different normativeconsiderations(fairness to whom?),I think
it is better to appreciate that complete labelling is really a separate (but,
obviously, related) principle of criminal justice. 11 Glanville Williams, ‘‘Convictions and Fair Labelling’’ Cambridge Law Journal
(1983) 85–95, 85; see also Andrew P. Simester, John R. Spencer, G.R. Sullivan, and
Graham J. Virgo, Simester and Sullivan’s Criminal Law – Theory and Doctrine (Hart
Publishing, Oxford: 2013) 31–32. 15 Hannah Arendt, Eichmann in Jerusalem, (Penguin Books, London: 2006) 253;
Robert Cryer, Darryl Robinson and Sergey Vasiliev, International Criminal Law and
Procedure, 4th Ed. (Cambridge, CUP: 2019) 38–42. 11 Glanville Williams, ‘‘Convictions and Fair Labelling’’ Cambridge Law Journal
(1983) 85–95, 85; see also Andrew P. Simester, John R. Spencer, G.R. Sullivan, and
Graham J. Virgo, Simester and Sullivan’s Criminal Law – Theory and Doctrine (Hart
Publishing, Oxford: 2013) 31–32.
12 Anthony Duff, ‘‘Authority and Responsibility’’ (n. 3) 594.
13 Joel Feinberg (n. 4) 101–102.
14 Martti Koskenniemi, ‘‘Between Impunity and Show Trials’’ Max Planck
Yearbook of United Nations Law (2002) 1–35, 11.
15 Hannah Arendt, Eichmann in Jerusalem, (Penguin Books, London: 2006) 253;
Robert Cryer, Darryl Robinson and Sergey Vasiliev, International Criminal Law and
Procedure, 4th Ed. (Cambridge, CUP: 2019) 38–42. 14 Martti Koskenniemi, ‘‘Between Impunity and Show Trials’’ Max Planck
Yearbook of United Nations Law (2002) 1–35, 11. 12 Anthony Duff, ‘‘Authority and Responsibility’’ (n. 3) 594. 12 Anthony Duff, ‘‘Authority and Responsibility’’ (n. 3) 594.
13 Joel Feinberg (n. 4) 101–102. 18 A good review of how these labels were created and recognized at Nuremberg is
provided by Ana Filipa Vrdoljak, ’Human Rights and Genocide: The Work of
Lauterpacht and Lemkin in Modern International Law’, 20 European Journal of
International Law (2010) 1163–1194; see also Phillip Sands, East-West Street (Lon-
don, Orion Publishing Group: 2017). 17 Dias, (n. 2) 789. See also David Nersessian, ‘‘Comparative Approaches to
Punishing Hate: The Intersection of Genocide and Crimes Against Humanity’’,
Stanford Journal of International Law (2007) 221–264; Douglas Guilfoyle, ‘‘Re-
sponsibility for Collective Atrocities: Fair Labelling and Approaches to Commission
in International Criminal Law’’, Current Legal Problems (2011) 255–286; Hilmi M.
Zawati, Fair Labelling and the Dilemma of Prosecuting Gender-Based Crimes at the
International Criminal Tribunals (Oxford, OUP: 2014). 16 Barrie Sander, ‘‘The Expressive Turn of International Criminal Justice: A Field
in Search of Meaning’’ Leiden Journal of International Law (2019) 851–872, 852. 19 Dias, (n. 2), 789. II
HISTORY OF AN IDEA(L): ‘‘REPRESENTATIVE’’,
‘‘FAIR’’, AND ‘‘COMPLETE LABELLING’’ The principle of complete labelling is founded on the explanation
of criminal trials as ‘‘public forums’’ where the defendant, the State,
and the victims, are engaged in a communicative process; a process
that involves establishing the wrongs done to the community and
denouncing them.12 According to Joel Feinberg, this communicative
process is an opportunity for the State to practice the ‘‘authoritative
disavowal’’ or ‘‘symbolic nonacquiescence’’ of the conduct in ques-
tion.13 Whether the defendant’s conduct is labelled as ‘‘murder’’ or
‘‘manslaughter’’, or ‘‘theft’’ or ‘‘robbery’’, reflects the outcome of a
communicative process that ends with a message sent to the com-
munity about the conduct in question. This process sometimes reveals an uneasy relationship between the
search for the historical truth of the criminal event and the task of
criminal fact-finding.14 This is, especially, true when criminal justice is
adopted as a response to atrocities.15 But a failure to acknowledge the
most significant aspect of the defendant’s conduct at all sends a message
that the State is indifferent about that behaviour and its consequences –
or even worse, the official silence may be interpreted as connivance. Thus, complete labelling is about the effectiveness and legitimacy of the
public disavowal involved in a criminal justice process. A lack of
accuracy in the portrayal of the wrongdoing at issue may affect the
legitimacy of the criminal justice response. JAVIER S. ESKAURIATZA 20 Alexander Zahar and Go ran Sluiter, International Criminal Law (Oxford, OUP:
2008) p. 274; Kai Ambos, Treatise on International Criminal Law, 2nd Edition,
(Oxford, OUP: 2021). 22 Makau Mutua goes so far as to say that the London Agreement is the ‘‘birth
certificate’’ of the human rights movement, see Makau Mutua, ‘‘Savages, Victims,
and Saviors: The Metaphor of Human Rights’’, Harvard International Law Journal
(2001) 201–245, 211; Agreement for the Prosecution and Punishment of the Major
War Criminals of the European Axis, 8 August 1945, 82 UNTC 280. 21 Nersessian, supra, (n. 17) 264. The fact that Allied crimes escaped investigation
and enquiry altogether is a fair point but tangential to my argument. 23 Even new developments towards the possible establishment of regional criminal
courts are founded on the idea of complementarity, see Draft Statute of the
Transnational Criminal Court for Latin America and the Caribbean, (‘‘COPLA
Draft Statute’’), Article 1(2), Article 10, available at: https://en.coalicioncopla.org/
documentos (in Spanish). On complementarity see Sarah M.H. Nouwen, Comple
mentarity in the Line of Fire (Cambridge, CUP: 2013); Phil Clark, Distant Justice
(Cambridge, CUP: 2018); see also Neil Boister, ’International Tribunals for
Transnational Crimes: Towards a Transnational Criminal Court?’, 23 Criminal Law
Forum (2012) 295–318; Robert J. Currie and Jacob Leon, ’COPLA: A Transnational
Criminal Court for Latin America and the Caribbean’, 88 Nordic Journal of Inter
national Law (2019) 587–613. On regional criminal justice developments in Africa see
Charles Chernor Jalloh, ’The Nature of the Crimes in the African Criminal Court’,
15 Journal of International Criminal Justice (2017) 799–826. JAVIER S. ESKAURIATZA Where the relevant prosecutorial silence amounts to conduct that
may rise to crimes against humanity, the stakes, in terms of the
legitimacy of the criminal justice response are far higher. As men-
tioned, widespread human rights abuses implicate the responsibility
of the State. Therefore, as a matter of principle, it is even more
important for the State to identify accurately, and to disavow, the
relevant conduct by the operation of the criminal law. There is a
meaning to this public disavowal that goes beyond the immediate
consequences of the criminal trial and towards the strengthening of
the legitimacy of the State.16 Indeed, these considerations can be appreciated in the history of
the emergence of the crimes against humanity label itself. Talita Dias
has argued that fair labelling was an (implicit) concern in the early
development of international crimes.17 She argues, rightly, that the
terms ‘‘genocide’’ and ‘‘crimes against humanity’’ were proposed as
more accurate descriptors of a special kind of offending which con-
cerned the international community as a whole.18 As Dias argues,
‘‘the definition of ordinary crimes and, in particular, their labels did
not fully capture the international dimension, the special gravity and
the degree of condemnation that were associated with acts or omis-
sions that are now to be international crimes [my emphasis]’’.19 Certainly, the labels mattered. However, I am less sure that
Lemkin, Lauterpacht, or the others, were overly concerned, specifi-
cally, with ‘‘fairness’’ in labelling; especially, in the ‘‘defendant-
rights’’ dimension that concerned Ashworth, and that now appears in 19 Dias, (n. 2), 789. ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS modern textbooks on international criminal law.20 Instead, the cre-
ation of new crimes to describe especially horrific conduct might
better be described as an expression of ‘‘completeness’’ in labelling –
an attempt to ‘‘convey a more complete and proportionate sense of
the criminal wrongdoing at issue’’.21 Furthermore, there was a sense
that these criminal labels did not just describe the past, but they also
shaped the future. The emergence of the European human rights
movement is owed, at least, in part, to the criminal justice response to
Nazi crimes.22 The labels of international criminal law are especially condem-
natory, but the use of these labels is not determined exclusively by
international prosecutions. JAVIER S. ESKAURIATZA Indeed, the modern system of interna-
tional criminal law is established on the principle of complementarity The labels of international criminal law are especially condem-
natory, but the use of these labels is not determined exclusively by
international prosecutions. Indeed, the modern system of interna-
tional criminal law is established on the principle of complementarity
– national courts have the primary responsibility to administer the
system of international criminal justice.23 This bifurcated system can
lead to problems, however, from the perspective of the demands of
complete labelling. In particular, as mentioned, crimes against
humanity is a label that does not only condemn the behaviour of
certain individuals as especially egregious but it also signals the p
p
p
y
– national courts have the primary responsibility to administer the
system of international criminal justice.23 This bifurcated system can
lead to problems, however, from the perspective of the demands of
complete labelling. In particular, as mentioned, crimes against
humanity is a label that does not only condemn the behaviour of
certain individuals as especially egregious but it also signals the – national courts have the primary responsibility to administer the
system of international criminal justice.23 This bifurcated system can
lead to problems, however, from the perspective of the demands of
complete labelling. In particular, as mentioned, crimes against
humanity is a label that does not only condemn the behaviour of
certain individuals as especially egregious but it also signals the 23 Even new developments towards the possible establishment of regional criminal
courts are founded on the idea of complementarity, see Draft Statute of the
Transnational Criminal Court for Latin America and the Caribbean, (‘‘COPLA
Draft Statute’’), Article 1(2), Article 10, available at: https://en.coalicioncopla.org/
documentos (in Spanish). On complementarity see Sarah M.H. Nouwen, Comple
mentarity in the Line of Fire (Cambridge, CUP: 2013); Phil Clark, Distant Justice
(Cambridge, CUP: 2018); see also Neil Boister, ’International Tribunals for
Transnational Crimes: Towards a Transnational Criminal Court?’, 23 Criminal Law
Forum (2012) 295–318; Robert J. Currie and Jacob Leon, ’COPLA: A Transnational
Criminal Court for Latin America and the Caribbean’, 88 Nordic Journal of Inter
national Law (2019) 587–613. On regional criminal justice developments in Africa see
Charles Chernor Jalloh, ’The Nature of the Crimes in the African Criminal Court’,
15 Journal of International Criminal Justice (2017) 799–826. JAVIER S. 24 For example, in the context of western policies of migration control, see Ioannis
Kalpouzos and Itamar Mann, ‘‘Banal Crimes against Humanity: The Case of Asy-
lum Seekers in Greece’’, Melbourne Journal of International Law (2015) 1; see also
Ioannis Kalpouzos, ‘‘International Criminal Law and the Violence against Mi-
grants’’, 21 German Law Journal (2020) 179. 28 For a sanguine view of the expansion of U.S. extraterritorial criminal juris-
diction over transnational crimes, see Michael Fabiarz, ‘‘Extraterritorial Criminal
Jurisdiction’’ Michigan Law Review (2016) 507–557. 27 Darryl Robinson, ‘‘Mexico: The War on Drugs and the Boundaries of Crimes
Against Humanity’’, 26 May 2015, EJIL:Talk!, available online at: https://www.
ejiltalk.org/mexico-the-war-on-drugs-and-the-boundaries-of-crimes-against-human
ity/ (last accessed 11 November 2020). 26 More nuanced rationales in favour of the regional courts also make reference to
the dismantling of criminal networks, COPLA Draft Statute, (n. 23) Article 5. 25 Cryer et al., (n. 15) p. 73. 25 Cryer et al., (n. 15) p. 73. JAVIER S. ESKAURIATZA ESKAURIATZA 24 partial breakdown of liberal democratic systems of governance.24
Some of the complexity and sensitivity of international criminal
justice stems from the fact that criminal proceedings are often putting
the State itself on trial (directly, or indirectly).25 These tensions be-
tween individual and collective wrongdoing at the centre of the
international criminal justice project raise countervailing considera-
tions that will be discussed in Part 3. For now, suffice it to say that it
is unsurprising that domestic prosecutions for crimes against
humanity are still rare and that is, of course, one reason for the
emergence of international courts.26 The principle of complete labelling has a general application in liberal
criminal justice systems. In order to demonstrate its theoretical and
practical application, this article is focused on the regional prosecutorial
response to crimes perpetrated by drug-cartels as a result of the Mexican
Drug War. Despite very high levels of violence and human suffering, this
is the type of situation that is usually considered outside of the legal and
moral geography of international criminal law.27 Therefore, it is a very
usefulcase studyforthe evaluationof thecontent, impact, andoperation
of the principle of complete labelling. In the context of the ‘‘war on
drugs’’, successive Mexican and U.S. governments have been unwilling
to attach accurate, complete labels to those implicated in atrocity crimes
– international criminal law, as a part of a domestic, or regional, com-
municative system of denunciation against mass violence and human
suffering lays dormant in these jurisdictions.28 Instead, the regional re-
sponse is to investigate and prosecute leaders of powerful and violent
organised crime groups for so-called ‘‘transnational crimes’’ (usually,
drug-trafficking, bribery, and money-laundering). These labels fit, in ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS part. Some ofthe wrongdoing is accurately identifiedandcommunicated
to the communities in question. However, thinking about completeness
in criminal labels puts us in mind of the thousands of victims and sur-
vivors of Zeta cartel attacks – in this sense, the labels appear to under-
represent, at least, some of the wrongdoing. p
g
g
Consider the convictions of the leaders of the Zeta cartel, which forms
the basis of the case study in this article. Between 2009–2012, the Zeta
cartel was one of the most powerful organisations in the country and it
controlled vast swathes of territory (often in collusion with local gov-
ernment). 29 ‘‘Un juez dicta formal prisio´ n a Miguel A´ ngel Trevin˜ o Morales’’, el ‘‘Z-40’’,
Expansio´n, 25/07/2013 (available online: https://expansion.mx/nacional/2013/07/25/
un-juez-dicta-formal-prision-a-miguel-angel-trevino-morales-el-z-40). 30 U.S. Department of State, Narcotics Rewards Program Targets, available on-
line: https://www.state.gov/narcotics-rewards-program-target-information-brought-
to-justice/miguel-angel-trevino-morales-captured/ (last accessed 13/03/2021). 31 Rube´ n Mosso, ‘‘Dan 18 an˜ os de ca´ rcel a lı´der de Los Zetas, responsible de
incendio en Casino Royale’’, Milenio, 21/07/2019, available online at https://www.
milenio.com/policia/Zetas-18-anos-lider-responsable-incendio-casino-royale-mon
terrey (last accessed 24/03/2021). 29 ‘‘Un juez dicta formal prisio´ n a Miguel A´ ngel Trevin˜ o Morales’’, el ‘‘Z-40’’,
Expansio´n, 25/07/2013 (available online: https://expansion.mx/nacional/2013/07/25/
un-juez-dicta-formal-prision-a-miguel-angel-trevino-morales-el-z-40).
30 U.S. Department of State, Narcotics Rewards Program Targets, available on-
line: https://www.state.gov/narcotics-rewards-program-target-information-brought-
to-justice/miguel-angel-trevino-morales-captured/ (last accessed 13/03/2021).
31 Rube´ n Mosso, ‘‘Dan 18 an˜ os de ca´ rcel a lı´der de Los Zetas, responsible de
incendio en Casino Royale’’, Milenio, 21/07/2019, available online at https://www.
milenio.com/policia/Zetas-18-anos-lider-responsable-incendio-casino-royale-mon
terrey (last accessed 24/03/2021).
32 ‘‘En Texas, condenan a cadena perpetua a ex lı´der de Los Zetas’’, Aristegui
Noticias,
https://aristeguinoticias.com/0811/Mexico/en-texas-condenan-a-cadena-
perpetua-a-ex-lider-de-los-Zetas/ (last accessed 24/03/2021).
33 U.S. Department of Justice, ‘‘Former Mexican governor sent to U.S. prison for
money-laundering’’, Press Release, 23/06/2021, available online: https://www.justice.
gov/usao-sdtx/pr/former-mexican-governor-sent-us-prison-money-laundering
(last
accessed 20/07/2021). 32 ‘‘En Texas, condenan a cadena perpetua a ex lı´der de Los Zetas’’, Aristegui
Noticias,
https://aristeguinoticias.com/0811/Mexico/en-texas-condenan-a-cadena-
perpetua-a-ex-lider-de-los-Zetas/ (last accessed 24/03/2021). 34 Allegations that Mexico’s ‘‘crackdown’’ on the cartels during the Caldero´ n
administration (2006–2012) was actually only a crackdown on the enemies of the
Sinaloa Cartel have been raised by Mexican investigative journalists, see generally
Anabel Herna´ ndez, Los Sen˜ores del Narco, (Penguin, Random House: 2010),
available in English as Narcoland – The Mexican Drug Lords and their Godfathers
(Verso, London: 2014); see also Ryan Deveraux, ‘‘Prosecution of Top Mexican
Security Official Exposes The Fac¸ ade of the Drug War’’, The Intercept, 26/01/2020,
available at: https://theintercept.com/2020/01/26/mexico-drug-war-el-chapo-garcia-
luna-trial/. 35 Indeed, in some instances, this a legal obligation that emerges from the principle
of sovereignty. JAVIER S. ESKAURIATZA It did not have a political objective other than to control,
expand, and defend, lucrative, and illegal, income streams. The leaders
were eventually caught, prosecuted, and convicted. Miguel A´ ngel Tre-
vin˜ o (alias ‘‘Z-40’’) was charged with the possession of an illegal firearm
and money-laundering type offences.29 He still faces charges in a U.S. indictment, but these extend only to violations of drug-trafficking char-
ges under Title 21 USC Sections 959, 960 and 963.30 Omar Trevin˜ o, who
replacedMiguelasleaderofthecartel,wassentencedto18yearsinprison
for money-laundering and firearms charges.31 Another leader of the
Zetas (their nephew) Juan Francisco Trevin˜ o, was sentenced to 20 years
after being convicted of seven charges of drug-trafficking.32 High-rank-
ing political leaders, such as the governors of Coahuila at the material
time, have also been investigated and prosecuted. JorgeTorres Lo´ pez, an
interim governor during some of theworst violence, was extraditedto the
U.S. on 29th October 2019, and he pleaded guilty to money-laundering
and bribery charges, attracting a 36-month sentence.33 29 ‘‘Un juez dicta formal prisio´ n a Miguel A´ ngel Trevin˜ o Morales’’, el ‘‘Z-40’’,
Expansio´n, 25/07/2013 (available online: https://expansion.mx/nacional/2013/07/25/
un-juez-dicta-formal-prision-a-miguel-angel-trevino-morales-el-z-40). 30 U.S. Department of State, Narcotics Rewards Program Targets, available on-
line: https://www.state.gov/narcotics-rewards-program-target-information-brought-
to-justice/miguel-angel-trevino-morales-captured/ (last accessed 13/03/2021). 30 U.S. Department of State, Narcotics Rewards Program Targets, available on-
line: https://www.state.gov/narcotics-rewards-program-target-information-brought-
to-justice/miguel-angel-trevino-morales-captured/ (last accessed 13/03/2021). 31 Rube´ n Mosso, ‘‘Dan 18 an˜ os de ca´ rcel a lı´der de Los Zetas, responsible de
incendio en Casino Royale’’, Milenio, 21/07/2019, available online at https://www. milenio.com/policia/Zetas-18-anos-lider-responsable-incendio-casino-royale-mon
terrey (last accessed 24/03/2021). 32 ‘‘En Texas, condenan a cadena perpetua a ex lı´der de Los Zetas’’, Aristegui
Noticias,
https://aristeguinoticias.com/0811/Mexico/en-texas-condenan-a-cadena-
perpetua-a-ex-lider-de-los-Zetas/ (last accessed 24/03/2021). 33 U.S. Department of Justice, ‘‘Former Mexican governor sent to U.S. prison for
money-laundering’’, Press Release, 23/06/2021, available online: https://www.justice. gov/usao-sdtx/pr/former-mexican-governor-sent-us-prison-money-laundering
(last
accessed 20/07/2021). 33 U.S. Department of Justice, ‘‘Former Mexican governor sent to U.S. prison for
money-laundering’’, Press Release, 23/06/2021, available online: https://www.justice. gov/usao-sdtx/pr/former-mexican-governor-sent-us-prison-money-laundering
(last
accessed 20/07/2021). JAVIER S. ESKAURIATZA JAVIER S. ESKAURIATZA In all these cases, no attempt has been made to investigate and
prosecute the responsibility of these individuals for crimes against
humanity in relation to gross human rights abuses perpetrated by the
Zeta cartel upon the citizens of Coahuila (and other regions). Other
leaders of transnational organised crime in Mexico have faced
investigations and prosecutions but crimes against humanity are
absent from the prosecution and conviction of Joaquı´n Guzman, aka
‘‘El Chapo’’ (in the U.S.), and in the ongoing investigation and
prosecution of the ex-Minister for Public Security, Genaro Garcı´a
Luna.34 The prosecutorial policy, on both sides of the border, seems
to be focused on avoiding those labels that best explain, at least, some
of the responsibility in question. The labels used (money-laundering,
possession of firearms, and drug-trafficking) may only represent one
dimension of the wrongdoing done to the communities by the leaders
of organised crime. True, as a matter of fair labelling, it is not,
necessarily, unfair to them – a drug cartel can be built around drug-
trafficking and the laundering of the proceeds. However, it does not
tell the complete story. The ‘‘turn to transnational crimes’’ tends to
de-emphasize that part of the story which is founded on the realities
of State failure and the breakdown of governance systems. It tends to
emphasise that part of the story which tells of a State struggling
against the emergence of criminal gangs and lays the blame for the
violence on matters beyond State control. The criminal labels, and
the regional prosecutorial response, at times appear incomplete. Given the nature and scale of some of the violence, the most
obvious avenue towards a more complete labelling of the wrongdoing
involved is to investigate and prosecute cartel leaders for the com-
mission of crimes against humanity when the evidence so demands.35
This label captures more fully the scale of some of the wrongdoing as
a systematic abuse of human rights perpetrated by a non-State armed involved is to investigate and prosecute cartel leaders for the com-
mission of crimes against humanity when the evidence so demands.35
This label captures more fully the scale of some of the wrongdoing as
a systematic abuse of human rights perpetrated by a non-State armed
group. 36 For a view that this ‘‘direct criminalization theory’’ is an exercise in naturalism,
see Kevin Jon Heller, ‘‘What is an International Crime? (A Revisionist History)
Harvard International Law Journal (2017) 353–420; on the concept of transnational
criminal law see Neil Boister, ‘‘Transnational Criminal Law’’, European Journal of
International Law (2003) 953–976; see also Douglas Guilfoyle, ‘‘Transnational
Crimes’’ (n. 6). 38 See comments submitted by Mexico to the International Law Commission in
relation to its work on a Draft Convention on Crimes Against Humanity, available
online at: https://legal.un.org/ilc/sessions/69/pdfs/spanish/cah_Me´ xico.pdf at §2 (in
Spanish). 37 This article focuses on Mexico, as the territorial State where most of the worst
violence occurs, and as a State party to the Rome Statute. 40 Mahmoud Cherif Bassiouni, Crimes against Humanity in International Criminal
Law (Martinus NijhoffPublishers, Dordrecht: 1992) and Crimes against Humanity:
Historical Evolution and Contemporary Application (Cambridge, CUP: 2011); Darryl
Robinson, Defining ‘‘Crimes Against Humanity’’ at the Rome Conference’, 93 AJIL
(1999) 43–57; William Schabas, The International Criminal Court – A Commentary on
the Rome Statute (Oxford, OUP: 2010) p. 137; Charles Jalloh, ‘‘What Makes a Crime
Against Humanity a Crime Against Humanity?’’, 28 Am. U. Int’ L. Rev. (2013) 381–
441; Leila Sadat, ‘‘Crimes Against Humanity in the Modern Age’’, AJIL (2013) 334–
377; Roger O’Keefe, International Criminal Law (Oxford, OUP: 2015) p. 137; Cryer
et al, supra, (n. 15) p. 227; Kai Ambos, Rome Statute of the International Criminal
Court - Article-by-Article Commentary, 4th Edition, (2022), Article 7. JAVIER S. ESKAURIATZA After all,
the principle of complete labelling is being discussed here as a general
principle of international criminal law. JAVIER S. ESKAURIATZA It also carries important signals to local, national, and inter- This label captures more fully the scale of some of the wrongdoing as
a systematic abuse of human rights perpetrated by a non-State armed
group. It also carries important signals to local, national, and inter- ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS national communities about the scale of the problem of the Mexican
Drug War (and the related global ‘‘war on drugs’’). Indeed, it is this
message that is occluded by the current approach which focuses on
transnational regulatory and financial offences. A focus on the
principle of complete labelling may reveal this prosecutorial practice
as an exercise in selectivity – a way of ensuring that the war on drugs
is not tainted by the morally-loaded labels of international criminal
law. In this sense, the principle of complete labelling also contributes
to an understanding of the way that States (through their domestic
prosecutions) weaponize the fuzzy boundary between so-called
‘‘treaty crimes’’ (drug-trafficking, money-laundering) and those so-
called ‘‘core crimes’’ which are directly criminalised under interna-
tional law (crimes against humanity).36 In actual fact, crimes against
humanity, perpetrated by State and non-State actors, have been a
direct consequence of the region’s war on drugs. To be clear, not all drug-related violence (in Mexico, or elsewhere)
necessarily rises to the level of crimes against humanity. The question
explored in this article, however, is founded on the view that the
worse of it does cross the threshold into international crimes, and
that ignoring this fact as a matter of prosecutorial policy is unjusti-
fied. To demonstrate, this article turns to a doctrinal analysis of the
law on crimes against humanity. After all, there cannot be an
incomplete labelling where the criminal label is unavailable to pros-
ecutors as a matter of legal doctrine.37 Mexico signed the Rome
Statute on 7 September 2000 and ratification followed on 28th
October 2005. Curiously, though, the definition of crimes against
humanity in Mexico’s domestic law does not reflect that which is
found in the Rome Statute.38 There are no contextual elements in the
Mexican law. This removes an important legal obstacle to domestic JAVIER S. ESKAURIATZA prosecutions.39 However, the following analysis applies the more
stringent customary international law rules on point, indicating
where the Rome Statute law may have diverged from these. 41 Article 3 ICTRS; Article 7(1) ICCS; Prosecutor v. Tadic´, ICTY, Trial Chamber,
07/05/1997, §644; Prosecutor v. Tadic´, ICTY Appeals Chamber, 15/07/1999, §248. 39 I am grateful to Sarah Nouwen for helping me to see that point more clearly. III
THE LAW ON CRIMES AGAINST HUMANITY
AND THE MEXICAN SITUATION OF VIOLENCE
(COAHUILA, 2009–2012) The historical development of the law on crimes against humanity
has been very disorderly and there are still some doubts about its
scope.40 As a matter of customary international law, crimes against
humanity can be identified by the commission of a prohibited act (i.e. murder, torture, rape) in a specific context, namely, a ‘‘widespread or
systematic attack directed against any civilian population’’.41 In
addition to the contextual requirements, any individual’s culpability
also turns on whether, the prohibited act forms part of the attack on
the civilian population and whether the individual had ‘‘knowledge’’
of the attack on civilians. The central purpose of the following
analysis is to discover whether the Zetas crimes in North-Eastern
Mexico rise to the level of crimes against humanity so that this label
was available to prosecutors in doctrinal terms. Whether the relevant
individuals were or were not guilty can only be determined in a court
of law. The focus, then, is on the contextual elements. It is the contextual
threshold (referred to by the Trial Chamber in Tadic´ as ‘‘conditions
of applicability’’) that ‘‘elevates crimes that might otherwise fall ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS exclusively under national jurisdiction to crimes of concern to the
international community as a whole’’.42 Previous contextual require-
ments, such as the ‘‘war nexus’’ and the need for a discriminatory intent
are no longer required to ‘‘cross the threshold’’ into crimes against
humanity.43 This is important insofar as there may be legitimate doubts
about whether or not the Mexican situation displays the conditions of
one (or more) non-international armed conflicts.44 The most important element to consider, for present purposes, is
the so-called ‘‘policy element’’, so this will be dealt with first. The first
controversy is about whether this is even required as a matter of
custom. 48 Gue´ nae l Mettraux, ‘‘Crimes against Humanity in the Jurisprudence of the
International Criminal Tribunals for the Former Yugoslavia and for Rwanda’’
Harvard International Law Journal (2002) 237–316, 270 and The Definition of
Crimes Against Humanity and the Question of a ‘‘Policy Element’’’, in Leila Sadat,
Forging a Convention on Crimes against Humanity, (Cambridge, CUP: 2011) pp. 142–
176. 45 Robinson, supra, (n. 40) 43–57. 46 Article 7(2)(a), ICCS. 43 Save for the need for a discriminatory intent in relation to persecution as crimes
against humanity. 42 Cryer et al, supra, (n. 15) p. 227; Tadic´, ibid, Trial Chamber Judgment, §625.
Therefore, unlike domestic crimes, international crimes raise the possibility that
other States will assert prescriptive (universal) jurisdiction over the relevant conduct. 44 Alejandro Rodiles, Law and Violence in the Global South: The Legal Framing
of Mexico’s ‘‘NARCO WAR’’’, Journal of Conflict and Security Law (2018) 269–281. 47 Cryer et al, supra, (n. 15), p. 227. III
THE LAW ON CRIMES AGAINST HUMANITY
AND THE MEXICAN SITUATION OF VIOLENCE
(COAHUILA, 2009–2012) At the 1998 Rome Conference, disagreements about whether
the ‘‘widespread or systematic’’ test should be conjunctive or dis-
junctive led to the adoption of Article 7(2)(a) Rome Statute.45
According to this provision the attack [on a civilian population] must
be ‘‘pursuant to or in furtherance of a State or organizational policy to
commit such attack [emphasis added]’’.46 The inclusion of this element
has been very controversial, but it depends on what the policy ele-
ment means.47 If the policy element is required as a matter of cus-
tomary law, the key question is whether drug-cartels, such as the
Zetas cartel, qualify as the kinds of organisations that can perpetrate
crimes against humanity. 3.1 ‘‘State or Organisational Policy’’: Do the Zetas Qualify? 3.1 ‘‘State or Organisational Policy’’: Do the Zetas Qualify? Some commentators have argued that the policy element forms no
part of the customary law definition.48 For example, writing in 2002, Some commentators have argued that the policy element forms no
part of the customary law definition.48 For example, writing in 2002, 42 Cryer et al, supra, (n. 15) p. 227; Tadic´, ibid, Trial Chamber Judgment, §625. Therefore, unlike domestic crimes, international crimes raise the possibility that
other States will assert prescriptive (universal) jurisdiction over the relevant conduct. JAVIER S. ESKAURIATZA Mettraux argued that ‘‘this requirement appears to be contradicted
by almost all relevant writing on the subject and by the overwhelming
state practice’’.49 A review of the international legislation prior to the
Rome Statute reveals that no previous instrument mentions a ‘‘State
or organisational policy’’ element.50 Therefore, it is worth placing the
‘‘re-emergence’’ of the policy element, as a matter of customary
international law, in its historical context. As Leila Sadat and others have explained, at the Rome Confer-
ence, the relatively late addition of the policy element into the defi-
nition of ‘‘an attack’’ was ‘‘designed to break a deadlock’’ between
States (not as a proposal to change the customary law).51 It was
included to ensure that random, isolated, unconnected crimes would
be excluded from the jurisdiction of the Court.52 After the Rome
Conference, the International Criminal Tribunal for the Former
Yugoslavia (ICTY) dispensed with any policy requirement in the
Kunarac case.53 Subsequent case-law at the International Criminal
Tribunal for Rwanda (ICTR) followed suit. The Special Court for
Sierra Leone (SCSL), whose Statute was drafted after the Rome
Conference, also rejected the need for any attack on civilians to be
linked to any State or organisational policy. Thus, Mettraux and
others have a point – there is a strong argument to the effect that
customary law does not require the attack to be pursuant to a ‘‘State
or organisational policy’’ as required by Article 7(2)(a) Rome Statute. 49 Mettraux, ‘‘Crimes against Humanity in the Jurisprudence of the International
Criminal Tribunals for the Former Yugoslavia and for Rwanda’’, ibid., p. 270. 55 Schabas, supra, (n. 40) p. 137; UN Doc. A/CONF.183/C.1/SR.36, para. 13 and
UN Doc. A/CONF.183/C.1/SR.34, para. 15. 53 Prosecutor v. Kunarac et al, Case IT-96-23 & IT-96-23/1-A, Appeals Chamber,
Judgment, 12/06/2002, §98. 50 See Article 6(c) Nuremberg Charter, Article 5 ICTYS, Article 3 ICTRS.
51 Sadat, supra, (n. 40), 353. 50 See Article 6(c) Nuremberg Charter, Article 5 ICTYS, Article 3 ICTRS.
51
d
(
) 52 ibid., 354. 54 William Schabas, ‘‘State Policy as an Element of International Crimes’’ 98
Journal of International Criminology (2008) 953–982, 960. 52 ibid., 354.
53 Prosecutor v. Kunarac et al, Case IT-96-23 & IT-96-23/1-A, Appeals Chamber,
Judgment, 12/06/2002, §98.
54 William Schabas, ‘‘State Policy as an Element of International Crimes’’ 98
Journal of International Criminology (2008) 953–982, 960.
55 Schabas, supra, (n. 40) p. 137; UN Doc. A/CONF.183/C.1/SR.36, para. 13 and
UN Doc. A/CONF.183/C.1/SR.34, para. 15. 49 Mettraux, ‘‘Crimes against Humanity in the Jurisprudence of the International
Criminal Tribunals for the Former Yugoslavia and for Rwanda’’, ibid., p. 270.
50 See Article 6(c) Nuremberg Charter, Article 5 ICTYS, Article 3 ICTRS.
51 Sadat, supra, (n. 40), 353.
52 ibid., 354.
53 Prosecutor v. Kunarac et al, Case IT-96-23 & IT-96-23/1-A, Appeals Chamber,
Judgment, 12/06/2002, §98.
54 William Schabas, ‘‘State Policy as an Element of International Crimes’’ 98
Journal of International Criminology (2008) 953–982, 960.
55 Schabas, supra, (n. 40) p. 137; UN Doc. A/CONF.183/C.1/SR.36, para. 13 and
UN Doc. A/CONF.183/C.1/SR.34, para. 15. 62 Sergio Aguayo and Jacobo Daya´ n, El Yugo Zeta – Norte de Coahuila, 2010–
2011 (Working Paper: Violence and Peace Seminar, Colegio de Me´ xico: 2017) p. 7. I
will use my own translations from the original Spanish. 56 Go ran Sluiter, ‘‘Chapeau Elements’’ of Crimes Against Humanity in the
Jurisprudence of the UN Ad-Hoc Tribunals’’, in Sadat (ed.), supra, (n. 48). 102–41.
57 It would, therefore, be preferable for Mexico to amend its legislation accord-
ingly.
58 58 Cryer et al, supra, (n. 15) p. 235. 63 ibid., 7. 60 Tadic´, supra, (n. 41), Trial Chamber Judgment, §653. 63 ibid., 7. 57 It would, therefore, be preferable for Mexico to amend its legislation accord-
ingly. 59 ibid., 236. 60 Tadic´, supra, (n. 41), Trial Chamber Judgment, §653.
61 ibid 56 Go ran Sluiter, ‘‘Chapeau Elements’’ of Crimes Against Humanity in the
Jurisprudence of the UN Ad-Hoc Tribunals’’, in Sadat (ed.), supra, (n. 48). 102–41. if the CNDH’s [National Human Rights Commission] estimates are used as the
baseline, there may have been over 18,000 migrants abducted in Mexico in
2009; this means that these crimes could bring in around 50 million dollars a
year for the organized crime groups that engage in smuggling migrants, human
trafficking, and drug trafficking.68 3.1 ‘‘State or Organisational Policy’’: Do the Zetas Qualify? On the other hand, some commentators have argued that the
policy requirement was rejected erroneously by the ad-hoc tri-
bunals.54 It is also significant, as Schabas has noted, that at the Rome
Conference, only representatives from the Democratic Republic of
the Congo and Jamaica objected to the (re-)insertion of a policy
requirement in the definition of the crime.55 The Rome Statute defi-
nition is also the only definition of crimes against humanity to be ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS reached after extensive multilateral negotiations. This gives the Rome
definition a special weight in terms of the ‘‘legitimacy in the devel-
opment of international law’’.56 Thus, in my view, it is no longer
appropriate to simply disregard the policy requirement out of hand
when it comes to the identification of customary international law on
point.57 Instead, it is better to focus on what the policy requirement
might mean. One sensible approach out of the dilemma has been found by
accepting the requirement as a matter of customary law but ‘‘inter-
preting down’’ the evidentiary threshold.58 The policy requirement
when accepted by national jurisdictions (and the ICC) must be
interpreted in a way that is consistent with the previous authorities,
‘‘as a modest threshold that simply excludes random action’’.59 This
means that it is not necessary for the policy to be formally adopted or
declared.60 Furthermore, its existence as a matter of fact can be
satisfied by inference from the way the acts occurred.61 In this respect, the Zeta cartel atrocities in Coahuila and environs
easily satisfy the standard required of an organisational policy. As
recounted by Aguayo and Daya´ n, during Zeta control over the re-
gion, there was a prison in Piedras Negras (just the other side of Eagle
Pass, Texas) that was run by the Zeta cartel.62 This is not necessarily
rare in Mexico where the National Human Rights Commission has
found that 71 out of 154 prisons which they visited could be classified
as either ‘‘self-governed’’ or ‘‘co-governed’’.63 In the case of Piedras
Negras, however, it was used as a regional headquarters by the cartel
for a variety of activities. Aguayo and Daya´ n explain: This enclave was key for the Zeta organisation because a) it was a safehouse
for Zeta leaders that wanted to hide from federal law enforcement, b) they used 64 ibid. 67 Inter-American Commission on Human Rights, Human Rights of Migrants and
Other Persons in the Context of Human Mobility in Mexico, OEA/Ser.L/V/O, Doc.
48/13, 30/12/2013, §114ff. 66 Comisio´ n Nacional de Derechos Humanos, Informe especial sobre los casos de
secuestro contra migantes, 15/06/2009, at 10. The report is available online at: https://
www.cndh.org.mx/sites/all/doc/Informes/Especiales/2009_migra.pdf (last accessed
11/11/2020). 65 WOLA Statement, ‘‘A Decade After San Fernando Massacre, Migrants Still
Face Violence, Impunity for Abuses in Mexico’’, 20/08/2020, available online:
https://www.wola.org/2020/08/justice-massacre-san-fernando-Mexico-migrants/
(last accessed 23/03/2021). 64 ibid.
65 WOLA Statement, ‘‘A Decade After San Fernando Massacre, Migrants Still
Face Violence, Impunity for Abuses in Mexico’’, 20/08/2020, available online:
https://www.wola.org/2020/08/justice-massacre-san-fernando-Mexico-migrants/
(last accessed 23/03/2021).
66 Comisio´ n Nacional de Derechos Humanos, Informe especial sobre los casos de
secuestro contra migantes, 15/06/2009, at 10. The report is available online at: https://
www.cndh.org.mx/sites/all/doc/Informes/Especiales/2009_migra.pdf (last accessed
11/11/2020).
67 Inter-American Commission on Human Rights, Human Rights of Migrants and
Other Persons in the Context of Human Mobility in Mexico, OEA/Ser.L/V/O, Doc.
48/13, 30/12/2013, §114ff.
68 ibid, attributed to Father Pedro Pantoja, General Advisor to domestic civil
society organisations. 68 ibid, attributed to Father Pedro Pantoja, General Advisor to domestic civil
society organisations. JAVIER S. ESKAURIATZA it to generate income selling drugs, snacks, charging the prisoners rents for the
use of the cells, and renting rooms for conjugal visits, c) it offered them a safe
and discrete location to install secret compartments in the vehicles that would
transport narcotics to the United States, d) it served as a base to recruit sicarios
[hired assassins], and e) it was a place to temporarily confine those who had
been kidnapped and to torture, execute, and disappear bodies.64 The systematic nature with which the cartel disappeared their victims
has even given rise to a new verb in the Mexican Spanish: los zac-
ahuileaban (to make them zacahuil, a kind of stew). The Zetas en-
gaged in significant and repeated attacks against migrants and
refugees heading to the Texas border. In many cases, kidnapping
them, for the purposes of extortion and, in some cases, conducting
mass executions (e.g., as in San Fernando).65 According to the
Mexican National Commission for Human Rights, 9,758 migrants
disappeared across a six-month timespan in 2009.66 In 2013, the Inter-
American Commission on Human Rights published a report citing
the involvement of criminal organizations such as the Zetas (but also
the Gulf Cartel) in the organized kidnapping and disappearance of
(mostly) Central American migrants.67 The report continues: 65 WOLA Statement, ‘‘A Decade After San Fernando Massacre, Migrants Still
Face Violence, Impunity for Abuses in Mexico’’, 20/08/2020, available online:
https://www.wola.org/2020/08/justice-massacre-san-fernando-Mexico-migrants/
(last accessed 23/03/2021). 66 Comisio´ n Nacional de Derechos Humanos, Informe especial sobre los casos de
secuestro contra migantes, 15/06/2009, at 10. The report is available online at: https://
www.cndh.org.mx/sites/all/doc/Informes/Especiales/2009_migra.pdf (last accessed
11/11/2020). 67 Inter-American Commission on Human Rights, Human Rights of Migrants and
Other Persons in the Context of Human Mobility in Mexico, OEA/Ser.L/V/O, Doc. 48/13, 30/12/2013, §114ff. 68 ibid, attributed to Father Pedro Pantoja, General Advisor to domestic civil
society organisations. ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS The UN Committee on the Protection of the Rights of Migrant
Workers went further and mentioned explicitly the collusion between
criminal gangs and state officials in its 2011 report, The Committee is deeply concerned by the alarming number of cases of kid-
napping and extortion of undocumented migrant workers coming up from the
southern border and by the acts of torture and cruel, inhuman and degrading
treatment, disappearances and killings of these migrants, primarily at the
hands of national and international organized crime groups. 71 Pre-Trial Chamber I, Prosecutor v Katanga, ICC-01/04-01/07, 30/09/2008, §396;
Pre-Trial Chamber II, Decision Pursuant to Article 61(7)(a) and (b) of the Rome
Statute on the Charges of the Prosecutor against Jean-Pierre Bemba Gombo, ICC-01/
05-01/08-424, 15/06/2009, §81; Prosecutor v Blasˇkic´, Case No. IT-95-14-T, ICTY,
Judgment, 03/03/2000, §204. 70 Fre´ de´ ric Me´ gret, ‘‘Is the ICC Focusing Too Much on Non-State Actors?’’ in
Margaret de Guzman and Diane M. Amann, Arcs of Global Justice: Essays in
Honour of William A. Schabas, (Oxford, OUP: 2018) pp. 173–201, at 198. 69 UN, Committee on the Protection of the Rights of All Migrant Workers and
Members of their Families, Concluding Observations to Mexico, 03/05/2011, §29. 72 Romaine Le Cour Grandmaison, ‘‘Order, Sovereignty, and Violence in Mex-
ico’’, Mexico Violence Resource Project, 07/12/2020, available online at: https://
www.mexicoviolence.org/post/order-sovereignty-and-violence-in-mexico
(last
ac
cessed 20/07/2021); Ioan Grillo, ‘‘How the Sinaloa Cartel Bested the Mexican
Army’’, Time, 18/10/2019, https://time.com/5705358/sinaloa-cartel-Mexico-culiacan/ …the [U.S.] Drug Enforcement Administration scored an unexpected coup.
An agent persuaded a high-level Zetas operative to hand over the trackable
cellphone identification numbers for two of the cartel’s most wanted kingpins,
Miguel A´ ngel Trevin˜ o and his brother Omar. Then the DEA took a gamble. It
shared the intelligence with a Mexican federal police unit that has long had JAVIER S. ESKAURIATZA The Committee is
also concerned by allegations that public authorities participate in these human
rights violations, or that they are carried out with the complicity, consent and/or
collusion of federal, state and municipal authorities [emphasis added].69 It is sometimes argued that the attacking organisation must be
‘‘State-like’’ before they qualify as capable of committing crimes
against humanity. But this interpretation can be challenged as pure
Eurocentrism. International criminal law should not simply reflect
the European history of the legal frameworks. Today, it is simply not
clear what kind of ‘‘State’’ is being imagined when these interpretive
arguments are made. As Me´ gret has argued, in many places ‘‘the state
is simply not what it was traditionally imagined to be by international
(criminal) lawyers, and its ability to inflict harm may pale in com-
parison to that of armed groups [sic]’’.70 Indeed, the ICC has
acknowledged the same in Katanga, when it ruled that ‘‘…a policy
may be made by groups of persons who govern a specific territory or
by any organization with the capability to commit a widespread or
systematic attack…’’.71 Mexico is a vast territory (by European
standards). In Mexico, the State’s presence in several of the more
violent regions, including in North-Eastern Mexico, is a matter of
ongoing (sometimes, violent) negotiation with multiple armed ac- It is sometimes argued that the attacking organisation must be
‘‘State-like’’ before they qualify as capable of committing crimes
against humanity. But this interpretation can be challenged as pure
Eurocentrism. International criminal law should not simply reflect
the European history of the legal frameworks. Today, it is simply not
clear what kind of ‘‘State’’ is being imagined when these interpretive
arguments are made. As Me´ gret has argued, in many places ‘‘the state
is simply not what it was traditionally imagined to be by international
(criminal) lawyers, and its ability to inflict harm may pale in com-
parison to that of armed groups [sic]’’.70 Indeed, the ICC has
acknowledged the same in Katanga, when it ruled that ‘‘…a policy
may be made by groups of persons who govern a specific territory or
by any organization with the capability to commit a widespread or
systematic attack…’’.71 Mexico is a vast territory (by European
standards). In Mexico, the State’s presence in several of the more
violent regions, including in North-Eastern Mexico, is a matter of
ongoing (sometimes, violent) negotiation with multiple armed ac- JAVIER S. 73 Situation in the Republic of Kenya, Decision Pursuant to Article 15 of the Rome
Statute on the Authorisation of an Investigation in the Situation in the Republic of
Kenya, ICC-01/19, 31/03/2010, §95.
74 ibid
§93 JAVIER S. ESKAURIATZA ESKAURIATZA tors.72 Rather than imagining the archetypal State and comparing
different organisations to that image, other indicators, such as control
over territory, control of the movement of persons, informal taxes/
extortion, or the mere capacity to attack civilians must be brought to
the fore in the interpretation of the kinds of organisations which
qualify as part of the customary law definition.73 In this respect, the interpretation of ‘‘organisational’’ provided by
the majority in the Kenya decision should be preferred. The major-
ity’s (non-exhaustive) factor-based approach identified the following
as most relevant: (i) a responsible command or established hierarchy,
(ii) capacity to carry out the widespread or systematic attack against
a civilian population, (iii) control over part of the territory of a State,
(iv) having as a primary purpose criminal activities against the
civilian population, (v) the articulation of an intention (explicit or
implicit) to attack a civilian population, or (vi) being part of a larger
group which fulfils some or all of the above-criteria.74 The Zetas organisation qualifies as a relevant organisation on
these criteria. It was created out of Mexican ex-special forces per-
sonnel and, at the relevant time, had a clearly defined hierarchical
leadership. The Zetas were heavily armed, and they had a capacity to
carry out widespread or systematic attacks against civilians. Fur-
thermore, the organisation exercised control over the territory in
question. This is clear when we consider the ‘‘revenge attacks’’ on the
northern towns of Coahuila. As Ginger Thompson explains: ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS problems with leaks — even though its members had been trained and vetted
by the DEA. Almost immediately, the Trevin˜ os learned they’d been betrayed.75 In response to the betrayal, the Zeta leadership unleashed a wave of
attacks on several towns of Northern Coahuila. Although the details
are still unclear (owing to a lack of a full investigation) Piedras Ne-
gras and Allende were particularly affected with thousands of emer-
gency calls reporting fires breaking out all over the towns.76 In particular, the facts of what happened in Allende are illustrative
of what happens when an area is handed over to an organisation like
the Zetas drug cartel.77 As explained by the investigative director,
Jose´ Juan Morales, Coahuila State Prosecutor’s Office: We have testimony from people who say they participated in the crime. They
described some 50 trucks arriving in Allende, carrying people connected to the
cartel. 75 Ginger Thompson, ‘‘How the U.S. Triggered a Massacre in Mexico’’, ProPu-
blica, 12/06/2017. For background to Thompson’s research see, Alice Driver, ‘‘How
One Reporter Uncovered the US Role in Mexico Massacre’’, Global Investigative
Journalism Network, 18/06/2018, available online at: https://gijn.org/2018/06/18/
how-one-reporter-uncovered-the-us-role-in-a-Mexico-massacre/ (last accessed 13/03/
2021); see also Sarah Chayes, Thieves of State – Why Corruption Threatens Global
Security (New York, Norton: 2016), p. 185. 76 Aguayo and Daya´ n report that there were approximately 1,450 emergency calls
from Piedras Negras and Allende, supra, (n. 62) p. 62. 77 Ginger Thompson, supra, (n. 75). 75 Ginger Thompson, ‘‘How the U.S. Triggered a Massacre in Mexico’’, ProPu-
blica, 12/06/2017. For background to Thompson’s research see, Alice Driver, ‘‘How
One Reporter Uncovered the US Role in Mexico Massacre’’, Global Investigative
Journalism Network, 18/06/2018, available online at: https://gijn.org/2018/06/18/
how-one-reporter-uncovered-the-us-role-in-a-Mexico-massacre/ (last accessed 13/03/
2021); see also Sarah Chayes, Thieves of State – Why Corruption Threatens Global
Security (New York, Norton: 2016), p. 185.
76 Aguayo and Daya´ n report that there were approximately 1,450 emergency calls
from Piedras Negras and Allende, supra, (n. 62) p. 62.
77 Ginger Thompson, supra, (n. 75).
78 ibid.
79 ibid. JAVIER S. ESKAURIATZA They broke into houses, they looted them and burned them. Afterward,
they kidnapped the people who lived in those houses and took them to a ranch
just outside of Allende. First, they killed them. They put them inside a storage
shed filled with hay. They doused them with fuel and lit them on fire, feeding
the flames for hours and hours.78 In relation to the official response, Allende’s deputy mayor has said
that ‘‘there was a two-sided government, the official one and the
criminal one that was in charge. We knew that the police were con-
trolled by criminals’’.79 To summarise, it may well be that a policy
element is now required as a matter of customary international law. However, the threshold is low, and it would be easily satisfied in
respect of Zeta cartel crimes. Therefore, the most important con-
textual element for the purposes of applying the crimes against
humanity label to some of Mexico’s drug-related violence is satisfied. In relation to the official response, Allende’s deputy mayor has said
that ‘‘there was a two-sided government, the official one and the
criminal one that was in charge. We knew that the police were con-
trolled by criminals’’.79 To summarise, it may well be that a policy
element is now required as a matter of customary international law. However, the threshold is low, and it would be easily satisfied in
respect of Zeta cartel crimes. Therefore, the most important con-
textual element for the purposes of applying the crimes against
humanity label to some of Mexico’s drug-related violence is satisfied. JAVIER S. ESKAURIATZA 80 Prosecutor v. Kayishema, ICTR-95-1-T, Judgment, 21/05/1999, §122.
81 Prosecutor v Limaj (IT-03-66-T) Judgment, 30/11/2005, para. 182.
82 Tadic´, supra, (n. 41), Trial Chamber Judgment, §649; Prosecutor v. Kunarac
et al, Case IT-96-23-T & IT96-23/1-T, Trial Chamber, Judgment, 22/02/2001, §415.
83 Prosecutor v. Akayesu, Case No. ICTR-96-4-T, 2 September 1998, §581.
84 Although, some of this was paid labour (i.e., working in the ‘‘kitchens’’ drew a
salary of $300 per night). Those inmates in maximum security/special isolation were
required to dispose of the remains around the prison grounds, and there is no
indication this was paid. 84 Although, some of this was paid labour (i.e., working in the ‘‘kitchens’’ drew a
salary of $300 per night). Those inmates in maximum security/special isolation were
required to dispose of the remains around the prison grounds, and there is no
indication this was paid. 87 Tadic´, supra, (n. 41), Appeals Chamber Judgment, §248. 85 ibid.
86 ICTR Statute, Art. 3; Tadic´, supra, (n. 41), Trial Chamber Judgment, §656;
Akayesu, supra (n. 83), §579. 85 ibid.
86 ICTR Statute, Art. 3; Tadic´, supra, (n. 41), Trial Chamber Judgment, §656;
Akayesu, supra (n. 83), §579.
87 Tadic´, supra, (n. 41), Appeals Chamber Judgment, §248.
88 Tadic´, (n. 41), Trial Chamber Judgment, §206.
89 Akayesu, supra (n. 83) §580.
90 Katanga et al., supra, (n. 71) paras. 394–398; Bemba, supra, (n. 71), para. 83;
Kenya Decision, supra (n. 73), §95.
91 Kunarac et al, supra, (n. 82), §428. 88 Tadic´, (n. 41), Trial Chamber Judgment, §206. 90 Katanga et al., supra, (n. 71) paras. 394–398; Bemba, supra, (n. 71), para. 83;
Kenya Decision, supra (n. 73), §95. ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS down, out of fear of the threats we faced. There were too many armed men. We
were afraid for our lives. We couldn’t fight bullets with water.85 89 Akayesu, supra (n. 83) §580. 91 Kunarac et al, supra, (n. 82), §428. 3.2 The Requirement of a ‘‘Widespread or Systematic Attack’’ For the label of crimes against humanity to apply, there must also be
an ‘‘attack’’ on a civilian population. The attack is ‘‘the event’’ during
which one of the prohibited crimes must take place. However, it need
not be a military attack.80 An ‘‘attack’’ is a ‘‘course of conduct
involving the commission of acts of violence’’.81 Any individual need
only be implicated in a single act (i.e., kill one person, or help to
imprison them, or deport them) but this prohibited act must form
part of the broader attack on civilians.82 The Zeta revenge attacks on the northern towns of Coahuila were
military-style attacks, as such. Therefore, this aspect of the definition
is easily satisfied. It bears mentioning that, as a matter of customary
international law, the mistreatment of a civilian population also
qualifies as ‘‘an attack’’. In Akayesu, the Trial Chamber held that
‘‘exerting pressure on the population to act in a particular manner, may
come under the purview of an attack, if orchestrated on a massive
scale or in a systematic manner [emphasis added]’’.83 As reported by
Aguayo and Daya´ n, the Zeta cartel charged non-cartel inmates for
use of their cells in Piedras Negras prison. They also ‘‘forced’’ in-
mates to carry out a number of cartel-related activities, including
modifying vehicles and participating in the burning of the victims’
bodies.84 In relation to the attack on Allende, the population was
directed to ignore the attacks on the town. Public service personnel,
summoned by the burning of the bodies in nearby ranches, have
explained that upon their arrival, they met the Zetas gunmen who
told them to withdraw: They said there were going to be numerous incidents. We were going to get
numerous emergency calls about gunshots, fires and things like that. They told
us we were not authorized to respond. In my capacity as fire chief, what I did
was to advise my boss, who in this case was the mayor. I told him that we were
facing an impossible situation and that the only thing we could do was to stand Kenya Decision, supra (n. 73), §95. 89 Akayesu, supra (n. 83) §580. 85 ibid. down, out of fear of the threats we faced. There were too many armed men. We
were afraid for our lives. We couldn’t fight bullets with water.85 down, out of fear of the threats we faced. There were too many armed men. We
were afraid for our lives. We couldn’t fight bullets with water.85 There is clear evidence that the Zetas cartel perpetrated attacks on
numerous towns in the territory controlled by the organisation. But
in addition, the law requires that the attack must be either widespread
or systematic.86 As the Appeals Chamber put it in Tadic´, ‘‘the acts of
the accused must comprise part of a pattern of widespread or sys-
tematic crimes directed against a civilian population [emphasis ad-
ded]’’.87 In Tadic´, the Trial Chamber thought that the standard for
‘‘widespread’’ was satisfied by evidence of the ‘‘large-scale nature of
the attack and the number of victims’’.88 The ICTR may have em-
braced a slightly higher threshold in Akayesu where the Trial
Chamber defined ‘‘widespread’’ as ‘‘massive, frequent, large scale
action, carried out collectively with considerable seriousness and di-
rected against a multiplicity of victims’’.89 The ICC jurisprudence has
not deviated materially from this customary law understanding of
‘‘widespread’’.90 It is not possible to be absolutely clear about how many victims
are needed for there to be a ‘‘multiplicity’’ of victims (beyond the
exclusion of isolated acts of violence).91 However, the revenge at-
tacks, which, at least, killed hundreds, must be appreciated in the
context of repeated crimes against civilians by the Zetas across the
North-Eastern territory during the three-year period, including the
kidnapping and disappearance of thousands of migrants, and the
systematic torture and disappearances at Piedras Negras prison. The
precise scope of application of the legal terms cannot be separated
from the factual circumstances in question. Thus, a reflexive ap- 91 Kunarac et al, supra, (n. 82), §428. JAVIER S. ESKAURIATZA proach might be wise.92 As Jalloh has argued, ‘‘the focus of the
analysis should […] hone in on the wrongful conduct that has caused
international social harm or alarm [sic]’’, rather than, exclusively, on
the meaning of particular words.93 This is helpful. The alarm in
question is that thousands of persons in North-Eastern Mexico dis-
appeared and mass graves are being discovered with alarming fre-
quency. Many of these are victims of Zeta attacks (though owing to
lack of investigations by the State it is impossible to say, at this stage,
how many).94 An excessively narrow theory of the situation may consider that
the Zetas attack(s) are not ‘‘widespread’’. 92 Suggesting reflexivity in the context of general principles of liability in inter-
national criminal law see Robert Cryer, ‘‘Imputation and Complicity in Common
Law States – A (Partial) View from England and Wales’’, Journal of International
Criminal Justice (2014) 267–282, 281: ‘‘…the point is to develop, reflexively, princi-
ples and rules from which there may be (again reflexive) deduction in the future
[emphasis added]’’. 94 For context, there are now 90,000 disappeared in Mexico, Sandra Weiss,
‘‘Me´ xico: Ma´ s de 90,000 desaparecidos y los crı´menes continu´ an’’ DW, 3 August
2021 available online at: https://www.dw.com/es/m%C3%A9xico-m%C3%A1s-de-
90000-desaparecidos-y-los-cr%C3%ADmenes-contin%C3%BAan/a-59031428. 93 Charles C. Jalloh, ‘‘What Makes a Crime Against Humanity a Crime Against
Humanity?’’, 28 Am. U. Int’ L. Rev. (2013) 381–441, 435. 96 Kunarac et al, supra, (n. 53), §94. 95 Akayesu, supra (n. 81) §580. 97 Katanga et al., supra, (n. 71), paras. 397–398. 98 ibid.
99 Article 5, ICTYS; Article 3, ICTRS; Article 2, SCSLS; Article 5, ECCCS.
100 Kunarac et al, supra, (n. 82), §423.
101 Leila Sadat, ‘‘Putting Peacetime First: Crimes against Humanity and the
Civilian Population Requirement’’, Emory International Law Review (2017) 197–270;
Kai Ambos, The ECCS’s Contribution to Substantive ICL – The Notion of
‘‘Civilian Population’’ in the Context of Crimes Against Humanity’, JICJ (2020)
689–700, 690.
102 A
b
b d
691 98 ibid. 102 Ambos, ibid., 691. down, out of fear of the threats we faced. There were too many armed men. We
were afraid for our lives. We couldn’t fight bullets with water.85 Even so, they may be
considered ‘‘systematic’’. The jurisprudence of the ad-hoc tribunals
has equated this criterion with evidence of planning, organisation,
and the existence of a regular pattern of conduct. For example, in
Akayesu, the Trial Chamber defined ‘‘systematic’’ as ‘‘thoroughly
organised and following a regular pattern on the basis of a common
policy involving substantial public or private resources [emphasis
added]’’.95 In Kunarac, the Appeals Chamber agreed with the Trial
Chamber’s view that ‘‘patterns of crimes – that is the non-accidental
repetition of similar criminal conduct on a regular basis – are a
common expression of such systematic occurrence’’.96 Again, the
Rome Statute jurisprudence has followed a similar line. In Katanga, a
Pre-Trial Chamber stated that ‘‘systematic’’ meant the Prosecutor
needed evidence of ‘‘an organised plan in furtherance of a common
policy, which follows from a regular pattern and results in a con-
tinuous commission of acts’’.97 Alternatively, the Pre-Trial Chamber ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS required evidence of ‘‘non-accidental repetition of similar criminal
conduct on a regular basis’’.98 The revenge attacks were certainly systematic. The Zetas arrived
in town with a purpose and set to the destruction of property and the
rounding up of persons associated that they believed were associated
with the DEA informant. Violent revenge is by definition non-acci-
dental. Further, the repeated assaults on migrants can also be de-
scribed as one systematic attack – repeated kidnappings and
disappearances are not random events because an income-stream,
linked to the repetition of human rights abuses, by definition cannot
be random or isolated. Finally, it is not possible to run a prison as a
regional headquarters, and site of extermination, without also satis-
fying the systematic standard. 3.3 ‘‘Directed Against Any Civilian Population’’ 3.3 ‘‘Directed Against Any Civilian Population’’ The crimes against humanity label requires that it is a ‘‘civilian
population’’ that is protected from widespread or systematic attack.99
This, again, suggests that evidence of a certain amount of scale is
required in terms of the victims of the attack. It also serves to exclude
isolated acts against, even multiple, individuals. But it is clear that
customary law adopts a wide definition of a ‘‘civilian population’’. This is evidenced by the use of the word ‘‘any’’ which means that the
distinguishing characteristics of the civilian population are immate-
rial (i.e. their race, their ethnicity, their nationality).100 Problemati-
cally, the definition of a ‘‘civilian’’ population tends to suggest a
normative coupling with international humanitarian law.101 But as
Ambos has argued, the two bodies of law are supported by different
rationales – namely, the prohibition of crimes against humanity does
not arise from the ‘‘principle of distinction’’ and so automatic
transfers from one body of law to the other should be avoided.102 In
peacetime situations, such as (ostensibly) North-Eastern Mexico be-
tween 2009–2012, the core of crimes against humanity should be The crimes against humanity label requires that it is a ‘‘civilian
population’’ that is protected from widespread or systematic attack.99 JAVIER S. ESKAURIATZA understood as the protection of everyone from organised and sys-
tematic attacks, regardless of their status, and regardless of the kind
of organisation that is carrying out the widespread or systematic
attack. This interpretation is most faithful to the rationale of crimes
against humanity as protecting the human rights of individuals from
organised attack by groups in power; groups that control the territory
in which they happen to live, or need to pass through, as a matter of
simple chance. As has been explained, the Zetas organisation was in
control of vast swathes of Coahuila and colluded with local gov-
ernment to carry out their activities, in Piedras Negras prison, and
across the territory, attacking towns and kidnapping and disap-
pearing migrants. Yet, another issue that might arise is the question of how many
civilians must be targeted before the ‘‘population’’ criterion is satis-
fied. 103 Tadic´, supra, (n. 41), Trial Chamber Judgment, §644.
104 Kunarac et al, supra, (n. 53), §90. 3.3 ‘‘Directed Against Any Civilian Population’’ The Trial Chamber in Tadic´ stated that the reference to ‘‘pop-
ulation’’ meant that the crimes must have been ‘‘crimes of a collective
nature’’ and this, therefore, excluded ‘‘single or isolated acts’’ which
might be ordinary crimes or war crimes.103 This does not mean,
however, that the entire population living in the sphere of the attack
must have been subjected to the attack.104 During the material time,
some parts of North-Eastern Mexico may even have been relatively
peaceful. Also, in the context of the revenge attacks, the Zetas se-
lected certain families and individuals and spared others. In the
prison, there was an aspect of selection in the context of the killings,
and in the selection of migrants to kidnap, extort, and disappear. According to witness testimony, for example, the victims in the prison
were often drug dealers that were in competition with the Zetas (so-
called ‘‘grasshoppers’’), or people who owed the cartel money, and
the family members of these persons. The so-called ‘‘kitchens’’ were
also used to disappear people who were taken from the towns of
Allende, Morelos, Nava, Villa Unio´ n and Zaragoza during the re-
venge attacks of March 2011. Yet, an aspect of selection of victims is not determinative. The
victims and survivors were not randomly selected individuals – the
killing and burning of civilians was a part of how the Zetas (and other
cartels) governed in Coahuila. The fact that other cartels operate on a
similar basis explains why there are approximately 90,000+ official ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS missing persons in Mexico.105 It does not matter that the civilians
were only temporarily on the territory in question (i.e., migrants); nor
would it matter that the victims were police or local law enforce-
ment.106 Even the presence of so-called ‘‘self-defence groups’’
(autodefensas) would not deprive the population attacked of its
civilian character. The law states that it is sufficient if an organisation
attacks a part of the population in the area subjected to attack. 105 Jacobo Daya´ n, ‘‘Se supero´ la cifra de 80 mil desaparecidos’’, Aristegui Noticias,
13/01/2021; Luis Astorga, ‘‘The Limits of anti-drug policy in Mexico’’, (UNESCO:
2001) pp. 427–431. 106 This approach has been followed at the ICC, see Prosecutor v Jean Pierre
Bemba Gombo Case No. ICC-01/05-01/08, Judgment pursuant to Article 74 of the
Statute, 21/03/2016, §153. 108 ibid., §154; Draft Articles on Prevention and Punishment of Crimes Against
Humanity, International Law Commission, A/74/10 at 13. 106 This approach has been followed at the ICC, see Prosecutor v Jean Pierre
Bemba Gombo Case No. ICC-01/05-01/08, Judgment pursuant to Article 74 of the
Statute, 21/03/2016, §153.
107 ibid.
108 ibid., §154; Draft Articles on Prevention and Punishment of Crimes Against
Humanity, International Law Commission, A/74/10 at 13.
109 ILC Draft Articles, ibid, at 36. 109 ILC Draft Articles, ibid, at 36. 3.3 ‘‘Directed Against Any Civilian Population’’ The
Appeals Chamber in Kunarac determined that it was: sufficient to show that enough individuals were targeted in the course of the
attack, or that they were targeted in such a way as to satisfy the Chamber that
the attack was in fact directed against a civilian population, rather than against
a limited and randomly selected number of individuals.107 This approach has been endorsed by recent ICC jurisprudence.108 It
has also been followed in the 2019 Draft Convention on Crimes
against Humanity prepared by the International Law Commission
which states that population simply means that the attack must be
directed against ‘‘multiple victims’’.109 None of the Zetas victims were
‘‘randomly selected’’ – for example, in the context of the revenge
attacks, they were aiming at those individuals and families that they
decided were linked to the informant. It is true that innocent persons
were harmed as a consequence of the application of the policy,
seemingly, at random – however, the policy was not to attack random
people. Neither is the policy to kidnap, extort, and disappear mi-
grants, random, for the purposes of the law. Lastly, there is a question about what is meant by ‘‘directed
against’’ (or the notion of an attack being ‘‘on’’ civilians). At the
ICTY, the ‘‘war nexus’’ in the Statute meant that it was necessary to
exclude civilians that were ‘‘collateral damage’’. The Appeals
Chamber in Kunarac explained that ‘‘directed against’’ signals that
the civilian population is the ‘‘primary object of the attack’’, thus JAVIER S. ESKAURIATZA excluding incidental harm to civilians.110 It found evidence for ‘‘di-
rection’’ from a range of factors including: the means and methods
used to attack the victims; their status and number; and the nature of
the crimes committed during the attack.111 Recent jurisprudence at
the ICC has reflected the approach of the ad-hoc tribunals. 3.3 ‘‘Directed Against Any Civilian Population’’ In Bemba,
the Trial Chamber determined that it was necessary to prove that
‘‘the civilian population was the primary, as opposed to incidental,
target of the attack…’’.112 This finding was evidenced by the ‘‘means
and methods used in the course of the attack, the status of the vic-
tims, their number, the discriminatory nature of the attack, the nature
of the crimes committed in its course, [and] the form of resistance to
the assailants at the time of the attack,[…] ’’113 In relation to the
activities of the Zetas in Coahuila, the ‘‘kitchens’’ of Piedras Negras,
the extermination of migrants in San Fernando, and elsewhere, this is
not really in doubt. 114 Three ‘‘communications’’ pursuant to Article 15 Rome Statute have been sent
to the Office of the Prosecutor (OTP): Mexico: Report on the Alleged Commission of
Crimes Against Humanity in Baja California between 2006–2012 (2014) available
online at: https://www.fidh.org/IMG/pdf/mexique642ang2014web.pdf (this petition
was rejected); Mexico Coahuila: Ongoing Crimes Against Humanity (2017) available
online
at:
https://www.fidh.org/IMG/pdf/angmexico_coahuila_ongoing_crimes_ 110 Kunarac et al, supra, (n. 53), §91–92.
111 ibid., §91.
112 Bemba Gombo, supra, (n. 71), §674.
113 ibid., §153.
114 Three ‘‘communications’’ pursuant to Article 15 Rome Statute have been sent
to the Office of the Prosecutor (OTP): Mexico: Report on the Alleged Commission of
Crimes Against Humanity in Baja California between 2006–2012 (2014) available
online at: https://www.fidh.org/IMG/pdf/mexique642ang2014web.pdf (this petition
was rejected); Mexico Coahuila: Ongoing Crimes Against Humanity (2017) available
online
at:
https://www.fidh.org/IMG/pdf/angmexico_coahuila_ongoing_crimes_ 113 ibid., §153. 112 Bemba Gombo, supra, (n. 71), §674. 117 Beverley Goldberg, ‘‘Ayotzinapa: 1,826 days later, and still no justice’’, Open
Democracy, 30 September 2019, available online: https://www.opendemocracy.net/
en/democraciaabierta/masacre-de-ayotzinapa-5-a%C3%B1os-sin-resolver-en/
(last
accessed 21 September 2021). For a reconstruction of the events that occurred on the
26th September 2014 (based on: i) eyewitness accounts, ii) video-footage, iii) testi
mony of the surviving student Fernando Marı´n, iv) information from Tlachinollan IV
COMPLETE LABELLING AND COUNTERVAILING
CONSIDERATIONS Given the nature and scale of the Zeta crimes in Coahuila, and sur-
roundings, I have argued in Part 2 that the most complete and
appropriate label for these crimes is crimes against humanity. Simi-
larly, national and international civil society actors have expressed
inconformity with the current approach by turning to the language of
international criminal law to describe the situation of violence and
the responsibility of those involved (including the State). National
and international human rights organisations have produced a
number of Rome Statute Article 15 communications in recent years
alleging that crimes against humanity have been committed by State
and non-State actors on Mexican territory in Baja California, Coa-
huila, and Chihuahua.114 In Coahuila, specifically, they have de- ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS scribed and evaluated the violence in terms of crimes against
humanity as a more appropriate label that tells a more complete story
about what happened when the Zeta cartel governed large swathes of
Coahuila.115 However, there are important counterarguments to
consider and this section looks at some of these. The worry is that the
prosecution and conviction of drug-cartel leaders for crimes against
humanity is, in a different way, also failing to adhere to the principle
of complete labelling. In the first place, to avoid selectivity claims, domestic prosecutions
for international crimes would seem to require a more serious
investigation of the Mexican Armed Forces and their conduct during
the Mexican Drug War. Successive governments have been unwilling
to hold the military to account.116 Thus, any benefits of the criminal
trial as a more complete communicative process would appear to be
available only to those who happen to be victims and survivors of
cartel violence.117 This is, clearly, not justifiable, as a matter of
principle. Footnote 114 continued against_humanity_fidh-final_a_revisar-1.pdf; Article 15 Communication Under the
Rome Statute to the International Criminal Court Regarding the alleged commission of
crimes against humanity in Chihuahua, Me´xico between 2008 and 2010 (2018) https://
www.fidh.org/IMG/pdf/mexique715anglais-1_final.pdf (all the reports last accessed
on 11 November 2020). Of these communications, only the first has received a
response from the OTP (rejected). against_humanity_fidh-final_a_revisar-1.pdf; Article 15 Communication Under the
Rome Statute to the International Criminal Court Regarding the alleged commission of
crimes against humanity in Chihuahua, Me´xico between 2008 and 2010 (2018) https://
www.fidh.org/IMG/pdf/mexique715anglais-1_final.pdf (all the reports last accessed
on 11 November 2020). against_humanity_fidh-final_a_revisar-1.pdf; Article 15 Communication Under the
Rome Statute to the International Criminal Court Regarding the alleged commission of
crimes against humanity in Chihuahua, Me´xico between 2008 and 2010 (2018) https://
www.fidh.org/IMG/pdf/mexique715anglais-1_final.pdf (all the reports last accessed
on 11 November 2020). Of these communications, only the first has received a
response from the OTP (rejected). Footnote 117 continued
Human Rights Centre) see Anabel Herna´ ndez, ‘‘The Hours of Extermination – The
Disappearance of the Forty-Three Students in Iguala, Guerrero’’, in Lydia Cacho,
et al (n. 5) at 102–120. 120 Decision on the Prosecutor’s request for authorization of an investigation
pursuant to Article 15(3) of the Statute, Situation in the Republic of the Philippines,
Pre-Trial Chamber I, 15 September 2021, ICC-01-21, available online from the
Court’s website. 119 Naomi Roht-Arriaza and Santiago Martı´nez, Grand Corruption and the
International Criminal Court in the ‘‘Venezuela Situation’’’, Journal of International
Criminal Justice (2019) 1057–1082, 1062. 118 Sarah Chayes, Thieves of State – Why Corruption Threatens Global Security
(New York, Norton: 2016), 185. IV
COMPLETE LABELLING AND COUNTERVAILING
CONSIDERATIONS Of these communications, only the first has received a
response from the OTP (rejected). 115 Aguayo and Daya´ n, supra, (n. 62); Coahuila: Ongoing Crimes Against
Humanity (2017) available online at:https://www.fidh.org/IMG/pdf/angMexico_coa
huila_ongoing_crimes_against_humanity_fidh-final_a_revisar-1.pdf. 115 Aguayo and Daya´ n, supra, (n. 62); Coahuila: Ongoing Crimes Against
Humanity (2017) available online at:https://www.fidh.org/IMG/pdf/angMexico_coa
huila_ongoing_crimes_against_humanity_fidh-final_a_revisar-1.pdf. 116 Article 15 Communication Under the Rome Statute to the International Criminal
Court Regarding the alleged commission of crimes against humanity in Chihuahua,
Me´xico
between
2008
and
2010
(2018)
https://www.fidh.org/IMG/pdf/mex
ique715anglais-1_final.pdf (all the reports last accessed on 11 November 2020). On
selectivity see Robert Cryer, Prosecuting International Crimes: Selectivity and the
International Criminal Law Regime (Cambridge, CUP: 2005); J. Eskauriatza, The
‘‘Cienfuegos Affair’’ and the Proposal for a New Regional Transnational Criminal
Court in Latin America (COPLA)’, OpinioJuris, 16 July 2021, available online at:
http://opiniojuris.org/2021/07/16/the-cienfuegos-affair-and-the-proposal-for-a-new-
regional-transnational-criminal-court-in-latin-america-copla/ (last accessed 11 Au
gust 2021). 117 Beverley Goldberg, ‘‘Ayotzinapa: 1,826 days later, and still no justice’’, Open
Democracy, 30 September 2019, available online: https://www.opendemocracy.net/
en/democraciaabierta/masacre-de-ayotzinapa-5-a%C3%B1os-sin-resolver-en/
(last
accessed 21 September 2021). For a reconstruction of the events that occurred on the
26th September 2014 (based on: i) eyewitness accounts, ii) video-footage, iii) testi
mony of the surviving student Fernando Marı´n, iv) information from Tlachinollan Footnote 117 continued
Human Rights Centre) see Anabel Herna´ ndez, ‘‘The Hours of Extermination – The
Disappearance of the Forty-Three Students in Iguala, Guerrero’’, in Lydia Cacho,
et al (n. 5) at 102–120.
118 Sarah Chayes, Thieves of State – Why Corruption Threatens Global Security
(New York, Norton: 2016), 185.
119 Naomi Roht-Arriaza and Santiago Martı´nez, Grand Corruption and the
International Criminal Court in the ‘‘Venezuela Situation’’’, Journal of International
Criminal Justice (2019) 1057–1082, 1062.
120 Decision on the Prosecutor’s request for authorization of an investigation
pursuant to Article 15(3) of the Statute, Situation in the Republic of the Philippines,
Pre-Trial Chamber I, 15 September 2021, ICC-01-21, available online from the
Court’s website. JAVIER S. ESKAURIATZA Secondly, questions may be raised about the expressive or sym-
bolic power of domestic criminal trials in Mexico tout court. For
example, it may be asked how prosecuting cartel leaders for crimes
against humanity would adequately express and denounce the col-
lusion between the cartels and State officials that has led to the overall
situation of widespread violence and bloodshed. As Chayes has ar-
gued, ‘‘ [i]n…Mexico […] among other acutely corrupt countries,
public officials have entered into destabilizing alliances, even sym-
biosis, with transnational criminal superpowers: drug and weapons
syndicates whose activities span continents’’.118 In this context, what
good is it to insist upon the communicative benefits of domestic
prosecutions? Criminal trials are likely to be counter-productive or
weaponised when domestic criminal justice systems are compromised. Of course, it may be countered that this is the very reason for the
emergence of international criminal courts. Indeed, some commen-
tators have argued that the modern law of crimes against humanity
means that the ICC should begin to consider Mexico-type situations
more seriously. As Arriaza and Martı´nez have argued, Increasingly, situations involving crimes against humanity are likely to involve
a murky mix of actions to control territory and resources for personal, orga-
nizational or political gain, combined with ever-more sophisticated interna-
tional networks to fund these actions and hide the proceeds […] For the ICC,
and international justice more generally, continued relevance will increasingly
require grappling with this underlying reality.119 The recent opening of an investigation in the Republic of the
Philippines has, at least, put official violence linked to the ‘‘war on
drugs’’ on the international criminal justice agenda.120 Yet, whether The recent opening of an investigation in the Republic of the
Philippines has, at least, put official violence linked to the ‘‘war on
drugs’’ on the international criminal justice agenda.120 Yet, whether ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS or not the ongoing ‘‘pre-preliminary’’ examination of Mexico leads
anywhere is uncertain. Thirdly, some may argue that to apply the supposedly universal
standards of Anglo-American criminal law theory to a radically
different context is at best wrongheaded, or at worst, an exercise in a
kind of ‘‘academic imperialism’’. 121 Martti Koskenniemi, The Gentle Civilizer of Nations: The Rise and Fall of
International Law 1870–1960 (Cambridge: Cambridge University Press: 2001), 489.
122 Anthony Anghie, Imperialism, Sovereignty and International Law, (New York,
CUP: 2004).
123 Dias, (n. 2) 790, referring to the International Convention on Civil and
Political Rights (‘‘ICCPR’’), Article 14(3)(a).
124 Mexico acceded to the ICCPR on 23 March 1981. 124 Mexico acceded to the ICCPR on 23 March 1981. 123 Dias, (n. 2) 790, referring to the International Convention on Civil and
Political Rights (‘‘ICCPR’’), Article 14(3)(a). 130 See Propuesta Ciudadana Para La Construccio´n de Una Polı´tica Sobre Verdad,
Justicia y Reparacio´n a las Vı´ctimas de la Violencia y de las Violaciones a Derechos
Humanos (2019), (‘‘Citizens Proposal’’); see also https://jtMexico.org/; On the turn to
transformative justice in transitional justice literature see, Kieran McEvoy, ‘‘Beyond
Legalism: Towards a Thicker Understanding of Transitional Justice’’, Journal of 129 Mark Drumbl, Atrocity, Punishment and International Law (Cambridge, CUP:
2009). 127 Immi Tallgren, ’The Sensibility and Sense of International Criminal Law’ 13
European Journal of International Law (2002) 561–595; Carsten Stahn, A Critical
Introduction to International Criminal Law (Cambridge, CUP: 2019), 117–158;
Guilfoyle, (n. 17) at 257, citing Gerry Simpson, ‘‘Men and Abstract Entities: Indi-
vidual Responsibility and Collective Guilt in International Criminal Law’’ in Andre´
Nollkaemper and Herman van der Wilt, System Criminality in International Law
(Cambridge, CUP: 2009); see also Janine Natalya Clark, ’The Limits of Retributive
Justice: Findings of an Empirical Study in Bosnia and Hercegovina’ 7 Journal of
International Criminal Justice (2009) 463–487. 128 Koskenniemi, (n. 13) 14. 125 John Gardner, ‘‘Legal Positivism - 5 1/2 Myths’’, 46 American Journal of
Jurisprudence 1 (2001) 199, 200. 126 For a comprehensive list see Dias, (n. 2) at fn. 23, 793. JAVIER S. ESKAURIATZA Fair labelling and complete label-
ling may be relevant to questions of ‘‘murder’’ and ‘‘manslaughter’’ at
the ‘‘Old Bailey’’, but this theory of criminal law is simply not
transferable to a prosecutorial policy that involves transnational
organised crime and the ‘‘war on drugs’’ in Mexico. To be sure,
Feinberg, Duff, and others were simply not thinking about the
communicative power of criminal trials in this kind of context. This is
a serious charge. As Martii Koskenniemi has argued, when actors
refer to the ‘‘special character’’ of certain norms this ‘‘enables them to
transgress the preferences of single individuals, clans or nations’’.121
Because reason (in contrast to State will or State consensus) is pre-
sented as universal, these commands are presented as enjoying uni-
versal validity. Of course, this approach to the identification of the
law has a historical resonance in the ‘‘civilization’’ of the peoples of
North and South America.122 At the same time, the principle of fair labelling is reflected in core
texts of international human rights law, and it may be said to form
part of customary international law.123 My argument is that complete
labelling is an under-appreciated dimension of fair labelling which
has a distinctive normative pull. In my view, it is better to distinguish
complete labelling as a separate principle. It may not have been re-
ferred to explicitly in the traditional sources of international law, but
I argue that its validity as a general principle can be inferred from the
general acceptance of fair labelling. Mexico has accepted the principle
of fair labelling insofar as it acceded to the International Convention
on Civil and Political Rights.124 This provides the necessary consent
to the principle of complete labelling. As Gardner explains, JAVIER S. ESKAURIATZA JAVIER S. ESKAURIATZA …a norm is valid as a norm of that system in virtue of the fact that at some
relevant time and place some relevant agent or agents announced it, practiced
it, invoked it, enforced it, endorsed it, or otherwise engaged with it.125 Mexico is also a part of the Rome Statute system, and the ICC has
referred to the principle of fair labelling in its jurisprudence.126 p
p
g
j
p
Fourthly, and from a slightly different critical perspective, there is
the question of whether the individualisation of guilt sits comfortably
with the collective nature of widespread violence in Mexico. It may be
an excessively radical liberalism that wants to hold a few individuals
to account for what is, in essence, the breakdown of State governance
in several places in Mexico.127 The flipside of individualisation could
also function as a sort of collective amnesty for those elements of the
State that have contributed to the breakdown in public security and
mass violence in Mexico.128 Therefore, perhaps, a more collective
public reckoning is required.129 The principle of complete labelling
may require a synergistic approach – one that attempts to fuse
individual and collective accountability. In an effort to acknowledge the seriousness of the situation, na-
tional and international civil society organisations have argued that
the current state of affairs is so beyond the pale, that some form of
transitional justice mechanism must be established to aid the failing
Mexican criminal justice system.130 The ‘‘Citizen’s Proposal’’ is one ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS attempt to delineate a transitional justice roadmap that would go
some way towards a more complete labelling of the criminality that
arises from the horrors of the war on drugs. Among other things, it
provides for an international mechanism for the investigation of
atrocities in Mexico (Mecanismo Internacional Contra la Impunidad
en Mexico, known as ‘‘MICIM’’) and it also sets out plans for a
parallel truth commission and reparations programme. 133 See Christopher Paul, Colin P. Clarke and Chad C. Serena, Mexico is Not
Colombia, (Rand Corporation: 2014) xvii. Even so, the authors identify the following
cases as the most analogous to Mexico’s situation: Colombia, Peru, the Balkans
(especially Bosnia and Croatia), West Africa (especially Sierra Leone and Liberia)
and the Caucasus (Georgia and Chechnya). Other cases that made the shortlist are
Angola, Myanmar, Tajikistan and Afghanistan. Footnote 130 continued
Law and Society (2007) 411–440; Dustin Sharp, ‘‘Interrogating the Peripheries: The
Preoccupations of Fourth Generation Transitional Justice’’, 26 Harvard Human
Rights Journal (2013) 149–178; Paul Gready and Simon Robins (eds.) From Tran-
sitional to Transformative Justice (Cambridge, CUP: 2019). 134 I do not assert that the ‘‘war on drugs’’ began in 2006. 131 Part 5, ‘‘Final Agreement for the End of Conflict and the Construction of a
Stable and Long Lasting Peace’’, (hereafter the Peace Agreement) signed on 24
November 2016 and ratified by Congress 1 December 2016. The full text of the peace
agreement is available at: http://www.altocomisionadoparalapaz.gov.co/procesos-y-
conversaciones/Documentos%20compartidos/24-11-2016NuevoAcuerdoFinal.pdf. Footnote 130 continued
Law and Society (2007) 411–440; Dustin Sharp, ‘‘Interrogating the Peripheries: The
Preoccupations of Fourth Generation Transitional Justice’’, 26 Harvard Human
Rights Journal (2013) 149–178; Paul Gready and Simon Robins (eds.) From Tran-
sitional to Transformative Justice (Cambridge, CUP: 2019).
131 Part 5, ‘‘Final Agreement for the End of Conflict and the Construction of a
Stable and Long Lasting Peace’’, (hereafter the Peace Agreement) signed on 24
November 2016 and ratified by Congress 1 December 2016. The full text of the peace
agreement is available at: http://www.altocomisionadoparalapaz.gov.co/procesos-y-
conversaciones/Documentos%20compartidos/24-11-2016NuevoAcuerdoFinal.pdf.
132 ibid.
133 See Christopher Paul, Colin P. Clarke and Chad C. Serena, Mexico is Not
Colombia, (Rand Corporation: 2014) xvii. Even so, the authors identify the following
cases as the most analogous to Mexico’s situation: Colombia, Peru, the Balkans
(especially Bosnia and Croatia), West Africa (especially Sierra Leone and Liberia)
and the Caucasus (Georgia and Chechnya). Other cases that made the shortlist are
Angola, Myanmar, Tajikistan and Afghanistan.
134 I do not assert that the ‘‘war on drugs’’ began in 2006. 135 See for example, Article 15 Communication Under the Rome Statute to the
International Criminal Court Regarding the alleged commission of crimes against
humanity in Chihuahua, Me´xico between 2008 and 2010 (2018) https://www.fidh.org/
IMG/pdf/mexique715anglais-1_final.pdf (last accessed 11 October 2020). See also
the Report of the Special Rapporteur on torture and other cruel, inhuman or
degrading treatment or punishment, Juan E. Me´ ndez, 29 December 2014, A/HRC/
28/68/Add.3, available online at: http://antitorture.org/mexico-2014/ (last accessed
11 November 2020) and United Nations Convention against Torture and Other
Cruel, Inhuman and Degrading Treatment or Punishment, Concluding Observations
on the seventh periodic report submitted of Mexico, CAT/C/MEX/CO/7, 24th July
2019, at §8, available online at: https://tbinternet.ohchr.org/_layouts/15/treatybody
external/Download.aspx?symbolno=CAT/C/MEX/CO/7&Lang=En (last accessed
11 November 2020). JAVIER S. ESKAURIATZA As ever,
comparisons and lessons might be learned from other ‘‘models’’, such
as, the ‘‘Integral System for Truth, Justice, Reparation and Non-
Repetition’’ in Colombia.131 The Colombian system includes a
number of separate but ‘‘integrated’’ mechanisms including i) a
Truth, Reconciliation and Non-Repetition Commission, ii) a Special
Search Unit for Conflict-Related Disappeared Persons, iii) the Spe-
cial Jurisdiction for Peace and iv) a range of specific measures on
reparations.132 But Mexico is not Colombia – in particular, the most powerful
cartels (Cartel de Jalisco Nueva Generacio´ n, Cartel de Sinaloa) are
not in the same position as the FARC-EP in 2016.133 The homicide
rate across Mexico remains at an all-time high. A cursory look at the
official government figures tells the story of approximately 350,000
drug-related deaths since the war on drugs was declared by ex-Pres-
ident Felipe Caldero´ n in 2006.134 Torture continues to be widely
practiced by State officials throughout the criminal justice process,
including during so-called precautionary detention without charge JAVIER S. ESKAURIATZA (arraigo).135 The femicide rate has increased by 145% since 2015.136
Even the Covid-19 pandemic failed to make a dent in the stories of
violence and bloodshed.137 As is well-known, the general ‘‘impunity
rate’’ across Mexico is over 90% and access to justice is, in practical
terms, non-existent.138 Despite the situation, however, the current Mexican administra-
tion (led by President Andre´ s Manuel Lo´ pez Obrador, hereafter,
‘‘AMLO’’) has not been amenable to calls for the implementation of
a Mexican transitional justice programme. AMLO came to power in
late 2018 with the promise to put an end to what he referred to as the
‘‘war on the cartels’’ – under the now much-ridiculed slogan: ‘‘hugs,
not bullets’’.139 At first, during the campaign trail, it appeared that 135 See for example, Article 15 Communication Under the Rome Statute to the
International Criminal Court Regarding the alleged commission of crimes against
humanity in Chihuahua, Me´xico between 2008 and 2010 (2018) https://www.fidh.org/
IMG/pdf/mexique715anglais-1_final.pdf (last accessed 11 October 2020). See also
the Report of the Special Rapporteur on torture and other cruel, inhuman or
degrading treatment or punishment, Juan E. JAVIER S. ESKAURIATZA Me´ ndez, 29 December 2014, A/HRC/
28/68/Add.3, available online at: http://antitorture.org/mexico-2014/ (last accessed
11 November 2020) and United Nations Convention against Torture and Other
Cruel, Inhuman and Degrading Treatment or Punishment, Concluding Observations
on the seventh periodic report submitted of Mexico, CAT/C/MEX/CO/7, 24th July
2019, at §8, available online at: https://tbinternet.ohchr.org/_layouts/15/treatybody
external/Download.aspx?symbolno=CAT/C/MEX/CO/7&Lang=En (last accessed
11 November 2020). 136 Linnea Sandin, ‘‘Femicides in Mexico: Impunity and Protests’’, Centre for
Strategic & International Studies, 19th March 2020, available online at: https://www. csis.org/analysis/femicides-mexico-impunity-and-protests (last accessed 11 Novem
ber 2020). 137 Throughout 2018, 2019, and 2020, the murder rate has remained steady at 29
homicides per 100,000 https://politica.expansion.mx/mexico/2021/07/27/homicidios-
en-mexico-2020-inegi (last accessed 22 September 2021). It amounts to about 36,000
official murders a year. 137 Throughout 2018, 2019, and 2020, the murder rate has remained steady at 29
homicides per 100,000 https://politica.expansion.mx/mexico/2021/07/27/homicidios-
en-mexico-2020-inegi (last accessed 22 September 2021). It amounts to about 36,000
official murders a year. 138 ‘‘El taman˜ o de la impunidad en Me´ xico’’, Impunidad Cero, available online:
https://www.impunidadcero.org/impunidad-en-mexico/#/ (last accessed 13 October
2021); Alejandro Anaya-Mun˜ oz, James Cavallaro, and Patricia Cruz-Marı´n, La im
punidad active en Me´xico: Co´mo entender y enfrentar las violaciones masivas a los
derechos humanos, ITESO-Universidad Jesuita de Guadalajara and University Net
work for Human Rights (ITESO, Guadalajara: 2021). 138 ‘‘El taman˜ o de la impunidad en Me´ xico’’, Impunidad Cero, available online:
https://www.impunidadcero.org/impunidad-en-mexico/#/ (last accessed 13 October
2021); Alejandro Anaya-Mun˜ oz, James Cavallaro, and Patricia Cruz-Marı´n, La im
punidad active en Me´xico: Co´mo entender y enfrentar las violaciones masivas a los
derechos humanos, ITESO-Universidad Jesuita de Guadalajara and University Net
work for Human Rights (ITESO, Guadalajara: 2021). 139 The slogan rhymes in Spanish: abrazos no balazos. See National Development
Plan and National Security and Peace Plan, Spanish language versions available
online:
National
Development
Plan
https://www.gob.mx/cenace/acciones-y-pro
gramas/plan-nacional-de-desarrollo-2019-2024-195029
and
National
Peace
and
Security
Plan:
https://lopezobrador.org.mx/wp-content/uploads/2018/11/PLAN-
DE-PAZ-Y-SEGURIDAD_ANEXO.pdf (each last accessed 25/03/2021). 139 The slogan rhymes in Spanish: abrazos no balazos. See National Development
Plan and National Security and Peace Plan, Spanish language versions available
online:
National
Development
Plan
https://www.gob.mx/cenace/acciones-y-pro
gramas/plan-nacional-de-desarrollo-2019-2024-195029
and
National
Peace
and
Security
Plan:
https://lopezobrador.org.mx/wp-content/uploads/2018/11/PLAN-
DE-PAZ-Y-SEGURIDAD_ANEXO.pdf (each last accessed 25/03/2021). ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS this meant that a transitional justice approach was within the realms
of the possible. 142 ‘‘Mexican President authorizes 4 more years of military policing’’, CBS News,
21/05/2020,
https://www.cbsnews.com/news/mexico-military-authorized-president-
lopez-obrador-4-more-years-domestic-policing-cartel-crime/#:~:text=Mexican%
20president%20authorizes%204%20more%20years%20of%20military%20poli
cing&text=Mexico%20City%20%E2%80%94%20Mexico’s%20president%20pub
lished,more%20years%2C%20to%20March%202024. JAVIER S. ESKAURIATZA During one of his daily televised morning press
conferences, AMLO announced that: [t]he main function of the government is to guarantee public security, and it is
not the strategy of the security forces to detain drug kingpins. What we are
seeking is security, that we may diminish the number of daily homicides.’140 When asked directly whether his administration would end the ‘‘war
on the cartels’’, he responded: ‘‘There is no war, officially, there is no
more war. We want peace, and we are going to get peace’’.141
However, AMLO has backtracked. Mexican armed forces (together
with the newly created National Guard) will continue to carry out
crucial public security tasks through to the end of his administration
2024.142 As such, the war on drugs has continued, along with the
concomitant human loss, and the lack of any serious attempt to ac-
knowledge what is happening. 141 Morning Press Conference, 30/01/2019, transcript available online: https://
www.gob.mx/presidencia/prensa/conferencia-de-prensa-del-presidente-andres-man
uel-lopez-obrador-30-de-enero-de-2019 (last accessed 11/11/2020). V
CONCLUSION To quote the Mexican writer, Juan Rulfo: ‘‘No decimos lo que
pensamos. Hace ya tiempo que se nos acabaron las ganas de ha- 140 AMLO speech on 30/01/2019, as reported by Hannia Novell, ‘‘AMLO: el fin
de la guerra contra el narco y su amnistı´a’’, Eje Central, 07/02/2019, available online:
http://www.ejecentral.com.mx/bitacora-de-guerra-amlo-el-fin-de-la-guerra-contra-
el-narco-y-su-amnistia/. See also, Arturo de Dios Palma, ‘‘AMLO analiza amnistı´a a
lı´deres del narco para garantizar la paz, El Universal, 02/12/2017, available online:
https://www.eluniversal.com.mx/elecciones-2018/amlo-plantea-analizar-amnistia-li
deres-del-narco-para-garantizar-la-paz and David Agren, ‘‘Fury as Mexico presi
dential candidate pitches amnesty for drug cartel kingpins’’, The Guardian, 04/12/
2017, available online: https://www.theguardian.com/world/2017/dec/04/mexican-
presidential-candidate-pitches-amnesty-deal-for-drug-cartel-kingpins
(all
last
ac
cessed 06/09/2019). The translations from the original Spanish are my own. 140 AMLO speech on 30/01/2019, as reported by Hannia Novell, ‘‘AMLO: el fin
de la guerra contra el narco y su amnistı´a’’, Eje Central, 07/02/2019, available online:
http://www.ejecentral.com.mx/bitacora-de-guerra-amlo-el-fin-de-la-guerra-contra-
el-narco-y-su-amnistia/. See also, Arturo de Dios Palma, ‘‘AMLO analiza amnistı´a a
lı´deres del narco para garantizar la paz, El Universal, 02/12/2017, available online:
https://www.eluniversal.com.mx/elecciones-2018/amlo-plantea-analizar-amnistia-li
deres-del-narco-para-garantizar-la-paz and David Agren, ‘‘Fury as Mexico presi
dential candidate pitches amnesty for drug cartel kingpins’’, The Guardian, 04/12/
2017, available online: https://www.theguardian.com/world/2017/dec/04/mexican-
presidential-candidate-pitches-amnesty-deal-for-drug-cartel-kingpins
(all
last
ac
cessed 06/09/2019). The translations from the original Spanish are my own. 141 Morning Press Conference, 30/01/2019, transcript available online: https://
www.gob.mx/presidencia/prensa/conferencia-de-prensa-del-presidente-andres-man
uel-lopez-obrador-30-de-enero-de-2019 (last accessed 11/11/2020). JAVIER S. ESKAURIATZA blar’’.143 It may be countered that the crimes against humanity
label ‘‘covers only a small part of the crime committed’’ in Mexico
as a whole.144 As such, the argument goes, the label is not really
necessary, it is inaccurate, or perhaps, it unfairly places the con-
sequences of a more collective social breakdown on the shoulders
of a few individuals. This may be true in some cases. Even so, Wirken and Bosdriesz are
mistaken in thinking that the elevation of some of the worst violence
to the level of crimes against humanity would be ‘‘artificial’’.145 This
under-appreciates the value in conceptualizing the worst atrocities in
a particular situation as international crimes and the jurisgenerative
power of labels in helping to support and implement the most
effective policy solutions. At the same time, it may underestimate the
damage done by current policy approaches which underplay the le-
vels of violence by ensuring that those individuals who are most
responsible are either i) not investigated or ii) convicted of transna-
tional crimes, such as money-laundering and bribery. 144 Sander Wirken and Hanna Bosdriesz, ‘‘Privatization and Increasing Com-
plexity of Mass Violence in Mexico and Central America: Exploring Appropriate
International Responses’’ in Harmen Van der Wilt and Christophe Paulussen (eds),
Legal Responses to Transnational and International Crimes – Towards an Integrative
Approach (Edward Elgar Publishing, Cheltenham: 2017) 245–251. 143 Juan Rulfo, ‘‘Nos han dado la tierra’’, in Pedro Pa´ramo y el Llano en Llamas
(Planeta, Barcelona: 2006) 137. One possible English translation would be: ‘‘We do
not say what we think. It has been a long time since we felt the desire to say
anything.’’ 146 The first being the War of Independence from Spain (1810–1821), the second
refers to the Benito Jua´ rez Reform Law Period (1858–1861) and, thirdly, the
Revolutionary uprising, (1910–1917). V
CONCLUSION In terms of
criminal justice as communication of moral wrongs, the acknowl-
edgment that international crimes are taking place in, and being
produced by the ‘‘war on drugs’’, could, at least, help to ‘‘move the
needle’’ in States like Mexico, closer towards more significant dis-
cussions about what should be done with civil society actors and
external partners. The Mexican President has been engaged in pro-
ducing a supposed ‘‘4th Transformation’’ of Mexico.146 But this is
mere rhetoric, or jargon, unless his government (and those that fol-
low) are willing to accept the nature and scale of the public security
problems which show no signs of going away. One strategy could be
to pursue domestic prosecutions for crimes against humanity, when
the evidence demands it, in order that Mexico can more effectively ‘‘COMPLETE LABELLING’’ AND DOMESTIC PROSECUTIONS disavow the relevant conduct, uphold victims’ rights, and create space
and support for more meaningful policy responses that tackle the
root causes of the Mexican Drug War. Further, from a moral per-
spective, a failure to condemn international crimes may not be
unrelated to a certain connivance in their commission. The incomplete labelling of defendants has tended to portray the
Mexican Drug War problem in a half-light, or even worse, as narco-
entertainment. In October 2015, to the profound embarrassment of
Mexican authorities, Kate del Castillo (an LA-based Mexican TV
and movie star) and Sean Penn (a Hollywood A-lister) met with
Joaquı´n ‘‘El Chapo’’ Guzma´ n in Mexico to carry out an interview for
Rolling Stone magazine and to discuss plans for a biopic – all the
time while El Chapo was a leader of one of the most violent criminal
groups in the world.147 The glamourisation of narco culture is part of
the problem.148 This is not to say that labelling cartel leaders for crimes against
humanity will eliminate, as if by magic, the perpetration of wide-
spread human rights abuses in the context of the ‘‘war on drugs’’. However, at least, in terms of the ongoing fight against ‘‘grand cor-
ruption’’, indictments that equate the criminality of the most pow-
erful drug-cartels with that of other violent non-State armed groups
(e.g., Islamic State/Al-Qaeda) may at least illuminate the impacts of
kleptocracy, and help to generate the political will towards imple-
menting, inter alia, the Citizens Proposal. 150 Gerry Simpson, ‘‘International Criminal Law – The Next Hundred Years’’, in
Heller et al, (n. 5) 841–849, 847. 147 Whether this meeting led to the capture of El Chapo, as the Mexican
authorities have claimed, is disputed, see Benjamin Lee and Scott Bixsby, Sean Penn
on El Chapo interview: ‘‘I have a terrible regret’’’, 15 Jan 2016, The Guardian,
available online at: https://www.theguardian.com/film/2016/jan/15/sean-penn-on-el-
chapo-interview-i-have-a-terrible-regret (last accessed on 11 November 2020). 147 Whether this meeting led to the capture of El Chapo, as the Mexican
authorities have claimed, is disputed, see Benjamin Lee and Scott Bixsby, Sean Penn
on El Chapo interview: ‘‘I have a terrible regret’’’, 15 Jan 2016, The Guardian,
available online at: https://www.theguardian.com/film/2016/jan/15/sean-penn-on-el-
chapo-interview-i-have-a-terrible-regret (last accessed on 11 November 2020).
148 Howard Campbell and Tobin Hansen, ‘‘Getting out of the Game: Desistance
from Drug-Trafficking’’, International Journal of Drug Policy, (2012) 481–487, 486.
149 Ruti Teitel, Transitional Justice (Oxford, OUP: 2000) 27–67.
150 Gerry Simpson, ‘‘International Criminal Law – The Next Hundred Years’’, in
Heller et al, (n. 5) 841–849, 847. 148 Howard Campbell and Tobin Hansen, ‘‘Getting out of the Game: Desistance
from Drug-Trafficking’’, International Journal of Drug Policy, (2012) 481–487, 486.
149 Ruti Teitel, Transitional Justice (Oxford, OUP: 2000) 27–67. V
CONCLUSION This article is founded on the view that international criminal law
should be understood as a positive dimension of a broader system of
transitional justice – part of the toolkit.149 This conclusion may be
criticised as an exercise in what Gerry Simpson has called ‘‘incre-
mentalism’’.150 It may also be seen as idealist, as if the critiques, in
fact, run deeper and have more problematic implications for the
international criminal justice project. However, again, to quote JAVIER S. ESKAURIATZA Simpson, the great strength of the criminal justice project, interna-
tional and domestic, is that most people know that ‘‘bad individuals
should be jailed in the name of justice and […] it would be uncon-
scionable to remain passive in the face of this’’.151 As part of this
project, I have tried to describe and evaluate the general principle of
complete labelling which responds to the requirement that criminal
prosecutions represent appropriately the wrongs done by individuals
to the broader community. It is related to the principle of fair la-
belling, but it is less focused on the defendant’s fair trial rights. In
fact, it may pull in a different direction, one that is more focused on
the victims of crimes and on the future of a broken society. In some
instances, this may cause tension where fairness to the community
may be unfair to defendants who are identified unreasonably as the
bearers of what should be a more collective guilt. At the same time,
the individualisation of guilt allows for criminal processes to pursue
the aims of retribution and deterrence more effectively.152 Finally, as
a general principle, complete labelling may inform non-prosecutorial
approaches to accountability, i.e., as a foundational norm of transi-
tional justice programmes. Ultimately, if the project of (international)
criminal justice is to have any legitimacy, it must be to play a con-
structive role in helping societies to tell more complete and accurate
stories about mass suffering in the hope that stronger communities
will emerge. Hope, in this sense, is about commitment. Sometimes,
that commitment must be expressed via domestic prosecutions of
international crimes. 152 Robert Cryer, ‘‘The Role of International Criminal Prosecutions in Increasing
Compliance with International Humanitarian Law in Contemporary African Con-
flicts’’ in Heike Krieger, Inducing Compliance with International Humanitarian Law:
Lessons from the African Great Lakes Region (Cambridge, CUP: 2015) 188–216;
Jakob von Holderstein Holstermann, A ‘‘Slice of Cheese’’ – a Deterrence-Based
Argument for the International Criminal Court’, 11 Human Rights Review 289–315. 151 ibid., 848. Publisher’s Note
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International License, which permits use, sharing, adaptation, dis-
tribution and reproduction in any medium or format, as long as you
give appropriate credit to the original author(s) and the source,
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article are included in the article’s Creative Commons licence, unless
indicated otherwise in a credit line to the material. If material is not
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Hairy Concerns: Use of Instructional/Informational Sheets for Assistance with Disorders of Hair
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*Address correspondence to this author at the University of Toledo College
of Medicine, 5600 Monroe Street, Suite 106B, Sylvania, OH 43560, USA;
Tel: 419-885-3403; Fax: 419-885-3401;
E-mail: cgbakb@aol.com TRICHORRHEXIS NODOSA Unlike most physical characteristics, hair can be altered
and manipulated to the dictates of culture and fashion. The
chemical reactions from coloring, perming, and straightening
hair affect the normal structure of the hair shaft. Many hair
cosmetics are used without any visual effects on the integrity
of hair, they nonetheless cause microscopic weathering ren-
dering the hair structure weaker and more prone to breakage. When hair breakage occurs with visible hair loss, the term
that is utilized is ‘trichorrhexis nodosa [2]’. Hair is a major part of one's self-identity, and central to
one's feeling of personal attractiveness. Physical appearance
symbolizes one's perceptions, thoughts, feelings, and behav-
iors. People use this physical attribute to express one's indi-
viduality. Hair styling is a major part of one's daily grooming
ritual. Quoting a psychologist, "Preparing one's hair is prepa-
ration to face one's social world. The expression 'bad hair
day' is testimony to the psychological importance of hair. Hair loss can turn every day into a bad hair day [1]". The trichorrhexis nodosa sheet (informational sheet 1) is
very informative as patients with this entity often question
the validity of this disease entity. Hair styling and hair cos-
metic habits are hard to change, but after reading through
this synopsis, my patients are more receptive to considering
altering their hair style and using fewer chemicals. Treating a patient with hair loss and/or hair issues is not
easy because of psychosocial overtones and patients' distress
and body image concerns. These patients often require con-
siderable support. They need education on their condition as
well as a realistic appraisal of possible treatments, length of
time before resolution, and alternatives in terms of hair re-
placement. After discussing the 'hairy' situation, patients who
remain greatly distressed and/or are totally unrealistic with
expectations of magical cures, one might ask them to go to
the internet or book store and research their stated hair dis-
ease as well as the topic of 'body image.' In short, for some
individuals, the loss of hair represents a body image impair-
ment which can undermine self-esteem and quality of life. The Open Dermatology Journal, 2008, 2, 77-82 The Open Dermatology Journal, 2008, 2, 77-82 77 77 Open Access Craig G. Burkhart*,1 and Craig N. Burkhart2 1University of Toledo College of Medicine, USA; Ohio University College of Osteopathic Medicine, 5600 Monroe Street,
Suite 106B, Sylvania, OH 43560, USA 2Department of Dermatology, Northwestern University, Chicago, Illinois, USA 2Department of Dermatology, Northwestern University, Chicago, Illinois, USA Abstract: Hair serves as a social sign of gender, age, status, values, and group membership. Hair is a major part of one's
self-identity, and central to one's feeling of personal attractiveness. Treating a patient with hair loss and/or hair issues is
not easy because of psychosocial overtones and patients' distress and body image concerns. In this paper, several common
hair diseases will be discussed in consort with sample patient instructional sheets. They include trichorrhexis nodosa, te-
logen effluvium, pattern alopecia, alopecia areata, excess facial hair in females, and male pattern baldness. This paper
therefore presents a template from which individual physicians can assess whether any portion of the material is worth be-
ing incorporated into their individual practices. In this paper, several common hair diseases will be dis-
cussed in consort with sample patient instructional sheets. This paper therefore presents a template from which individ-
ual physicians can assess whether any portion of the material
is worth being incorporated into their individual practices. One option is to allow patients time to read the informational
sheet after completing the history and physical, and there-
fore, before outlining the treatment program. Scalp hair has been endowed with greater social and psy-
chological significance than biological importance. Medi-
cally, it merely provides some shielding from ultraviolet rays
and some cushioning of the cranium from head gear. Histori-
cally and culturally, hair serves as a social sign of gender,
age, status, values, and group membership. As stated previ-
ously, "from monks to skinheads, prisoners of war to warri-
ors, bigwig European aristocrats to mop top Beatles, and
hippies to head-shaven celebrity athletes, hair makes a
statement whether chosen or imposed [1]". Hairy Concerns: Use of Instructional/Informational Sheets for Assistance
with Disorders of Hair Craig G. Burkhart*,1 and Craig N. Burkhart2 EXCESS FACIAL HAIR IN A WOMAN Alopecia areata (informational sheet 4) is a non-scarring
hair loss condition which can affect any hair-bearing surface. The only predictable thing about the progress of the condi-
tion is that it is unpredicatable. Several episodes of hair loss
and hair regrowth are not unusual in this condition. It is re-
ported that as many as 7% of individuals with alopecia areata
develop permanent hair loss in patches or in significant por-
tions of their scalp. Alopecia areata is due to a hair cycle
dysfunction, but the pathogenesis of the condition is still
unknown, with non-specific immune factors appearing to be
contributory. While hair loss is devastating to women, an equally trou-
bling problem is unwanted hair growth. Our society has
deemed body hair on women is undesirable, and women
have developed a habit of shaving such unwanted hairs as on
the underarms and legs. Indeed, the sight of a woman with
natural hair development that is unshaven is considered gro-
tesque. Thus, this is another example of multimillion dollar
industries motivating women to try to alter their bodies to
match some ideal seen in fashion magazines. Thus shaving
joins dieting, exercise, cosmetics, hair dying, and cosmetic
surgeries as the method to achieve beauty in our society. These body-altering behaviors certainly attest to the fact that
a woman’s body is not acceptable the way it naturally is [8]. At present, there is no cure that works every time. Be-
cause of the chronic nature of the disease, any mode of
treatment needs to be used for prolonged periods of time. The prognosis tends to be worse when the condition begins
in early childhood and when extensive areas of the scalp as
involved. Thus, patients devoid of scalp hair (alopecia to-
talis) and/or total body hair (alopecia universalis) normally
have a poor prognosis. Millions of women experience what could be considered
heavy hair growth on the face. Some ethnic background and
genetic parentage normally have some facial hair, which in
our generation, is still considered undesirable. Additionally,
abnormal hair growth can also accompany altered androgen
metabolism, increase androgen production, decreased andro-
gen binding in the circulation, and/or exogenous androgens. Having tried innumerable treatments through the years, I
presently start with topical immunomodulators and a kerato-
lytic agent [4]. The treatment can be performed by patient at
home and response rates have been very encouraging. EXCESS FACIAL HAIR IN A WOMAN In-
deed, patients are asked to call for reappointments in 2 to 3
months if no growth is experienced. An overview of available methods for hair removal is
discussed on the instructional sheet for excess facial hair
(informational sheet 5). There is hope that safer, more selec-
tive, and more economical lasers will be developed for hair
removal. For non-responders, I consider intralesional corticoster-
oid injections for localized patchy alopecia areata. Normally
a concentration of 2.5 mg/mL is used and a total of 3mL of
triamcinolone acetonide would be the most utilized in any
one visit. A 30 gauge needle is helpful for the intradermal
injections. In areas of total hair loss, a series of blebs are
raised with approximately 0.1 mL per site, 1 cm apart. Such PATTERN ALOPECIA IN WOMEN Topical immunotherapy has been recommended for ex-
tensive alopecia areata that fails with conventional therapy
[7]. The three contact sensitizers that have been used are
dinitrochlorobenzene (DNCB), squaric acid dibutyl ester
(SADBE), and diphenylcyclopropenone (DPCP). DNCB has
shown mutagenic effects and is rarely used presently. The
contact sensitizer is applied weekly trying to put a concentra-
tion of the sensitizer to maintain a low-grade tolerable
erythema, scaling, and pruritus on the treated side for 36
hours after application. Side effects of such treatment in-
cluded eczema, possible extention of the dermatitis to other
body parts, itching, edema, lymphadenopathy, and pigmen-
tary alterations. Pattern alopecia is the result of genetics, aging, and hor-
monal changes that combine to cause changes in the hair
follicle, namely, miniaturization of the terminal hair into
vellus hair. The end result is generalized thinning of hair
over the crown and top areas of the head. The patient hand-
out (informational sheet 3) divides the condition into pattern
alopecia secondary to low estrogen levels and pattern alope-
cia secondary to an increase in (what is often referred to as)
male
hormones
(specifically
testosterone
and
5-
dihydroxyepiandrosterone). The sheet further outlines the
options of treatment for patients experiencing low estrogen. The Open Dermatology Journal, 2008, Volume 2 78 Burkhart and Burkhart a treatment would be repeated every 6 weeks, if proving suc-
cessful. Nutritional factors are mentioned on the informational
sheet for this condition. Rather than elaborate studies, our
minimal knowledge on the subject comes from studies of
protein-energy malnutrition, starvation, and eating disorders
[3]. Otherwise healthy individuals may not find great benefit
in dietary supplementation. However, there is medical evi-
dence that major deficiencies in zinc and biotin can cause
hair loss, so it doesn’t hurt to offer patients these inexpensive
agents that may be somewhat helpful. In the very least, it
allows more time for the body to return to normal hair cy-
cling and reduce the amount of hair shedding. To a great
extent, time heals telogen effluvium, especially if the stresses
that caused the hair shedding are eliminated. The other options which I consider in recalcitrant cases
includes sulfasalazine [5, 6]. This is an anti-inflammatory
drug composed of sulfonamide and a salicylate which has
shown to be of benefit for rheumatoid arthritis, arthritis, in-
flammatory bowel disease, psoriasis, and dermatitis herpeti-
formis. It has numerous immunological effects including
immunosuppression and immunomodulation. It leads to in-
hibition inflammatory cell chemotaxis, cytokine production,
antibody proliferation, and IL-2 release. Other alternatives
for treatment include topical glucocorticoids, anthralin
(Dithranol, Drithocreme), and topical minoxidil. TELOGEN EFFLUVIUM When presenting telogen effluvium (informational sheet
2) to patients, one has to familiarize patients with the con-
cept that our hair grows in cycles. At any given time, a small
percentage of our hair follicles are in the stage in which hair
is shed in preparation for new hair that follows. One loses
hair every day. Evidence for shedding is noted in one’s hair
brush as part of one’s normal grooming routine. With telo-
gen effluvium, there is a shift in the growth cycle in which
an abnormal number of follicles have moved into the telo-
gen, or resting, phase of the growth cycle. 1874-3722/08 2008 Bentham Open 2008 Bentham Open The Open Dermatology Journal, 2008, Volume 2 Hairy Concerns: Use of Instructional/Informational Sheets Hairy Concerns: Use of Instructional/Informational Sheets The Open Dermatology Journal, 2008, Volume 2 79 There has been significant advance in the medical treat-
ment of androgenetic alopecia with two very good treatment
options. Finasteride is a type II 5-alpha-reductase inhibitor,
and thereby blocks the major enzyme responsible for the
condition. The drug has been shown to slow the progression
of hair loss and leads to some regrowth of hair recently lost. Although studied most extensively in males under the age of
50, it also has benefit for those in the sixth and seventh dec-
ade of their life as well. Additionally, the side effect of re-
ducing prostatic size is more welcomed with these latter age
group. I prefer giving the flier provided by the manufacturer
for finasteride, rather than an informational sheet, because it
contains a monetary rebate and adequate information on the
drug. only semi-permanent hair dyes to relaxed hair as it has no
ammonia and less peroxide than permanent color. Moreo-
ver, it is standard to wait at least two to four weeks before
applying any hair color to recently relaxed hair. The most common misuse of relaxers is over-
processing. Reapplications should be touch-ups to only the
new hair growth, and the frequency between treatments
should be at least six, and preferably eight or more weeks. In other words, applying hair straightener to already re-
laxed hair will greatly increase the risk of breakage. Another possible error with hair straighteners is that all
chemical relaxer has to be completely removed with warm
water. Of assistance, some shampoos contain “color ac-
tion” agents, which indicate by the color of the lather, if all
the relaxer chemical has been effectively removed. Most
importantly, a neutralizing formula, or stabilizer, is added
next to the hair to lower the pH. If the hair is not neutral-
ized and its pH not restored to normal levels, the chemical
will continue to further weaken the hair shaft. Until this
neutralizing step is completed, the hair is extremely sensi-
tive and so all pulling, tugging, and excessive combing of
the hair should be avoided until this maneuver is com-
pleted. The other product for male pattern alopecia is minoxidil. The method of action of minoxidil is not as direct as finas-
teride. Nevertheless, clinical results are satisfactory with
minoxidil. General Information on Trichorrhexis Nodosum Trichorrhexis nodosum is a distinctive type of hair loss
resulting from physical and/or chemical trauma to the hair
shaft. It clinically presents with patchy or diffuse hair loss. The hair readily fractures and snaps off on mild pulling or
combing, and the hair is not able to achieve its normal
length. The base of the hair still is present, and will proceed
to grow out if the offending physical and chemical agents
are discontinued, or greatly diminished. One must realize that the condition does not represent a
failure of her hair to grow; but rather, an actual destruction
of the hair follicle from the chemicals. It is hard to give up
straight hair which you have grown comfortable with. Not
that it helps, but you have been trying to make the hair dif-
ferent from what nature intended. By the way, the sodium
hydroxide in relaxers is the same ingredient in drain clean-
ers, so it isn't unexpected that it causes hair breakage. The
most practical therapy is avoidance of physical and chemi-
cal trauma to the hair. However, since many no longer
yearn for the afro look, compromises may have to be con-
sidered. Some patients might merely have to use the prod-
ucts less frequently, or for less time duration. Many may be
able to tolerate relaxers if they adhere to all of the safety
precautions outlined above. The most common cause of trichorrhexis nodosum is
hair straighteners which are also referred to as hair relaxers. There are two types of hair straighteners, namely lye relax-
ers containing sodium hydroxide as the active ingredient,
and “no-lye" products in which calcium hydroxide and
guanidine carbonate are mixed to form guanidine hydrox-
ide. Both types of relaxers can cause trichorrhexis nodo-
sum, although "no-lye" products tend to have less incidence
of scalp irritation. With both straightening products, one needs to follow
common safety rules in terms of leaving the products in for
no longer than the prescribed time, carefully washing out
with neutralizing shampoo, and following up with regular
conditioning. Conditioners are very important as they re-
store some of the natural oils and proteins removed by
these chemicals. Blow drying and curling further damage
the hair after relaxers and should be avoided. Also, color-
ing the hair after using a relaxer also increases the risk of
hair damage. The FDA actually recommends the use of Hairy Concerns: Use of Instructional/Informational Sheets There is some evidence with monkeys and with
several human case reports, that maximum benefit is
achieved when both finasteride orally and minoxidil topi-
cally are administered to balding individuals; but given
monetary constraints, if one is choosing one product, I would
vote for finasteride. Presently the preferred surgical approach to male pattern
baldness is hair micrografts. With this method, tiny follicular
units of one to four hairs are inserted in closely spaced fash-
ion over the entirety of the bald or thinning areas. In our
practices, such a procedure would be referred to a different
physician. Of note, the use of hot styling tools including blow dry-
ers, hot combs, and curling irons should be avoided, if pos-
sible, to hair that is relaxed. If one chooses to use the home
relaxer box kits, it would be helpful to have someone else
on hand to assist in the complete rinse and removal of the
chemical. ADDITIONAL INFORMATION Many stylists recommend applying a layer of petroleum
jelly on the scalp before applying the relaxer to create a
protective barrier between the chemical and the skin. Addi-
tionally, before using a relaxer, avoid scratching, brushing,
and combing as this makes the scalp more susceptible to
chemical irritation. MALE PATTERN BALDNESS Male pattern baldness is a genetically predisposed condi-
tion mediated by androgen metabolism. It is not a disease in
the conventional sense, but in our culture, hair loss can
threaten one’s sense of personal and social acceptance and
self-esteem. Information on Telogen Effluvium (Note: some physicians may feel com-
fortable expanding possible treatments to include propecia
and higher dosages of spironolactone, but I feel both these
alternatives are risky.) The cause of the body to direct more hair to go into the
resting state than normal has to do with energy conserva-
tion—the body typically has a certain amount of energy it
uses for making the brain, muscles, heart, and hair work
and grow. If the body senses some stress, it will redirect the
energy away from hair growth and direct this energy to
more important functions (like fighting infection, or mak-
ing the heart work faster). Such stresses that cause telogen
effluvium can be emotional (i.e. loss of a loved one, di-
vorce), or physical (i.e. childbirth, surgery, extreme dieting,
drug reaction, severe infection). If there is no obvious
source of stress in a severe case of telogen effluvium, I will
often suggest a blood test looking for any clues as to what
might be causing the body to redistribute its energy away
from hair growth. If there is a serious problem detected by
the blood test, I will call you within 24 hours of receiving
these results. The normal technique to assess hair cycling abnormali-
ties is the simple pull test. Hair is pulled with gentle trac-
tion to assess the amount of shedding and to examine the
proximal ends of the hairs. Note: These suggested treatments may retard further
hair loss fairly well, but one should expect only minimal
regrowth of lost hair. In some cases of advanced hair loss,
one may have to consider wigs and/or hair transplantation. This condition is self-limited, meaning that with time
and elimination of the body’s stresses, the hair will regrow. Telogen effluvian can occur at any age. The treatment that
I suggest is taking zinc and biotin (which are over-the-
counter minerals and vitamins sold at drug stores and at
health food stores). These products may be in certain vita-
min products. I would prefer if you took at least 8mg of
zinc/day and 30mcg/day of biotin. With these products and
removal of body stresses, the body should readjust with
new hair growth in two to four months. Pattern alopecia secondary to an increase in male hor-
mones (specifically testosterone and 5-dihydroxyepiandros-
terone) is determined by laboratory tests. These tests are
important to obtain if under the age of 45. Information on Telogen Effluvium Hair on the scalp typically grows for three to six years
before going into a resting state for three months. This hair
cycling is the reason why one notices a few hairs coming out
with brushing and washing throughout one’s life. Normally,
90% of scalp hairs are in the growing state. Average hair loss
per day is twenty-five hairs because of this cycling process. However, up to 100 hairs lost per day is still within normal
limits. The Open Dermatology Journal, 2008, Volume 2 80 Burkhart and Burkhart With telogen effluvium, more hairs are in the resting
state rather than the growing state. Therefore, one notices
more hair shedding than normal, and less total hair on the
scalp. Various degrees of hair loss can occur with telogen
effluvium. become more visible. The condition can be caused by (1)
too little estrogen, or (2) too much testosterone (often re-
ferred to as male hormones, even thought women have
small amounts normally). Pattern alopecia secondary to lower estrogen levels of-
ten occurs with menopause when the ovaries stop produc-
ing estrogen, or after female surgery, such as a tubal liga-
tion (in which the blood supply to the ovaries is compro-
mised (or greatly reduced), causing a diminishment of es-
trogen levels and basically early menopause). If you fit into
this category, we have 5 options for treatment. The best
option for growing hair is to (1) take prescription oral sup-
plemental estrogen, but only if your primary care physician
feels you are a candidate, as estrogen does have side ef-
fects. The alternative option is (2) topical, over-the-counter
Rogaine for Women. A third option would be (3) natural
estrogens sold over-the-counter at drug stores health food
stores (if your primary care physician agrees). Another
choice would be (4) topical ketoconazole cream or sham-
poo which recently has been shown to somewhat suppress
androgen receptors. (5) Low dose spironolactone 25mg
daily also has shown merit when used in consort with Ro-
gaine for Women. Information About Pattern Alopecia in Women To all women, hair loss is devastating. There are many
concerns and fears associated with alopecia (a general term
meaning hair loss). Additionally, there are many agents that
claim to grow hair, but almost all of these products are
more hype than science. Of note, even medicine and re-
search hasn’t solved this type of hair loss. Information on Telogen Effluvium (Note: if you are
over 45 and without an increase in facial hair, these tests
offer little help in our evaluation.) These tests allow an
assessment of your ovarian and adrenal secretions of these
two hormones. These tests are performed preferentially
during one’s period. (If you are no longer having periods,
then you can take the test at any time.) (Inasmuch as estro-
gen values fluctuate so much, most physicians feel that
estrogen levels do not aid in the assessment of pattern
alopecia.) Note: Make sure that the lab also sends the re-
sults also to your primary care physician. If these blood
tests reveal an abnormality, I will call you…..however,
your primary care physician would determine what course
to take in that scenario. If your tests are normal, then you
would follow the discussion listed above in the paragraph
discussing pattern alopecia due to low estrogen. Society makes a person with hair loss feel uncomfort-
able. Remember that this condition does not lead to bald-
ness, it is not a medical disaster, and the hair will regrow
(eventually). You have to lose 80% of your scalp hairs for
someone to notice definite baldness when passing you in
the mall. So God has given us a lot of hair so that mild hair
loss will not be readily noticed in our society. This protein is impairing hair from growing normally. The natural history of alopecia areata has been well
studied. The prognosis for the majority of people with
alopecia areata is excellent. Most patients have a few shiny
bald patches that persist for 6 months to two years, and
then enjoy complete and permanent regrowth of the lost
hair. It is only in the minority of people with alopecia
areata in which the hairs do not return. In such patients the
hair loss may be long standing and may continue to spread
over much of the scalp. Your primary care physician or gynecologist are better
able to assess if there might be a serious medical condition
causing the hirsutism. For example, I do not do pelvic ex-
ams. Some of the diseases to consider are polycystic ovary
syndrome, idiopathic hirsutism, Cushing’s disease, and
hormone-secreting tumors of the ovary or adrenal. Your
primary care physician or gynecologist would also be the
one to decide on whether any oral drugs are indicated for
your hirsutism such as oral contraceptives, antiandrogens
(such as spironolactone, finasteride, cyproterone acetate,
metformin). There is no treatment that is 100% effective for alopecia
areata. Recent articles suggest new topical immunomodula-
tors (namely, elidil or protopic) may be very effective. These drugs are not readily absorbed through scalp skin
and so a topical agent improving its skin penetration is
helpful. We are presently using a topical retinoid (such as
tazorac, retin-A, or differin) for application at night, with
elidel or protopic applied twice daily to the areas of hair
loss. It often takes two months to see improvement with
this therapy. Other treatment options are tried in two
months if necessary. The decision to treat excess facial hair is a matter of
personal choice. Our culture often determines how much
hair is cosmetically acceptable and how important it is to
treat. The psychological impact of hirsutism can range
from annoying to severely disabling. In terms of topical measures for your excess facial hair,
no topical treatment is perfect, as you probably already
know. First, some people lighten (bleach) their hair so that the
course hair is less noticeable. Shaving is actually the most
common way of controlling facial hair, with over 50% of
females choosing this method. Shaving does not change
hair diameter, but stubbles can look large to some individu-
als. The hairs that regrow in the affected areas are occasion-
ally white, and sometimes quite fine. This protein is impairing hair from growing normally. The tendency is for
the hair to regrow in this condition within several months. However, an occasional patient may have recurrences. Un-
fortunately, there is that rare patient with this condition
who gets worse, experiences entire loss of scalp hair, and
does not respond to any therapy. Plucking and waxing can be used to remove hair, but
can cause pigmentary changes and scarring. In rare instances, the condition has been associated with
other diseases. Citing from a textbook by Moschella, “It
should be emphasized that, from a practical standpoint,
patients with alopecia areata are generally in good health
and ordinarily do not require special study. Extensive labo-
ratory work-ups fail to reveal any unusual findings associ-
ated with alopecia areata.” Thus, unless there are other
signs of medical problems, I do not usually pursue investi-
gational blood studies with this condition. Chemical depilatories are available but can cause skin
irritation. Electrolysis damages individual hair follicles with an
electric current so that they do not grow back. This treat-
ment can leave pigmentary changes in some individuals
and can be expensive. One would have to seek a qualified
electrologist for this procedure. Laser hair removal has reports of success, but it is ex-
pensive and often requires return treatments, as hair re-
moval is not usually permanent by this method. You would
have to seek a physician who does this procedure on your
own (as I do not make any specific recommendations for
this cosmetic procedure). If considering lasers, you might
be smart to read on the internet as to which laser would
work best for your skin type (i.e. ruby, alexandrite, and/or
neodymium-yttrium) and then find a physician who has
that particular laser. For more information, go to the web site of the National
Alopecia Areata Foundation: (www.naaf.org). What You Should Know About Excess Facial Hair Hirsutism is defined as excessive growth of course,
dark hair in areas where women normally only grow fine
hair, such as above the lip, on the chin and sideburns. It can
be hereditary or it could be secondary to an excess of any
of the hormones called androgens (male hormones). All
women do make some of these hormones, but when they
are at levels seen in men, then that can be a problem. I will
offer you a screening blood test to check the levels of these
hormones. If possible, get the blood test during your pe-
riod. Also, please make sure that the blood drawers know
to also send the results to your other doctors. I will only
call you if your tests are abnormal. Vaniqa is a skin cream approved by the FDA for treat-
ment of unwanted facial hair. It does not remove hair per-
manently, but seems to slow its growth. It appears to offer
limited benefit for patients in my opinion. Information on Alopecia Areata Alopecia areata is a common hair loss disorder account-
ing for 2% of new outpatient visits to dermatologists. In-
deed, Humphrey Bogart and J. D. Rockefeller both had this
condition. Patients present with sharply outlined, shiny
bald patches on the scalp. These bald spots appear suddenly
without any preceding event. The hairs in these areas are
basically “on strike.” Everything is in place to produce
hair, but the hair-making machine is no longer working. It
is believed that the body’s white blood cells have made a
protein (or antibody) that has attached to the hair roots. My job is to see if the hair loss is due to some medical
problem (of the ovaries or adrenal gland) as well as direct-
ing you to reasonable treatments available for your condi-
tion. Pattern alopecia is a common hereditary condition in
which there is central diffuse hair thinning. Women with
pattern alopecia usually first notice a gradual thinning of
their hair mostly on the top of their heads and their scalps The Open Dermatology Journal, 2008, Volume 2 Hairy Concerns: Use of Instructional/Informational Sheets 81 This protein is impairing hair from growing normally. [1]
Cash TF. The psychology of hair loss and its implications for pa-
tient care. Clin Dermatol 2001; 19: 161-66. p
This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.5/), which
permits unrestrictive use, distribution, and reproduction in any medium, provided the original work is properly cited. Burkhart and Burkhart Burkhart and Burkhart 82 The Open Dermatology Journal, 2008, Volume 2
Burkhart and Burkhart
[2]
Burkhart CG, Burkhart CN. Trichorrhexis nodosa revisited. Skin-
Med 2007; 6: 57-8. [3]
Rushton DH. Nutritional factors and hair loss. Clin Exp Dermatol
2002; 27: 396-404. [4]
Burkhart CN, Burkhart CG. Use of topical immunomodulators with
agents to increase absorption. J Drugs Dermatol 2002; 1: 122-123. [5]
Ellis CN, Brown MR, Voorhees JJ. Sulfasalazine for alopecia
areata. J Am Acad Dermatol 2002; 46: 541-4. [6]
Bakar O, Gurbuz O. Is there a role for sulfasalazine in the treatment
of alopecia areata? J Am Acad Dermatol 2007; 57: 703-6. [7]
Madani S, Shapiro J. Alopecia areata update. J Am Acad Dermatol
2000; 42: 549-66. [8]
Tiggemann M, Lewis C. Attitudes toward women’s’ body hair:
relationship with disgust sensitivity. Psychol Women Quar 2004;
28: 381-7. [2]
Burkhart CG, Burkhart CN. Trichorrhexis nodosa revisited. Skin-
Med 2007; 6: 57-8. [3]
Rushton DH. Nutritional factors and hair loss. Clin Exp Dermatol
2002; 27: 396-404. [4]
Burkhart CN, Burkhart CG. Use of topical immunomodulators with
agents to increase absorption. J Drugs Dermatol 2002; 1: 122-123. [5]
Ellis CN, Brown MR, Voorhees JJ. Sulfasalazine for alopecia
areata. J Am Acad Dermatol 2002; 46: 541-4. [6]
Bakar O, Gurbuz O. Is there a role for sulfasalazine in the treatment
of alopecia areata? J Am Acad Dermatol 2007; 57: 703-6. [7]
Madani S, Shapiro J. Alopecia areata update. J Am Acad Dermatol
2000; 42: 549-66. [8]
Tiggemann M, Lewis C. Attitudes toward women’s’ body hair:
relationship with disgust sensitivity. Psychol Women Quar 2004;
28: 381-7. [2]
Burkhart CG, Burkhart CN. Trichorrhexis nodosa revisited. Skin-
Med 2007; 6: 57-8. [3]
Rushton DH. Nutritional factors and hair loss. Clin Exp Dermatol
2002; 27: 396-404. [4]
Burkhart CN, Burkhart CG. Use of topical immunomodulators with
agents to increase absorption. J Drugs Dermatol 2002; 1: 122-123. [5]
Ellis CN, Brown MR, Voorhees JJ. Sulfasalazine for alopecia
areata. J Am Acad Dermatol 2002; 46: 541-4. [6]
Bakar O, Gurbuz O. Is there a role for sulfasalazine in the treatment
of alopecia areata? J Am Acad Dermatol 2007; 57: 703-6. [7]
Madani S, Shapiro J. Alopecia areata update. J Am Acad Dermatol
2000; 42: 549-66. [8]
Tiggemann M, Lewis C. Attitudes toward women’s’ body hair:
relationship with disgust sensitivity. Psychol Women Quar 2004;
28: 381-7. [2]
Burkhart CG, Burkhart CN. Trichorrhexis nodosa revisited. Skin-
Med 2007; 6: 57-8. © Burkhart and Burkhart; Licensee Bentham Open. s is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecomm
mits unrestrictive use, distribution, and reproduction in any medium, provided the original work is properly cited. Received: May 20, 2008 Burkhart and Burkhart [3]
Rushton DH. Nutritional factors and hair loss. Clin Exp Dermatol
2002; 27: 396-404. [4]
Burkhart CN, Burkhart CG. Use of topical immunomodulators with
agents to increase absorption. J Drugs Dermatol 2002; 1: 122-123. [5]
Ellis CN, Brown MR, Voorhees JJ. Sulfasalazine for alopecia
areata. J Am Acad Dermatol 2002; 46: 541-4. [6]
Bakar O, Gurbuz O. Is there a role for sulfasalazine in the treatment
of alopecia areata? J Am Acad Dermatol 2007; 57: 703-6. [2]
Burkhart CG, Burkhart CN. Trichorrhexis nodosa revisited. Skin-
Med 2007; 6: 57-8. [7]
Madani S, Shapiro J. Alopecia areata update. J Am Acad Dermatol
2000; 42: 549-66. [8]
Tiggemann M, Lewis C. Attitudes toward women’s’ body hair:
relationship with disgust sensitivity. Psychol Women Quar 2004;
28: 381-7. g
p
g
[5]
Ellis CN, Brown MR, Voorhees JJ. Sulfasalazine for alopecia
areata. J Am Acad Dermatol 2002; 46: 541-4. Accepted: June 5, 2008 Revised: June 5, 2008 Received: May 20, 2008
|
https://openalex.org/W2767138860
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https://europepmc.org/articles/pmc5665418?pdf=render
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English
| null |
Phenome-wide association study using research participants’ self-reported data provides insight into the Th17 and IL-17 pathway
|
PloS one
| 2,017
|
cc-by
| 8,490
|
Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. RESEARCH ARTICLE * meg.g.ehm@gsk.com OPEN ACCESS Citation: Ehm MG, Aponte JL, Chiano MN, Yerges-
Armstrong LM, Johnson T, Barker JN, et al. (2017)
Phenome-wide association study using research
participants’ self-reported data provides insight into
the Th17 and IL-17 pathway. PLoS ONE 12(11):
e0186405. https://doi.org/10.1371/journal. pone.0186405 Phenome-wide association study using
research participants’ self-reported data
provides insight into the Th17 and IL-17
pathway Margaret G. Ehm1*, Jennifer L. Aponte2, Mathias N. Chiano3, Laura M. Yerges-
Armstrong1, Toby Johnson3, Jonathan N. Barker4, Suzanne F. Cook5, Akanksha Gupta6,
David A. Hinds7, Li Li2, Matthew R. Nelson1, Michael A. Simpson4, Chao Tian7, Linda
C. McCarthy3, Deepak K. Rajpal1, Dawn M. Waterworth1 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 1 Target Sciences, GlaxoSmithKline, Collegeville, PA, United States of America, 2 Genomic Medicine,
PAREXEL International, Durham, NC, United States of America, 3 Target Sciences, GlaxoSmithKline,
Stevenage, United Kingdom, 4 Division of Genetics and Molecular Medicine, Faculty of Life Sciences &
Medicine, Kings College London, London, United Kingdom, 5 Suzanne F Cook Epidemiology Associates
LLC, Chapel Hill, NC, United States of America, 6 Dermatology, GlaxoSmithKline, Research Triangle Park,
NC, United States of America, 7 Statistical Genetics, 23andMe, Inc., Mountain View, CA, United States of
America * meg.g.ehm@gsk.com Abstract A phenome-wide association study of variants in genes in the Th17 and IL-17 pathway was
performed using self-reported phenotypes and genetic data from 521,000 research partici-
pants of 23andMe. Results replicated known associations with similar effect sizes for auto-
immune traits illustrating self-reported traits can be a surrogate for clinically assessed
conditions. Novel associations controlling for a false discovery rate of 5% included the asso-
ciation of the variant encoding p.Ile684Ser in TYK2 with increased risk of tonsillectomy,
strep throat occurrences and teen acne, the variant encoding p.Arg381Gln in IL23R with a
decrease in dandruff frequency, the variant encoding p.Asp10Asn in TRAF3IP2 with risk of
male-pattern balding, and the RORC regulatory variant (rs4845604) with protection from
allergies. This approach enabled rapid assessment of association with a wide variety of
traits and investigation of traits with limited reported associations to overlay meaningful
phenotypic context on the range of conditions being considered for drugs targeting this
pathway. Editor: Marie-Pierre Dube´, Universite de Montreal,
CANADA Editor: Marie-Pierre Dube´, Universite de Montreal,
CANADA Received: February 4, 2017
Accepted: September 29, 2017
Published: November 1, 2017
Copyright: © 2017 Ehm et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Copyright: © 2017 Ehm et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Phenome-wide association study of Th17 IL-17 pathway genes increase both disease activity and adverse events including infection when investigated in
patients with active Crohn’s disease [CD] [2, 3]. A study to identify novel associations for
genes in this pathway has the potential to suggest new indications and highlight possible safety
concerns for existing and emerging drugs [4]. This is particularly useful in the drug develop-
ment context since genetically supported targets are demonstrated to have increased success
rates in clinical development [5]. authors [MGE, MNC, LMY-A, TJ, AG, MRN, LCM,
DKR, DMW], but did not have any additional role in
the study design, data collection and analysis,
decision to publish, or preparation of the
manuscript. The specific roles of these authors are
articulated in the ‘author contributions’ section. Competing interests: Margaret G. Ehm, Mathias N. Chiano, Laura M. Yerges-Armstrong, Toby
Johnson, Akanksha Gupta, Matthew R. Nelson,
Linda C. McCarthy, Deepak K. Rajpal, and Dawn M. Waterworth are employed by GlaxoSmithKline and
may be stockholders of GlaxoSmithKline. Jennifer
L. Aponte, Li Li and Suzanne F. Cook were
employed by GlaxoSmithKline during the term of
the research project and may own GlaxoSmithKline
stock. Jennifer L. Aponte is an employee of
PAREXEL International. David A. Hinds and Chao
Tian are employed by 23andMe and own stock or
stock options in 23andMe. This does not alter our
adherence to PLOS ONE policies on sharing data
and materials. In the last 10 years, the genetic contribution to common disease has been investigated by
performing increasingly large genome wide association studies (GWAS), whereby polymor-
phisms along all chromosomes are tested for association with a trait of interest. GWAS results
have provided a growing catalog of the genetic loci that play a role in disease pathogenesis. Identifying causal variants is difficult and usually more work is required to identify the mecha-
nism by which a variant influences a clinical trait [6]. An alternate approach which can provide
insight into possible biological disease mechanisms is a phenome-wide association study (Phe-
WAS), whereby a particular variant is studied for association with a wide variety of traits to
profile the phenotypic effects of a gene variant. This approach is relevant to drug discovery
when a variant is known to have a functional effect and the available traits include conditions
which have not been previously studied, since there is focus on anticipating the effects of mod-
ulating the gene products as drug targets. Denny et al., [7] applied the PheWAS paradigm
using electronic medical records (EMRs) to study the relationships between genetic variants
and multiple traits in 13,835 participants. In the present study, we used the approach with a
much larger database (521,000) of self-reported health histories from research participants of
the genetics company, 23andMe, to investigate the relationship between variants in genes
from the Th17 and IL-17 pathway to provide insight into the functional consequences of mod-
ulating the proteins encoded by these genes. We selected seven variants from seven genes known to be in the Th17 and IL-17 pathway,
for PheWAS analysis. We included variants with established GWAS associations and/or those
predicted to have functional consequences. We evaluated associations across the selected gene
variants to look for common patterns of association. Selected variants were also compared
with previous association reports for autoimmune diseases, to evaluate how genetic analysis of
these self-reported phenotypes compare to more traditional case-control study results. Results
for two of the variants (encoding p.Arg381Gln in IL23R and p.Ile684Ser in TYK2) which were
included in a PheWAS of 1,358 EMR-derived traits evaluated in 13,835 European-ancestry
individuals from five sites of the Electronic Medical Records and Genomics (eMERGE) net-
work (7) were compared with the results from this study. Lastly, PheWAS results from each
variant were more comprehensively assessed, evaluating each gene from a drug target perspec-
tive. While this study focused on only 7 genes within the pathway, the results provide insight
into the use of PheWAS in drug discovery research. Introduction Funding: MGE, MNC, LMY-A, TJ, AG, MRN, LCM,
DKR, DMW are employees of GlaxoSmithKline. JA
is an employee of PAREXEL International. SFC is
an employee of Suzanne F Cook Epidemiology
Associates LLC. DAH and CT are employees of
23andMe. GlaxoSmithKline funded the study. The
funder provided support in the form of salaries for T helper (Th) 17 cells produce the cytokine interleukin 17 (IL-17) and play a role in multiple
autoimmune and infectious diseases. There are promising drugs, including several anti IL-17
or anti IL-17 receptor (IL-17R) antibodies, targeting the Th17 and IL-17 pathway for dermatol-
ogy and autoimmune diseases, some of which have been recently approved and others that are
in development [1]. The anti IL-17 antibodies were efficacious for psoriasis but seemed to PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 1 / 14 Association results Association results for all seven variants with all 1254 traits are shown in Fig 1, S3 Table lists all
results significant at 5% FDR and S4 Table lists all results. For four variants, the IL23R mis-
sense variant encoding p.Arg381Gln (rs11209026; c.1142G>A; MAF = 0.07), the RORC regu-
latory variant (rs4845604; c.70+225C>T; MAF = 0.14), the TRAF3IP2 missense variant
encoding p.Asp10Asn (rs33980500; c.28G>A; MAF = 0.08), and the TYK2 missense variant
encoding p.Ile684Ser (rs12720356; c.2051T>G; MAF = 0.09), we observed a large number of
highly significant associations (six or more per variant at 5% FDR), including traits with both
previously known and novel associations. Fig 2 shows a heat map of association statistics, for
all traits associated with at least one variant at 5% FDR. A cluster of autoimmune traits (ulcera-
tive colitis, psoriasis, inflammatory bowel disease [IBD]—Crohn’s disease or ulcerative colitis)
have associations for variants in IL23R and TRAF3IP2 genes. Beyond the associations with
autoimmune traits, the variants in IL23R, RORC, TRAF3IP2 and TYK2 seem to have variant
specific, rather than pathway-related, association patterns. For these four variants, and also for
the IL17RB nonsense variant encoding p.Gln484Stop (rs1043261; c.1450C>T; MAF = 0.08),
we identified, at 5% FDR, a number of previously unreported associations, albeit some at bor-
derline significance levels, which we discuss further below. We did not observe any significant
associations for the IL17A promoter variant (rs2275913; c.-197G>A; MAF = 0.35) or the
IL17F missense variant encoding p.His161Arg (rs763780; c482A>G; MAF = 0.05). These neg-
ative results are consistent with the relatively weaker a priori evidence for either large func-
tional effects or phenotypic associations for these two variants, but are also consistent with a
possible functional effect but lower power for the IL17F variant encoding p.His161Arg due to
the lower MAF. Fig 2 shows that, for some traits, the IL17F variant encoding p.Asp10Asn may
have comparable effect sizes to other variants evaluated here (shown by size of the circles),
although at lower statistical significance levels (shown by color intensity). These results pro-
vide evidence that the IL17A variant we selected is unlikely to have a large effect on the human
traits studied (upper bounds shown by outer circle size in Fig 2), likely due to insufficient func-
tional impact. Overall, these results suggest that genes involved in the Th17 and IL-17 pathway
have variable and heterogeneous mechanistic influences on a range of human disease
phenotypes. Variant selection and association analyses We evaluated variants in 57 genes (Wikipathways www.wikipathways.org) from the Th17 and
IL-17 pathway, denoted IL-17 signaling pathway in homo sapiens (S1 Table) and identified
seven variants either known or predicted to be functional, or associated with multiple common
conditions with minor allele frequencies (MAF) greater than 0.5%. S2 Table lists the seven var-
iants along with associations previously reported for each variant [5]. Genotype data for these
seven variants were available from genome wide array genotyping data and any missing values
were imputed. Each variant was tested for association with 1254 health-related traits, derived
from self-reported phenotype data. A total of 521,000 study participants with greater than 97% PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 2 / 14 Phenome-wide association study of Th17 IL-17 pathway genes European ancestry (determined through analysis of local ancestry) with phenotype data for the
questions of interest were included. Analyses were adjusted for age, gender, and the top five
ancestry principal components to account for residual population structure. The false discov-
ery rate (FDR) was controlled at 5% over analyses for all 7 variants [8]. We report FDR q-val-
ues throughout the paper, except when compared to previously reported p-values. Power was
estimated across a variety of traits (with widely differing sample sizes) for the MAFs observed
for all variants to assist with interpretation of results. European ancestry (determined through analysis of local ancestry) with phenotype data for the
questions of interest were included. Analyses were adjusted for age, gender, and the top five
ancestry principal components to account for residual population structure. The false discov-
ery rate (FDR) was controlled at 5% over analyses for all 7 variants [8]. We report FDR q-val-
ues throughout the paper, except when compared to previously reported p-values. Power was
estimated across a variety of traits (with widely differing sample sizes) for the MAFs observed
for all variants to assist with interpretation of results. PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Table). These differing estimates could be attributed to factors such as differences in sample
size, phenotype definitions, patient demographics or to the winner’s curse [9]. Table). These differing estimates could be attributed to factors such as differences in sample
size, phenotype definitions, patient demographics or to the winner’s curse [9]. https://doi.org/10.1371/journal.pone.0186405.g001 https://doi.org/10.1371/journal.pone.0186405.g001 Power analyses For PheWAS studies, power will be highly variable due to the varying sample sizes across phe-
notypes, precision of the phenotype and allele frequency of the variant. To support interpreta-
tion, we performed a comprehensive power analysis of traits, for the given allele frequencies. S7 Table summarizes results from an analysis of power across a variety of traits including the
minimum odds ratio (OR) or effect size (β), in response standard deviations per allele, for
binary or continuous traits, respectively, for each variant where there is 80% power to identify
an additive effect assuming the given allele frequency, sample size and α = 0.0002, the p-value
threshold which empirically corresponds to the FDR cut-off of 5%. No adjustment to account
for precision of the phenotype was made. For the variants studied, there is 80% power to iden-
tify small effects (OR>1.15; β>0.06) for 26–71% of the traits across the MAF range, moderate
effects (OR>1.5; β>0.11) for 87–95% of the traits and large effects (OR>2; β>0.15) for nearly
90% of the traits (S8 Table). Review of the power results by trait category highlights that there
is 80% power to detect moderate (OR>1.5; β>0.11) or large effects (OR>2; β>0.15) for more
than 75% of the traits within all trait categories except drug side effects, drug efficacy and Par-
kinson’s disease related traits. However, there is 80% power to detect small effects (OR>1.15; Fig 2. Heat map of selected PheWAS associations. Associations are shown for each variant with each trait, for the set of all traits that had association with
any -variant at 5% FDR. For each association, black circles are drawn with area proportional to the effect size point estimate (inner circle) and 95% upper
confidence limit (outer circle), scaled relative to the maximum within each trait. The inner circle is colored according to the effect direction (blue to red) and
significance (color scale according to association Z score, with corresponding q value cut-offs shown in the legend). Traits and [variants] are ordered using
hierarchical clustering on Euclidean distances between columns [and rows] of the association Z score matrix. https://doi.org/10.1371/journal.pone.0186405.g002 Fig 2. Heat map of selected PheWAS associations. Associations are shown for each variant with each trait, for the set of all traits that had association with
any -variant at 5% FDR. Comparison to GWAS results We investigated similarities and differences of the current PheWAS results, with association
results available in the literature that were based on clinician assessment or validated diagnos-
tic instruments. Fig 3 and S5 Table compare the association statistics for Crohn’s disease,
IBD, psoriasis, psoriatic arthritis and eczema. Of fourteen previously reported associations
summarized in Fig 3, nine were previously associated with genome-wide significance levels
(p5.0×10−8). For all fourteen of the previously reported associations, the odds ratios for this
dataset were in the same direction as the previously reported associations although we
observed significantly different (p<0.05) effect estimates for 7 of the 14 associations (S6 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 3 / 14 Phenome-wide association study of Th17 IL-17 pathway genes 71/journal.pone.0186405
November 1, 2017
4 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017
4 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 4 / 14 Phenome-wide association study of Th17 IL-17 pathway genes Fig 1. PheWAS results for variants in seven genes. False Discovery Rate q-values for 1254 traits are plotted for
each variant evaluated. Closed circles depict association of the minor allele with increased risk of the conditions and
open circles with protection from the conditions. Horizontal dashed lines indicate the q = 0.05 FDR threshold. Phenome-wide association study of Th17 IL-17 pathway genes Fig 3. Association and literature results. Summary of association statistics for study results and previously reported associations for Crohn’s disease, IBD,
psoriasis, psoriatic arthritis and eczema. https://doi org/10 1371/journal pone 0186405 g003 Fig 3. Association and literature results. Summary of association statistics for study results and previously reported associations for Crohn’s disease, IBD,
psoriasis, psoriatic arthritis and eczema. Fig 3. Association and literature results. Summary of association statistics for study results and previously reported associations for Crohn’s dis
psoriasis, psoriatic arthritis and eczema. https://doi.org/10.1371/journal.pone.0186405.g003 https://doi.org/10.1371/journal.pone.0186405.g003 β>0.06) for 65% of the traits only within the trait categories of cognition, sleep, infection, life-
style, sensation, longevity and personality. Power analyses For each association, black circles are drawn with area proportional to the effect size point estimate (inner circle) and 95% upper
confidence limit (outer circle), scaled relative to the maximum within each trait. The inner circle is colored according to the effect direction (blue to red) and
significance (color scale according to association Z score, with corresponding q value cut-offs shown in the legend). Traits and [variants] are ordered using
hierarchical clustering on Euclidean distances between columns [and rows] of the association Z score matrix. Fig 2. Heat map of selected PheWAS associations. Associations are shown for each variant with each trait, for the set of all traits that had association with
any -variant at 5% FDR. For each association, black circles are drawn with area proportional to the effect size point estimate (inner circle) and 95% upper
confidence limit (outer circle), scaled relative to the maximum within each trait. The inner circle is colored according to the effect direction (blue to red) and
significance (color scale according to association Z score, with corresponding q value cut-offs shown in the legend). Traits and [variants] are ordered using
hierarchical clustering on Euclidean distances between columns [and rows] of the association Z score matrix. PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 5 / 14 Interpretation of results by variant The IL23R gene is involved in Th17 regulation and regulates IL-17 production [10]. The
IL17-induced Th17 effector function is impaired in the presence of rs11209026 encoding p. Arg381Gln. This minor allele encoding the glycine residue has also been previously associated
with twofold protection against psoriasis and threefold protection against Crohn’s disease
[10]. Consistent with previous reports, in this study, the minor allele was associated with
protection from Crohn’s disease (OR = 0.53; q = 6.63x10-28), IBD (OR = 0.67; q = 8.0x10-31),
psoriasis (OR = 0.82; q = 7.64x10-20), and a composite of 25 auto-immune conditions (OR =
0.88; q = 9.37x10-20). The minor allele was also associated with traits likely driven by these
disease associations: in participants reported as taking anti-TNFα medications (OR = 0.72;
q = 3.92x10-8) and in patients reported as taking prednisone or other steroid medications
(OR = 0.95; q = 0.026). We also observed a novel and highly significant association with a PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 6 / 14 Phenome-wide association study of Th17 IL-17 pathway genes decrease in dandruff frequency (β = -0.08; q = 6.61x10-7). This is unlikely to be driven by other
trait associations since dandruff frequency was not significantly correlated with the other asso-
ciated traits (S1 Fig). The variant was included in a previously reported PheWAS analysis
which failed to identify any statistically significant associations using a Bonferroni threshold of
p<0.05/1358 = 3.7x10-5 [7]. The RORγT transcript of the RORC gene is an important transcription factor in Th17 dif-
ferentiation. The rs4845604 variant is hypothesized to have a regulatory effect on expression
and may be associated with reduced levels of the transcript. This variant was the only common
variant in RORC with a previously reported genetic association–with IBD [11]. The q-value for
association of the rs4845604 with IBD was q = 0.18 which failed to meet the q<0.05 threshold. We observed an association with the minor allele (A) of this variant with decreased hair curl
(β = -0.09; q = 9.92x10-31). The variant is 261kb from rs17646946 (MAF = 0.24; r2 = 0.02 and
D’ = 0.20 with rs4845604) within the TCHH gene, which has been associated with hair curl in
multiple studies [12, 13]. The Eriksson et al paper [12] studied participants that were included
in this PheWAS. Interpretation of results by variant The association of rs4845604 with hair curl is likely to be novel, but further
conditional analyses would be required to determine if this signal and previously report associ-
ations implicating TCHH may tag the same underlying genetic effect. We observed associa-
tions of the minor allele with protection from multiple allergies including dog (OR = 0.92;
q = 0.019) and any animal (OR = 0.95; q = 0.042), and with subjects receiving medications for
asthma or other lung conditions (OR = 0.95; q = 0.008). Additionally, there were associations
with q-values just above the 0.05 threshold with protection from mold allergy (OR = 0.95;
q = 0.062), any food allergy (OR = 0.94; q = 0.069) and grasses allergy (OR = 0.96; q = 0.072). The minor allele was not associated with protection from asthma (OR = 0.97; q = 0.22). The
associated traits showed high levels of correlation between different allergy traits and between
allergy and the asthma related traits (S1 Fig). TRAF3IP2 encodes ACT1, a signaling adaptor involved in the regulation of adaptive immu-
nity. The variant, rs33980500, encoding p.Asp10Asn has been shown to prevent ACT1 from
interacting with TRAF6, suggesting that this variant may modulate downstream signals of dif-
ferent crucial immunoreceptors through altered TRAF interactions [14]. The variant had been
previously reported as associated with IBD [11, 15], psoriasis [16], and psoriatic arthritis [14]. Only psoriasis (OR = 1.09; q = 0.0019) and IBD (OR = 1.11; q = 0.042) were found to have a
significant association in this dataset compared to previously reported odds ratios (OR = 1.53;
95% CI [1.41,1.67]) for psoriasis [16] and (OR = 1.15; 95% CI [1.09,1.22]) for IBD [15]. Despite
previous reports of an association with psoriatic arthritis (OR = 1.95; p = 1.13x10-20) [14], and
80% power to detect an OR of 1.29 in this dataset, the association with psoriatic arthritis is
non-significant. Significant associations were observed for protection from frequent nose
bleeds (OR = 0.87; q = 0.0063) and severe acne (OR = 0.93; q = 0.022), for green eye color as
measured on a blue versus green scale (β = -0.04; q = 0.026), for risk of male pattern balding
before age 40 (OR = 1.17; q = 0.021) and male pattern balding (analyzed using survival analysis
—Hazard Ratio = 1.09; q = 0.042). PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Interpretation of results by variant Further evaluation of the association of this variant and
acne vulgaris in 1893 cases and 5132 controls (imputation r2 = 0.99 with p = 0.51) did not rep-
licate the observed results [17, 18]. A look-up in an association analysis of male pattern balding
in CoLaus including 578 cases and 547 controls demonstrated that this variant was associated
with male pattern balding (OR = 1.34, p = 0.02; 95% CI of [1.05, 1.72]) with imputation r2 of
0.91 [19]. Review of a published GWAS using 23andMe database for blue versus green eye
color (31,037 cases and 30,741 controls) identified association with the G allele of rs13200059
(OR = 1.26; 95% CI [1.18, 1.35]; p = 2.7x10-11). The credible set for the region includes the
TRAF3IP2 gene. The effector gene in this locus is more likely to be SLC16A10 which is an aro-
matic amino acid transporter where the drosophila orthologue of this gene, KAR, is known to PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 7 / 14 Phenome-wide association study of Th17 IL-17 pathway genes be involved in visual pigmentation (33). Review of Pearson correlation coefficients between
associated traits (S1 Fig) highlighted correlation within the related male pattern baldness traits
and within the related eye color traits but not between the trait groupings suggesting that these
associations may represent true pleiotropy. TYK2 is a member of the Janus kinase (JAK) family of proteins that mediates signaling
downstream of several cytokine receptors and intercellular adhesion molecule genes [20]. This gene contains a number of common coding variants including the missense variants
rs34536443, encoding p.Pro1104Ala, and rs12720356 encoding p.Ile684Ser. We selected the
rs12720356 variant for study as it was the only missense variant previously predicted to be del-
eterious with MAF greater than 5% with previous disease association reports: Crohn’s disease
[11] and psoriasis [21]. A recent analysis of the functional impact of variants in the TYK2 gene
established that minor allele homozygosity at the rs34536443 SNP drives a near-complete loss
of TYK2 function which impairs type I IFN, IL-12 and IL-23 signaling whereas rs12720356
does not have similar biological effects [22]. Interpretation of results by variant Analysis of publicly available eQTL data suggests
that the rs1270356 or the rs5030390 variant that is in linkage disequilibrium with it, may have
an effect on ICAM1 expression in stimulated CD14+ monocytes suggesting the ICAM1 gene
which may explain why rs34536443 confers protection from multiple diseases while more het-
erogeneous effects were noted for rs1270356 [22]. We observed significant associations
between this variant and increased weight (β = 0.88; q = 4.10x10-5) and height (β = 0.06; q =
0.0011) as well as associations with risk of tonsillectomy (OR = 1.06; q = 0.0061), IBD (OR =
1.12; q = 0.0061), more severe acne as a teenager (β = 0.03; q = 0.034), strep throat occurrences
(β = 0.04; q = 0.038), and BMI (β = 0.09; q = 0.039). None of these associations were replicated
in a PheWAS of 13,835 European-ancestry individuals which included the variant, although
the case counts for tonsillitis, IBD and acne related phenotypes (S9 Table) were all less than
262 [7]. The associations with height and BMI were not replicated with N = 119,206 partici-
pants (p = 0.21) [23] and N = 112,363 (p = 0.17) [24], respectively. Review of both the BMI and
height studies failed to identify any variants within 1 Mb of the p.Ile684Ser variant that could
explain the association of this variant with height and BMI that we observed. The association
with IBD was previously reported (OR = 1.16; p-value = 4.3x10-16) [11]. In addition to the sig-
nificant association with risk of more severe acne as a teenager, we observed an association
with risk of severe acne with a q-value just exceeding the 0.05 threshold (OR = 1.07; q = 0.056). This variant was evaluated for association with risk of acne vulgaris in 1893 cases and 5132
controls and was found to be modestly associated (OR = 1.135; 95% CI [1.0048, 1.283];
p = 0.045) [17, 18]. An association with protection from psoriasis has been reported in the lit-
erature (OR = 0.71; p = 4.00x10-11) [21] but not found in this dataset (OR = 0.95; q = 0.20)
despite 80% power to identify a protective association with an OR less than 0.92 (S7 Table). A
previous, smaller PheWAS study of rs12720356 in 29,377 European participants for 502 com-
mon and 30 clinical traits related to TYK2 biology did not identify any significant associations
[20]. Discussion Our PheWAS study of variants in the Th17 and IL-17 pathway rediscovered known and iden-
tified novel significant associations which provide insight into conditions that may be affected
by modulation of the protein encoded by the gene. We reviewed results for the four variants
that appear to have an effect on human clinical traits, to assess possible interpretations of the
PheWAS findings [25]. Considering the results for the variant encoding p.Arg381Gln in IL23R
gene, we noted that Il-23R and Th17 cytokines are down-regulated after successful therapies
and there are monoclonal antibodies directed against IL-12/23p40, IL-17A and IL-17RA 8 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Phenome-wide association study of Th17 IL-17 pathway genes which are effective in psoriasis [1, 26]. In addition to psoriasis, therapies directed against IL23
have been tested in other diseases including psoriatic arthritis, multiple sclerosis and Crohn’s
diseases [1]. The association with decrease in dandruff frequency is likely to be due to true plei-
otropy since Di Meglio et al [10] showed that the individuals homozygous for the Arg381Gln
allele in Il23R gene were strikingly unresponsive to IL-23, with minimal or no IL-17A and IL-
17F production suggesting a shared biological mechanism, and we did not observe correlation
between the associated traits of dandruff frequency, Crohn’s disease and psoriasis. The PheWAS results for RORC regulatory variant highlighted associations for the minor
allele with protection from allergies, a phenotype that has not been comprehensively studied
using a whole genome scan approach. Multiple companies have programs targeting RORC
including Vitae Pharmaceuticals with a phase II program in psoriasis, and Japan Tobacco with
a phase I program for autoimmune and allergic asthma (Pharmaprojects: https://citeline.com/
products/pharmaprojects/). If rs4845604 is shown to be associated with reduced levels of the
RORγT transcript, then a RORC inhibitor may be an effective treatment for diseases for which
this variant has a protective effect, such as asthma. The PheWAS results for the variant encoding p.Ile684Ser in TYK2 (which we noted was
working through the ICAM1 gene) highlighted a known risk association with IBD and a pro-
tective association for psoriasis. While there are no marketed drugs targeting ICAM1, efalizu-
mab is an integrin alpha-L/beta-2 inhibitor which was approved for the treatment of psoriasis
but then withdrawn due to a potential risk to patients of developing progressive multifocal leu-
koencephalopathy (FDA. Efalizumab withdrawal. 2009 [updated 11 Apr 2011] http://www.fda. gov/drugs/drugsafety/postmarketdrugsafetyinformationforpatientsandproviders/ucm143347. htm). PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Discussion The integrins and their receptors potentially represent a class of targets of interest for
inflammatory and immune diseases. While our study is not a comprehensive evaluation of the Th17 pathway, the results high-
lighted that the promoter variant, rs2275913, in IL17A and variant encoded by p.Gln484STOP
in IL17RB are unlikely to have a functional impact on the human traits studied since they are
either not associated or associated with a small number with good power while the variant
encoding p.Arg381Gln in IL23R, regulatory variant, rs4845604, in RORC, variant encoding p. Asp10Asn in TRAF3IP2 and variant encoding p.Ile684Ser in TYK2 do show evidence that they
have an impact on human traits with multiple trait associations. The TRAF3IP2 and TYK2
genes impact downstream or more distal signaling and we observed both protective and risk
associations with variants in these genes. In contrast, the IL23R and RORC genes have a more
direct impact on IL-17 levels and we observed only protective trait associations for these genes. The strategy provides a more holistic view of the impact of gene variation across the pathway
that is not as apparent when genes are evaluated one at a time. Analysis of these data provided insight into the use of self-reported data. These data
included traits that have not been previously studied using a genome scan approach such
as dandruff frequency, as well as infection traits like strep throat occurrences. The results
obtained using the self-reported data are similar to association results reported by cohort stud-
ies (which focus on clinically assessed patients). One example is illustrated by the results for
the variant encoding p.Asn10Asp in TRAF3IP2. While associations with psoriasis and IBD
were reported, the results failed to identify a statistically significant association with psoriatic
arthritis–reported as p = 1.13x10-20 with OR = 1.95 [14]. Psoriatic arthritis is relatively uncom-
mon (prevalence is estimated to vary from 0.3% to 1%). In this dataset we observed a higher
than expected prevalence of reported cases in the 23andMe community (1.3%) which may be
due to customer misreport, use of inconsistent diagnostic criteria compared to past GWAS
cohorts (which used the CASPAR and Moll and Wright criteria [14]), and/or differences in
disease spectrum in the 23andMe cohort compared to other clinically ascertained cohorts. Discussion PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 9 / 14 Phenome-wide association study of Th17 IL-17 pathway genes In summary, we were able to confirm numerous reported associations and extend our find-
ings of variants in the TH17 pathway. Specifically, we characterized a regulatory variant in
RORC gene associated with multiple allergy traits and asthma related traits which have not been
reported previously. We identified that the Ile684Ser variant within the TYK2 gene, which may
act through the ICAM1 gene, is associated with many traits including psoriasis, Crohn’s disease,
and infections, and may suggest integrins and their receptors as potential drug targets. Addi-
tional associations, beyond those reported in the literature, were observed for the variants with
previous association reports suggesting this information provides valuable information about
the effect of the variant on human traits. This PheWAS study provided a comprehensive profile
of human traits associated with each variant evaluated, including skin, infection and allergy
traits, which haven’t been comprehensively studied thus far. This PheWAS does have limita-
tions. Important variants or genes may not have been included in this study which was limited
to 7 variants in 7 different genes. The analyses were well powered for moderate and large effect
sizes greater than 1.5 for nearly 80% of the traits for all variants reported in European partici-
pants but samples sizes were too small to provide a meaningful analysis for other ethnicities and
traits. The use of PheWAS in the drug discovery context provides an approach for identifying
variants most likely to have an observable effect on gene function and context for the direction
of effects suggesting whether a gene activator or inhibitor is needed. Furthermore, clinical trials
may want to select or eliminate patients carrying variants with an effect on gene function for
drug target genes depending on size and direction of the effect. Interpretation of PheWAS study
findings can be complicated by nearby genes, as illustrated by the association of RORC and hair
curl, and variable power for each trait assessed. We hope that the emergence of EMR-linked
biobanks with genetic data will facilitate more routine use of the PheWAS screen providing
insights into drug development strategies for targeting these genes and pathways. PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Methods and materials All research participants included in the analyses provided informed consent and answered
surveys online according to 23andMe’s human subject’s protocol, which was reviewed and
approved by Ethical & Independent Review Services, a private institutional review board
(http://www.eandireview.com). Informed consent is neither written nor oral—it is electronic. 23andMe customers consent
to participate in research online and consent is captured electronically. Ethical & Independent
Review Services approved this form of informed consent and waived the requirement to obtain
signed consent under 45 CFR 46.117(c). Participants have access to all consent documents
through their accounts and may change their consent selection at any time. Samples were genotyped on one of four genotyping platforms. The genotyping platforms,
quality control procedures, ancestry determination and imputation protocols have been previ-
ously described [27]. Restriction to greater than 97% European ancestry excluded about 25%
of otherwise eligible research participants. Minor allele frequencies (MAF) for the variants
included in this study for each genotyping platform are listed in S10 Table. We tested the association with 1254 well-curated phenotypes, which are distributed among
different phenotypic categories (e.g., cognitive, autoimmune, psychiatrics, etc). An overview of
the trait data collection process has been previously described [12]. Specific definitions for all
traits associated with variants with q<0.05 FDR are summarized in S1 Appendix. For case con-
trol comparisons, we computed association test results by logistic regression. For quantitative
traits, association tests were performed by linear regression. For survival traits, we computed
association test results by fitting Cox proportional hazards regression. All regression analyses
were performed using R version 3.2.2. We typically assumed additive allelic effects and PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 10 / 14 Phenome-wide association study of Th17 IL-17 pathway genes included covariates for age (as determined by participant date of birth), gender, and the top
five principal components to account for residual population structure. The association test P
value we report was computed using a likelihood ratio test. Power calculations were performed for binary and continuous traits estimating the mini-
mum OR or effect size (β) in response standard deviations per allele to identify associations
using logistic or linear regression, respectively, with an additive model assuming the given
sample size, 80% power, minor allele frequencies corresponding to the variants selected (0.05–
0.35) and β = 0.0002 which empirically corresponds to the FDR cut-off of 5% in these results. Methods and materials For each allele frequency, the proportion of traits (of 1250 binary or continuous traits) with
power to identify small OR and effect sizes (OR>1.15; β>0.06), moderate OR and effect sizes
(OR>1.5; β>0.11) and large OR and effect sizes (OR>2; β>0.15) is calculated. The OR ranges
were determined based on the 25th, 50th, and 75th quantiles of the ORs and hazard ratios from
the GWAS catalog with p-values 5x10-8 for non-pharmacogenetic and non-anthropometric
traits [28]. The effect size ranges were selected so that the distribution of effect sizes within the
small, moderate and large effect size range was similar to that for the odd ratios. Correlation
between traits involved in associations with FDR less than 5% was summarized using the Pear-
son correlation coefficient. Welch’s t-test is used to test for consistency of OR estimates using
OR estimates, confidence intervals and sample sizes. Supporting information S1 Fig. Pearson correlation coefficients for associated traits. Pearson correlation coefficients
for traits associated with traits at 5% FDR. (TIF) S1 Fig. Pearson correlation coefficients for associated traits. Pearson correlation coefficients
for traits associated with traits at 5% FDR. (TIF) S1 Table. Th17 and IL-17 pathway genes. List of genes evaluated as associated with Th17 and
IL-17 pathway (Wikipathways https://www.wikipathways.org and pathway knowledge)
(XLSX) S1 Table. Th17 and IL-17 pathway genes. List of genes evaluated as associated with Th17 and
IL-17 pathway (Wikipathways https://www.wikipathways.org and pathway knowledge)
(XLSX) S2 Table. Previously reported genetic associations. Variants evaluated and traits reported as
associated by combining data from multiple sources including the National Human Genome
Research Institute (NHGRI) GWAS Catalog, the tables and supplementary materials of manu-
scripts archived in the NHGRI GWAS Catalog, and the database of Genotypes and Phenotypes
(dbGaP), among others [5]. Acknowledgments We thank Kijoung Song, Justin Rubio, Soumitra Ghosh, Sue Zelt, and Andrea Itano from
Glaxo SmithKline, Heiko Runz from Merck and Elizabeth Noblin and Bethann Hromatka
from 23andMe for helpful discussions. We thank the research participants of 23andMe who
answered surveys and made this work possible. We thank Kijoung Song, Justin Rubio, Soumitra Ghosh, Sue Zelt, and Andrea Itano from
Glaxo SmithKline, Heiko Runz from Merck and Elizabeth Noblin and Bethann Hromatka
from 23andMe for helpful discussions. We thank the research participants of 23andMe who
answered surveys and made this work possible. (XLSX) Comparison of effect sizes for immune traits. Summary of p-values for Welch’s t-
test which was used to test for consistency of OR estimates. Ratio of odd ratios and 95% CI is
for effect estimates from this study verses previously reported associations. (XLSX) literature with references. (XLSX)
S6 Table. Comparison of effect sizes for immune traits. Summary of p-values for Welch’s t-
test which was used to test for consistency of OR estimates. Ratio of odd ratios and 95% CI is
for effect estimates from this study verses previously reported associations. (XLSX)
S7 Table. Power table for each variant and phenotype. Maximum OR and effect size where
there is 80% power to identify an effect assuming an additive model, β = 0.0002, and given
number of cases and controls or N and given allele frequency. (XLSX)
S8 Table. Power summary for each variant. Summary of the proportion of traits with 80%
power to detect small, moderate and large effects for each variant. (XLSX)
S9 Table. Number of cases for eMERGE PheWAS study. The number of cases for pheno-
types of interest in a PheWAS [7]. (XLSX)
S10 Table. MAF stratified by array. Minor allele frequencies for all variants for each genotyp-
ing array. (XLSX)
S1 Appendix. Phenotype definitions. Survey names, survey questions, and logic used to
define cases and controls for traits associated with variants with q<0.05 FDR. (PDF) S7 Table. Power table for each variant and phenotype. Maximum OR and effect size where
there is 80% power to identify an effect assuming an additive model, β = 0.0002, and given
number of cases and controls or N and given allele frequency. (XLSX) S8 Table. Power summary for each variant. Summary of the proportion of traits with 80%
power to detect small, moderate and large effects for each variant. (XLSX) S9 Table. Number of cases for eMERGE PheWAS study. The number of cases for pheno-
types of interest in a PheWAS [7]. (XLSX) S10 Table. MAF stratified by array. Minor allele frequencies for all variants for each genotyp-
ing array. (XLSX) S1 Appendix. Phenotype definitions. Survey names, survey questions, and logic used to
define cases and controls for traits associated with variants with q<0.05 FDR. (PDF) S1 Appendix. Phenotype definitions. Survey names, survey questions, and logic used to
define cases and controls for traits associated with variants with q<0.05 FDR. (PDF) (XLSX) S3 Table. Study association statistics. Association statistics (trait, description, gene, rs num-
ber, p-value, experiment wide q-value, number of cases, number of controls, OR and 95%
confidence interval, number of participants, effect size and 95% confidence interval) from
23andMe analysis for traits with FDR significance level of 5%. We report OR for binary traits
and effect sizes for quantitative traits including some traits that analyzed ordinal numbers. (XLSX) S3 Table. Study association statistics. Association statistics (trait, description, gene, rs num-
ber, p-value, experiment wide q-value, number of cases, number of controls, OR and 95%
confidence interval, number of participants, effect size and 95% confidence interval) from
23andMe analysis for traits with FDR significance level of 5%. We report OR for binary traits
and effect sizes for quantitative traits including some traits that analyzed ordinal numbers. (XLSX) S4 Table. Study association statistics. Association statistics (trait, description, gene, rs num-
ber, p-value, experiment wide q-value, number of cases, number of controls, OR and 95%
confidence interval, number of participants, effect size and 95% confidence interval) from
23andMe analysis for traits and levels of significance. We report OR for binary traits and effect
sizes for quantitative traits including some traits that analyzed ordinal numbers. (XLSX) S4 Table. Study association statistics. Association statistics (trait, description, gene, rs num-
ber, p-value, experiment wide q-value, number of cases, number of controls, OR and 95%
confidence interval, number of participants, effect size and 95% confidence interval) from
23andMe analysis for traits and levels of significance. We report OR for binary traits and effect
sizes for quantitative traits including some traits that analyzed ordinal numbers. (XLSX) S5 Table. Study and literature association results. Summary of association statistics (p-val-
ues, OR, 95% confidence intervals and sample sizes) for results from this study and from the S5 Table. Study and literature association results. Summary of association statistics (p-val-
ues, OR, 95% confidence intervals and sample sizes) for results from this study and from the PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 11 / 14 Phenome-wide association study of Th17 IL-17 pathway genes literature with references. (XLSX)
S6 Table. Comparison of effect sizes for immune traits. Summary of p-values for Welch’s t-
test which was used to test for consistency of OR estimates. Ratio of odd ratios and 95% CI is
for effect estimates from this study verses previously reported associations. (XLSX) literature with references. (XLSX)
S6 Table. References 1. Bartlett HS, Million RP. Targeting the IL-17-T(H)17 pathway. Nature Reviews Drug Discovery. 2014; 14
(1):11–2. 2. Targan SR, Feagan BG, Vermeire S, Panaccione R, Melmed GY, Blosch C, et al. A randomized, dou-
ble-blind, placebo-controlled study to evaluate the safety, tolerability, and efficacy of AMG 827 in sub-
jects with moderate to severe crohn’s disease. Gastroenterology. 2012; 143(3):e26. 3. Hueber W, Sands BE, Lewitzky S, Vandemeulebroecke M, Reinisch W, Higgins PDR, et al. Secukinu-
mab, a human anti-IL-17A monoclonal antibody, for moderate to severe Crohn’s disease: Unexpected
results of a randomised, double-blindplacebo- controlled trial. Gut. 2012; 61(12):1693–700. https://doi. org/10.1136/gutjnl-2011-301668 PMID: 22595313 4. Scott RA, Freitag DF, Li L, Chu AY, Surendran P, Young R, et al. A genomic approach to therapeutic
target validation identifies a glucose-lowering GLP1R variant protective for coronary heart disease. Sci-
ence Translational Medicine. 2016; 8(341 Article Number). 5. Nelson MR, Tipney H, Painter JL, Shen J, Nicoletti P, Shen Y, et al. The support of human genetic evi-
dence for approved drug indications. Nature Genetics. 2015; 47(8):856–60. https://doi.org/10.1038/ng. 3314 PMID: 26121088 6. Gaulton KJ, Ferreira T, Lee Y, Raimondo A, MA˜ ¤gi R, Reschen ME, et al. Genetic fine mapping and
genomic annotation defines causal mechanisms at type 2 diabetes susceptibility loci. Nature Genetics. 2015; 47(12):1415–25. https://doi.org/10.1038/ng.3437 PMID: 26551672 7. Denny JC, Bastarache L, Ritchie MD, Carroll RJ, Zink R, Mosley JD, et al. Systematic comparison of
phenome-wide association study of electronic medical record data and genome-wide association study
data. Nature Biotechnology. 2013; 31(12):1102–10. https://doi.org/10.1038/nbt.2749 PMID: 24270849 8. Chen JJ, Roberson PK, Schell MJ. The false discovery rate: A key concept in large-scale genetic stud-
ies. Cancer Control. 2010; 17(1):58–62. PMID: 20010520 9. Tung JY, Do CB, Hinds DA, Kiefer AK, Macpherson JM, Chowdry AB, et al. Efficient replication of over
180 genetic associations with self-reported medical data. PloS one. 2011; 6(8 Article Number). 10. Di MP, Villanova F, Napolitano L, Tosi I, Terranova BM, Mak RK, et al. The IL23R A/Gln381 allele pro-
motes IL-23 unresponsiveness in human memory T-helper 17 cells and impairs Th17 responses in pso-
riasis patients. Journal of Investigative Dermatology. 2013; 133(10):2381–9. https://doi.org/10.1038/jid. 2013.170 PMID: 23563201 11. Liu JZ, Van SS, Huang H, Ng SC, Alberts R, Takahashi A, et al. Association analyses identify 38 sus-
ceptibility loci for inflammatory bowel disease and highlight shared genetic risk across populations. Nature Genetics. 2015; 47(9):979–86. https://doi.org/10.1038/ng.3359 PMID: 26192919 12. Author Contributions Conceptualization: Margaret G. Ehm, Suzanne F. Cook, Matthew R. Nelson, Linda C. McCar-
thy, Deepak K. Rajpal, Dawn M. Waterworth. Formal analysis: Mathias N. Chiano, Laura M. Yerges-Armstrong, Toby Johnson, David A. Hinds, Li Li, Chao Tian. Investigation: Jennifer L. Aponte, Mathias N. Chiano, Jonathan N. Barker, Akanksha Gupta,
Michael A. Simpson. Methodology: Laura M. Yerges-Armstrong, Toby Johnson, David A. Hinds, Li Li, Chao Tian. Methodology: Laura M. Yerges-Armstrong, Toby Johnson, David A. Hinds, Li Li, Chao Tian. Project administration: Margaret G Ehm Jennifer L Aponte Project administration: Margaret G. Ehm, Jennifer L. Aponte. Resources: Margaret G. Ehm, Matthew R. Nelson. Software: David A. Hinds, Chao Tian. Software: David A. Hinds, Chao Tian. Supervision: Margaret G. Ehm. Validation: Jonathan N. Barker, Michael A. Simpson. 12 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Phenome-wide association study of Th17 IL-17 pathway genes Visualization: Mathias N. Chiano, Laura M. Yerges-Armstrong, Li Li. Writing – original draft: Margaret G. Ehm, Linda C. McCarthy, Dawn M. Waterworth. Writing – review & editing: Margaret G. Ehm, Jennifer L. Aponte, Mathias N. Chiano, Laura
M. Yerges-Armstrong, Toby Johnson, David A. Hinds, Li Li, Matthew R. Nelson, Chao
Tian Linda C McCarthy Deepak K Rajpal Dawn M Waterworth M. Yerges-Armstrong, Toby Johnson, David A. Hinds, Li Li, Matthew R. Nelson, Chao
Tian, Linda C. McCarthy, Deepak K. Rajpal, Dawn M. Waterworth. References Eriksson N, Macpherson JM, Tung JY, Hon LS, Naughton B, Saxonov S, et al. Web-based, participant-
driven studies yield novel genetic associations for common traits. PLoS Genetics. 2010; 6(6):1–20. 13. Medland SE, Nyholt DR, Painter JN, McEvoy BP, McRae AF, Zhu G, et al. Common Variants in the Tri-
chohyalin Gene Are Associated with Straight Hair in Europeans. American Journal of Human Genetics. 2009; 85(5):750–5. https://doi.org/10.1016/j.ajhg.2009.10.009 PMID: 19896111 14. HA˜ ¼ffmeier U, Uebe S, Ekici AB, Bowes J, Giardina E, Korendowych E, et al. CoMon variants at TRA-
F3IP2 are aSociated with susceptibility to psoriatic arthritis and psoriasis. Nature Genetics. 2010; 42
(11):996–9. https://doi.org/10.1038/ng.688 PMID: 20953186 15. Jostins L, Ripke S, Weersma RK, Duerr RH, McGovern DP, Hui KY, et al. Host-microbe interactions
have shaped the genetic architecture of inflammatory bowel disease. Nature. 2012; 491(7422):119–24. https://doi.org/10.1038/nature11582 PMID: 23128233 16. Ellinghaus E, Ellinghaus D, Stuart PE, Nair RP, Debrus S, Raelson JV, et al. Genome-wide asociation
study identifies a psoriasis susceptibility locus at. Nature Genetics. 2010; 42(11):991–5. https://doi.org/
10.1038/ng.689 PMID: 20953188 17. Navarini AA, Simpson MA, Weale ME, Layton A, Voegel JJ, Group T, et al. Genome-wide association
study identifies three novel susceptibility loci for severe acne vulgaris. Journal of Investigative Dermatol-
ogy. 2014; 134 SUPPL. 2:S53. 13 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 Phenome-wide association study of Th17 IL-17 pathway genes 18. Navarini AA, Simpson MA, Weale M, Knight J, Carlavan I, Reiniche P, et al. Genome-wide association
study identifies three novel susceptibility loci for severe Acne vulgaris. Nature Communications. 2014; 5
Article Number(4020. Date of Publication). 19. Richards JB, Yuan X, Geller F, Waterworth D, Bataille V, Glass D, et al. Male-pattern baldness suscepti-
bility locus at 20p11. Nature Genetics. 2008; 40(11):1282–4. https://doi.org/10.1038/ng.255 PMID:
18849991 20. Diogo D, Bastarache L, Liao KP, Graham RR, Fulton RS, Greenberg JD, et al. TYK2 protein-coding var-
iants protect against rheumatoid arthritis and autoimmunity, with no evidence of major pleiotropic effects
on non-autoimmune complex traits. PloS one. 2015; 10(4 Article Number). 21. Strange A, Capon F, Spencer CCA, Knight J, Weale ME, Allen MH, et al. A genome-wide asociation
study identifies new psoriasis susceptibility loci and an interaction betwEn HLA-C and ERAP1. Nature
Genetics. 2010; 42(11):985–90. https://doi.org/10.1038/ng.694 PMID: 20953190 22. Dendrou CA, Cortes A, Shipman L, Evans HG, Attfield KE, Jostins L, et al. Resolving TYK2 locus geno-
type-To-phenotype differences in autoimmunity. Science Translational Medicine. 2016; 8(363). 23. PLOS ONE | https://doi.org/10.1371/journal.pone.0186405
November 1, 2017 References Allen HL, Estrada K, Lettre G, Berndt SI, Weedon MN, Rivadeneira F, et al. Hundreds of variants clus-
tered in genomic loci and biological pathways affect human height. Nature. 2010; 467(7317):832–8. https://doi.org/10.1038/nature09410 PMID: 20881960 24. Speliotes EK, Willer CJ, Berndt SI, Monda KL, Thorleifsson G, Jackson AU, et al. Association analyses
of 249,796 individuals reveal 18 new loci associated with body mass index. Nature Genetics. 2010; 42
(11):937–48. https://doi.org/10.1038/ng.686 PMID: 20935630 25. Bush WS, Oetjens MT, Crawford DC. Unravelling the human genome-phenome relationship using phe-
nome-wide association studies. Nature Reviews Genetics. 2016; 17(3):129–45. https://doi.org/10. 1038/nrg.2015.36 PMID: 26875678 26. Griffiths CEM, Strober BE, Van De Kerkhof P, Ho V, Fidelus-Gort R, Yeilding N, et al. Comparison of
ustekinumab and etanercept for moderate-to-severe psoriasis. New England Journal of Medicine. 2010; 362(2):118–28. https://doi.org/10.1056/NEJMoa0810652 PMID: 20071701 27. Hyde CL, Nagle MW, Tian C, Chen X, Paciga SA, Wendland JR, et al. Identification of 15 genetic loci
associated with risk of major depression in individuals of European descent. Nat Genet. 2016; 48
(9):1031–6. https://doi.org/10.1038/ng.3623 PMID: 27479909 28. Nelson MR, Johnson T, Warren L, Hughes AR, Chissoe SL, Xu C-F, et al. The genetics of drug efficacy:
Opportunities and challenges. Nature Reviews Genetics. 2016; 17(4):197–206. https://doi.org/10.1038/
nrg.2016.12 PMID: 26972588 14 / 14
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Tea plant roots respond to aluminum-induced mineral nutrient imbalances by transcriptional regulation of multiple cation and anion transporters
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BMC plant biology
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cc-by
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Tea plant roots respond
to aluminum‑induced mineral nutrient
imbalances by transcriptional regulation
of multiple cation and anion transporters Jing Hao1†, Anqi Peng1†, Yingying Li1†, Hao Zuo1, Ping Li1, Jinsong Wang1, Keke Yu1, Chun Liu2, Shancen Zhao2,
Xiaochun Wan1, Jon K. Pittman3 and Jian Zhao1* Abstract Background: Tea is one of the most popular non-alcoholic beverages in the world for its flavors and numerous
health benefits. The tea tree (Camellia sinensis L.) is a well-known aluminum (Al) hyperaccumulator. However, it is not
fully understood how tea plants have adapted to tolerate high concentrations of Al, which causes an imbalance of
mineral nutrition in the roots. Results: Here, we combined ionomic and transcriptomic profiling alongside biochemical characterization, to probe
the changes of metal nutrients and Al responsive genes in tea roots grown under increasing concentrations of Al. It was found that a low level of Al (~ 0.4 mM) maintains proper nutrient balance, whereas a higher Al concentra-
tion (2.5 mM) compromised tea plants by altering micro- and macro-nutrient accumulation into roots, including a
decrease in calcium (Ca), manganese (Mn), and magnesium (Mg) and an increase in iron (Fe), which corresponded
with oxidative stress, cellular damage, and retarded root growth. Transcriptome analysis revealed more than 1000
transporter genes that were significantly changed in expression upon Al exposure compared to control (no Al) treat-
ments. These included transporters related to Ca and Fe uptake and translocation, while genes required for N, P, and S
nutrition in roots did not significantly alter. Transporters related to organic acid secretion, together with other putative
Al-tolerance genes also significantly changed in response to Al. Two of these transporters, CsALMT1 and CsALS8, were
functionally tested by yeast heterologous expression and confirmed to provide Al tolerance. Conclusion: This study shows that tea plant roots respond to high Al-induced mineral nutrient imbalances by
transcriptional regulation of both cation and anion transporters, and therefore provides new insights into Al tolerance
mechanism of tea plants. The altered transporter gene expression profiles partly explain the imbalanced metal ion
accumulation that occurred in the Al-stressed roots, while increases to organic acid and Al tolerance gene expression
partly explains the ability of tea plants to be able to grow in high Al containing soils. The improved transcriptomic
understanding of Al exposure gained here has highlighted potential gene targets for breeding or genetic engineering
approaches to develop safer tea products. *Correspondence: jzhao2@qq.com; jianzhao@ahau.edu.cn
†Jing Hao, Anqi Peng and Yingying Li contributed equally to this work. 1 State Key Laboratory of Tea Plant Biology and Utilization, Anhui
Agricultural University, 130 West Changjiang Road, Hefei 230036, China
Full list of author information is available at the end of the article © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Hao et al. BMC Plant Biology (2022) 22:203
https://doi.org/10.1186/s12870-022-03570-4 Background Tea is one of the most popular non-alcoholic beverages,
consumed by over two-thirds of the world’s population
due to its health-beneficial, refreshing and pleasant stim-
ulant effects. Because tea made from the fresh buds and
leaves of tea plants (Camellia sinensis L.) contains various
nutritional trace elements, drinking tea provides intake of
many essential macro- and micro-nutrients for humans
[1–4]. Meanwhile, environmental exposure of tea plants
to metal pollutants may inhibit growth and therefore the
yield of tea, and may cause the accumulation of signifi-
cant amounts of non-essential and potentially toxic met-
als in tea leaves, which is a public health concern for tea
products [2, 3]. For example, trace elements including,
aluminum (Al), arsenic (As), cadmium (Cd), copper (Cu),
fluoride (F), manganese (Mn), chromium (Cr), and nickel
(Ni) have been reported in different tea infusions, and in
some cases metal concentrations exceed the maximum
permissible limits [3]. Tea plants are perennial evergreen woody trees or
shrubs, which are widely grown in subtropical mountain-
ous regions of southern China, the Assam area in India,
and other parts of the world [5]. Many tropical and sub-
tropical plant species such as tea plants grow in acidic
soils that are prevalent in these regions. Metals includ-
ing Al are more bioavailable in acidic soils leading to
Al3+ toxicity, which is one of the major factors limiting
crop production on acid soils [6]. Elevated Al (as Al3+)
causes rhizotoxicity symptoms on plants: root elongation
is severely inhibited, which could result from the binding
of Al to multiple cellular targets and subsequent disrup-
tion of the functions of the cell wall, cell membrane, as
well as various proteins and enzymes, DNA replication,
and other cellular processes [6–10]. Most often, plants
grown on acidic soils also suffer from other alterations
to essential mineral nutrition that is influenced indirectly
by high Al and H+ availability. Furthermore, the avail-
ability of Al may alter the uptake characteristics of other
non-essential but toxic metals such as Cd. Although
many metals such as iron (Fe), Mn, Cu, and zinc (Zn) are
essential trace micronutrients, excessive accumulation of
these metals can be toxic, while deficiencies of micronu-
trients and macronutrients, such as nitrogen (N), phos-
phorus (P), sulfur (S), calcium (Ca), magnesium (Mg),
and potassium (K) are deleterious to plants [6, 7]. Keywords: Metal transporter, Transcriptome, Ionome, Ion imbalance, Aluminum tolerance Keywords: Metal transporter, Transcriptome, Ionome, Ion imbalance, Aluminum tolerance grow normally on most acidic soils containing higher
concentrations of Al, without any obvious rhizotoxicity
symptoms [4, 12, 13]. So far, at least two broad resistance
mechanisms involving external or internal detoxifica-
tion have been proposed to explain most plant adaptive
responses to Al toxicity [6]. For external exclusion mech-
anisms, many plants secrete compounds including
organic acids from their root tips to chelate Al and avoid
Al toxicity at the cell wall or to prevent Al entering into
growing root tip cells, thus providing a certain degree
of Al resistance [14–16]. Organic acids are also used for
internal tolerance mechanisms, whereby Al-organic acid
complexes accumulate in the root symplasm and then
facilitate the partitioning of Al into older shoot tissues
for storage in a non-toxic form. In addition, tea plants
are Al hyperaccumulators that can tolerate these acidic,
high Al conditions due to their ability to accumulate high
amounts of Al, such that Al concentrations in older leaves
are typically 100-fold higher (e.g., ~ 30,000 mg kg− 1) than
in leaves of two of the most Al-tolerant monocot plants,
rice and common buckwheat, and which in turn are
approximately 2–7 times more Al-tolerant than wheat,
sorghum, or maize [10, 12, 13]. Tea plants are able to
hyperaccumulate high concentrations of Al in part due
to the ability to maintain and even enhance root growth
in the presence of Al, to allow mobile forms of Al to be
translocated into aerial tissues, and having enhanced leaf
anti-oxidant processes [9, 10, 12]. However, the accu-
mulation of Al, F, and other metals in tea plant leaves
[1, 2] introduces food safety issues and health concerns
for drinking tea or consumption of tea products. While
some of the physiological and biochemical details of Al
tolerance and accumulation mechanisms by tea plants
are known, there are still gaps in knowledge particularly
with regard to the identification of genetic details of these
processes. Therefore research to investigate the uptake,
transport, and distribution mechanisms of Al, as well as
other Al affected metals is of interest in order to poten-
tially breed low Al-accumulating and reduced metal con-
taining tea plant varieties for safer drinks. Understanding
the plant’s Al tolerance mechanisms is also of interest to
identify new molecular tools to engineer Al-tolerance
to other major crops and to expand their cultivation on
acidic soils. Keywords: Metal transporter, Transcriptome, Ionome, Ion imbalance, Aluminum tolerance The aim of this study was to explore the Al accumu-
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f t © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Hao et al. BMC Plant Biology (2022) 22:203 Page 2 of 20 Effects of Al exposure on tea seedling root growth and Al
accumulation Macronutrients such as K, Ca and Mg, and some transi-
tion metal micronutrients such as Fe, Cu, Mn, and Zn are
essential mineral nutrients for normal plant growth and
development, but they also can be toxic to plants when
present in excess [18]. To understand how high Al and
acidic conditions effects mineral nutrition in tea plant
roots, metal elements were measured in the roots from
seedlings grown in 0, 0.4, and 2.5 mM Al over a 10 day
period. Overall, we observed significantly reduced Ca,
Mg and Mn root content in the highest Al treatments,
and fluctuations in the root concentrations of Fe, Zn, and
Cu (Fig. 2). Ca and Mg content showed no significant
change over time in the absence of Al (0 mM treatment),
but there was a decrease over time in Ca content in the
0.4 and 2.5 mM Al treatments (Fig. 1B). Likewise, Mg
concentration of roots steadily decreased over time, par-
ticularly in the 2.5 mM Al treatment where Mg content
dropped quickly by 12 h after treatment and continued
to decrease to ~ 400 mg kg− 1 by day-10 of the treatment
period. Mn content also decreased in response to Al. Fe
contents in roots fluctuated in larger ranges between 140
to over 300 mg kg− 1 with both 0.4 and 2.5 mM Al treat-
ments inducing rapid increases in Fe content after 6 h. The exposure of Al gave a much smaller and more vari-
able response to Cu and Zn contents. For example, some
increases in Zn content were observed in the 0.4 and
2.5 mM Al treatments but only a few time points were
significantly higher than in the 0 mM Al treatment roots
(Fig. 2). To gain further understanding of the Al-tolerance mech-
anisms of tea plants, we treated tea seedlings with differ-
ent concentrations of Al (0, 0.4, and 2.5 mM, pH 4.3) in
modified Shigeki Konishi nutrient solution (SK-solution). Standard SK-solution contains 0.4 mM Al2(SO4)3 since
previous studies have demonstrated that Al at this con-
centration effectively promotes tea seedling root growth
and development in contrast to an absence of Al [12,
17]. In the weekly replaced SK-solutions with consistent
pH 4.3, we determined Al3+ activity at 0.4 mM Al equated
to approximately 200 μM Al3+ [9, 12]. Background These
indirect effects of Al and H+ toxicity provide further
plant stress, by evoking subsequent oxidative stresses and
triggering cell death [8, 11]. While most major crops dis-
play significant sensitivity to acidic soils, tea plants can The aim of this study was to explore the Al accumu-
lation as well as Al detoxification mechanisms of tea
plants, and the consequential mineral nutritional changes
induced by Al exposure, by integrating transcriptomic
and ionomic profiling, and biochemical analyses on Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 Page 3 of 20 high of approximately 1200 mg kg− 1 after 10 days of incu-
bation (Fig. 1B). Root Al accumulation was further exam-
ined using the fluorescent Al-sensitive morin dye. Root
tip Al accumulation was clearly observed after 3 h expo-
sure within the stele of the root, with a low level of stain-
ing for the 0.4 mM Al treatment but very intense staining
for the 5 mM Al treatment (Fig. 1C). At earlier time
points (1 h) only the 5 mM Al treatment showed strong
staining, while some extreme tip staining was consist-
ently observed for the 2.5 mM Al treated roots. No stain-
ing was observed for any treatments after just 30 min. seedlings grown hydroponically under various Al stress
conditions in acidic solutions. We observed imbalanced
accumulation of various metal ions in roots, and altered
expression of many metal ions and organic acid trans-
porter genes, as well as genes encoding oxidative stress-
related enzymes and other putative Al tolerance genes. Since these membrane transporters play essential roles in
metal ion uptake, translocation, distribution, and homeo-
stasis, their expression changes are implicated in the tea
plant’s adaptive responses to Al and H+ stresses. Effects of Al exposure on tea seedling root growth and Al
accumulation When tea seed-
lings were grown hydroponically in SK-solution without
Al or containing higher (> 0.4 mM) Al concentrations,
the roots displayed clear differences: roots in 0 mM Al-
solution were shorter and grew less strongly than those
from the 0.4 mM-solution, which showed the healthiest
growth (Fig. 1A). But roots from the 2.5 mM Al-solution
showed substantially worse root growth (Fig. 1A). We
also observed that roots grown in SK-solution containing
5 to 10 mM Al displayed significantly worse growth per-
formance: roots became brown and root growth was sev-
erally inhibited (Fig. 1A; data not shown), consistent with
other reports [12, 17]. Quantification of root elongation
found that seedlings grown in 2.5 mM Al were not signifi-
cantly changed until 10 days of treatment, and then after
a further 5 days of growth there was 16% root inhibition
compared to the seedlings grown in 0.4 mM Al.h The root stress symptoms observed were coincident
with significantly increased Al accumulation over time
as external Al concentration was increased (Fig. 1B). Al
content in roots of seedlings treated with no added Al
showed no significant change over time and fluctuated
slightly at a baseline concentration of approximately
300 mg kg− 1. However, the Al content rapidly increased
to 600–800 mg kg− 1, even after just 6 h of cultivation in
0.4 mM Al-SK solution, but then with very little change
over the rest of the 10 day incubation period. In 2.5 mM
Al-SK solution, Al content in roots also rapidly increased
to 700–800 mg kg− 1 after 6 h, and eventually reached a Cd, like Al, is a non-essential and very toxic metal
which is able to easily accumulate into plant roots. It was
also examined whether Al exposure provides any protec-
tion against Cd accumulation by exposing plants to the
three Al treatments (0 mM, 0.4 mM and 2.5 mM) and
then measuring Cd content. In tea seedlings that were
exposed to 0 mM Al treatment, an initial rapid increase
in Cd content after 6 h was followed by a decline in
root Cd content after 12 h, with a significant drop after
10 days, possibly due to a transfer of Cd into shoot tissues Hao et al. BMC Plant Biology (2022) 22:203 Page 4 of 20 Fig. 1 Effects of Al stress on root growth of hydroponically grown tea plants. Effects of Al exposure on tea seedling root growth and Al
accumulation a Two-year old tea plant seedlings of the same genetic background
were cultivated hydroponically in SK-medium containing 0.4 mM Al2(SO4)3. The seedlings were treated 0 mM Al or 5 mM Al for the effects of growth. b Contents of Ca and Mg in the roots of tea plant seedlings under 0, 0.4, and 2.5 mM Al stress for different times measured by ICP-MS. c Imaging of
Al accumulation in root tips of tea plant seedlings. The Al-specific fluorescence dye morin was used for imaging. The representative photos shown
are from three independent experiments. Data are presented as means ± SD from three independent experiments and statistical significance is
based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls Fig. 1 Effects of Al stress on root growth of hydroponically grown tea plants. a Two-year old tea plant seedlings of the same genetic background
were cultivated hydroponically in SK-medium containing 0.4 mM Al2(SO4)3. The seedlings were treated 0 mM Al or 5 mM Al for the effects of growth. b Contents of Ca and Mg in the roots of tea plant seedlings under 0, 0.4, and 2.5 mM Al stress for different times measured by ICP-MS. c Imaging of
Al accumulation in root tips of tea plant seedlings. The Al-specific fluorescence dye morin was used for imaging. The representative photos shown
are from three independent experiments. Data are presented as means ± SD from three independent experiments and statistical significance is
based on Student’s t test (*P<0 05; ** P<0 001) compared with controls Fig. 1 Effects of Al stress on root growth of hydroponically grown tea plants. a Two-year old tea plant seedlings of the same genetic background
were cultivated hydroponically in SK-medium containing 0.4 mM Al2(SO4)3. The seedlings were treated 0 mM Al or 5 mM Al for the effects of growth. b Contents of Ca and Mg in the roots of tea plant seedlings under 0, 0.4, and 2.5 mM Al stress for different times measured by ICP-MS. c Imaging of
Al accumulation in root tips of tea plant seedlings. The Al-specific fluorescence dye morin was used for imaging. The representative photos shown
are from three independent experiments. Data are presented as means ± SD from three independent experiments and statistical significance is
based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls and/or efflux out of the roots (Fig. Effects of Al exposure on tea seedling root growth and Al
accumulation 2). In response to Al
treatment, the initial Cd accumulation into the root was
mostly inhibited but more Cd was retained in the roots
by 10 d, particularly in the 2.5 mM Al treatment. transcript contigs were assembled and 86% were able
to be matched to the C. sinensis var. sinensis genome. Compared with the non-Al (0 mM) control treatment,
the 2.5 mM Al treatment resulted in 2617 up-regulated
and 1544 down-regulated genes at 12 h, 1165 up-regu-
lated and 1304 down-regulated genes at 24 h, and 1611
up-regulated and 1704 down-regulated genes at 48 h. However, compared with the 0.4 mM Al treatment, the
2.5 mM Al treatment resulted in 1766 up-regulated and Global gene expression changes in roots upon Al exposure
To understand the molecular mechanisms taking place
in the Al-stressed roots in more detail, an RNA-Seq
transcriptome analysis was performed. About 45,737 Hao et al. BMC Plant Biology (2022) 22:203 Page 5 of 20 Fig. 2 Effects of Al stress on the metal content in roots of hydroponically grown tea plants. Metal element accumulation (Mg, Fe, Zn, Mn, Cu and
Cd) in roots of two-year-old tea seedlings grown hydroponically in SK medium containing 0.4 mM Al, and exposed to a series of Al concentrations
(0, 0.4, 2.5 mM Al) for different times, then measured by ICP-MS. Data are presented as means ± SD from three independent experiments and
statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls Fig. 2 Effects of Al stress on the metal content in roots of hydroponically grown tea plants. Metal element accumulation (Mg, Fe, Zn, Mn, Cu and
Cd) in roots of two-year-old tea seedlings grown hydroponically in SK medium containing 0.4 mM Al, and exposed to a series of Al concentrations
(0, 0.4, 2.5 mM Al) for different times, then measured by ICP-MS. Data are presented as means ± SD from three independent experiments and
statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls of each of these identified genes were determined
(Table S1-S9, Fig. S1–24). 1768 down-regulated genes at 12 h, 1859 up-regulated
and 1329 down-regulated genes at 24 h, and 1719 up-
regulated and 1484 down-regulated genes at 48 h. Genes assigned to four categories, signal transduction,
environmental adaptation, immune system and sensory
system, were over-represented in Al-stressed roots. Effects of Al exposure on tea seedling root growth and Al
accumulation In contrast, some of the transcripts encod-
ing proteins responsible for moving Ca2+ into internal
organelles, including a putative MCU gene TEA000129
(CsMCU2) and two ECAs TEA015853 (CsECA9) and
TEA011305.1 (CsECA11), showed up-regulation by 2 to
8-fold over the 3 time points examined in response to
excess (2.5 mM) Al (Fig. 3A). The ACA genes TEA023534
(CsACA6) and TEA026012 (CsACA11) were down-reg-
ulated in response to both Al treatments in compari-
son to no Al. There was also evidence of Al-responsive
reduced transcript abundance for TEA008626 (CsACA3). However, CAX genes including TEA007963 (CsCAX1)
and TEA000101 (CsCAX2) did not show any significant
expression change in response to Al (Fig. 3A, Table S1,
Fig. S1-S7). HMAs belong to the P-type ATPase superfamily, which
is further classified into several sub-families, accord-
ing to their transport specificity [28]. The P1B HMA
sub-family can either mediate the transport of divalent
Zn2+/Co2+/Cd2+/Pb2+ (including AtHMA1 to 4) or
monovalent Cu+/Ag+ (including AtHMA5 to 8) [18, 29]. Most tea HMAs showed just moderate responses to Al
exposure. Those most closely related to AtHMA1 to 4
and therefore putative Zn2+ and Cd2+ efflux transport-
ers, including TEA019557 (CsHMA1) and TEA018983
(CsHMA2), were moderately increased (but less than
2-fold) in response to 2.5 mM Al (Fig. 3B, Table S4, Fig. S16). Likewise, those more closely related to AtHMA5 to
8 and therefore putative Cu+ efflux transporters, includ-
ing TEA018281 (CsHMA3), TEA000616 (CsHMA7),
TEA000615 (CsHMA9) were also moderately up-reg-
ulated in response to 2.5 mM Al treatment (Fig. 3B),
and data was validated by qRT-PCR for representa-
tive gene CsHMA9 (Fig. 3C). The Cu influx transporter
(COPT) family are high affinity plasma membrane Cu
transporters [30]. Three of the tea COPT genes were
highly expressed in the roots: TEA022572 (CsCOPT1),
TEA030188 (CsCOPT2) and TEA024734 (CsCOPT4). These all show induced expression of approximately
1.4-fold following by 48 h following 0.4 mM Al exposure
(Fig. 3B, Table S3, Fig. S16-S17). The CCX gene family has been proposed to play a role
in the transport of various ions, with some A. thaliana
members such as AtCCX3 and AtCCX4 implicated in K+
and possibly Na+ transport, while AtCCX1 and AtCCX2
are likely to function as Ca2+ transporters [22, 23]. Effects of Al exposure on tea seedling root growth and Al
accumulation One
of the tea plant CCX genes TEA032754 (CsCCX3),
was markedly down-regulated by Al treatment, while
TEA021659 (CsCCX6) was highly up-regulated by
between 2 to 8-fold in response to 0.4 mM and 2.5 mM Al
treatment (Fig. 3A, Table S1, Fig. S1-S7). Mg plays a positive role in plant resistance to Al
stress [24, 25]. Two classes of Mg transporters have
been well studied in plants, the Mg2+/H+ exchang-
ers (MHX) and the Mg2+ transporters (MGT). AtMHX
is a tonoplast protein mediating transport of Mg2+ into
the vacuole in a proton-dependent manner [26, 27]. A. thaliana MGTs including AtMGT1 and AtMGT10 are
plasma membrane high affinity Mg2+ transporters that Effects of Al exposure on tea seedling root growth and Al
accumulation These included a large number of putative membrane
proteins and transporters, including essential and non-
essential metal transporters, and organic acid trans-
porters, as well as genes involved in oxidative stress
response. Phylogenetic analyses, in comparison with
Arabidopsis thaliana genes, were performed to group
tea genes into specified gene families (Table S1-S9, Fig. S1–24). In addition, the plant tissue expression patterns Al stress‑induced changes in ca and mg transporter genes
Two major essential nutrients Mg and Ca, were sig-
nificantly reduced in tea plant roots in response to high
concentration of Al. Therefore, it was relevant to further
examine the gene candidates known to be involved in
plant Ca2+ and Mg2+ transport and homeostasis. In addi-
tion to the RNA-Seq data, validation of selected genes
was performed by RT-PCR. The cellular homeostasis of
Ca2+ in plant cells is enabled by membrane transporters
at the plasma membrane and at endomembranes, includ-
ing various Ca2+-permeable ion channels for Ca2+ influx Hao et al. BMC Plant Biology (2022) 22:203 Page 6 of 20 into the cytosol [19]. and active Ca2+ efflux transport-
ers, which can include the endoplasmic reticulum-type
Ca2+-ATPase (ECA) and autoinhibited Ca2+-ATPase
(ACA), the Ca2+/H+ exchanger (CAX), and the mito-
chondrial Ca2+ uniporter (MCU) proteins [20]. Ca2+
influx is mediated by several families of selective and
non-selective ion permeable channels, including cyclic
nucleotide-gated channels (CNGCs), ionotropic gluta-
mate-like receptors (GLR), two-pore channel 1 (TPC1),
annexins, and mechanosensitive-like (MSL) ion channels,
although it is important to highlight that many of these
channels can also mediate the movement of other ions in
addition to Ca2+ (Table S1, Fig. S1-S7) [21]. The RNA-Seq
data as shown in the heatmaps indicated that many of the
Ca2+ permeable channel genes were down-regulated in
response to 0.4 or 2.5 mM Al, including the GLR genes
TEA014867 (CsGLR1) and TEA006325 (CsGLR15), and
the MSL genes TEA001140 (CsMSL1) and TEA019176
(CsMSL8), while TEA024970 (CsGLR13) was up-reg-
ulated in Al treated roots at 12 h and 24 h (Table S1,
Fig. S1-S7). In contrast, some of the transcripts encod-
ing proteins responsible for moving Ca2+ into internal
organelles, including a putative MCU gene TEA000129
(CsMCU2) and two ECAs TEA015853 (CsECA9) and
TEA011305.1 (CsECA11), showed up-regulation by 2 to
8-fold over the 3 time points examined in response to
excess (2.5 mM) Al (Fig. 3A). Effects of Al exposure on tea seedling root growth and Al
accumulation The ACA genes TEA023534
(CsACA6) and TEA026012 (CsACA11) were down-reg-
ulated in response to both Al treatments in compari-
son to no Al. There was also evidence of Al-responsive
reduced transcript abundance for TEA008626 (CsACA3). However, CAX genes including TEA007963 (CsCAX1)
and TEA000101 (CsCAX2) did not show any significant
expression change in response to Al (Fig. 3A, Table S1,
Fig. S1-S7). mediate Mg uptake into roots and also have low affin-
ity to other cations including Fe2+, Mn2+ and Cu2+, and
yet are also highly sensitive to Al stress [24, 26]. Some
MGTs even can transport Al [27]. From the 14 putative
MGT genes in tea, TEA005607 (CsMGT5), TEA011435
(CsMGT8), TEA015654 (CsMGT11), and TEA015667
(CsMGT12) were up-regulated by approximately 2 to 3.2-
fold in response to 2.5 mM Al stress, while TEA030537
(CsMGT13) was up-regulated (between 2.6 and 9-fold)
following both Al treatments (Fig. 3B). In contrast,
TEA010637 (CsMGT4), TEA011435 (CsMGT8) and
TEA011455 (CsMGT9) showed down-regulation in
response to 0.4 mM Al, with CsMGT8 and CsMGT9 giv-
ing markedly higher transcript abundance in the 2.5 mM
treatments compared to the 0.4 mM treatments, and
the representative gene CsMGT4 was verified with qRT-
PCR. (Fig. 3B,C, Table S2, Fig. S8). Only the MHX gene
TEA032978 (CsMHX3) was slightly up-regulated in
response to 2.5 mM Al (Fig. 3B). into the cytosol [19]. and active Ca2+ efflux transport-
ers, which can include the endoplasmic reticulum-type
Ca2+-ATPase (ECA) and autoinhibited Ca2+-ATPase
(ACA), the Ca2+/H+ exchanger (CAX), and the mito-
chondrial Ca2+ uniporter (MCU) proteins [20]. Ca2+
influx is mediated by several families of selective and
non-selective ion permeable channels, including cyclic
nucleotide-gated channels (CNGCs), ionotropic gluta-
mate-like receptors (GLR), two-pore channel 1 (TPC1),
annexins, and mechanosensitive-like (MSL) ion channels,
although it is important to highlight that many of these
channels can also mediate the movement of other ions in
addition to Ca2+ (Table S1, Fig. S1-S7) [21]. The RNA-Seq
data as shown in the heatmaps indicated that many of the
Ca2+ permeable channel genes were down-regulated in
response to 0.4 or 2.5 mM Al, including the GLR genes
TEA014867 (CsGLR1) and TEA006325 (CsGLR15), and
the MSL genes TEA001140 (CsMSL1) and TEA019176
(CsMSL8), while TEA024970 (CsGLR13) was up-reg-
ulated in Al treated roots at 12 h and 24 h (Table S1,
Fig. S1-S7). Altered regulation of Fe transport and homeostasis genes
in tea plant root by Al stressi Fe concentrations were significantly increased by Al
stress in tea plant roots. This correlated with observed
alteration in the expression of Fe metabolism and trans-
port related genes. For most dicots, the ferric reductase
oxidase (FRO) reduces Fe3+ to Fe2+, which can then Hao et al. BMC Plant Biology (2022) 22:203 Page 7 of 20 Fig. 3 Effects of Al stress on the expression of transporter genes involved in root transport of Ca, Mg, and Cu and other divalent cations. a Heatmap
analysis of expression patterns of genes encoding various transporters in roots in response to 0.4 mM and 2.5 mM Al stresses at different time
points. The transporters include Type IIB Ca2+-ATPases (CsACA), Type IIA ER-Ca2+-ATPases (CsECA), Ionotropic glutamate receptor (CsGLR), Ca2+/
H+ antiporter (CsCAX), Cyclic nucleotide-gated channels (CsCNGCs), Mechanosensitive ion channel like (CsMSL), Annexins (CsAnn), Mitochondria
calcium uniporter (CsMCU). b Heatmap analysis of expression patterns of genes encoding tonoplast Mg/H transporter (CsMHX), Magnesium
transporter (CsMGT), Heavy metal H-ATPase (CsHMA), and Copper transporter (CsCOPT). c qRT-PCR verification of expression patterns of several key
transporter genes in roots in response to 0.4 mM and 2.5 mM Al. The heatmaps were made with transcriptome data normalized as Log10(1 + log
(1 + FPKM)). MeV software was used to depict transcript levels. qRT-PCR data are presented as means ± SD from three independent experiments
and statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls Fig. 3 Effects of Al stress on the expression of transporter genes involved in root transport of Ca, Mg, and Cu and other divalent cations. a Heatmap
analysis of expression patterns of genes encoding various transporters in roots in response to 0.4 mM and 2.5 mM Al stresses at different time
points. The transporters include Type IIB Ca2+-ATPases (CsACA), Type IIA ER-Ca2+-ATPases (CsECA), Ionotropic glutamate receptor (CsGLR), Ca2+/
H+ antiporter (CsCAX), Cyclic nucleotide-gated channels (CsCNGCs), Mechanosensitive ion channel like (CsMSL), Annexins (CsAnn), Mitochondria
calcium uniporter (CsMCU). b Heatmap analysis of expression patterns of genes encoding tonoplast Mg/H transporter (CsMHX), Magnesium
transporter (CsMGT), Heavy metal H-ATPase (CsHMA), and Copper transporter (CsCOPT). c qRT-PCR verification of expression patterns of several key
transporter genes in roots in response to 0.4 mM and 2.5 mM Al. The heatmaps were made with transcriptome data normalized as Log10(1 + log
(1 + FPKM)). MeV software was used to depict transcript levels. Altered regulation of Fe transport and homeostasis genes
in tea plant root by Al stressi qRT-PCR data are presented as means ± SD from three independent experiments
and statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls be transported into the root epidermis by the divalent
metal transporter IRT1, which is a member of the ZRT/
IRT-like protein (ZIP) family of transporter. Vacuolar
iron transporter (VIT) proteins at the tonoplast can in
turn store labile Fe2+ into vacuolar compartments, such as performed by A. thaliana AtVIT1, while some mem-
bers of the natural resistance-associated macrophage
protein (NRAMP) family can mediate Fe release from
the vacuole [31, 32]. Of the seven putative FRO genes,
TEA033298 (CsFRO6) expression increased over 2-fold Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 Page 8 of 20 Fig. S9-S12). In comparison to the control condition,
TEA021515 (CsVIT3) was down-regulated by 2-fold and
4-fold at 12 h and 24 h, respectively after 2.5 mM Al treat-
ment, while the transcript that is most closely related to
AtVIT1, TEA015983 (CsVIT6), was increased by nearly
3-fold at 12 h under 2.5 mM Al treatment in comparison in response to both 0.4 and 2.5 mM Al treatments
(Fig. 4A). Expression of a putative tea CsIRT1 gene
(TEA023203) was undetectable in control or 0.4 mM
Al treated roots, but low-level expression was observed
following 2.5 mM Al treatment (Fig. 4A). Six VIT genes
were found within the tea root transcriptome (Table S3, Fig. 4 Effects of Al stress on transporter genes involved in the transport of Fe, Zn, Cu, and other metals. a Expression patterns for genes encoding
transporters or enzymes involved in transport of Fe or Fe-organic acid complex across various membranes, including Ferric reductase oxidase
(CsFRO), Fe-binding proteins ferritin (CsFER), vacuolar iron transporters (CsVITs), nicotianamine synthase (CsNAS), yellow-stripe like (CsYSL)
transporters, and IRON REGULATED/Ferroportin (CsIREG/Ferroportin). b Expression patterns for other genes encoding multi-function transporters,
such as NRAMP transporters, ZRT/IRT-like proteins (CsZIPs), plasma membrane ATPases (CsPMAs), oligopeptide transporter (CsOPTs). c qRT-PCR
verification of expression patterns of key genes involved in metal ion transport in roots in response to 0.4 mM and 2.5 mM Al. The heatmaps
were made with transcriptome data normalized as Log10(1 + log (1 + FPKM)). MeV software was used to depict transcript levels. Altered regulation of Fe transport and homeostasis genes
in tea plant root by Al stressi qRT-PCR data
are presented as means ± SD from three independent experiments and statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001)
compared with controls Fig. 4 Effects of Al stress on transporter genes involved in the transport of Fe, Zn, Cu, and other metals. a Expression patterns for genes encoding
transporters or enzymes involved in transport of Fe or Fe-organic acid complex across various membranes, including Ferric reductase oxidase
(CsFRO), Fe-binding proteins ferritin (CsFER), vacuolar iron transporters (CsVITs), nicotianamine synthase (CsNAS), yellow-stripe like (CsYSL)
transporters, and IRON REGULATED/Ferroportin (CsIREG/Ferroportin). b Expression patterns for other genes encoding multi-function transporters,
such as NRAMP transporters, ZRT/IRT-like proteins (CsZIPs), plasma membrane ATPases (CsPMAs), oligopeptide transporter (CsOPTs). c qRT-PCR
verification of expression patterns of key genes involved in metal ion transport in roots in response to 0.4 mM and 2.5 mM Al. The heatmaps
were made with transcriptome data normalized as Log10(1 + log (1 + FPKM)). MeV software was used to depict transcript levels. qRT-PCR data
are presented as means ± SD from three independent experiments and statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001)
compared with controls Fig. 4 Effects of Al stress on transporter genes involved in the transport of Fe, Zn, Cu, and other metals. a Expression patterns for genes encoding
transporters or enzymes involved in transport of Fe or Fe-organic acid complex across various membranes, including Ferric reductase oxidase
(CsFRO), Fe-binding proteins ferritin (CsFER), vacuolar iron transporters (CsVITs), nicotianamine synthase (CsNAS), yellow-stripe like (CsYSL)
transporters, and IRON REGULATED/Ferroportin (CsIREG/Ferroportin). b Expression patterns for other genes encoding multi-function transporters,
such as NRAMP transporters, ZRT/IRT-like proteins (CsZIPs), plasma membrane ATPases (CsPMAs), oligopeptide transporter (CsOPTs). c qRT-PCR
verification of expression patterns of key genes involved in metal ion transport in roots in response to 0.4 mM and 2.5 mM Al. The heatmaps
were made with transcriptome data normalized as Log10(1 + log (1 + FPKM)). MeV software was used to depict transcript levels. qRT-PCR data
are presented as means ± SD from three independent experiments and statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001)
compared with controls Hao et al. BMC Plant Biology (2022) 22:203 Page 9 of 20 to the 0.4 mM Al treatment (Fig. 4A). Altered regulation of Fe transport and homeostasis genes
in tea plant root by Al stressi Based
on the phylogenetic analysis, these three genes are most
closely related to OsNRAMP4 from rice, which is a root
plasma membrane transporter that can provide Al3+
accumulation into root tip cells but does not appear to
transport other cations including Fe2+, Mn2+ or Cd2+
[42]. These tea NRAMPs are also closely grouped with
AtNRAMP1, which is a plasma membrane Mn2+ and
Fe2+ transporter [18, 29]. Altered regulation of Fe transport and homeostasis genes
in tea plant root by Al stressi NRAMPs are broad
substrate transporters including AtNRAMP3 and AtN-
RAMP4, which are associated with Fe2+ and Mn2+ trans-
port [32, 33]. TEA011223 (CsNRAMP2) is most closely
related to these genes and was slightly down-regulated in
response to 0.4 mM Al (Fig. 4A, Table S3, Fig. S12). Other
transport proteins that are associated with Fe homeosta-
sis are members of the oligopeptide transporter (OPT)
family, which include the Yellow Stripe-like (YSL) pro-
teins that can mediate the transport of Fe chelate com-
plexes such as Fe bound to phytosiderophores (PS) or
nicotianamine (NA) [34–36]. The IRON REGULATED
(IREG) / ferroportin (FPN) proteins are efflux transport-
ers, such as AtFPN2, a vacuolar membrane protein that
is expressed during Fe deficiency [37], while soybean and
buckwheat GmIREG3 and FeIREG3 are tonoplast trans-
porters that contribute to Al resistance in plants [38]. OPT genes, such as TEA015243 (CsOPT3), TEA016756
(CsOPT6) and TEA021263 (CsOPT7) were down-reg-
ulated in roots under 0.4 mM and 2.5 mM Al treatment
(Fig. 3A, Table S3, Fig. S9-S12). Most of the YSL genes
examined did not show a clear response to Al exposure,
with the exception of TEA025648 (CsYSL6) that was
induced by 2.5 mM Al, while TEA019706 (CsYSL1) and
TEA018013 (CsYSL3) were down-regulated by 2.5 mM Al
treatment compared with the control (Fig. 4B). The IREG
TEA008315 (CsIREG2) was up-regulated by 2.5 mM Al
stress at 48 h after treatment (Fig. 4B). included slightly reduced Cu and Mn content and slightly
increased Zn and Cd content, which corresponded
with changes in expression of various metal transport-
ers. Many of the transporter classes described above,
including non-selective cation channels, ZIPs, NRAMPs,
and OPTs, are all broad substrate transporters that can
mediate accumulation and cellular distribution of these
and other metals [18, 40, 41]. Of the various ZIP genes
identified, many showed transient fluctuation in expres-
sion in response to Al stress. TEA032109 (CsZIP5) and
TEA028928 (CsZIP8) were up-regulated by 2.5 mM Al
treatment by over 2-fold while TEA028921 (CsZIP7) was
up-regulated in 0.4 mM Al treatment at 48 h compared
with the control (Fig. 4B). Tea NRAMP transporter genes
TEA017264 (CsNRAMP1), TEA002435 (CsNRAMP3)
and TEA009385 (CsNRAMP6), which are all specifically
expressed in root tissue (Table S3, Fig. S12-S13), were all
were up-regulated substantially in response to Al. Antioxidant and oxidative stress under Al3+/H+
rhizotoxicityi NA is synthesized in higher plants by NA synthase
(NAS). NA complexes with Fe2+ and Fe3+, and other
metal ions, such as Cu2+, Ni2+, Co2+, Zn2+, and Mn2+
to facilitate transport into cells via YSL transporters and
the long-distance translocation of mineral nutrients from
roots to shoots or vice versa. Among the two NAS genes,
TEA020761 (CsNAS1) was up-regulated in response to
2.5 mM Al at 24 h (Fig. 4B), suggesting the potential for
enhanced Fe-NA complexes for translocation within the
tea plant. The Fe-binding protein ferritin (FER) also plays
an important role in plant Fe homeostasis [39]. Altered
transcript abundance was seen for most of the CsFER
genes. TEA016450 (CsFER1), TEA002014 (CsFER3)
and TEA026599 (CsFER4) were up-regulated follow-
ing 0.4 mM Al treatment, while TEA016447 (CsFER2)
showed increased abundance in 2.5 mM Al (Fig. 4B, Table
S3, Fig. S15). Some of these significantly up-regulated
genes as mentioned above were selected for being veri-
fied with qRT-PCR (Fig. 4C). One of the most significant changes in most plant roots
under Al stress is oxidative damage caused by Al tox-
icity and the Al-induced accumulation of metal ions
such as Fe2+ [11]. We therefore used the 2,7-DCFDA
reporter to monitor for increasing reactive oxygen spe-
cies (ROS) in roots. While fluorescence was observed
in all roots including the control treatment without Al
after the 1 h time point, fluorescence at 30 min was only
seen in response to Al exposure and fluorescent intensi-
ties increased in response to increasing Al concentrations
(Fig. 5A). It was also observed that the epidermal cells
and root elongation zones showed more fluorescence
than other parts of the roots. We also determined H2O2
generation and localization using DAB staining (Fig. 5B),
which showed that root tips were the regions that pro-
duced more H2O2, which accumulated over the time of
Al exposure and in response to increasing concentra-
tion of Al. Glutaredoxin (GRX) and thioredoxin (TRX)
proteins play important roles in glutathione metabolism,
which is important for heavy metal-induced oxidative
stress tolerance [43]. Among 14 GRX genes tested, a few
showed increased expression levels under Al exposure,
including TEA005028 (CsGRX1), TEA012816 (CsGRX8),
TEA015447 (CsGRX20), and TEA006700 (CsGRX28), Changes in expression of metal transporter genes for trace
metalsi Finally,
there were a large number of putative NIP genes includ-
ing TEA008904 (CsNIP32), TEA009357 (CsNIP33),
TEA015178
(CsNIP35),
TEA016839
(CsNIP37),
TEA019674 (CsNIP38) and TEA009696 (CsNIP40) that
were decreased in transcript abundance following both
0.4 mM and 2.5 mM Al treatment compared to the no
Al control (Fig. 6A, Table S6, Fig. S21). Boron (B) is an
essential plant micronutrient that can be transported via
boric acid channels AtNIP5;1, AtNIP6;1 and AtNIP7;1,
and by a boric acid/borate exporter AtBOR1 in A. thali-
ana [46, 48, 49]. B decreases root Al uptake and translo-
cation to the shoot in pea plants, and thus alleviates Al
toxicity [50]. We observed a slight increased expression
of B transporter genes, TEA013947 (CsBOR1/CsNIP54),
TEA001638
(CsBOR2/CsNIP55),
and
TEA000759
(CsBOR3/CsNIP56) in 2.5 mM Al treated roots. Two
tea plant homolog genes for AtNIP5;1 and AtNIP6;1 are
TEA019654 (CsNIP5) and TEA030821 (CsNIP4), which
were transiently up-regulated by 0.4 mM and 2.5 mM
Al stress (Fig. 6B, Table S6, Fig. S21). Several highly up-
regulated CsNIP genes by Al treatment were selected and
verified with qRT-PCR (Fig. 6C). while others including TEA002408 (CsGRX11) and
TEA026750 (CsGRX18) were decreased by Al (Fig. 5C). Many TRX genes were mostly up-regulated by Al stress,
suggesting significant changes in cellular redox status
(Table S5, Fig. S18-S20). while others including TEA002408 (CsGRX11) and
TEA026750 (CsGRX18) were decreased by Al (Fig. 5C). Many TRX genes were mostly up-regulated by Al stress,
suggesting significant changes in cellular redox status
(Table S5, Fig. S18-S20). Several genes encoding ROS scavenging enzymes were
examined. These included superoxide dismutase (SOD),
catalase (CAT), ascorbate peroxidase (APX), and per-
oxidase (POD) (Fig. 5C-D), as well as other protective
enzymes, such as glutathione S-transferases (GSTs) that
are also important for the synthesis of metal binding pep-
tides such as metallothionein (Fig. 5). Interestingly, sev-
eral major GST genes were clearly down-regulated by
0.4 mM Al, but also significantly up-regulated by 2.5 mM
Al, such as the tau-type GST genes, TEA014619.1,
TEA015778.1, TEA025564.1, TEA025571.1 (Fig. 5). But other classes of GST genes were down-regulated by
2.5 mM Al stress, indicating strong toxicity of Al (Table
S5, Fig. S18-S20). Several genes for SOD and CAT iso-
forms as well as APX and POD were up-regulated in
roots treated with 2.5 mM Al as compared with the con-
trol, suggesting that these genes were responsive to Al-
induced oxidative stresses. Fig. 5 Oxidative stress in tea plant roots upon Al stress. a, b 2,7-DCFDA staining of ROS (a) and DAB staining of H2O2 (b) in tea seedling roots in
response to 0, 0.4, 2.5, and 5 mM Al2(SO4)3. The root tips were stained with 2,7-DCFDA or 3,3-diaminobezidin (DAB) in 10 mM Tris-HCl (pH 7.6) and
then imaged using a fluorescence microscope. c Heatmap analysis of expression of glutaredoxin (CsGRX) genes in tea seedling roots in response
to Al stress. d Analysis of expression patterns of superoxide dismutase (CsSOD) and catalase (CsCAT) genes in tea seedling roots in response to Al
stress. The data are the ratio of transcriptome data at different treatment times. e Analysis of expression patterns of ascorbate peroxidase (CsAPX)
and peroxidase (CsPOD) genes in tea seedling roots in response to Al stress. Data are presented as averages of calculated FPKM readings and
representative fluorescence microscopy images are shown. All results were from three independent experiments
(See figure on next page.) Changes in expression of metal transporter genes for trace
metalsi All these data support the
conclusion that in Al accumulating tea plants, heavy
metal imbalance occurred and caused massive ROS gen-
eration and oxidative stress. Changes in expression of metal transporter genes for trace
metalsi Some subtle but significant changes in the content of Cu,
Mn and Zn, as well as the non-essential toxin Cd were
observed in tea roots in response to Al exposure. These Hao et al. BMC Plant Biology (2022) 22:203 Page 10 of 20 Page 10 of 20 TEA024296 (CsNIP14) were up-regulated in response
to Al as compared with the control (Fig. 6A, Table S6,
Fig. S21). Some NIPs can also facilitate the transfer of
silicon, which can benefit plant growth and help allevi-
ate different abiotic stresses including metal toxicities
[45–47]. The homologous NIP genes in tea plants are
TEA004662 (CsNIP2) and TEA013255 (CsNIP3) that
were all slightly down-regulated initially (12 h) after
Al treatment, but then up-regulated at 48 h, particu-
larly for CsNIP3 with nearly a 6-fold increase. Finally,
there were a large number of putative NIP genes includ-
ing TEA008904 (CsNIP32), TEA009357 (CsNIP33),
TEA015178
(CsNIP35),
TEA016839
(CsNIP37),
TEA019674 (CsNIP38) and TEA009696 (CsNIP40) that
were decreased in transcript abundance following both
0.4 mM and 2.5 mM Al treatment compared to the no
Al control (Fig. 6A, Table S6, Fig. S21). Boron (B) is an
essential plant micronutrient that can be transported via
boric acid channels AtNIP5;1, AtNIP6;1 and AtNIP7;1,
and by a boric acid/borate exporter AtBOR1 in A. thali-
ana [46, 48, 49]. B decreases root Al uptake and translo-
cation to the shoot in pea plants, and thus alleviates Al
toxicity [50]. We observed a slight increased expression
of B transporter genes, TEA013947 (CsBOR1/CsNIP54),
TEA001638
(CsBOR2/CsNIP55),
and
TEA000759
(CsBOR3/CsNIP56) in 2.5 mM Al treated roots. Two
tea plant homolog genes for AtNIP5;1 and AtNIP6;1 are
TEA019654 (CsNIP5) and TEA030821 (CsNIP4), which
were transiently up-regulated by 0.4 mM and 2.5 mM
Al stress (Fig. 6B, Table S6, Fig. S21). Several highly up-
regulated CsNIP genes by Al treatment were selected and
verified with qRT-PCR (Fig. 6C). TEA024296 (CsNIP14) were up-regulated in response
to Al as compared with the control (Fig. 6A, Table S6,
Fig. S21). Some NIPs can also facilitate the transfer of
silicon, which can benefit plant growth and help allevi-
ate different abiotic stresses including metal toxicities
[45–47]. The homologous NIP genes in tea plants are
TEA004662 (CsNIP2) and TEA013255 (CsNIP3) that
were all slightly down-regulated initially (12 h) after
Al treatment, but then up-regulated at 48 h, particu-
larly for CsNIP3 with nearly a 6-fold increase. Aquaporin transporter genes in tea roots induced by Al
stressh The aquaporin nodulin 26-like intrinsic protein (NIP)
type transporter can allow influx of water and other sub-
strates such as metals into plant cells. For example, one
route for Al entry across the plant plasma membrane in
A. thaliana has been proposed to be via AtNIP1;2, which
can be specifically induced by Al stress and can transport
an Al-malate complex, but not Al3+ ions, into the sym-
plasm, followed by further translocation from the root
to the shoot, after subsequent Al xylem loading [44]. The
formation of the Al-malate complex requires a functional
root malate exudation system mediated by the Al-acti-
vated malate transporter ALMT1 [16, 44]. Involvement
of NIP-like aquaporin transporters in Al tolerance have
also been reported in other plants [44]. NIP1-like aqua-
porin transporter genes including TEA012255 (CsNIP8),
TEA027942 (CsNIP10), TEA019952 (CsNIP11), and i
q
g
Multidrug and toxin extrusion (MATE) transporters
can mediate citrate secretion in root and vascular cells for
metal ion transport and detoxification of Al3+ extracellu-
larly [14–16]. MATE transporters include the A. thali-
ana ferric reductase defective 3 (FRD3), which plays an
important role in Fe homeostasis by transporting citrate
into vascular tissues and facilitating Fe or Al transport
through the xylem [14, 15]. We also observed that FRD3-
like MATE transporter genes were significantly up-regu-
lated by Al-treatment, including TEA027978 (CsMATE1)
and TEA013673 (CsMATE2), which were induced by
2.5 mM Al but not by 0.4 mM Al, while TEA008152
(CsMATE5) and TEA027978 (CsMATE8) were increased Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology Page 11 of 20 Fig. 5 (See legend on previous page.) Fig. 5 (See legend on previous page.) Page 12 of 20 Hao et al. BMC Plant Biology (2022) 22:203 expressed in the roots and up-regulated in response to
2.5 mM Al (Fig. 7, Table S7–8, Fig. S23–24). expressed in the roots and up-regulated in response to
2.5 mM Al (Fig. 7, Table S7–8, Fig. S23–24). in both 0.4 mM and 2.5 mM Al stress (Fig. 6C). CsMATE5
is highly expressed in tea old leaves, but also was induced
by 2.5 mM Al stress, indicating that it may be involved
in Al translocation to the old leaves (Fig. 6C, Fig. S24). TEA017874 (CsMATE6) was the only gene markedly
down-regulated by Al exposure (Fig. 6C, Table S7–8,
Fig. S23–24). A representative one, CsMATE1, were con-
firmed and verified with qRT-PCR (Fig. 6C). Aquaporin transporter genes in tea roots induced by Al
stressh g
g
Next, CsALMT1 and CsALS8 were heterologously
expressed in yeast cells to examine their effects on the
resistance of yeast cells to 10 mM and 15 mM AlCl3 in
the growth media at pH 4.5 (Fig. 7F). The growth of the
wild type YPH449 yeast strain was inhibited by 10 mM
Al when grown on both solid growth medium and liq-
uid medium, while the growth of YPH449 cells trans-
formed with the empty vector pDEST52 was similarly
inhibited by 10 mM Al. However, the CsALS8-express-
ing yeast cells grew much faster than the control yeast
cells expressing empty vector pDEST52, and was able
to mediate growth on both 10 mM and 15 mM Al. Also,
the CsALMT1-expressing yeast cells grew less well than
CsALS8-expressing yeast cells, but faster than the control
cells, indicating increased resistance to Al stress in solid
growth medium and liquid medium (Fig. 7F). We also
analyzed Al contents in the growth media of yeast cells
expressing CsALS8, CsALMT1, and pDEST52. Al content
remaining in the growth media after 2 days of cultiva-
tion was higher for the CsALS8-expressing yeast cultures
than others, and after 3 days of cultivation, the Al content
in the media was lowest for the CsALMT1-expressing
yeast cultures (Fig. 7H). This was consistent with CsALS8
expression in yeast cells conferring resistance to Al stress,
potentially by restricting Al entry into the cells, such as
through Al efflux. Furthermore, CsALMT1 expression
also conferred more resistance to Al than the pDEST52
control cells, potentially by enhancing Al-organic acid
conjugate formation in the apoplastic space and reduc-
ing the availability of free Al3+ ions, which are otherwise
toxic to yeast cells. (See figure on next page.)
Fig. 6 Effects of Al stress on NIP like aquaporin and other transporter genes. a, b Heatmap analysis of expression of genes encoding nodulin
26-like intrinsic protein (CsNIP) (a) and multidrug and toxin extrusion protein (CsMATE) and urate transporter (CsUPS/UAT) (b) in tea seedlings in
response to Al. c qRT-PCR verification of gene expression for CsNIP genes in tea seedling roots in response to Al stress. The heatmaps were made
with transcriptome data normalized as Log10(1 + log (1 + FPKM)). MeV software was used to depict transcript levels. qRT-PCR data are presented
as means ± SD from three independent experiments and statistical significance is based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with
controls ABC and ALMT transporters were involved in transport
of Al and other metal cations ATP-binding cassette (ABC) family transporters repre-
sent one of the largest protein families in living organ-
isms of most life domains [18]. Several ABC-transporters
have been reported to directly be involved in transport
Al/Al-organic acid (Al-AO) complexes, including into
the vacuole and confer plant Al tolerance, such as A. thaliana AtALS1 and AtALS3, rice OsSTAR1 and OsS-
TAR2 [51–54]. OsSTAR1 homologous genes, including
TEA027830 (CsALS9) and TEA023178 (CsALS10) were
up-regulated in response to 2.5 mM Al treatment by up
to 1.4-fold (for CsALS10) and up to 3-fold (for CsALS9)
(Fig. 7, Table S7–8, Fig. S22). The AtALS3 homologous
gene TEA002530 (CsALS7) was up-regulated in 2.5 mM
Al treatment at 12 h by 2.8-fold, but down-regulated in
response to 0.4 mM, while another AtALS3 homolog
TEA025228 (CsALS8) was also up-regulated by 1.6-fold
in 2.5 mM Al treatment at 48 h. The AtALS1 homolo-
gous gene TEA031570 (CsALS1) showed moderate up-
regulation in response to Al (Fig. 7, Table S9, Fig. S22). The previously mentioned rice NRAMP transporter,
NRAMP ALUMINUM TRANSPORTER 1 (OsNRAT1)
can directly take up Al3+ from the extracellular space,
and work together with the tonoplast ABC transporter
ALS1 to detoxify Al3+ by sequestration into the vacuole
[42]. Its homologous genes in tea plants, TEA017264
(CsNRAMP1) and TEA002435 (CsNRAMP3), were up-
regulated by more than 2–3-fold by 2.5 mM Al stress
(Fig. 4A). Discussion It has long been known that tea plants can accumulate
and tolerate higher concentrations of Al compared to
many other plant species [12, 17, 55], and that this char-
acteristic is determined in part by large scale transcrip-
tional changes in response to Al exposure, which include
genes involved in Al transport and sequestration, biosyn-
thesis and secretion of organic acids, and modification
to the cell wall [12, 13]. It is also well known that metal
responses are interactive and typically affect other metals,
such that changes in the availability and plant accumula-
tion of one metal, such as Al, typically alters the behavior Aluminum-induced malate transporters (ALMTs) are
involved in organic acid release into the apoplast, par-
ticularly for malate to provide Al tolerance by chelation
of excess Al3+ [6, 7, 15, 16]. The tea genome contains 16
putative ALMT genes, including homologs of HvALMT,
TaALMT and AtALMT1; TEA013305 (CsALMT1)
and TEA013312 (CsALMT2), which were both highly Hao et al. BMC Plant Biology (2022) 22:203 Page 13 of 20 Fig. 6 (See legend on previous page.) Fig. 6 (See legend on previous page.) Fig. 6 (See legend on previous page.) Hao et al. BMC Plant Biology (2022) 22:203 Page 14 of 20 Page 14 of 20 using yeast heterologous expression to be able to pro-
vide strong Al tolerance (Fig. 7). Members of this fam-
ily include AtALS1 and OsALS1 found on the vacuolar
membrane of root tip cells that may transport Al-organic
acid complexes into the vacuole to provide detoxification
[51–54]. Furthermore, AtALS3 or OsSTAR2 localized at
the plasma membrane of root phloem cells may upload
Al-organic acid complexes into the vascular tissues for
translocation of Al to above-ground tissues, such as old
leaves, that are insensitive to Al stress [51, 53]. The cor-
relation analyses on the expression changes of nearly
1000 transporter genes with altered metal contents in
tea plant roots under various Al conditions showed that
many of these transporter genes and metal changed are
tightly correlated, either negatively or positively (Table. S10). Also, expression changes of a AtBOR1-like CsNIP5
was highly correlated to Al accumulation, indicating the
possible involvement of this transporter in Al tolerance
(Table. S10). of other metals and mineral nutrients. For example, in
maize plants, Al exposure reduced the accumulation of
Ca and Mg, while Al supply to tea leaves alters the uptake
and transport of Fe and B [55]. Discussion While other studies have
examined broad-scale biochemical and transcriptional
responses to Al exposure in tea plants, this study aimed
to specifically examine the ionomic and transcriptional
responses in relation to metal transport and mineral
nutrient homeostasis mechanisms in tea roots exposed to
Al and found that there were indeed widespread changes
in many processes related to many different metals and
mineral nutrients. As expected, increased Al exposure led to increased Al
content in roots, potentially facilitated by plasma mem-
brane channels, such as the aquaporins including NIP1;2
[44]. NIP1;2 like genes from tea, as well as other NIP iso-
forms, were transcriptionally increased in response to
Al. AtNIP1;2 was characterized to transport Al-malate
complex from cell wall into the symplasm, through which
Al-malate can be further translocated from the root to
the shoot, after subsequent Al xylem loading [15]. Most
plants share common mechanisms to tolerate Al expo-
sure and the increased Al content in cells. These include
the exudation of organic acids such as malate and citrate
from the roots to chelate and detoxify excess Al3+ in the
apoplastic space and the sequestration of cellular Al into
the vacuole [15, 16, 56]. While intracellular transport of
citrate or malate may provide external or internal detoxi-
fication of Al in roots and leaves, ALS1 on the tonoplast,
together with other transporters such as Nrat1, remove
Al3+ from the cell wall and sequester it in the root-cell
vacuole [15, 54]. Key organic acid transporters involved
in Al tolerance include the putative ALMT type malate
transporter [16], while other organic acid transporters
involved in Al tolerance include the MATE type trans-
porters [17]. We showed that a putative malate exporter
CsALMT1 in tea plant roots could confer a moderate tol-
erance to Al when over-expressed in yeast cells (Fig. 7). Some half-size ABC transporters, such as ALS1 and
ALS3 in Arabidopsis [51, 52], and their tea homologs,
including CsALS5, 6, 7 and 8, were all induced by Al in
roots. Particularly, CsALS8 was further demonstrated by The Al-citrate complex is a widely detected organic
acid complex in many plants [15, 16]. The MATE gene
FRD3 has been demonstrated to be involved in the trans-
location of citrate in the xylem to control Fe movement,
but when overexpressed, FRD3 can provide Al tolerance
[6, 7, 15]. The expression of two orthologs of FRD3 were
highly induced by the Al treatment. Fig. 7 Functional identification of CsALS8 and CsALMT1 from tea plants. a, b Phylogenetic analysis of aluminum sensitive transporter (CsALS) (a) and
aluminum-inducible malate transporter (CsALMT) (b) gene families in tea genome. c Heatmap analysis of expression of CsALS7 and CsALS8 homolog
genes in tea seedling roots in response to Al stress. d qRT-PCR verification of CsALMT1 and CsALMT15 gene expression in tea roots in response
to Al stress. e qRT-PCR verification of CsALS8 and CsALMT1 gene expression in tea roots in response to Al stress. f Growth test on the functions of
CsALS8 and CsALMT1 in resistance to Al stress in yeast cells. g Growth curve of yeast strain YPH499 expressing empty vector pYESDEST52, CsALS8,
or CsALMT1 in response to Al stress. h Al content in the medium of yeast strain YPH499 expressing empty vector pYESDEST52, CsALS8, or CsALMT1
in response to Al stress for 2 and 3 days. The heatmap was made with transcriptome data normalized as Log10(1 + log (1 + FPKM)). MeV software
was used to depict transcript levels. qRT-PCR and Al content data are presented as means ± SD from three independent experiments and statistical
significance is based on Student’s t-test (*P < 0.05; ** P < 0.001) compared with controls
(See figure on next page.) Discussion Al stress often
causes an increase in cytosolic Ca2+ spiking, which plays
a role in activating defense responses against Al toxicity
[7, 21]. A correlation was observed between the rapid Al-
induced increase in cytosolic Ca2+ and root growth inhi-
bition in wheat, leading to the hypothesis that disruption
of Ca2+ homeostasis may be the primary cause of Al3+
toxicity [21]. However, the increased intracellular concentration of
free Fe is also cytotoxic since Fe is highly reactive via the
Fenton reaction to generate ROS [31, 33]. Thus, plants
tightly control Fe homeostasis by multiple strategies,
depending on the types of plants, to react to Fe deficiency
as well as Fe overload. So the transcriptional increase of
the ROS scavenging mechanisms that were observed,
components to sequester Fe into intracellular stores such
as the ortholog of the vacuolar transporter VIT1 were
increased [32]. However, the increased intracellular concentration of
free Fe is also cytotoxic since Fe is highly reactive via the
Fenton reaction to generate ROS [31, 33]. Thus, plants
tightly control Fe homeostasis by multiple strategies,
depending on the types of plants, to react to Fe deficiency
as well as Fe overload. So the transcriptional increase of
the ROS scavenging mechanisms that were observed,
components to sequester Fe into intracellular stores such
as the ortholog of the vacuolar transporter VIT1 were
increased [32]. Conclusions Tea plants actively take up Al under acidic conditions,
and transport Al from roots to above ground tissues,
therefore it was important to understand the processes
of Al accumulation and other metals in root tissues. Al
stress significantly reduced root Mg, Ca, and Mn uptake,
but increased Fe uptake. Al stress modified metal cat-
ion transporter gene profiles as compared with con-
trols. These altered transporter gene expression patterns
may explain why imbalanced metal ion accumulation
occurred in the Al-stressed roots. Over-accumulation of
Al, and other toxic metals, such as Cd in tea plants could
cause public concerns over the safety of consuming tea
products [1, 2]. The improved understanding gained from
this study of the genetic responses to Al exposure, par-
ticularly in relation to metal transport and homeostatic
processes, has highlighted potential gene targets for
breeding or genetic engineering approaches to develop
safer tea products. The Al-induced inhibition of root Mg content might
also have been due to the repression of Mg transporter
genes, such as members of the MGT family. The change
in profile of tea MGT genes was variable as some were
enhanced by Al exposure and others were reduced. Al-Mg interaction via this class of transporter has previ-
ously been observed. Overexpression of MGT1 enhanced
Al tolerance [24, 25]. Mg2+ in the cytoplasm directly
regulates H+-ATPase activity, which maintain the mem-
brane potential and pH gradient across the plasma mem-
brane [24, 25]. Al stress inhibits H+-ATPase activity, but
Mg addition can restore activity, thus alleviating Al toxic-
ity [62]. In addition, it is hypothesized that enhanced Mg
nutrition under Al stress may prevent Al-induced pertur-
bation of cytosolic Ca2+ signaling [24]. Discussion This supports the
speculation that in the presence of Al, the amount of cit-
rate release to the xylem is increased in order to enhance
Al-citrate translocation, requiring the induction of genes
such as MATE transporters involved in citrate release. Once inside the root cells, Al can induce the peroxida-
tion of membrane lipids and the production of ROS,
which can lead to further cellular damage. The increased
expression of antioxidant genes including members of
the GST, GRX, SOD, and CAT families, indicate addi-
tional roles in mitigating Al toxicity [8, 11]. Our data clearly showed that high Al stresses caused
significant losses of macronutrients, such as Mg and Ca,
which are essentially required for plant growth, photo-
synthesis, and cell wall structure, function, and stability. Because of important cell wall structural and physiologi-
cal roles of these two elements in plants, maintenance of Hao et al. BMC Plant Biology (2022) 22:203 Page 15 of 20 Fig. 7 (See legend on previous page.) Fig. 7 (See legend on previous page.) Fig. 7 (See legend on previous page.) Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 Page 16 of 20 Page 16 of 20 Page 16 of 20 high levels of Mg and Ca levels in roots and shoots are
essential for normal plant growth and development [24,
25]. Deficiencies of these two major nutrients cause vari-
ous symptoms, which could connect to the major causes
for reduced root cell elongation and root growth by high
Al and low pH. Changes in expression of candidate Ca
transporter genes may in part explain the reduced Ca
content. For example, members of the GLR and MSL
families of Ca2+ influx channels that play a role in cellular
Ca accumulation showed reduced expression. Likewise,
some putative organellar Ca2+ transporters such as ACA
Ca2+ pump isoforms that are important in providing Ca
content into intracellular stores were also reduced in
response to Al. However, loss of these Ca transport path-
ways is unlikely to significantly decrease total root Ca
content [57]. In fact, transcriptional modification of these
Ca2+ transporters is more likely to play a key role in alter-
ing the generation of cellular Ca2+ signals, which may
in turn mediate adaptive responses [20]. Microscopic observations After treatment of tea plant seedlings with 0, 0.4, 2.5 and
5 mM Al in SK medium for various times, roots from dif-
ferent plants were fixed with ethanol and stained with
DAPI for 15 min for cell death examination. ROS gen-
eration in roots was observed by using 2,7-DCFDA as a
reporter. Seedlings were treated with Al for different time
and then were put into a fresh PBS buffer; 5 μg ml− 1 of
2,7-DCFDA were added to stain the ROS [8]. Roots were
imaged under a fluorescence microscope (Nikon Eclipse
800, Japan) with excitation at 488 nm and emission at
540 nm to detect green fluorescence intensity. Roots were
stained with 1 mg ml− 1 DAB solution (pH 4.0) for 8 h for
examination of the presence of H2O2 in root cells [59]. Tissue- or cell-specific accumulation of Al in tea seedling
roots were determined using Morin staining according to
the method described previously [8]. Briefly, 10 μM morin
in DMSO solution was added to the root tips on the glass
plate for staining for 15 min. Excitation and emission
wavelengths of 420 nm and 515 nm, respectively, were
used for imaging the Al–morin complex in the roots [8]. A range of 55.1–66.6 million clean reads was obtained
for each repeat sample, and in total there were 767.4 mil-
lion clean reads generated for all samples. Both a de novo
assembly strategy (the Trinity method) with the regu-
lar parameters [58], and assembly against the tea plant
reference genome [58] was used. All-predicted coding
sequences were verified with protein databases including
NCBI, Swiss-Prot, KEGG and COG. 45,737 transcript
contigs were also assembled by BLAST against tea plant
genome sequences. About 86% of the transcript con-
tigs were mapped to the tea plant genome sequence of
C. sinensis var. sinensis [58]. The differential expression
genes (DEGs) were identified and modified by a rigor-
ous algorithm. A false discovery rate (FDR) ≤ 0.001 and
an absolute value of log2Ratio ≥ 1 were chosen as the
thresholds to determine the significance of differentially
expressed genes. For a given unigene, the corresponding
FPKM value for transcripts were determined. Hierarchi-
cal clustering was carried out using Cluster 3. Differen-
tially expressed genes were extracted for GO functional
enrichment analysis and KEGG pathway enrichment
analysis. Plant materials and growth conditionsh The collection of tea plant material in this study had com-
plied with relevant institutional, national, and interna-
tional guidelines and legislation. Seedlings of the tea plant
(Camellia sinensis L.O. Kuntze) cultivar “Shuchazao”
were used for all experiments. This cultivar was obtained
from the Guohe tea garden (Anhui Agricultural Univer-
sity), Hefei, Anhui province, China. About 1.5-year old
tea plant (Shuchazao) seedlings were used for Al treat-
ment experiments in hydroponic solutions. Preliminary
Al treatments were performed to ascertain the optimum
Al concentration and the toxic exposure concentration
for tea plants, by using a concentration range of 0, 0.4, 2.5,
and 5 mM Al delivered to the plants using a hydropon-
ics system. The Al concentration at 0.4 mM provided the
best performance of root growth, but for analysis of Al
responses, the no Al (0 mM Al) treatment was used as a
control concentration. The hydroponics SK-solution (pH
was set to 4.3 as the initial value) contained (NH4)2SO4
(1.07 mM), Ca (NO3)2·4H2O (0.357 mM), KH2PO4
(0.1 mM), K2SO4 (0.413 mM), CaCl2·2H2O (0.392 mM), Enhanced Fe uptake was observed in the tea plant roots
under Al stress, likely to result from altered expression of
Fe transporter genes, although this observation contrasts
with previous studies that showed Al stimulated reduc-
tion in Fe uptake and transport [55]. Most dicots, includ-
ing tea plants, use a FRO isoform to reduce Fe3+ to Fe2+,
which can then be transported into the root epidermis
by the divalent metal transporter IRT1, both of which
were increased. Other components that can enhance
the accumulation and transfer of Fe such as NAS, FER
and YSL were also enhanced [31, 33]. Fe is essential for
plant growth, respiration, and synthesis of Fe-S clusters. Page 17 of 20 Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 Page 17 of 20 FDR. The assembled contigs had a length distribution
ranging from 201 to 25,284 bp, with an average length of
1184 bp with a high read coverage for the contigs. MgSO4·7H2O (1.029 mM), C10H12FeN2NaO8 (6.27 μM),
H3BO3 (9.25 μM), MnSO4·7H2O (18.2 μM), ZnSO4·7H2O
(1.53 μM), CuSO4·5H2O (0.39 μM), Al2(SO4)3·18H2O
(0.4 mM) and Na2MoO4·2H2O (0.52 μM), with modifi-
cations to the Al concentration as needed. The solution
was aerated by using an air pump and refreshed with
fresh medium once every 5 days. RNA‑Seq, DEG analysis, and qRT‑PCR validation RNA Seq, DEG analysis, and qRT PCR validation
After tea seedlings were exposed to 0, 0.4, or 2.5 mM Al
for up to 48 h in SK solution (about 50 seedlings for each
concentration of Al), roots of at least 3 seedlings were
harvested and then frozen in liquid nitrogen before total
RNA was extracted using a General Plant RNA Extraction
Kit (BioTeke, China). The extracted RNA was digested
with DNase I (TAKARA) to remove contaminated
genomic DNA. mRNAs were purified from the total RNA
using Dynabeads Oligo (dT) (Life Technologies). The
derived mRNAs were reverse transcribed into first-strand
cDNAs with random hexamer and then the second-strand
cDNAs were synthesized according to the manufacturer’s
instructions. The double-stranded cDNAs were purified
and ligated to adaptors for Illumina paired-end sequenc-
ing. The cDNA library was sequenced using the Illumina
HiSeq2500 system by BGI (Shengzhen, China). Plant materials and growth conditionsh Tea plant seedlings
were grown under a natural photosynthetic photon flux
density of 1300 μmol m− 2 s− 1 with a diurnal cycle of
18 h day/6 h night, Temperature (24 °C /18 °C, day/night)
and humidity (70–80%) were controlled in the cabinet. To validate the RNA-Seq data for the expression of key
genes involved in organic acid and metal ion transport,
qRT-PCR was performed with RNA samples prepared
from Al treatment experiments. The single-stranded
cDNAs used for real-time PCR analysis were synthe-
sized from the RNAs using a Prime-Script™ 1st Strand
cDNA Synthesis Kit (TaKaRa, Dalian, China) based on
three biological replicates and three technical replica-
tions. In addition, detailed information of the validated
transcripts, including unigene IDs and the primer pairs
designed for qPCR analysis in this study, is presented in
Supplemental Table S11. An IQ5 real-time PCR detection
system (Bio-Rad) was utilized as previously described [15,
23]. CsACTIN was used as an internal reference gene, and
relative expression was calculated relative to the optimal
Al concentration of 0.4 mM Al using the 2ΔCt method. A
total of 11 transcripts were originally validated by qPCR
and then compared with transcriptome data, that we
found the transcriptome data were highly reliable. Funding This work was supported by the National Key Research and Development
Program of China (2018YFD1000601), the Key Research and Development
(R&D) Program of Anhui Province (18030701155), and the Funding from Anhui
Agricultural University, and Funding from the State Key Laboratory of Tea Plant
Biology and Utilization. Determination of metal accumulation by ICP‑MS y
Accumulation of Al, Ca, Cd, Cu, Fe, Mg, Mn, and Zn
in tea roots, and of Al in yeast cells or in yeast growth
medium upon Al treatment were determined by using
ICP-MS (inductively coupled argon plasma mass spec-
trometer) [60]. The roots or yeast cells were washed with
5 mM CaCl2 solution for 10 min before further rinsed in
ddH2O. Al in the yeast growth medium was measured,
according to the method described previously [8, 60]. Availability of data and materials The datasets generated and/or analyzed during the current study are available
in the supporting information. The original RNA-seq data have been deposited
in the NCBI Sequence Read Archive, accession number: PRJNA- (https://www.
ncbi.nlm.nih.gov/sra/PRJNA-). References Phylogenetic analysis was carried out by using the
MEGA4.0 program (http://www.megasoftware.net/). The
neighbor-joining method was used to construct the phy-
logenetic tree with 1000 bootstrap trials by MEGA4.0. 1. Fung KF, Zhang ZQ, JWC W, Wong MH. Aluminium and fluoride con-
centrations of three tea varieties growing at lantau island, Hong Kong. Environ Geochem Health. 2003;25:219–32. 1. Fung KF, Zhang ZQ, JWC W, Wong MH. Aluminium and fluoride con-
centrations of three tea varieties growing at lantau island, Hong Kong. Environ Geochem Health. 2003;25:219–32. 2. Wong MH, Fung KF, Carr HP. Aluminium and fluoride contents of tea
with emphasis on brick tea and their health implications. Toxicol Lett. 2003;137:111. 2. Wong MH, Fung KF, Carr HP. Aluminium and fluoride contents of tea
with emphasis on brick tea and their health implications. Toxicol Lett. 2003;137:111. Author details 1 State Key Laboratory of Tea Plant Biology and Utilization, Anhui Agricultural
University, 130 West Changjiang Road, Hefei 230036, China. 2 BGI Institute
of Applied Agriculture, BGI–Shenzhen, Shenzhen 518083, China. 3 Department
of Earth and Environmental Sciences, Faculty of Science and Engineering, The
University of Manchester, M13 9PT, Manchester, UK. Received: 19 January 2022 Accepted: 28 March 2022 Received: 19 January 2022 Accepted: 28 March 2022 Declarations Ethics approval and consent to participate
Not applicable. Authors’ contributions J.Z., designed and supervised the research; J.H., A.P., Y.L., H.Z., P.L., J.W., K.Y.,, C.L.,
performed experiments; A. P, J.H., Y.L., H.Z., P.L., J.W., K.Y., C. L, and S. Z, analyzed
data; J. Z., J. K. P, and X.W. wrote the article. All authors read and approved the
final manuscript. For the functional characterization of CsALS8 and
CsALMT1, the wild-type yeast strain YPH499 (MATa
ura3–52
lys2-801_amber
ade2–101_ochre
trp1-Δ63
his3-Δ200 leu2-Δ1) was used for transformation with
pYESDEST52-CsALS8, or pYESDEST52-CsALMT1 con-
structs, with empty vector pYESDEST52 as a control, by
using the PEG/lithium acetate method [60]. Transfor-
mants were selected on YNB lacking Uracil and func-
tional expression and induction of CsALS8 and CsALMT1
were performed as described previously [60]. YPH499
cells expressing empty vector pYESDEST52, CsALS8,
or CsALMT1 were grown in media containing galactose
or glucose, supplemented with different concentrations
of Al, then were examined for their growth response to
Al stress for 2 and 3 days. Growth rates were assayed in
24-well plates and Al contents in yeast cells were deter-
mined under different conditions. Competing interests
h
h
d
l
h The authors declare that the research was conducted in the absence of any
commercial or financial relationships that could be construed as a potential
conflict of interest. 4.
Gao HJ, Zhao Q, Zhang XC, Wan XC, Mao JD. Localization of fluoride and
aluminum in subcellular fractions of tea leaves and roots. J Agric Food
Chem. 2014;62:2313–9. 3.
Karak T, Bhagat RM. Trace elements in tea leaves, made tea and tea infu-
sion: a review. Food Res Int. 2010;43:2234–52.l Microscopic observations The enrichment analysis was tested using a
hypergeometric test at a significance cutoff of ~ 0.1% Transporter gene cloning and functional characterization
The open reading frames (ORFs) for CsALS8 and
CsALMT1 genes were obtained by PCR amplification using
gene-specific primer pairs based on RNA-Seq sequence
information. Total RNA was extracted from roots, 5 μg of
which were used to synthesize the first-strand cDNA using
the first-strand synthesis system Superscript III (Invitro-
gen, USA). The cDNA library was used as a template for Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 Page 18 of 20 Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s12870-022-03570-4. Additional file 1. Additional file 2. gene amplification and performed using short primers
with the Ex-Taq DNA polymerase (TAKARA): 5 min at
94 °C, followed by 30 s at 94 °C, 30 s at 58, 1.30 min at 72 °C,
and then 10 min at 72 °C, for 30 cycles. The PCR products
were purified and cloned into the Gateway entry vector
pDONR221 by using BP Clonase (Invitrogen, USA). The
resulting pDONR221 constructs harboring target genes
were confirmed by sequencing and recombined by using
Gateway LR Clonase (Invitrogen, USA) into the destina-
tion vector pYEST-DEST52 for yeast strains expression. These final constructs containing CsALS8 and CsALMT1
genes were also confirmed by sequencing. The Gen-
bank accession numbers for these genes are: CsALMT1
(OK562691) and CsALS8 (OK562692). Supplementary Information Acknowledgements
We are grateful for the funding support. Statistical analysis Thomine S, Lelièvre F, Debarbieux E, Schroeder JI, Barbier-Brygoo H. AtNRAMP3, a multispecific vacuolar metal transporter involved in plant
responses to iron deficiency. Plant J. 2003;34:685–95. 16. Liu JP, Magalhaes JV, Shaff J, Kochian LV. Aluminum-activated citrate
and malate transporters from the MATE and ALMT families function
independently to confer Arabidopsis aluminum tolerance. Plant J. 2009;57:389–99. 42. Xia JX, Yamaji N, Kasai T, Ma JF. Plasma membrane-localized transporter
for aluminum in rice. Proc Natl Acad Sci U S A. 2010;107:18381–5. 17. Konishi S, Miyamoto S, Taki T. Stimulatory effects of aluminum on tea
plants grown under low and high phosphorus supply. Soil Sci Plant
Nutrit. 1985;31:361–8. 43. Meyer Y, Belin C, Delorme-Hinoux V, Reichheld JP, Riondet C. Thioredoxin
and glutaredoxin systems in plants: molecular mechanisms, crosstalks,
and functional significance. Antioxid Redox Signal. 2012;17:1124–60. 18. Hall JL, Williams LE. Transition metal transporters in plants. J Exp Bot. 2003;54:2601–13. 44. Wang Y, Li R, Li D, Jia X, Zhou D, Li J, et al. NIP1;2 is a plasma membrane-
localized transporter mediating aluminum uptake, translocation, and
tolerance in Arabidopsis. Proc Natl Acad Sci U S A. 2017;114:5047–52. 19. Dodd AN, Kudla J, Sanders D. The language of calcium signaling. Annu
Rev Plant Biol. 2010;61:593–620. 45. Wang Y, Stass A, Horst WJ. Apoplastic binding of aluminum is involved in
silicon-induced amelioration of aluminum toxicity in maize. Plant Physiol. 2004;136:3762–70. 20. McAinsh MR, Pittman JK. Shaping the calcium signature. New Phytol. 2009;181:275–94. 21. Rengel ZZ, W-H. Role of dynamics of intracellular calcium in aluminium-
toxicity syndrome. New Phytol. 2003;159:295–314. 46. Wang S, Yoshinari A, Shimada T, Hara-Nishimura I, Mitani-Ueno N, Ma JF,
et al. Polar localization of the NIP5;1 boric acid channel is maintained by
endocytosis and facilitates boron transport in Arabidopsis roots. Plant
Cell. 2017;29:824–42. 22. Corso M, Doccula FG, de Melo JRF, Costa A, Verbruggen N. Endoplasmic
reticulum-localized CCX2 is required for osmotolerance by regulating ER
and cytosolic Ca2+ dynamics in Arabidopsis. Proc Natl Acad Sci U S A. 2018;115:3966–71. 47. Ma JF, Tamai K, Yamaji N, Mitani N, Konishi S, Katsuhara M, et al. A silicon
transporter in rice. Nature. 2006;440:688–91. 48. Tanaka M, Wallace IS, Takano J, Roberts DM, Fujiwara T. NIP6;1 is a boric
acid channel for preferential transport of boron to growing shoot tissues
in Arabidopsis. Plant Cell. 2008;20:2860–75. 23. Li P, Zhang G, Gonzales N, Guo Y, Hu H, Park S, et al. Statistical analysis manganese deficiency. Plant Physiol. 2010;152:1986–99. i
y
y
34. Curie C, Panaviene Z, Loulergue C, Dellaporta SL, Briat JF, Walker EL. Maize
yellow stripe1 encodes a membrane protein directly involved in Fe (III)
uptake. Nature. 2001;409:346–9. 10. Mukhopadyay M, Bantawa P, Das A, Sarkar B, Bera B, Ghosh P, et al. Changes of growth, photosynthesis and alteration of leaf antioxidative
defence system of tea [Camellia sinensis (L.) O. Kuntze] seedlings under
aluminum stress. BioMetals. 2012;25:1141–54. 35. Koike S, Inoue H, Mizuno D, Takahashi M, Nakanishi H, Mori S, et al. OsYSL2 is a rice metal-nicotianamine transporter that is regulated by iron
and expressed in the phloem. Plant J. 2004;39:415–24. 11. Yamamoto Y, Kobayashi Y, Rama DS, et al. Aluminum toxicity is associated
with mitochondrial dysfunction and the production of reactive oxygen
species in plant cells. Plant Physiol. 2002;128:63–72. 36. Stacey MG, Patel A, Mcclain WE, et al. The Arabidopsis AtOPT3 protein
functions in metal homeostasis and movement of iron to developing
seeds. Plant Physiol. 2008;2008(146):589–601. 12. Morita A, Yanagisawa O, Takatsu S, Maeda S, Hiradate S. Mechanism for
the detoxification of aluminum in roots of tea plant (Camellia sinensis (L.)
Kuntze). Phytochemistry. 2008;69:147–53. 37. Morrissey J, Baxter IR, Lee J, et al. The Ferroportin metal efflux proteins
function in iron and cobalt homeostasis in Arabidopsis. Plant Cell. 2009;21:3326–38. 13. Yamashita H, Fukuda Y, Yonezawa S, Morita A, Ikka T. Tissue ionome
response to rhizosphere pH and aluminum in tea plants (Camellia sinensis
L.), a species adapted to acidic soils. Plant-Environ Interact. 2020;1:152–64. 38. Yokosho K, Yamaji N, Mitani-Ueno N, Shen RF, Ma JF. An aluminum-
inducible IREG gene is required for internal detoxification of aluminum in
buckwheat. Plant Cell Physiol. 2016;57:1169–78. 39. Morrissey J, Guerinot ML. Iron uptake and transport in plants: the good,
the bad, and the ionome. Chem Rev. 2009;109:4553–67. 14. Rogers EE, Guerinot ML. FRD3, a member of the multidrug and toxin
efflux family, controls iron deficiency responses in Arabidopsis. Plant Cell. 2002;14:1787–99. 40. Moreau S, Thomson RM, Kaiser BN, Trevaskis B, Guerinot ML, Udvardi MK,
et al. GmZIP1 encodes a symbiosis-specific zinc transporter in soybean. J
Biol Chem. 2002;277:4738–46. 15. Wang J, Hou Q, Li P, Yang L, Sun X, Benedito VA, et al. Diverse functions of
multidrug and toxin extrusion (MATE) transporters in citric acid efflux and
metal homeostasis in Medicago truncatula. Plant J. 2017;90:79–95. 41. Statistical analysis 3. Karak T, Bhagat RM. Trace elements in tea leaves, made tea and tea infu-
sion: a review. Food Res Int. 2010;43:2234–52.l 3. Karak T, Bhagat RM. Trace elements in tea leaves, made tea and tea infu-
sion: a review. Food Res Int. 2010;43:2234–52.l All experimental data were from at least three independ-
ent experiments with duplicate sampling. A difference
between two groups of data, control and treatment, was
considered significant when p < 0.05 in the Student’s t-test. 4. Gao HJ, Zhao Q, Zhang XC, Wan XC, Mao JD. Localization of fluoride and
aluminum in subcellular fractions of tea leaves and roots. J Agric Food
Chem. 2014;62:2313–9. Hao et al. BMC Plant Biology (2022) 22:203 Page 19 of 20 Hao et al. BMC Plant Biology (2022) 22:203 Page 19 of 20 5. Zhao J, Li P, Xia T, Wan X. Exploring plant metabolic genomics: chemical
diversity, metabolic complexity in the biosynthesis and transport of spe-
cialized metabolites with the tea plant as a model. Crit Rev Biotechnol. 2020;40:667–88. 29. Haydon MJ, Cobbett CS. Transporters of ligands for essential metal ions in
plants. New Phytol. 2007;174:499–506. y
30. Van Ho A, Ward DM, Kaplan J. Transition metal transport in yeast. Annu
Rev Microbiol. 2002;56:237–61. 31. Kim SA, et al. Localization of iron in Arabidopsis seed requires the vacu-
olar membrane transporter VIT1. Science. 2006;314:1295–8. 6. Kochian LV, Pineros MA, Liu J, Magalhaes JV. Plant adaptation to acid soils:
the molecular basis for crop aluminum resistance. Annu Rev Plant Biol. 2015;66:571–98. 32. Cailliatte R, Schikora A, Briat JF, Mari S, Curie C. High-affinity manganese
uptake by the metal transporter NRAMP1 is essential for Arabidopsis
growth in low manganese conditions. Plant Cell. 2010;22:904–17. 7. Ma JF. Role of organic acids in detoxification of aluminum in higher
plants. Plant Cell Physiol. 2000;41:383–90. 8. Zhao J, Wang C, Bedair M, Welti R, Sumner LW, Baxter I, et al. Suppression
of phospholipase Dγs confers increased aluminum resistance in Arabi-
dopsis thaliana. Plos One. 2011;6:e28086. 33. Lanquar V, Ramos MS, Lelièvre F, Barbier-Brygoo H, Krieger-Liszkay
A, Krämer U, et al. Export of vacuolar manganese by AtNRAMP3 and
AtNRAMP4 is required for optimal photosynthesis and growth under
manganese deficiency. Plant Physiol. 2010;152:1986–99. 9. Sun L, Zhang M, Liu X, Mao Q, Shi C, Kochian LV, et al. Aluminium is essen-
tial for root growth and development of tea plants (Camellia sinensis). J
Integer Plant Biol. 2020;62:984–97. Statistical analysis Ca2+-regulated
and diurnal rhythm-regulated Na+/Ca2+ exchanger AtNCL affects
flowering time and auxin signalling in Arabidopsis. Plant Cell Environ. 2016;39:377–92. 49. Takano J, Tanaka M, Toyoda A, Miwa K, Kasai K, Fuji K, et al. Polar localiza-
tion and degradation of Arabidopsis boron transporters through distinct
trafficking pathways. Proc Natl Acad Sci U S A. 2010;107:5220–5. 24. Chen ZC, Yamaji N, Motoyama R, Nagamura Y, Ma JF. Up-regulation
of a magnesium transporter gene OsMGT1 is required for conferring
aluminum tolerance in rice. Plant Physiol. 2012;159:1624–33. fi
50. Li X, Li Y, Mai J, Tao L, Qu M, Liu J, et al. Boron alleviates aluminum toxicity
by promoting root alkalization in transition zone via polar auxin trans-
port. Plant Physiol. 2018;177:1254–66. 25. Yang JL, You JF, Li YY, Wu P, Zheng SJ. Magnesium enhances aluminum-
induced citrate secretion in rice bean roots (Vigna umbellata) by restoring
plasma membrane H+-ATPase activity. Plant Cell Physiol. 2007;48:66–73. p
y
51. Larsen PB, Geisler MJB, Jones CA, Williams KM, Cancel JD. ALS3 encodes
a phloem-localized ABC transporter-like protein that is required for
aluminum tolerance in Arabidopsis. Plant J. 2005;41:353–63. 26. Li L, Tutone AF, Drummond R, et al. A novel family of magnesium trans-
port genes in Arabidopsis. Plant Cell. 2001;13:2761–75. 52. Larsen PB, Cancel J, Rounds M, Ochoa V. Arabidopsis ALS1 encodes a root
tip and stele localized half type ABC transporter required for root growth
in an aluminum toxic environment. Planta. 2007;225:1447–58. 27. Ishijima S, Manabe Y, Shinkawa Y, Hotta A, Tokumasu A, Ida M, et al. The homologous Arabidopsis MRS2/MGT/CorA-type Mg2+ channels,
AtMRS2-10 and AtMRS2-1 exhibit different aluminum transport activity. Biochim Biophys Acta. 2018;1860:2184–91. 53. Huang CF, Yamaji N, Mitani N, Yano M, Nagamura Y, Ma JF. A bacterial-
type ABC transporter is involved in aluminum tolerance in rice. Plant Cell. 2009;21:655–67. 28. Axelsen KB, Palmgren MG. Inventory of the superfamily of P-type ion
pumps in Arabidopsis. Plant Physiol. 2001;126:696–706. Page 20 of 20 Hao et al. BMC Plant Biology (2022) 22:203 Hao et al. BMC Plant Biology (2022) 22:203 54. Huang CF, Yamaji N, Chen ZC, Ma JF. A tonoplast-localized half-size ABC
transporter is required for internal detoxification of aluminum in rice. Plant J. 2012;69:857–67. 55. Hajiboland R, Barceló J, Poschenrieder C, Tolrà R. Amelioration of iron
toxicity: a mechanism for aluminum-induced growth stimulation in tea
plants. J Inorg Biochem. 2013;128:183–7. 56. Statistical analysis Zhou G, Pereira JF, Delhaize E, Zhou M, Magalhaes JV, Ryan PR. Enhancing
the aluminium tolerance of barley by expressing the citrate transporter
genes SbMATE and FRD3. J Exp Bot. 2014;65:2381–90. 57. Boursiac Y, Lee SM, Romanowsky S, Blank R, Sladek C, Chung WS, et al. Disruption of the vacuolar calcium-ATPases in Arabidopsis results in the
activation of a salicylic acid-dependent programmed cell death pathway. Plant Physiol. 2010;154:1158–71. y
58. Wei CL, Yang H, Wang SB, Zhao J, Liu C, Gao LP, et al. Draft genome
sequence of Camellia sinensis var. sinensis provides insights into the
evolution of the tea genome and tea quality. Proc Natl Acad Sci U S A. 2018;115:E4151–8. 59. Torres MA, Onouchi H, Hamada S, Machida C, Hammond-Kosack KE,
Jones JDG. Six Arabidopsis thaliana homologues of the human respiratory
burst oxidase (gp91phox). Plant J. 1998;14:365–70. 59. Torres MA, Onouchi H, Hamada S, Machida C, Hammond-Kosack KE,
Jones JDG. Six Arabidopsis thaliana homologues of the human respiratory
burst oxidase (gp91phox). Plant J. 1998;14:365–70. 60. Zhao J, Connorton JM, Guo Y, Li X, Shigaki T, Hirschi KD, et al. Func-
tional studies of split Arabidopsis Ca2+/H+ exchangers. J Biol Chem. 2009;284:34075–83. 60. Zhao J, Connorton JM, Guo Y, Li X, Shigaki T, Hirschi KD, et al. Func-
tional studies of split Arabidopsis Ca2+/H+ exchangers. J Biol Chem. 2009;284:34075–83. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
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https://openalex.org/W2946042374
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https://link.springer.com/content/pdf/10.1007/s10846-019-01022-0.pdf
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English
| null |
Using Pre-Computed Knowledge for Goal Allocation in Multi-Agent Planning
|
Journal of intelligent & robotic systems
| 2,019
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cc-by
| 19,979
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Abstract Many real-world robotic scenarios require performing task planning to decide courses of actions to be executed by (possibly
heterogeneous) robots. A classical centralized planning approach has to find a solution inside a search space that contains
every possible combination of robots and goals. This leads to inefficient solutions that do not scale well. Multi-Agent
Planning (MAP) provides a new way to solve this kind of tasks efficiently. Previous works on MAP have proposed to
factorize the problem to decrease the planning effort i.e. dividing the goals among the agents (robots). However, these
techniques do not scale when the number of agents and goals grow. Also, in most real world scenarios with big maps, goals
might not be reached by every robot so it has a computational cost associated. In this paper we propose a combination of
robotics and planning techniques to alleviate and boost the computation of the goal assignment process. We use Actuation
Maps (AMs). Given a map, AMs can determine the regions each agent can actuate on. Thus, specific information can be
extracted to know which goals can be tackled by each agent, as well as cheaply estimating the cost of using each agent
to achieve every goal. Experiments show that when information extracted from AMs is provided to a multi-agent planning
algorithm, the goal assignment is significantly faster, speeding-up the planning process considerably. Experiments also show
that this approach greatly outperforms classical centralized planning. Keywords Multi agent planning · Actuation maps · Goal allocation · Robotics · Distributed planning · Path planning Using Pre-Computed Knowledge for Goal Allocation in Multi-Agent
Planning Nerea Luis1
· Tiago Pereira2,3,4 · Susana Fern´andez1 · Ant´onio Moreira2,4 · Daniel Borrajo Received: 24 June 2018 / Accepted: 11 April 2019
© The Author(s) 2019
/ Published online: 15
2019
May Received: 24 June 2018 / Accepted: 11 April 2019
© The Author(s) 2019
/ Published online: 15
2019
May Nerea Luis
nluis@inf.uc3m.es 1
Universidad Carlos III de Madrid, Avda. Universidad 30,
Madrid, Spain
2
Faculty of Engineering, University of Porto, Porto, Portugal
3
Carnegie Mellon University, Pittsburgh, PA, USA
4
INESC-TEC, Porto, Portugal https://doi.org/10.1007/s10846-019-01022-0
Journal of Intelligent & Robotic Systems (2020) 98:165–190 https://doi.org/10.1007/s10846-019-01022-0
Journal of Intelligent & Robotic Systems (2020) 98:165–190 1 Introduction Here we consider actuation as a robot
performing an operation that results in some change to the
environment. However, the actuation capabilities could be
modeled not only as the operations where a robot changes its
surrounding, but also as any perception-like operation. The
planning problem to solve would be equivalent if the overall
goal is, for instance, to clean all reachable space or to mea-
sure the temperature everywhere. Our framework allows to
solve planning problems where sensing operations need to
be executed at specific waypoint locations, such as mapping
the Wi-Fi signal strength in buildings, taking measurements
of temperature and humidity on a set of pre-defined loca-
tions such as a computer cluster and server sites, inspecting
some regions or even executing some surveillance tasks. For
vacuum cleaning robots, the actuation is performed through
the robot’s actuator that cleans the floor. Cleaning a specific
waypoint location can be seen as the robot accomplishing
a specific cleaning operation, which is an actuation goal. Thus the coverage problem would represent a set of robots
moving through a map and accomplishing multiple actua-
tion goals. To accomplish those goals, the robots would have
to execute multiple cleaning operations, i.e. actuating on
all available waypoints on the environment with the objec-
tive of cleaning all reachable regions of the environment. In
the cleaning case, the actuation capabilities of each robot
depend on the specific actuator each robot uses. In general,
for each robot and domain a different actuation model can
be considered. For example, the actuation radius can either
be smaller than the robot’s footprint, equal to the robot’s
footprint, or extend further than the robot’s footprint. An
example of the last case is a mobile manipulator, where
an arm can be extended and actuate on regions beyond the
robot’s range in terms of its shape and footprint. In this
paper, for simplicity we only focus on two cases. First, cir-
cular robots where the actuation range is smaller or equal
to the robot footprint’s radius, and second, any-shape robots
whose actuation range is the same as its footprint. We expect the planner to output a plan that accomplishes
all the feasible actuation goals, by moving the robots to all almost impossible for a planner to solve this problem in
a reasonable amount of time by just assigning all goals
to all agents (following a centralized planning approach). 1 Introduction For example, the actuation radius can either
be smaller than the robot’s footprint, equal to the robot’s
footprint, or extend further than the robot’s footprint. An
example of the last case is a mobile manipulator, where
an arm can be extended and actuate on regions beyond the
robot’s range in terms of its shape and footprint. In this
paper, for simplicity we only focus on two cases. First, cir-
cular robots where the actuation range is smaller or equal
to the robot footprint’s radius, and second, any-shape robots
whose actuation range is the same as its footprint. Therefore, we contribute a methodology that uses Actu-
ation Maps (AMs) to extract path-planning related informa-
tion. That information is used to later boost the performance
of a multi-agent planner. In concrete, we use these maps
as a preprocessing step to speed-up the goal assignment
phase. AMs are built only once before the planning pro-
cess, one per robot, at a very low cost in comparison to the
impact on time savings observed later in goal assignment. The AMs, from the robot-dependent reachability maps [27],
not only determine the feasibility of each pair robot-goal
but also allow us to efficiently compute an estimated cost
of achieving that goal. As a result, the planner receives the
estimated cost information as input, and saves time by sim-
plifying the goal allocation computation, directly assigning
goals to robots. In our previous work, we showed that combining a pre-
processing operation with MAP could bring huge savings on
planning time [29]. More specifically, we used AMs to esti-
mate the cost of each robot when actuating each goal way-
point. Then, we introduced those estimations into the goal
assignment phase to distribute the goals among the robots
and plan individual paths that together solved the coverage
problem. In this paper, we extend that approach with various
contributions: –
Introduction of collision avoidance, with a replanning
phase solving the conflicts between the individual paths
of each robot. –
Generalization of robot shape models, from circular
only to any-shape, updating both the AMs and the
information extraction to generate the PDDL problem. We expect the planner to output a plan that accomplishes
all the feasible actuation goals, by moving the robots to all
the reachable locations from where they can actuate the goal
waypoints. 1 Introduction time. Vacuum cleaning robots can be potential candidates
for this problem. We assume that we have a team of het-
erogeneous robots with different sizes. While the smallest
robot can reach more areas, a bigger robot cleans a wider
area while traveling a smaller distance. Nevertheless, other
similar problems can also be solved with our contributed
technique e.g. heterogeneous robots executing surveillance
tasks, cooperative mapping of the environment or search
and rescue tasks. As long as there exist (1) some naviga-
tion graph where we can extract information to help the
planner; and (2) agents with similar or different capabilities,
it will be a potential domain to solve with our approach. We have encoded our problem as a Multi-Agent Planning
(MAP) task. Automated planning is the field of Artificial
Intelligence which deals with the computation of plans. A
plan is a sequence of actions that, if executed in order from
the initial state, reaches another state where all the feasible
goals are achieved. Real-world robotic scenarios, in which a set of robots need
to solve a certain amount of tasks, usually require the com-
bination of path-planning and motion-planning techniques. An example of this type of scenarios is the coverage prob-
lem, which consists of distributing the space among the set
of robots, so that each one explores a certain region of the
environment. The coverage problem planning task is to find
a route for each robot so that all the feasible space is covered
by the robots’ actuators, while minimizing the execution Nerea Luis
nluis@inf.uc3m.es 1
Universidad Carlos III de Madrid, Avda. Universidad 30,
Madrid, Spain
2
Faculty of Engineering, University of Porto, Porto, Portugal
3
Carnegie Mellon University, Pittsburgh, PA, USA
4
INESC-TEC, Porto, Portugal The problem is modeled with the standard PDDL lan-
guage [14]. For that purpose, we use a discrete represen-
tation of the map, e.g., a 2D grid of waypoints, which is
8-connected regarding robot motion. This means robots can 166 J Intell Robot Syst (2020) 98:165–190 move horizontally, vertically and diagonally in the grid of
waypoints. Robots can move from one waypoint to another
as long as they are grid neighbors and do not collide with
obstacles. Moreover, robots can actuate other waypoints if
their distance to the robot’s current position is less than
their actuation radius. 1 Introduction On the other hand, some Multi-Agent planners invoke a
goal-allocation phase before starting to plan to decrease the
effort of computing individual plans [4, 24]. During goal
allocation, a relaxed plan is computed per goal and robot to
either return an estimated cost or to identify unfeasibility. This process would be repeated multiple times, concretely
|Agents| × |Goals| resulting in a huge loss of computation
time, especially when exploring all of the search space to
identify unfeasible goals. move horizontally, vertically and diagonally in the grid of
waypoints. Robots can move from one waypoint to another
as long as they are grid neighbors and do not collide with
obstacles. Moreover, robots can actuate other waypoints if
their distance to the robot’s current position is less than
their actuation radius. Here we consider actuation as a robot
performing an operation that results in some change to the
environment. However, the actuation capabilities could be
modeled not only as the operations where a robot changes its
surrounding, but also as any perception-like operation. The
planning problem to solve would be equivalent if the overall
goal is, for instance, to clean all reachable space or to mea-
sure the temperature everywhere. Our framework allows to
solve planning problems where sensing operations need to
be executed at specific waypoint locations, such as mapping
the Wi-Fi signal strength in buildings, taking measurements
of temperature and humidity on a set of pre-defined loca-
tions such as a computer cluster and server sites, inspecting
some regions or even executing some surveillance tasks. For
vacuum cleaning robots, the actuation is performed through
the robot’s actuator that cleans the floor. Cleaning a specific
waypoint location can be seen as the robot accomplishing
a specific cleaning operation, which is an actuation goal. Thus the coverage problem would represent a set of robots
moving through a map and accomplishing multiple actua-
tion goals. To accomplish those goals, the robots would have
to execute multiple cleaning operations, i.e. actuating on
all available waypoints on the environment with the objec-
tive of cleaning all reachable regions of the environment. In
the cleaning case, the actuation capabilities of each robot
depend on the specific actuator each robot uses. In general,
for each robot and domain a different actuation model can
be considered. 1 Introduction Given the robot heterogeneity, some goals might
only be feasible for a subset of the robots. –
Evaluation of four different configurations of our
approach against two centralized planners and three
multi-agent planners. –
Description of the overall planning architecture, now
organized into four modules, and detailed explanation
of the preprocessing step. From a MAP point of view, the multi-robot problem
we propose forces us to deal with two issues regarding
the performance of the planning process: (1) the size of
the search space grows with the number of waypoints and
goals; and (2) some goals are not feasible for some robots. On one hand, real-world scenarios are big enough to make From a MAP point of view, the multi-robot problem
we propose forces us to deal with two issues regarding
the performance of the planning process: (1) the size of
the search space grows with the number of waypoints and
goals; and (2) some goals are not feasible for some robots. On one hand, real-world scenarios are big enough to make –
Description of the type of planning instances in the
coverage problem where our approach has the greatest
impact. 167 J Intell Robot Syst (2020) 98:165–190 –
Description of the Goal Allocation process and the
deletion of unfeasible goals. –
Description of the Goal Allocation process and the
deletion of unfeasible goals. For the coverage problem, we compute the estimated cost as
the distance from the robots to each of the waypoints. Again,
on alternative problems, the estimated cost could be related
to the distance to a required object, the dangerousness
or reliability of a path, or the features of a robot, such
has maximum velocity or the existence of manipulation
capabilities. For the coverage problem, we compute the estimated cost as
the distance from the robots to each of the waypoints. Again,
on alternative problems, the estimated cost could be related
to the distance to a required object, the dangerousness
or reliability of a path, or the features of a robot, such
has maximum velocity or the existence of manipulation
capabilities. –
Description of the MAP algorithm - including a new
version that detects and solves interactions among
agents. This paper is structured as follows: in Section 2 we
describe the kind of problems for which our approach has
been designed, and we include some planning formaliza-
tions. 1 Introduction Then, on Section 3 we describe the coverage problem
we want to solve. On Section 4, we present our con-
tributed planning approach with pre-computed knowledge. Section 5 explains in detail the preprocessing step, which
is our main contribution. After that, Section 6 contains the
description of the MAP algorithm. On Section 7 we briefly
extend our approach to MAP problems that involve inter-
actions between robots. Then, on Section 8, we extend the
formalization of circular robots to any-shape robots. On
Section 9 we show illustrative experimental results of our
algorithm on different scenarios. Finally, we discuss the
related work and we present our conclusions and directions
for future work. In order to transform this kind of problems into PDDL
we have to model (1) a domain; (2) a problem; and compute
(3) a set of estimated costs. The domain and problem are a
lifted representation in predicate logic of the planning task. However, most of the planners always perform a grounding
transformation from the domain and problem to generate
the planning task. The aim of solving a planning task is to
find a plan that reaches the goals specified on the task while
minimizing some cost. Definition 1 (Planning Task (Single Agent)) A single-agent
classical planning task [12] is a tuple = ⟨F, A, I, G⟩,
where F is a set of propositions, A is a set of instantiated
actions, I ⊆F is an initial state, and G⊆F is a set of goals. Definition 1 (Planning Task (Single Agent)) A single-agent
classical planning task [12] is a tuple = ⟨F, A, I, G⟩,
where F is a set of propositions, A is a set of instantiated
actions, I ⊆F is an initial state, and G⊆F is a set of goals. Each action a
∈
A is described by (1) a set of
preconditions (pre(a)) that represent literals that must be
true in a state to execute the action; (2) and a set of effects
(eff(a)), which are literals that are expected to be added
(add(a) effects) or removed (del(a) effects) from the state
after the execution of the action. The definition of each
action might also include a cost function, C(a) (the default
cost is one). The solution of a planning task is a plan, which
is a sequence of actions π = (a1, . . . 1 Introduction , an) that, if executed
in order from the initial state, reaches a state where all the
goals in G are satisfied. 2 General Problem Formulation Our approach can be easily applied to any robotic problem
that involves at least the following elements: –
a map of the environment; –
a set of potential goals, such as cleaning actuation
goals, to be executed by a set of agents over the
environment; –
a way to model that scenario into a PDDL domain and
problem. As we are working with multiple agents, we consider
a MAP formalization where a set of m agents,
=
{φ1, . . . , φm}, has to solve the given task. The map can be modeled in different ways. In this
work, we start with an image representing the world’s
floor plan. From that image, we extract a navigation graph
over a grid of waypoints, which is used to generate the
PDDL problem. However, from the floor plan we can also
extract additional information related to the environment,
which is accomplished through the process of building the
AMs. Definition 2 Multi-Agent Planning task. The MAP task is
formed by a set of planning subtasks, one for each agent,
M = {1, . . . , m} where M refers to the MAP task. Each
planning subtask i includes only the facts, actions, goals
and initial state related to the agent φi. The set of potential goals can vary depending on the
problem to solve. In this paper we are focusing on the
coverage problem and as a result it is enough for the robots
to move through the environment. On alternative problems,
the goals could be: looking for objects, opening doors or
achieving some clients’ orders through the environment. The potential of our approach relies on the ability to
extract information from the map related to the goals to be
achieved. The aim is to transform that information into a set
of estimation costs that can speed up the planning process. Last, we define the estimated cost per agent and goal. The set of potential goals can vary depending on the
problem to solve. In this paper we are focusing on the
coverage problem and as a result it is enough for the robots
to move through the environment. On alternative problems,
the goals could be: looking for objects, opening doors or
achieving some clients’ orders through the environment. Last, we define the estimated cost per agent and goal. Definition 3 Estimated cost per agent and goal (EC). EC =
{(g, φi, c) | g ∈G, φi ∈, c = C(g, φi)} such that the C
function represents the cost for an agent φi to reach the goal
position g from the agent’s initial state. If a goal cannot be
reached by an agent, c will be ∞. The potential of our approach relies on the ability to
extract information from the map related to the goals to be
achieved. The aim is to transform that information into a set
of estimation costs that can speed up the planning process. Usually, these estimated costs are computed to divide the
goals among the agents before the planning process starts. In J Intell Robot Syst (2020) 98:165–190 168 Listing 1 Action Navigate in
PDDL Listing 1 Action Navigate in
PDDL planning, c is obtained with a heuristic function. However,
in our approach, the C function is given by the AMs. Even though MAP is domain-independent, our function to
compute the estimated cost is domain-dependent and should
be set up differently on each domain, though it would be
very similar to the one we propose here for most of the
related robotic domains. heterogeneity, some connections might be traversable
by some robots and not by others; –
Actuated (waypoint):
indicates
which
way-
points were already actuated; this predicate is used to
specify goals; –
Actuated (waypoint):
indicates
which
way-
points were already actuated; this predicate is used to
specify goals; –
Actuable (robot, waypoint, waypoint):
shows which waypoints can be actuated by a robot
when located on a different waypoint location. –
Actuable (robot, waypoint, waypoint):
shows which waypoints can be actuated by a robot
when located on a different waypoint location. For the coverage problem, robots have to actuate every
waypoint in G (as long as the goal is feasible). The
waypoints, when connected, generate a navigation graph for
a certain robot. Last, we define the estimated cost per agent and goal. The three actions that are defined in the
domain are called navigate (Listing 1), actuate-on
(Listing 2) and actuate-other (Listing 3). The action
actuate-on is used to actuate the current position of the
robot. The third action is employed to mark a waypoint
as actuated if the waypoint is identified as actuable
from the robot’s current location i.e. the waypoint is located
inside the robot’s actuation radius on the real environment. Actions navigate and actuate-/on/other can be
executed by an agent when it is placed on a waypoint. Both
actuate-on and actuate-other have as effect the
predicate actuated. 3 The Coverage Problem Description For the coverage
problem, the feasible actuation goals are waypoints that are
reachable to some agent (in terms of actuation reachability). In alternative problems, the actuation goal of the coverage
problem can be replaced by other types of goals. 3 The Coverage Problem Description In this Section we consider heterogeneous teams of robots
that actuate in a 2D environment, where the world is
represented by a 2D image that can be downsampled to a
2D grid of waypoints. The Actuation Map gives information
about the actuation capabilities of each robot, as a function
of robot size and initial position [27]. At first, we assume that robots are circular and thus
the only robot feature is its size, with 2D grid positions
being rotation-invariant. Other shapes can also be trivially
considered in our approach by extending the PDDL domain
file to take into consideration robot orientation as well. This
aspect is further explained in Section 8. As it was previously said, we modeled the domain and
problem using PDDL. The domain has two types of objects:
robots, which act as agents; and waypoints, which represent
positions in the discretized world. In order to generate a PDDL problem, the waypoints’
grid resolution is defined in advance using a discretization
step. After that, a navigation graph and a set of actuable
waypoints are defined for each robot, taking into account
their physical characteristics. All this information is
generated on the preprocessing step, further explained in
Section 5. The planning task of the coverage problem consists on
finding a sequence of navigation and actuation actions for
each robot so that all actuation goals are covered by any of
the robots’ actuators, while minimizing the execution time. An actuation goal refers to the atomic action of marking a
waypoint as “actuated”. Going back to the vacuum cleaning
example, the actuation goal represents the objective of
cleaning a certain waypoint position. For the coverage
problem, the feasible actuation goals are waypoints that are
reachable to some agent (in terms of actuation reachability). In alternative problems, the actuation goal of the coverage
problem can be replaced by other types of goals. The planning task of the coverage problem consists on
finding a sequence of navigation and actuation actions for
each robot so that all actuation goals are covered by any of
the robots’ actuators, while minimizing the execution time. An actuation goal refers to the atomic action of marking a
waypoint as “actuated”. Going back to the vacuum cleaning
example, the actuation goal represents the objective of
cleaning a certain waypoint position. Listing 2 Action Actuate-on in PDDL and MAP. We introduce here the base work needed to later
explain the preprocessing step and the MAP algorithm. 1. Actuation Maps module: it is in charge of generating the
AMs for each given robot. It also extracts the map fea-
tures that can potentially alleviate the planning process
(e.g. estimation costs), and it generates the planning
problem in PDDL. It is explained on Section 5.2. 4 Architecture As it was previously said, this work combines Actuation
Maps (AMs) with Multi-Agent Planning (MAP). The
contributed architecture can be seen in Fig. 1. It has been
divided into four modules and receives as input the map of
the environment, the general knowledge related to the task Therefore, the set G is a list of waypoints to actuate on
(positions that need to be covered). The PDDL domain we
created has four predicates: Listing 2 Action Actuate-on in PDDL –
At (robot, waypoint):definestherobotposition; –
Connected (robot, waypoint, waypoint):
establishes the navigation connectivity between way-
points, specified for each robot, and given the robot Listing 2 Action Actuate-on in PDDL 169 J Intell Robot Syst (2020) 98:165–190 Listing 3 Action Actuate-other
in PDDL Listing 3 Action Actuate-other
in PDDL to solve and the features of the set of robots. The aim of each
module is described below. and MAP. We introduce here the base work needed to later
explain the preprocessing step and the MAP algorithm. Fig. 1 Complete architecture
that combines actuation maps
and multi-agent planning 4.1 Actuation Maps Our system receives as input the Environment map which
represents a 2D environment (e.g. building floor plan) and
m Robot models with the agents’ features. There is a third
input provided by the user that refers to the General knowl-
edge of the environment (i.e. tasks to solve). These three
inputs represent the input information described in Fig. 1. 2. Multi-Agent Planning Task Generation module: once
the outputs from the prior module and the domain
are received as input, the goal assignment process is
launched. This module is in charge of dividing the goals
among the agents following some goal-strategy. Then,
a set of domain and problem is generated for each
agent, which is known as factorization. It is explained
on Section 5.3. We briefly summarize here the process of building the
AMs [27]. We assume there is an occupancy grid map,
i.e., a gray-scale image representing the environment. In
this image each pixel has a value with the probability of
the corresponding world position being occupied by an
obstacle. This occupancy grid map is first transformed into
a binary image of free and obstacle pixels, using a fixed
threshold. An example of the resulting black and white
image is shown in Fig. 2a. 3. Multi-Agent Planning Algorithm module: the individ-
ual planning process and the merging phase are run on
this module. It is explained on Section 6. 4. Conflicts solver module: if any interactions need to be
solved, this module employs a plan-reuse-planner to fix
them. It is explained on Section 7. We define G as the set with all pixel positions from the
input binary image. The input image is a visual representa-
tion of M, the set with the obstacle pixel positions, where
white represents free space and black represents obstacles. The following subsections explain the essential informa-
tion regarding both components of our contribution: AMs Fig. 1 Complete architecture
that combines actuation maps
and multi-agent planning
Multi-Agent Planning
Task Generation
Actuation Maps
(Feature Extraction)
If any
conflicts
arise
Multi-Agent Planning
Algorithm
Conflicts solver
(Plan-Reuse Planner)
Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... Input information
2
1
3
4
General
knowledge Multi-Agent Planning
Task Generation
Actuation Maps
(Feature Extraction)
If any
conflicts
arise
Multi-Agent Planning
Algorithm
Conflicts solver
(Plan-Reuse Planner)
Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... Input information
2
1
3
4
General
knowledge Fig. 4.1 Actuation Maps For circular vacuum cleaning robots, corners of the
environment are non-actuable regions they cannot clean due
to the robot’s circular shape. 4.1 Actuation Maps The free configuration space, Cf ree, is then defined as: Cf ree
i
= {p ∈G | p /∈M ⊕Ri}
(2) (2) Ai(r0
i ) = Li(r0
i ) ⊕Ti
(4) Ai(r0
i ) = Li(r0
i ) ⊕Ti (4) where G is the grid set with all the pixel positions. The free
configuration space represents the feasible positions for the
robot center, but does not give any information about the
regions that can be actuated by the robot. While the actuation space, Ai(r0
i ), is the set containing
all the waypoints that can be actuated by a robot, its
representation as an image, as shown in Fig. 3, is the
Actuation Map. We also use the term Actuation Map to refer
to the overall technique to determine actuation capabilities
of robots. In the figures below we show the actuation map,
obtained after applying the partial morphological closing
operation to the original map. The actuation map can be
used as a visual representation to show what the robot can
actuate from any point reachable from its initial position,
and we use them to visually represent in figures the sets
corresponding to each robot’s actuation space. In order to determine which regions of the environment
are actuable, the partial morphological closing opera-
tion is used. Morphological closing is a dilation operation
followed by a morphological erosion. Because dilation and
erosion are dual operations, the morphological closing of
obstacles (erosion applied to the image with inflated obsta-
cles) is equivalent to the dilation of free configuration space. However, the morphological closing cannot be used to
determine the actuation capabilities, because it does not
consider which points are reachable from the initial robot
position, and different initial positions do change the overall
reachability in terms of actuation. The partial morphological
closing was introduced in order to consider the initial robot
position when determining the actuation capabilities. In
order to use the partial morphological closing, the algorithm
needs to find the navigable regions first. The set of navigable
regions from a starting robot point r0
i is always a subset of
Cf ree
i
. As an example, we can consider again the vacuum
cleaning robot case. The configuration space represents
the possible center positions for the robot; the actuation
space A represents the regions the robot can clean; and
the non-actuable regions are positions that the robot cannot
clean. 4.2 Multi-Agent Planning Li(r0
i ) = {p ∈G | p connected to r0
i ∧p ∈Cf ree
i
}
(3) (3) 4.1 Actuation Maps 1 Complete architecture
that combines actuation maps
and multi-agent planning Multi-Agent Planning
Task Generation
2 Actuation Maps
(Feature Extraction) 4 Multi-Agent Planning
Algorithm
3 If any
conflicts
arise Conflicts solver
(Plan-Reuse Planner) 170 J Intell Robot Syst (2020) 98:165–190 Fig. 2 Simulated map and two
heterogeneous robots with
different sizes in (a); colored
regions represent the navigable
space, Li(r0
i ), for 2 robots with
different sizes, depending on
size and initial position of robots Fig. 2 Simulated map and two
heterogeneous robots with
different sizes in (a); colored
regions represent the navigable
space, Li(r0
i ), for 2 robots with
different sizes, depending on
size and initial position of robots Fig. 2 Simulated map and two
heterogeneous robots with
different sizes in (a); colored
regions represent the navigable
space, Li(r0
i ), for 2 robots with
different sizes, depending on
size and initial position of robots In Fig. 2 we show a simulated map with 2 robots with
different sizes, and the respective navigable space. We define the structuring element as an image that repre-
sents the robot shape. Assuming first the circular robot case,
we represent the robot with Ri, the set with pixel positions
from a circle with radius equal to the robot size. The mor-
phological operation dilation on the obstacle set M by Ri is: In Fig. 2 we show a simulated map with 2 robots with
different sizes, and the respective navigable space. Finally, by applying the the second dilation operation of
the morphological closing to the navigable set (subset of
Cf ree) instead of applying it to the free configuration space,
we obtain the partial morphological closing operation. The
actuation space is thus the dilation of the navigable space. The structuring element for this second operation is the
one that models the actuation capabilities, T , which dilates
the navigable space according with the actuation model. If
instead the structuring element R is used again, that would
be equivalent to assuming an actuating ability completely
coincident with the entire robot footprint. M ⊕Ri =
r∈Ri
Mr
(1) (1) where Mr is the translation of M by vector r. The visual output of applying this dilation operation to a
map of obstacles is the inflation of obstacles by the robot
size. Fig. 2 Simulated map and two
heterogeneous robots with
different sizes in (a); colored
regions represent the navigable
space, Li(r0
i ), for 2 robots with
different sizes, depending on
size and initial position of robots 5.1 Discretization For the planning problem, it is possible to consider each
individual pixel as a waypoint. However, that approach
results in a high density of points that would make the
planning problem excessively complex. Moreover, there is
some redundancy in having points that are too close to each
other, as their difference is not significant in terms of the
environment size and localization accuracy. Therefore, we reduced the set of locations from all pixels
to a smaller set of locations. We considered again waypoints
distributed into a grid, but now the grid-size is greater than
one pixel. The reduced grid of waypoints is obtained using
a downsampling rate sr, such as the number of waypoints
in each direction in the new grid is sr times less than the
number of waypoints in the original grid of pixels. In Multi-Agent Planning two main approaches have been
commonly used: centralized and distributed. The centralized
approach involves a master agent which knows everything
about the agents and the environment. The master agent sees
the rest of agents as resources and is also responsible for
coordinating and solving the interactions that might arise
during the planning process. On the distributed approach
each agent builds its own plan synchronously with the rest
of the agents. Depending on the amount of communication
allowed among the agents, they will need to share their
information during the planning process or they have
to later merge their plans and solve the conflicts that
might have arisen. Our MAP algorithm follows the latter,
using plan merging [13, 25] to build the solution plan
after the individual planning process. Thus, no cost of
communication is involved and there is no implementation
inside the algorithm regarding communication. After downsampling, we can find the connectivity
between points to construct the navigation graph of each
robot, shown in Fig. 5a. It is also possible to find which
waypoints can be actuated from other waypoints using the
distance between them, as shown in Fig. 5b, by considering
the maximum actuation radius. The problem of such discretization is the change in
the actuation space topology. Adjusting the position of
waypoints could allow a better representation of the
topology of the environment, but the multi-robot nature of
the problem compromises that solution. 5.1 Discretization In order to deal
with multiple robots with different configuration spaces, for
each agent, we independently adjust the waypoint position
-temporarily- in a hidden manner invisible to the other
agents. When discretizing each robot’s configuration space,
we might consider a waypoint as belonging to the free
configuration space even if it is strictly outside it, as we
assume an error margin to compensate for the discretization
error. Nevertheless, we still maintain the original waypoint
position in further steps, such as determining actuation Li(r0
i ) = {p ∈G | p connected to r0
i ∧p ∈Cf ree
i
}
(3) Usually, MAP tasks have to deal
with some coordination issues among agents or the shar-
ing of resources. From the perspective of MAP, planning
domains exhibit a coupling level that ranges from loosely-
coupled to tightly-coupled, depending on the degree of
interaction between agents plans [7]. Agents on loosely-
coupled domains barely interact with each other. Tightly-
coupled domains have a considerable level of interac-
tion among agents. This implies solving interactions while
planning (agents’ communication) or afterwards (conflict
solving). Our domain is loosely-coupled, as agents barely
interact with each other. However, there might be colli-
sions that are not detected by the planner. A different
approach involving collision-detection is further explained
on Section 7. Li(r0
i ) = {p ∈G | p connected to r0
i ∧p ∈Cf ree
i
}
(3) When multiple agents are involved (e.g. robots, workers,
drivers) we talk about Multi-Agent Planning (MAP) [34]. MAP computes a plan for/by a set of agents that jointly The navigable set Li(r0
i ) is the set of points that are
connected to the initial position r0
i through a path of
adjacent cells in the free configuration space. J Intell Robot Syst (2020) 98:165–190 171 Fig. 3 Colored regions in (b)
and (c) represent actuation
spaces for respective robots, i.e. the points in the environment
that each robot can actuate,
depending on their size and
initial position shown in (a); the
actuation capability in this
example is completely
coincident with the entire robot
footprint, i.e., the actuation
range is equal to the robot radius
l
l
i
bl
U
ll
MAP
k h
d
l
i
f
l
h d
i
f
f
ibl
i
d generation of goals, the detection of unfeasible regions and
the computation of estimated costs. Section 5.3 describes
the process of generating the MAP task and how the task is
factorized (divided) in subtasks. Fig. 3 Colored regions in (b)
and (c) represent actuation
spaces for respective robots, i.e. the points in the environment
that each robot can actuate,
depending on their size and
initial position shown in (a); the
actuation capability in this
example is completely
coincident with the entire robot
footprint, i.e., the actuation
range is equal to the robot radius solve a planning problem. Usually, MAP tasks have to deal
with some coordination issues among agents or the shar-
ing of resources. From the perspective of MAP, planning
domains exhibit a coupling level that ranges from loosely-
coupled to tightly-coupled, depending on the degree of
interaction between agents plans [7]. Agents on loosely-
coupled domains barely interact with each other. Tightly-
coupled domains have a considerable level of interac-
tion among agents. This implies solving interactions while
planning (agents’ communication) or afterwards (conflict
solving). Our domain is loosely-coupled, as agents barely
interact with each other. However, there might be colli-
sions that are not detected by the planner. A different
approach involving collision-detection is further explained
on Section 7. generation of goals, the detection of unfeasible regions and
the computation of estimated costs. Section 5.3 describes
the process of generating the MAP task and how the task is
factorized (divided) in subtasks. solve a planning problem. 5 Preprocessing Input information
Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... Input information
General
knowledge
PDDL Domain
ation purposes
graph of each
ght be moved
to the closest point in the configuration space, if the
adjustment is under a given margin δ. As stated previously,
the adjustment is always temporary to the construction of Fig. 4 Preprocessing stage
before the planning process
starts. First, inputs are processed
in order to generate the AM for
each agent. Then, a
discretization is applied to
generate all the required
information for planning such as
the navigation graph for the
PDDL problem, and the list of
estimated costs. Once this
information has been generated,
GA starts and the MAP problem
is divided into subproblems with
specific goals assigned to each
individual problem PDDL Problem
Generation
Goal Assignment
Actuation
Transformation
Robot1
Actuation
Transformation
Robot2
Actuation
Transformation
Robotm
... #robots
#waypoints
Grid of waypoints
List of goals
Discretization and
Merging of Maps
Estimated Cost
per Goal-Agent
List of feasible and
unfeasible goals
per agent
Factorization
Domain1
Problem1
Domain2
Problem2
Domainm
Problemm
... Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... nput information
Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... Input information
General
knowledge
PDDL Domain
on purposes
aph of each
ht be moved
to the closest point in the configuration space, if the
adjustment is under a given margin δ. As stated previously,
the adjustment is always temporary to the construction of atures
bot1
Features
Robot1 nt General
knowledge Envir
M
Environment
Map Actuation
Transformation
Robot2 Actuation
Transformation
Robotm Discretization and
Merging of Maps PDDL Domain Goal Assignment feasibility of that waypoint, and for visualization purposes
as well. When determining the navigation graph of each
robot, an unreachable waypoint position might be moved to the closest point in the configuration space, if the
adjustment is under a given margin δ. As stated previously,
the adjustment is always temporary to the construction of of the free configuration space by allowing points in the navigation
graph that were originally unfeasible for the robot. In b, the actuation
map of the same robot, and the respective actuation graph represented
with yellow lines Fig. 5 In a we have an example of the free configuration space, with
the discretization waypoints shown as green dots. The blue lines repre-
sent the connectivity between waypoints in the navigation graph of the
robot. 5 Preprocessing The contributed preprocessing step is shown in Fig. 4. This
is the point where both techniques, AMs and MAP, are com-
bined and complement each other. Section 5.1 describes the
discretization process, downsampling the waypoint density
from the original pixel grid. Section 5.2 describes the J Intell Robot Syst (2020) 98:165–190 172 Fig. 4 Preprocessing stage
before the planning process
starts. First, inputs are processed
in order to generate the AM for
each agent. Then, a
discretization is applied to
generate all the required
information for planning such as
the navigation graph for the
PDDL problem, and the list of
estimated costs. Once this
information has been generated,
GA starts and the MAP problem
is divided into subproblems with
specific goals assigned to each
individual problem
PDDL Problem
Generation
Goal Assignment
Actuation
Transformation
Robot1
Actuation
Transformation
Robot2
Actuation
Transformation
Robotm
... #robots
#waypoints
Grid of waypoints
List of goals
Discretization and
Merging of Maps
Estimated Cost
per Goal-Agent
List of feasible and
unfeasible goals
per agent
Factorization
Domain1
Problem1
Domain2
Problem2
Domainm
Problemm
... Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... Input information
Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... Input information
General
knowledge
PDDL Domain
feasibility of that waypoint, and for visualization purposes
as well. When determining the navigation graph of each
robot, an unreachable waypoint position might be moved
to the closest point in the configuration space, if the
adjustment is under a given margin δ. As stated previously,
the adjustment is always temporary to the construction of
Fig. 5 In a we have an example of the free configuration space, with
the discretization waypoints shown as green dots. The blue lines repre-
sent the connectivity between waypoints in the navigation graph of the
robot. Using parameters δ and α it is possible to maintain the topology
of the free configuration space by allowing points in the navigation
graph that were originally unfeasible for the robot. In b, the actuation
map of the same robot, and the respective actuation graph represented
with yellow lines PDDL Problem
Generation
Goal Assignment
Actuation
Transformation
Robot1
Actuation
Transformation
Robot2
Actuation
Transformation
Robotm
... #robots
#waypoints
Grid of waypoints
List of goals
Discretization and
Merging of Maps
Estimated Cost
per Goal-Agent
List of feasible and
unfeasible goals
per agent
Factorization
Domain1
Problem1
Domain2
Problem2
Domainm
Problemm
... Environment
Map
Features
Robot1
Features
Robot2
Features
Robotm
... 5.2 Extracting Cost Information from Actuation
Maps Moreover, when determining the connectivity of way-
points for the navigation graph, only the eight grid neigh-
bors are considered. A∗is then used to determine the real
distance between waypoints (e.g., around obstacles), and
connectivity is only considered if the real distance is at most
a factor of α = 1.2 the straight line distance between them. The downsampling rate sr was set manually, depending on
the resolution one wants for the grid of waypoints. If the
original pixel resolution would be used, the resulting grid
of waypoints G′ would contain all pixels and it would be
equivalent to G. Otherwise the set G′ represents the grid
waypoint positions after downsampling. Finally, all waypoints that belong to the robot actuation
map should be connected to some waypoint of its navigable
graph. If that is not the case after the previous steps, we
connect the isolated waypoints to the closest navigable
vertex in line of sight, even if their distance is greater than
the maximum actuation distance, again to compensate for
the discretization error. Therefore, while the planner may
return an actuate action to cover waypoint A from the
navigable waypoint B in the discretized world, a real robot
would have to move closer from the waypoint B to waypoint
A in order to actuate the latter. Using the concept of AMs it is possible to very easily
find UG, the list of unfeasible goals per agent: UG = {g ∈G′, φi ∈ | g ̸∈Ai(r0
i )}
(5) (5) The positions in the actuation space Ai(r0
i ) are feasible
actuation goals for agent φi. The information from the UG
list can speed-up goal assignment by avoiding computation
related to unfeasible goals, but it does not provide any
information about the cost for each robot to accomplish a
feasible actuation goal. For that purpose, we present the following extension. We build the navigable space Li in an iterative procedure,
from the starting position r0
i . In the first iteration we have
L0
i (r0
i ) ←{r0
i }, and then the following rule applies: The grid density is chosen manually in order to adjust
the level of discretization. As for the α and δ parameters,
they were tuned empirically such as the free space
topology is still maintained even while using lower density
discretization of the environment. 5.2 Extracting Cost Information from Actuation
Maps By trial and error, we
found empirically that α = 1.2 works for all the tested
scenarios. As for the δ parameter, we set it to always
start with a value of 3 pixels, then build the discretized
model and verify if it is valid, i.e., if all the waypoints
belonging to the actuation map become feasible for the
respective robot in terms of the discretized representation. If not, we increment the parameter until a topologically
consistent representation is found (number of feasible goals
equals number of waypoints inside actuation map). Even
though this fine-tuning methodology seems sensitive to
the robot heterogeneity, the truth is that the final δ value
depends on the size of the bigger robot, because the
correct discretization of the configuration space is more
sensitive to the δ parameter for bigger robots. Through
experimentation, we found out that if a certain value
of the δ parameter works well for the biggest robot,
it always produces the correct discretization for smaller
robots. Moreover, we also observed that δ = 4 pixels
worked well for all the different and very diverse maps we
tested in our experiments with circular robots, only failing
for the any-shape experiments where the configuration
space discretization is more sensitive to the possible robot
orientation. For the any-shape robot experiments, we found
that δ = 6 pixels was enough to obtain good a discretization
for all the environments tested. The consistency of the δ
parameter over different environment maps shows that these Lj
i (r0
i ) = {p ∈G | ∃q ∈Lj−1
i
(r0
i ) : p neighbor of q
∧p ∈Cf ree
i
∧p ̸∈La
i (r0
i )
∀a < j}
(6) (6) When using this recursive rule to build the navigable
space, we guarantee that any point in the set Lj
i (r0
i ) is
exactly at distance j from the initial position r0
i . Because
we want to build the complete actuation space, the iterative
computation of Eq. 6 stops when all pixels have been
expanded at least once. 5 Preprocessing Using parameters δ and α it is possible to maintain the topology of the free configuration space by allowing points in the navigation
graph that were originally unfeasible for the robot. In b, the actuation
map of the same robot, and the respective actuation graph represented
with yellow lines of the free configuration space by allowing points in the navigation
graph that were originally unfeasible for the robot. In b, the actuation
map of the same robot, and the respective actuation graph represented
with yellow lines Fig. 5 In a we have an example of the free configuration space, with
the discretization waypoints shown as green dots. The blue lines repre-
sent the connectivity between waypoints in the navigation graph of the
robot. Using parameters δ and α it is possible to maintain the topology J Intell Robot Syst (2020) 98:165–190 173 the connectivity graph of each robot. After the navigation
connectivity is tested, the waypoint position resets to its
default grid position for the next steps, such as determing
the actuation feasibility, and the navigation and actuation
graphs of other robots. parameters can be map-independent to a certain extent, with
most of the work being easily automated. parameters can be map-independent to a certain extent, with
most of the work being easily automated. 5.2 Extracting Cost Information from Actuation
Maps Furthermore, if we build the actuation space sets with the
intermediate navigable sets Lj
i (r0
i ), Aj
i (r0
i ) = Lj
i (r0
i ) ⊕Ti
(7) (7) then the intermediate actuation set Aj
i (r0
i ) represents the
points that can be actuated by the robot from positions
whose distance to r0
i is j. The actuation space defined in the
previous Section can also be alternatively defined as Ai(r0
i ) = {p ∈G | ∃a : p ∈Aa
i (r0
i )}
(8) (8) The actuation cost is defined for g ∈Ai(r0
i ): ACi(r0
i , g) = min{j | g ∈Aj
i (r0
i )} + 1
(9) (9) The actuation cost ACi(r0
i , g) represents, for each g ∈
Ai(r0
i ), the minimum number of actions needed for the
robot to actuate the grid waypoint g if starting from the
initial position r0
i , measured in the pixel-based grid G. In 174 J Intell Robot Syst (2020) 98:165–190 possible, assigning more goals than k to each agent. The LB
assignment strategy is used when minimizing the maximum
number of actions per agent (makespan). As a second
option, we also took the Best-Cost (BC) strategy also
defined before in [2], which simply assigns each goal to the
agent that can achieve it with the least cost. The BC strategy
is used when minimizing the total number of actions over
all robots (plan length). Eq. 9, the minimum j∗represents the minimum distance
(i.e., minimum number of navigate actions) needed to travel
from r0
i to some point from where g can be actuated. The
added one in Eq. 9 accounts for the one actuate action
needed to actuate g, after the j∗navigate actions needed to
reach a place from where the robot can actuate g. Eq. 9, the minimum j∗represents the minimum distance
(i.e., minimum number of navigate actions) needed to travel
from r0
i to some point from where g can be actuated. The
added one in Eq. 9 accounts for the one actuate action
needed to actuate g, after the j∗navigate actions needed to
reach a place from where the robot can actuate g. Thus, the cost function C presented previously in
Section 2 is defined in Eq. 10, where sr is the downsampling
rate. 5.3 Multi-Agent Planning Task Generation Once the discretization of maps has been performed, we
have all the information needed to generate the MAP task
M, which is formed by a domain (received as input) and a
problem (generated through the discretization). The inputs
to the Goal Assignment (GA) phase are (1) the PDDL
domain; (2) the PDDL problem; (3) the list of estimated
costs where c is computed as the number of steps for an
agent to reach the goal position g from its initial position;
and (4) the list of unfeasible goals UG = {g ∈G, φi ∈
| C(g, φi) = ∞}. The cost of navigating between two
neighbor grid waypoints is 1 unit. As long as EC is provided,
UG is not used inside the MAP algorithm. The case when
EC is not provided is later explained in this Section. The first step is to allocate the feasible goals to the agents. This step uses the information of estimated costs received
from AMs. Goal assignment phase (GA) returns as output
(1) a subset of ′ agents, ′ = {φ′
1, . . . , φ′
n}, that will be
the only ones who will plan to solve the problem; and (2) a
new MAP task M′ = {1, . . . , n}. As a result, a specific
PDDL domain and problem will be generated for each
φ′
i agent which only includes the goals each agent has to
achieve. As it previously mentioned, if a goal is unfeasible
for all the ′ agents, the MAP algorithm will discard it
from the new MAP task M′, so that the process of planning
will not fail. The output of this process is a pair (domain,
problem) for each agent as in Fig. 4 after the Factorization
step and in Eq. 12. In Multi-Agent systems, in order to perform task
allocation [8, 18] some strategy has to be determined or
implemented, as the aim it is to divide the MAP task in
subtasks to alleviate the planning process afterwards. In
addition, a goal-assignment strategy (GAS) needs to be
chosen to define the way goals are assigned to agents by the
system. In our approach we took the Load-Balance (LB) strategy
previously defined in [2], that first calculates k = ⌈|G|
||⌉,
which represents the average number of goals per agent. 5.2 Extracting Cost Information from Actuation
Maps The division by sr transforms the estimated cost of
actions measured in the pixel-based grid G, ACi(r0
i , g),
to the respective cost value in the downsampled grid of
waypoints G′. The ceil function rounds up the result of the
division to the smallest integral value that is not less than
ACi(r0
i , g)/sr. The cost function C is domain-dependent
and works for the coverage problem. If a different problem
is given as input, the cost function should be redefined. (p
g )
As in [2], only when the information about estimated
cost per pair robot-goal is not available for some reason,
our MAP algorithm would perform GA computing a relaxed
plan using the FF heuristic [19]. This is not a contribution
of the paper itself, as it was already in [24]. However, in
that work, when a goal was unfeasible for every agent, it
was assigned to all of them. In our approach, when the
goal has been identified as unfeasible by all agents, the
relaxed plan is not computed for that pair robot-goal and
the goal is not included into the M task. This behavior is
not common in classical deterministic Automated Planning,
as planners expect that the problem does not contain any
unfeasible goal. As our approach separates goal allocation
from planning, we can easily deal with unfeasible goals. This small contribution gives us more flexibility when
working for real environments, as it is better to obtain a
plan that solves 95% of the goals than just failing during
planning. To plan using soft-goals [23] or working on
oversubscription planning [17, 31] would have been other
ways to deal with unfeasibility, but they are out of the scope
of this work. In summary, there are two contributions to
the GA process: (1) the detection and deletion of unfeasible
goals is a contribution that helps not only on skipping
the computation of those relaxed plans but also avoids the
planning process to fail; and (2) to use information from
AMs, as the algorithm receives and processes the estimated
costs from the AMs to skip the computation of the relaxed
plans. C(g, φi) = ceil
ACi(r0
i , g)/sr
(10) (10) Finally, the Estimated Cost per Goal-Agent list EC is
defined in Eq. 11. EC ={⟨g, φi, c⟩| g ∈G′∧φi ∈∧g ∈Ai(r0
i )∧c=C(g, φi)}
(11) 6 The Multi-Agent Planning Algorithm e.g. collisions, sharing a resource, or cooperation. On the
previous description of the coverage problem we did not
explicitly consider any kind of interactions. Our idea was (1)
to test first the scalability of the MAP algorithm; and (2) to
generate, as fast as possible, a valid solution. Robots might
occasionally collide at some specific step of the solution
plan. However, that collision could be easily resolved during
execution by forcing one of the robots to wait until the
other robot has left the conflict zone. Then, the stopped
robot will continue executing the rest of its plan. On the
other hand, there is a subarea of Automated Planning called
Planning by Reuse that has been widely employed in areas
such as Case-Based Planning [6], or replanning when plan
execution fails [15]. Usually, planners that perform plan
repair receive three inputs: a domain, a problem and a plan
to be fixed. Examples of this kind of planners are LPG-
ADAPT [15] or ERRT-PLAN [5]. Therefore, an improvement
of our approach is to detect and fix potential collisions right
after the individual planning process using an off-the-shelf
plan reuse planner. This new feature makes our architecture
more robust when executing the solution plan in a real
environment. Thus, we slightly changed our PDDL domain
to track the collisions by adding a new predicate called
occupied. In order to solve the MAP task we use the distributed
phase of a previous work of the authors [24]. Our algorithm
receives as input a MAP task, which consists of a PDDL
domain and problem files (Fig. 6) for each agent in φ′
i ∈′. On the first step, each agent builds its plan individually
(line 1). Then the agents’ plans are merged by a simple
concatenation of plans in one resulting plan (line 2). If
the merged plan is valid, we parallelize the plan (line 4)
generated by the merging step. Parallelization is performed in two steps: converting the
input total-order plan into a partial-order one by a similar
algorithm to [35]; and parallelizing this partial-order plan
by ordering actions in the first time step that satisfies all
ordering constraints in the partial-order plan. –
Occupied (waypoint): indicates that there is a
robot on that waypoint. That predicate is set as a new precondition of the
navigate action described in Listing 3. This allows the
agent to only traverse a connection if the destination way-
point is not occupied by a robot. The predicate occupied
in combination with the parallelization algorithm avoids two
situations: (1) Two robots cannot be on the same waypoint
at the same plan step. (2) As we build a parallel plan, neither
of them can swap positions during the same plan step. The
reason is that in order to move robot1 to y from z, y should be
not occupied first. Same happens to z for robot2. Thus, both
actions are mutually exclusive and the parallelization algo-
rithm does not allow both actions to be performed together. One of the robots would need to move somewhere else first. 1http://icaps-conference.org/index.php/main/competitions 5.3 Multi-Agent Planning Task Generation Then, it assigns each goal g ∈G to the agent φi ∈ that
achieves g with the least cost. This strategy avoids, if M′ = ⟨1, ..., n⟩=
⟨D1, P1⟩, ⟨D2, P2⟩, ..., ⟨Dn, Pn⟩
(12) (12) 175 J Intell Robot Syst (2020) 98:165–190 Fig. 6 High level description of
the MAP algorithm. Inputs:
MAP task (M′), Single-Agent
Planner (SAP ). Output:
resulting plan (π) or no solution 6 The Multi-Agent Planning Algorithm The main
advantage of parallelization is to be able to return a plan
in which on each time step, more than one action can
be executed at the same time, taking advantage of having
multiple robots in the environment as well. As the domain
does not have any interactions, there is no need to fix the
plan regarding interactions. To set up the algorithm, an off-the-shelf planner had
to be chosen. The advantage of this MAP algorithm is
that any state-of-the-art planner can be easily included on
the distributed planning phase without further code modi-
fication. Our configuration employs LAMA-UNIT-COST as
SAP . LAMA-UNIT-COST corresponds to the first search that
LAMA performs, using greedy-best-first with unit costs for
actions [30]. The merged plan is validated using VAL [20],
the validator from the International Planning Competition
(IPC).1 On Fig. 7 we show a solution example obtained from
the MAP algorithm. It corresponds to the scenario called
Corridor-High later on the experiments. –
Occupied (waypoint): indicates that there is a
robot on that waypoint. 7 Dealing with Interactions Real-world robotics environments might imply to deal
with potential interactions among robots (at the very least) The new version of our MAP algorithm is described in
Fig. 8. As the MAP algorithm starts with the individual 176 J Intell Robot Syst (2020) 98:165–190 Fig. 7 These figures represent the Corridor scenario used in the exper-
iments. The waypoint discretization is shown in (a). The resulting path
for each robot is shown in (b) to (e), after solving the planning problem
using load balance as goal-strategy. Path 1 belongs to the smallest
robot. Path 4, to the biggest one using load balance as goal-strategy. Path 1 belongs to the smallest
robot. Path 4, to the biggest one using load balance as goal-strategy. Path 1 belongs to the smallest
robot. Path 4, to the biggest one Fig. 7 These figures represent the Corridor scenario used in the exper-
iments. The waypoint discretization is shown in (a). The resulting path
for each robot is shown in (b) to (e), after solving the planning problem using load balance as goal-strategy. Path 1 belongs to the smallest
robot. Path 4, to the biggest one represents one orientation. We then using the partial
morphological closing operation on each layer, and with that
approach we determine individually for each orientation the
corresponding actuation space [28]. planning phase, no collisions will be detected at that point
(line 1). After concatenation, the solution plan is validated
by VAL (line 3). The validator will detect, if any, mutex
actions related to occupied positions as explained above. If
so, the plan will be invalid. As a result, the M′ task and the
invalid plan are sent to the plan reuse planner (line 6). When
the plan is fixed, the parallelization step is applied (line 7). Finally, the MAP algorithm runs VAL again (line 8). If the
plan is valid, it is returned as the solution. The configuration
of our algorithm is the same as the previous version - the
Single-Agent Planner is LAMA-UNIT-COST. The plan reuse
planner is LPG-ADAPT. First, the algorithm needs images to model both the
robot and its actuation capabilities. Both are parametrized
by images that can be rotated and scaled to represent any
robot. As input, it is also necessary to give the center of the
robot and actuation in terms of their model images, and their
relative position. 7 Dealing with Interactions Here we assume a quantization of the orientation given
by nθ layers. Using the input image for the robot model, we
rotate it by θj = 2jπ/nθ, where 0 ≤j < nθ, in order to
build a model of the robot for each possible orientation, as
shown in Fig. 10. The variable j is used as a layer index. Listing 4 Action Navigate that
now checks occupied positions 8 Extending the Approach to Any-Shape
Robots In terms of morphological operations, we consider two
structuring elements, R and T , to represent the robot and
actuation models respectively. After rotating them, we get
R(θj) and T (θj), with 0 ≤j < nθ. For the case of non-circular robot footprints (Fig. 9), given
the robot model is not rotation invariant, we need to
discretize orientation as well. We use a world representation
that is composed of multiple layers, where each layer j
j
Using the structuring element for the robot model, we
again apply morphological operations to determine the Listing 4 Action Navigate that
now checks occupied positions 177 J Intell Robot Syst (2020) 98:165–190 Fig. 8 MAP algorithm that also
includes the plan-reuse phase. Inputs: MAP task (M′),
Single-Agent Planner (SAP ),
Plan-reuse planner (R). Output:
resulting plan (π) or no solution Li(r0
i , θj), represents layer j of the navigation space, which
has orientation θj. We show on Fig. 12 different layers of
the navigation space for two different robots. free configuration space, now for each possible quantized
orientation, dilating the map using a different robot shape
model for each layer. We use a circular representation for
the layered orientation, where the next layer after layer
j = nθ −1 is layer with index 0. For the any-shape robots, a multi-layer representation is
used to determine the Actuation Map, representing different
orientations. However, in terms of accomplishing goals, we
assume it is irrelevant the orientation from which a robot
actuates on a waypoint position. Cf ree(θj) = {p ∈G | p /∈M ⊕R(θj)}
∀0 ≤j < nθ
(13) Cf ree(θj) = {p ∈G | p /∈M ⊕R(θj)}
∀0 ≤j < nθ
(13) (13) Therefore, while on the rotation-invariant scenario the
domain was discretized in a series of 2D waypoints, for
the any-shape case there are two types of waypoints:
the 3D waypoints representing (x, y, θ) position, and the
2D waypoints representing (x, y) positions invariant to
orientation. In order to model a robot that navigates through
waypoints, we need to establish the type of connectivity
between points in different layers, such as it is equivalent to
the type of motion the robot actually has. As an example,
using the connectivity graph from Fig. 11, where one point
is connected to all its neighbors in the same layer, and
the respective positions in adjacent layers, is equivalent to
considering an omnidirectional model of navigation. Fig. 9 Environment and robot models used to test the extended
approach to any-shape robots 8 Extending the Approach to Any-Shape
Robots The navigability graph now becomes a graph of 3D
waypoints connected to each other, modeling the motion
capabilities of robots in the world in terms of both rotation
and translation, individually or combined, as exemplified
for different orientation layers on Fig. 13. Given the connectivity model, it is then possible to
find all points in any layer of the configuration space that
connect with the starting robot location r0
i , obtaining the
navigable sets Li(r0
i , θj), for 0 ≤j ≤nθ layers. The
initial orientation is still coded on r0
i , and the navigable set We then use a second dilation operation to the navigable
space in each layer to obtain the actuation space for
each orientation. The structuring element for this second
operation is the one that models the actuation capabilities,
T , which dilates the space according with the actuation
model. If instead the structuring element R is used again,
that would be equivalent to assuming an actuating ability
completely coincident with the entire footprint. Thus the
actuation space for each layer is given by Fig. 9 Environment and robot models used to test the extended
approach to any-shape robots A(r0
i , θj) = Li(r0
i , θj) ⊕T (θj)
(14) (14) The actuation space gives the actuation capabilities
for each orientation for a given robot shape and starting
position. So, if a point belongs to A(r0
i , θj), then it can be
actuated by the robot. We show in Fig. 12 the navigable and
actuation spaces for different layers, given the robots and
map shown in Fig. 9. After determining the actuation space for each layer, we
can obtain the overall actuation map in a rotation-invariant Fig. 9 Environment and robot models used to test the extended
approach to any-shape robots J Intell Robot Syst (2020) 98:165–190 178 PDDL problem. The 3D to 2D representation is transparent Fig. 10 Example of an image
representing the robot footprint,
rotated for three different
angles, and used as structuring
element in the morphological
operations applied to the
respective orientation layers;
robot center shown in red representation by projecting the multiple layers into one
single 2D image. PDDL problem. The 3D to 2D representation is transparent
to the planning process. The navigate action moves through 3D waypoints,
and the actuate action makes 2D waypoints have the
actuated predicate. 8 Extending the Approach to Any-Shape
Robots The list of goals to solve the prob-
lem is still given by a list of 2D waypoints that cover all
the space. Thus for the same map, the coverage problem is
still the same in terms of goal waypoints and its model-
lization, but now we plan for robots to move through the
environment and actuate goal positions from some planned
orientation. The PDDL domain did not need any further
modifications. P(r0
i ) =
θj
A(r0
i , θj)
(15) (15) P(r0
i ) has the same kind of representation we had with
the circular robot, where the actuation map is a single 2D
image not depending on the orientation. The actuation graph is now a graph of 3D waypoints
connected to 2D waypoints, representing the actuation of a
rotation-independent position in the projected 2D actuation
map, from a 3D robot waypoint location, also shown
in Fig. 13. The predicates on the PDDL problem are
represented as follows: If we project the multiple layers of the graphs in a 2D
image, we can analyze which waypoints are navigable in
terms of the robot motion, and which ones are only feasible
through an actuation action. As we show in Fig. 15, some of
the waypoints are not feasible by any of the robots, and all
the feasible waypoints lie inside the Actuation Space (grey
region of the images). –
Connected (robot, 3Dwaypoint, 3Dwaypoint) –
Actuable (robot, 3Dwaypoint, 2Dwaypoint) –
Actuable (robot, 3Dwaypoint, 2Dwaypoint) For each 2D waypoint in the circular robot scenario,
there is now nθ 3D waypoints in the same (x, y) position,
representing the different orientations a robot can have on
the same 2D waypoint. As we show in Fig. 14, the two
graphs are constructed independently of the initial position,
allowing very easily to change the starting location of any
robot and solve a different instance of the same problem. Thus, there were no modifications in the modeling of the 9 Experiments and Results In this Section we show the results of the experiments that
were designed to test the impact of the preprocessing on
two different versions of our algorithm, MAP. First, on the Fig. 11 Three adjancent layers
of the discretized orientation,
showing in blue the neighbor
points of a central orange dot,
representing the
connectivity/motion model Fig. 11 Three adjancent layers
of the discretized orientation,
showing in blue the neighbor
points of a central orange dot,
representing the
connectivity/motion model 179 enario
describe the five scenarios designed to
Then, on Section 9.2 the experiments
lem are analyzed. These results were
partially included on the previous version of the paper [29]. Finally, on Section 9.3 we show the results on the coverage
problem including collision detection. 8:165–190
179 J Intell Robot Syst (2020) 98:165–190 enario Fig. 12 Navigable and
Actuation Space for 2
non-circular robots with
different sizes, for the scenario
shown in Fig. 9 partially included on the previous version of the paper [29]. Finally, on Section 9.3 we show the results on the coverage
problem including collision detection. following Section we describe the five scenarios designed to
run the experiments. Then, on Section 9.2 the experiments
on the coverage problem are analyzed. These results were 180 J Intell Robot Syst (2020) 98:165–190 Fig. 13 The connected and
actuable graphs shown in
blue and yellow, respectively; as
shown for each layer, the yellow
actuation graph connects 3D
waypoints to the original 2D
green waypoints, and the blue
connectivity graph connects 3D
waypoints not only to neighbors
in the same layer, but also in
adjacent layers 3 robots move within the horizontal sections, one in
each, and their actuation reachabilities are mutually
exclusive. Fig. 13 The connected and
actuable graphs shown in
blue and yellow, respectively; as
shown for each layer, the yellow
actuation graph connects 3D
waypoints to the original 2D
green waypoints, and the blue
connectivity graph connects 3D
waypoints not only to neighbors
in the same layer, but also in
adjacent layers 9.1 Simulation Description 15 All goal waypoints are
shown as spheres on top of the
Actuation Map: green represent
unfeasible waypoints, in red the
ones covered by the
connected graph, and in blue
the ones only covered by the
actuable graph; for the
smaller robot 1, the two graphs
are the same
in the top region, to only 1 being able to reach the
bottom. –
Extremities: wide open section with three halls depart-
ing to different directions, where all 4 robots actuate; at
the end of each hall there is a room that can be accessed
through an opening, with only one robot reaching
the extremity connected with the smallest opening,
to three reaching the one connected with the biggest
–
Rooms: simple floorplan environment with some room-
like spaces connected through passages of different
sizes as well, used to test the non-circular robot case
where they can traverse the passages using only certain
orientations. Furthermore, in Table 1 we present the size of each map
image, and the number agents and feasible and unfeasible
l f
h
i
i
bl
h
id i Rooms: simple floorplan environment with some room-
like spaces connected through passages of different
sizes as well, used to test the non-circular robot case
where they can traverse the passages using only certain
orientations. in the top region, to only 1 being able to reach the
bottom. in the top region, to only 1 being able to reach the
bottom. –
Extremities: wide open section with three halls depart-
ing to different directions, where all 4 robots actuate; at
the end of each hall there is a room that can be accessed
through an opening, with only one robot reaching
the extremity connected with the smallest opening,
to three reaching the one connected with the biggest
opening. –
Extremities: wide open section with three halls depart-
ing to different directions, where all 4 robots actuate; at
the end of each hall there is a room that can be accessed
through an opening, with only one robot reaching
the extremity connected with the smallest opening,
to three reaching the one connected with the biggest
opening. Furthermore, in Table 1 we present the size of each map
image, and the number agents and feasible and unfeasible
goals for each scenario. We present in Table 1 the grid size Fig. 16 Maps of the five
scenarios used in the
experiments. Fig. 16 Maps of the five
scenarios used in the
experiments. Grey regions
represent out-of-reach regions
which cannot contain goal
waypoints. They are unfeasible
for all the robots. Robots are
represented with blue circles
positioned in the region of their
starting position 9.1 Simulation Description Here we describe in detail the scenarios used for running the
experiments. We designed five different scenarios, shown
in Fig. 16, each one with two levels of waypoint density
(H, the higher, and L, the lower density). The scenarios are
designed for circular robots except for the last one (called
Rooms) that is designed for any-shape robots. –
Maze: maze-like scenario with narrow halls and
passages with different sizes, resulting in bigger robots
not reaching some parts of the maze, or needing to
traverse bigger paths to arrive to the same locations as
smaller robots. –
Corridor: four wide sections with openings of different
sizes connecting them; the opening decreases from the
top to the bottom, with all 4 robots being able to actuate –
Mutual Exclusive: three wide parallel horizontal halls,
connected between them by two narrow vertical halls; Fig. 14 The discretized graphs constructed are independent of the ini-
tial robot positions, allowing to run the problem from different initial
positions; the white regions (navigable space, dependent on initial Fig. 14 The discretized graphs constructed are independent of the ini-
tial robot positions, allowing to run the problem from different initial
positions; the white regions (navigable space, dependent on initial
position) are covered by the graphs, but some black regions (if grey in
the respective configuration space, independent of initial position) are
also covered by the constructed graphs position) are covered by the graphs, but some black regions (if grey in
the respective configuration space, independent of initial position) are
also covered by the constructed graphs Fig. 14 The discretized graphs constructed are independent of the ini-
tial robot positions, allowing to run the problem from different initial
positions; the white regions (navigable space, dependent on initial Fig. 14 The discretized graphs constructed are independent of the ini-
tial robot positions, allowing to run the problem from different initial
positions; the white regions (navigable space, dependent on initial position) are covered by the graphs, but some black regions (if grey in
the respective configuration space, independent of initial position) are
also covered by the constructed graphs J Intell Robot Syst (2020) 98:165–190 181 Fig. Fig. 15 All goal waypoints are
shown as spheres on top of the
Actuation Map: green represent
unfeasible waypoints, in red the
ones covered by the
connected graph, and in blue
the ones only covered by the
actuable graph; for the
smaller robot 1, the two graphs
are the same 9.1 Simulation Description Grey regions
represent out-of-reach regions
which cannot contain goal
waypoints. They are unfeasible
for all the robots. Robots are
represented with blue circles
positioned in the region of their
starting position Fig. 16 Maps of the five
scenarios used in the
experiments. Grey regions
represent out-of-reach regions
which cannot contain goal
waypoints. They are unfeasible
for all the robots. Robots are
represented with blue circles
positioned in the region of their
starting position 182 J Intell Robot Syst (2020) 98:165–190 Table 1 Number of agents, feasible and unfeasible goals and
respective grid size for each problem
Scenario
Agents
Feasible
Unfeasible
Grid size
CorridorH
4
819
118
49x19
CorridorL
4
384
92
33x13
ExtremeH
4
1993
1325
51x63
ExtremeL
4
896
589
34x42
MutExH
3
499
513
45x21
MutExL
3
223
242
30x14
MazeH
3
1389
154
38x38
MazeL
3
672
100
25x25
Rooms2r
2
192
52
13x13
Rooms10r
10
192
52
13x13
Extreme10r
10
1442
589
34x42
Maze10r
10
672
100
25x25
RoomsH*
2
835
182
28x28
RoomsL*
2
131
61
13x13
Scenarios are designed for circular robots except for those marked with
(*), where robots are any-shape Table 1 Number of agents, feasible and unfeasible goals and
respective grid size for each problem Four different configurations of our approach have been
set up: –
MAP-LB-EC with estimated-cost information (EC). EC
refers to the configuration that combines AMs and
MAP using the Load-Balance strategy (LB). –
MAP-BC-EC with estimated-cost information (EC), also
combining AMs and MAP but using instead the Best-
cost strategy (BC). –
MAP-LB, same as before but without EC information. –
MAP-BC same as before but without EC information. As it was mentioned in Section 5.3, the LB strategy
helps to minimize the makespan metric. The BC strategy
focuses on minimizing the plan length metric. We also run
the problems without the preprocessing stage in order to
evaluate our impact in terms of computation time and plan
quality. Furthermore, the following state-of-the-art planners have
been chosen as a comparison baseline: Scenarios are designed for circular robots except for those marked with
(*), where robots are any-shape –
LAMA [30], centralized planer and winner of IPC 2011. –
YAHSP [36], a greedy centralized planner and winner of
the Agile track of IPC 2014. in terms of the down-sampled grid of waypoints. 2http://agents.fel.cvut.cz/codmap/ 9.1 Simulation Description The orig-
inal image had a pixel size approximately 10 times bigger,
with a pixel resolution corresponding to 10cm. Therefore,
the maps we tested represent environments with a size
always bigger than 300 square meters. –
ADP [9], a multi-agent planner that performs a
decomposition of the domain by following three
indicators: (1) dependencies are reduced, (2) goals
can be achieved independently and (3) coordination
between agents is minimized. The aim is to find the
most suitable agentification i.e. identify the agents, in
order to divide the problem among the agents. We have generated two problems per scenario, one of
them with low density of waypoints (which we identify
as L in tables) and the other one with a higher density of
waypoints (H). We have also designed versions of Maze,
Extremities and Rooms for 10 robots in order to test the
behavior of the planners in crowded scenarios. Rooms2r is
a similar version of RoomsL but for circular robots. –
SIW [26], a multi-agent planner that factorizes the
problem into subproblems solving one atomic goal at a
time until all atomic goals are achieved jointly. g
j
y
–
CMAP [3], a multi-agent planner that employs a
centralized approach to solve the problem. For the experiments on this Section, the actuation model
is always considered to be equal to the robot footprint. The
Actuation Map determination was developed in C++. The three multi-agent planners that have been chosen
participated on the 1st Competition of Distributed and
Multi-agent Planners (CoDMAP2) and obtained good
results on the final classification. 9.2 Experiments on the Coverage Problem ADP reached the memory limit in Maze when planning the
solutions before the two hours limit. Even though ADP is a
multi-agent planner, the effort of computing plans in big-
size environments when all goals are assigned to all agents
is very big. LAMA has the same issue as ADP because of its
centralized approach (Maze, Extremities, RoomsH). From
the set of planners that we chose to compare our approach,
SIW is the one that obtains the best results. The maximum time spent on the preprocessing for any
scenario was 170 milliseconds, for the Extremities problem
with 4 robots. We included the preprocessing times (to
generate the AMs) in the GA column of Table 2, and in
the total time in Tables 3 and 6. Hardware used for running
the planner was IntelXeon 3,4GHz QuadCore 32GB RAM. AMs were computed using a 2.5GHz DualCore 6GB
RAM. Table 2 is shown to prove the remarkable impact
that information from Actuation Maps (AMs) has in
combination with MAP. Goal assignment (GA) times in
Table 2 are minimal (MAP-LB-EC) in comparison with the
ones of MAP-LB, where it needs to compute the relaxed
plans for every goal-agent pair. Even though the individual
planning and parallelization time for MAP-LB-EC is similar
to MAP-LB, the time gains in GA completely dominate
the overall planning time. Before running any problem,
MAP performs a MAP compilation of the original problem
to generate each agent’s individual problem after goals
are assigned (M’ task). Usually this transformation takes
seconds and it is included in GA time. However, we
observed that given the size and complexity of any-shape
scenarios (RoomsH and RoomsL), the compilation time
increases considerably and becomes more than half of the
time spent on solving the task. This phenomenom is marked
with + in column Total time from Table 2. Regarding time results in Table 3,
MAP-LB-EC is
generally faster if all total times are summed up except
in Maze. Also, the impact of combining information from
AMs with MAP can be easily appreciated if columns
from MAP-LB-EC and MAP-LB are compared. The same Table 4 shows the results regarding the plans’ length
and Table 5 the results regarding makespan. 9.2 Experiments on the Coverage Problem Neither of these five planners perform a goal allocation
phase separated from the planning process. Thus, we had
to test them using equivalent PDDL problems that do not
contain unfeasible goals. Also, in order to fairly compare
the results of the makespan metric, we had to apply our
parallelization algorithm to the resulting plans of ADP and
SIW, as they only return the sequential plan. In this Section, we show some experiments that test the
impact of the preprocessing in our approach. As it was
previously said, we have modeled five different scenarios
that include up to four agents with different sizes, and thus
different actuation capabilities. Planning results are shown
using as metrics the time in seconds, the length of the
resulting plan and the makespan. In non-temporal domains,
we refer as makespan the length of the parallel plan (number
of execution steps, where several actions can be executed
at the same execution step). Given that we are dealing with
MAP tasks that almost have no interactions, it is expected
that agents can execute their actions in parallel whenever
possible. Before discussing the results on the tables we need to
clarify that a maximum of two hours was given to each
planner to solve each scenario. YAHSP results do not appear
in the tables because it could not solve any of the scenarios. 183 J Intell Robot Syst (2020) 98:165–190 happens with BC configurations. Our two configurations
MAP-LB-EC and MAP-BC-EC solved every problem. There
is an exception in RoomsH, in which the parallel plan
of both solutions could not be obtained in the remaining
time before the 7200 seconds were reached. In general,
the easiest scenario to be solved using planning is the
Mutual Exclusive (MutExH, MutExL) because it is designed
for each robot to traverse a mutual exclusive subset of
waypoints. This is the reason why time results are very
similar among all planners except for MAP-LB and MAP-
BC where the planner needs to compute the relaxed plans
for each pair robot-goal. However, CMAP had some trouble
during planning in the high density scenario. The circular
robot version of Rooms (Rooms2r) is also very easy to
solve, even though the number of goals is higher than the
any-shape version (RoomsL). If times from Rooms2r and
RoomsL are compared, the complexity of just changing from
circular to any-shape robots can be empirically appreciated. 9.2 Experiments on the Coverage Problem We have used
the words timeout to indicate that a planner consumed the
alloted time and could not return a solution, memlimit to Time (s)
MAP-LB-EC
MAP-LB
Scenario
Total
GA
Planning
Parallel
Total
GA
Planning
Parallel
CorridorH
88.07
0.90
68.34
18.83
1748.38
1672.46
58.83
17.09
CorridorL
13.37
0.29
10.54
2.54
484.48
179.19
303.28
2.01
ExtremH
639.54
4.53
427.91
207.10
timeout
ExtremL
86.78
1.22
64.11
21.45
5491.00
5377.80
84.64
28.56
MutExH
10.59
0.44
7.36
2.79
1276.18
1265.62
7,78
2.78
MutExL
2.10
0.11
1.64
0.35
103.40
100.72
2.31
0.37
MazeH
1200.37
0.69
944.21
255.47
timeout
MazeL
1179.21
0.24
1152.71
26.26
882.93
603.78
240.3
38.85
Rooms2r
0.19
0.05
0.05
0.09
8.31
5.70
1.85
0.76
Rooms10r
4.70
0.19
4.17
0.34
40.54
36.34
3.84
0.36
Extreme10r
93.79
2.97
68.89
21.93
timeout
Maze10r
36.37
0.81
28.74
6.82
2121.11
2070.49
39.6
11.02
RoomsH
6180.37+
9.85
1022.19
1922.87
timeout
RoomsL
448.63+
2.31
2.54
95.05
timeout
From left to right total time, goal assignment time, individual planning time and parallelization time. Symbol
+ indicates that the MAP compilation time is very high From left to right total time, goal assignment time, individual planning time and parallelization time. Symbol
+ indicates that the MAP compilation time is very high J Intell Robot Syst (2020) 98:165–190 184 Table 3 Total time results in seconds
Total Time (s)
Scenario
MAP-LB-EC
MAP-LB
MAP-BC-EC
MAP-BC
SIW
ADP
CMAP
LAMA
CorridorH
88.07
1748.38
304.91
1791.85
129.71
484.48
1761.82
95.45
CorridorL
13.37
484.48
33.78
203.00
10.98
85.97
187.57
22.74
ExtremH
639.54
timeout
642.04
timeout
1923.32*
439.58*
timeout
timeout
ExtremL
86.78
5491.00
82.51
5547.00
156.71
402.15
91.24
72.07
MutExH
10.59
1276.18
10.55
1277.47
11.65
6.15
1277.89
6.93
MutExL
2.1
103.40
2.09
97.27
0.81
0.89
96.38
1.06
MazeH
1200.37
timeout
2718.96
timeout
429.87
memlimit
2575.24
2005.42
MazeL
1179.21
882.93
161.03
1213.26
37.92
memlimit
timeout
334.8
Rooms2r
0.19
8.31
2.64
8.42
0.77
2.24
7.32
1.54
Rooms10r
4.7
40.54
4.18
36.06
2.26
2.04
34.21
2.55
Extreme10r
93.79
timeout
98.44
timeout
258.72
169.68
timeout
76.56
Maze10r
36.37
2121.11
29.63
2110.11
61.95
20.04
2099.74
29.7
RoomsH
6180.37*
timeout
6120.28*
timeout
timeout
timeout
timeout
timeout
RoomsL
448.63
timeout
447.56
timeout
286.34
140.1
timeout
132.02
From left to right MAP with estimated-cost information in Load-balance (LB-EC); MAP without estimated cost information in LB; MAP with
estimated cost information in Best-cost (BC-EC); MAP without estimated cost information in BC; ADP, SIW and CMAP are other multi-agent
planners and LAMA is a centralized planner. 9.2 Experiments on the Coverage Problem Symbol * indicates that the planner solved the problem but parallelization over-passed the alloted
time (7200s)
Bold values represent which is the configuration that obtained the best score per scenario Table 3 Total time results in seconds From left to right MAP with estimated-cost information in Load-balance (LB-EC); MAP without estimated cost information in LB; MAP with
estimated cost information in Best-cost (BC-EC); MAP without estimated cost information in BC; ADP, SIW and CMAP are other multi-agent
planners and LAMA is a centralized planner. Symbol * indicates that the planner solved the problem but parallelization over-passed the alloted
time (7200s)
B ld
l
hi h i
h
fi
i
h
b i
d h b
i Bold values represent which is the configuration that obtained the best score per scenario indicate that the planner’s memory limit was reached before
timeout and parallel to indicate that the planner solved the
problem but the parallelization algorithm could not return
a solution in the remaining time to reach 7200s (SIW,
ADP in ExtemeH; MAP-LB-EC, MAP-BC-EC in RoomsH). The best configurations overall regarding plan length are
MAP-BC-EC and SIW. Moreover, MAP-LB-EC configuration
is generally the best for reducing makespan. Configurations
MAP-LB or
SIW also obtain good results in specific
scenarios. This issue can be explained by the discretization The best configurations overall regarding plan length are
MAP-BC-EC and SIW. Moreover, MAP-LB-EC configuration
is generally the best for reducing makespan. Configurations
MAP-LB or
SIW also obtain good results in specific
scenarios. Table 4 Plan length: from left
to right MAP with
estimated-cost information in
Load-balance (MAP-LB-EC);
MAP without estimated cost
information in LB; MAP with
estimated-cost in Best-Cost
(MAP-BC-EC); MAP without
estimated cost information in
BC; SIW, ADP, CMAP and
LAMA (7200s)
Bold values represent which is the configuration that obtained the best score per scenario 9.2 Experiments on the Coverage Problem This issue can be explained by the discretization Plan length
MAP-LB-EC
MAP-LB
MAP-BC-EC
MAP-BC
SIW
ADP
CMAP
LAMA
CorridorH
1511
1512
1653
1556
1543
3545
1541
1471
CorridorL
727
692
784
791
699
627
746
748
ExtremH
3830
timeout
3830
timeout
3580*
8687*
timeout
timeout
ExtremL
1715
1850
1715
1786
1627
2848
1659
1546
MutExH
658
658
658
658
758
773
658
658
MutExL
301
301
301
301
306
302
301
301
MazeH
3358
timeout
3004
timeout
2570
memlimit
1353
2686
MazeL
1599
1387
1434
1441
1236
memlimit
timeout
1345
Rooms2r
142
333
313
315
303
398
302
319
Rooms10r
292
344
287
286
266
318
268
268
Extreme10r
1604
timeout
1627
timeout
1534
2692
timeout
1612
Maze10r
1480
1852
1308
1261
1202
1452
1224
1253
RoomsH
1403*
timeout
1337*
timeout
timeout
timeout
timeout
timeout
RoomsL
370
timeout
336
timeout
366
627
timeout
370
Symbol * indicates that the planner solved the problem but parallelization over-passed the alloted time
(7200s)
Bold values represent which is the configuration that obtained the best score per scenario 185 J Intell Robot Syst (2020) 98:165–190 Makespan
MAP-LB-EC
MAP-LB
MAP-BC-EC
MAP-BC
SIW
ADP
CMAP
LAMA
CorridorH
609
583
1353
862
973
1699
717
698
CorridorL
298
256
657
601
265
1073
444
452
ExtremH
905
timeout
905
timeout
parallel
parallel
timeout
timeout
ExtremL
376
702
376
1091
450
1378
564
484
MutExH
117
117
117
117
149
155
117
117
MutExL
58
58
58
58
64
58
58
58
MazeH
1631
timeout
1631
timeout
1941
memlimit
timeout
1369
MazeL
696
993
1035
1384
837
memlimit
1288
1217
Rooms2r
22
262
264
271
214
342
212
237
Rooms10r
47
55
57
54
59
73
67
67
Extreme10r
258
timeout
258
timeout
214
816
timeout
552
Maze10r
246
367
213
246
212
288
221
243
RoomsH
parallel
timeout
parallel
timeout
timeout
timeout
timeout
timeout
RoomsL
240
timeout
242
timeout
180
510
timeout
177
Bold values represent which is the configuration that obtained the best score per scenario Bold values represent which is the configuration that obtained the best score per scenario errors from Eq. 9, which are greater when the downsampling
rate is bigger. When allocating goals, the estimation costs
are the only guide for the MAP algorithm. 9.2 Experiments on the Coverage Problem The consequence
of having slightly inaccurate cost estimates results in the
allocation of some goals to different agents than the ones
that the estimated costs from the relaxation of plans would
suggest. However, this issue does not have a big impact on
makespan and plan length results. In Tables 6 and 7, we refer to MAP&R-LB-EC as running
the Fig. 8 using the LB strategy. MAP&R-BC-EC runs the
BC strategy instead. We have also compared our approach
against the same set of planners as in Section 9.2. The
maximum time for each planner to solve each scenario is
two hours. YAHSP results are not shown in the tables as it
was not able to solve any problem. The aim of this experiment is to analyze the impact
of detecting and fixing collisions on makespan and time
metrics. Plan length is not relevant on this experiment, as the
difficulty relies on the planner’s ability to manage several
agents and collision avoidance at the same time. That is a
feature that directly affects the makespan result. From the set of planners chosen to compare our approach,
SIW obtains the best performance on time, plan length and
makespan. SIW is able to solve most of the scenarios due
to its serialization of goals. The importance of factorizing
a MAP problem is a conclusion that can be extracted after
observing Tables 4 and 5, as the planners that do not perform
factorization (LAMA, ADP, CMAP, YAHSP) have to solve
bigger and more complex tasks. Regarding time results in Table 6, it can be seen that the
number of problems solved decreases considerably. Also,
time results have increased in all planners. This is due to
the collision avoidance effect. On one hand, centralized
approaches can deal with it more easily, as the master
agent has the whole control of the agents. However, it is
still facing the same issue as in the previous experiments:
the tasks are harder to solve and now the search space is
bigger. Regarding our configurations, MAP-BC-EC and MAP-LB-
EC perform better in general than equivalent configurations
without estimation costs. On the other hand, the lower the
number of agents used to plan, the harder the planning task. Total time in BC is usually worse than in LB configurations
on scenarios with higher density of waypoints and multiple
robots to plan (CorridorH, MazeH). 9.2 Experiments on the Coverage Problem However, when
scenarios are narrowed such as Extremities or Maze, the
opposite effect can be given. When using less agents, the
task is easier to solve. Our approach is halfway between the centralized and
the distributed approach. The first part of our algorithm
is distributed while the plan-reuse phase is centralized. Thus, the success of our algorithm depends on the number
of collisions and the difficulty of solving them. LPG-
ADAPT focus first on reutilizing the greater possible number
of the actions from the invalid plan. When a collision is
detected, LPG-ADAPT will search for a valid action on the
part of the search space that is closer to the invalid action
and its current planning state. This causes LPG-ADAPT to 9.3 Experiments Detecting Potential Collisions In this Section we show the results obtained on the same
scenarios as in the previous Section but using instead the
PDDL domain that detects collisions described in Section 7. J Intell Robot Syst (2020) 98:165–190 186 Table 6 Time in seconds from
left to right MAP with
estimated-cost information in
Load-balance (MAP&R-LB-
EC); MAP with estimated-cost
in Best-Cost (MAP&R-BC-EC);
SIW, ADP, CMAP and LAMA
Total Time (s)
MAP&R-LB-EC
MAP&R-BC-EC
SIW
ADP
CMAP
LAMA
CorridorH
timeout
timeout
263.82
timeout
timeout
293.11
CorridorL
73.57
81.51
50.64
193.54
202.16
53.24
ExtremH
timeout
timeout
timeout
timeout
timeout
timeout
ExtremL
timeout
timeout
752.5
timeout
timeout
timeout
MutExH
timeout
timeout
7.61
9.01
1328.77
70.08
MutExL
3.25
3.35
1.35
1.06
104.45
3.25
MazeH
timeout
timeout
986.17
memlimit
timeout
timeout
MazeL
timeout
timeout
67.34
memlimit
945.04
timeout
Rooms2r
4.78
4.71
1.5
5.85
8.47
2.24
Rooms10r
7.11
7.12
4.86
3.51
40.42
9.62
Extreme10r
timeout
timeout
timeout
timeout
timeout
timeout
Maze10r
406.75
timeout
466.03
memlimit
2196.02
560.40
RoomsH
timeout
timeout
timeout
timeout
timeout
timeout
RoomsL
3406.21
3092.80
timeout
timeout
timeout
timeout iteratively explore the search space starting from a very
concrete section. The exploration distance will be increased
as long as the valid action is still not found. This approach
works well if the collision requires a small change to be
fixed i.e. it only affects to a couple of navigation steps - the
solution can be found near the search space of the action and
current state. But if the way to avoid the collision affects to a
bigger part of the plan i.e. robots have to move back several
waypoints and change path directions; LPG-ADAPT might
get lost on the search space, as it will try to search first on
the space closer to the invalid action and the solution might
be far away from there. Thus, timeout will be reached before
a solution is found. Scenarios not solved by our approaches on Table 6 fail for that reason. On the other hand, Multi-
Agent centralized approaches as SIW solve more problems. Next paragraphs contain a discussion on this aspect. We
analyze why this particular situation is given with SIW even
though MAP centralized approaches are generally worse in
performance on big scenarios. SIW only solves one atomic goal at a time (serialization),
which means that goals are not assigned to agents in the
first step of the algorithm. The process is interleaved with
search. Table 7 Makespan: from left to
right MAP with estimated-cost
information in Load-balance
(MAP&R-LB-EC); MAP with
estimated-cost in Best-Cost
(MAP&R-BC-EC); SIW, ADP,
CMAP and LAMA 9.3 Experiments Detecting Potential Collisions Thus, only one estimation is computed per iteration
and current positions of the agents are updated after each
goal is reached. Agents work individually but coordination
(and thus, collisions) are checked after each iteration. The Makespan
MAP&R-LB-EC
MAP&R-BC-EC
SIW
ADP
CMAP
LAMA
CorridorH
timeout
timeout
1289
timeout
timeout
847
CorridorL
801
806
490
1378
452
424
ExtremH
timeout
timeout
timeout
timeout
timeout
timeout
ExtremL
timeout
timeout
704
timeout
timeout
timeout
MutExH
timeout
timeout
158
211
131
135
MutExL
87
87
80
80
101
95
MazeH
timeout
timeout
1061
memlimit
timeout
timeout
MazeL
timeout
1481
758
memlimit
1139
timeout
Rooms2r
293
293
189
465
228
250
Rooms10r
61
61
61
107
77
54
Extreme10r
timeout
timeout
timeout
timeout
timeout
timeout
Maze10r
293
timeout
432
memlimit
221
282
RoomsH
timeout
timeout
timeout
timeout
timeout
timeout
RoomsL
250
250
timeout
timeout
timeout
timeout J Intell Robot Syst (2020) 98:165–190 187 centralized approach followed by SIW is very efficient
on the coverage problem. Collisions can be fully avoided
because of solving first only one goal at a time and then
updating robots’ positions. Thus, the algorithm obtains good
results in number of problems solved and time. However,
when the size of the problem increases, as in the any-shape
scenarios, SIW has more difficulties to solve the problem
in time. This scenario penalizes SIW because the search
space is huge in comparison with circular robot scenarios. Planning one goal at a time following a centralized approach
now becomes a worse choice. SIW has to usually deal with
the following situation when collisions are given: a set of
goals has been reached and the next goal on the list cannot
be achieved unless the previous part of the plan is partially
modified. In any-shape scenarios this aspect takes more time
to fix given the size of the search space. true that we lost some performance on collisions, but we
have empirically shown that it is also related to the topol-
ogy of the scenario and the coverage problem itself. The
unexpected advantage of SIW in the experiments detect-
ing collisions has also been addressed and analyzed. The
serialization of goals and the nature of the coverage problem
where interactions are given occasionally, makes any cen-
tralized (Multi-agent or Single-agent) planner to behave
well. LAMA is closer to SIW and our approaches in that
sense, and it is not even a MAP algorithm. 10 Related Work Multi-Agent Planning (MAP) is an active topic within
the planning community as shown by the organization of
the 1st CoDMAP3 and the wide range of planners that
participated [32]. The planners vary from fully distributed to
centralized among other features. Our approach uses first a
distributed planner and if plan reuse is needed, a centralized
phase. A MAP approach that uses a preprocessing step is
the automated agent decomposition for multi-robot task
planning [10]. In that work there is a preprocessing step,
prior to actual search, that exploits decompositions of the
problem in domains with a lower level of interaction,
boosting the final performance. ADP [9] is also related to
that work. Our approach factorizes the problem regarding
goals and agents involved, creating independent subtasks for
each agent before starting to plan. Regarding makespan results from Table 7, MAP&R-LB-
EC and SIW are the two planners that obtain the best results -
they also solve most of the problems. Although the RoomsL
scenario might seem easier to solve by just looking at
Table 1. However, as it works for any-shape robots, the
grid of waypoints is bigger and harder to navigate from the
planning point of view. The search space is very big and thus
centralized approaches are especially penalized. The reason
of failing on the Extremities and Maze scenarios is due to
the changes on the robots’ paths caused by the collision
avoidance or the topology of the scenario. Those scenarios
contain narrower areas and large halls where only some
robots can reach the end. Thus, robots might spend a lot
of time looking for the correct path while at the same time
avoiding the rest of the agents. The methodology that uses morphological operations
in order to build the AMs was previously introduced
by [27]. Moreover, it has recently been shown that
similar transformation can be used to obtain Actuation and
Visibility Maps for any-shape robots as well [28]. Earlier in 1997, Ambite and Knoblock [1] worked in
a post-processing technique which rewrites some planning
rules and local search techniques to make efficient the
planning process. Thus, they obtained a low-cost plan for
problems that were hard to solve from the point of view of
planning. As a final conclusion, we would like to discuss the overall
performance of our contribution. MAP-LB-EC and MAP-BC-
EC clearly complement each other on the set of proposed
scenarios. 3http://agents.fel.cvut.cz/codmap/ 9.3 Experiments Detecting Potential Collisions We also want
to put in value the scalability of our approach. Through
the experiments we have proved that we can successfully
deal with different topologies, number of agents, agent’s ori-
entation, huge planning tasks, unfeasible goals, independent
goal-assignment and pre-processed estimation costs. State-
of-the-art planners are not used to satisfy all these features
at the same time. Regarding our approach, even though we obtain estima-
tion costs through AMs, they are not as effective in guidance
as SIW ’s serialization. The estimation of costs is provided
to our approach at the beginning. If agents have to modify
their route due to collisions, their estimations and assign-
ment of goals might not be as useful as in the beginning. It
can even penalize the agent’s performance. Also, if an agent
needs to change its route several times, it could mean that
the original assignment of goals is completely useless. Also,
plan reuse planners are not efficiently prepared to perform
an extensive search. They would rather prefer to reutilize
actions from previous plans, which in the coverage problem
results in generating redundant actions around the planning
task. We have tried different features of LPG-ADAPT (low
memory, speed mode, increasing different fixed constants...)
to check if its performance could be improved but neither of
them helped. 10 Related Work This is an advantage, as the algorithm can be eas-
ily adapted to different situations and environments. It is Another similar problem is the Team Orienteering Prob-
lem, where robots maximize the number of covered way-
points visited, with constraints on the total travel time of 188 J Intell Robot Syst (2020) 98:165–190 each robot. In order to solve this problem and optimize the
overall planning time, an algorithm was proposed that uses
a three-tier graph, interleaving the search for optimal way-
point assignment, ordering of the waypoints and also con-
sidering feasible paths between waypoints while avoiding
obstacles [33]. This algorithm guarantees optimal solutions,
while in our work we focus on sub-optimal planning for
multi-robot teams. The goals were distributed thanks to a goal-allocation algo-
rithm and unfeasible goals identified and discarded from
the planning task. Then, the planning task was factorized
for each robot. They generate their individual paths that
result in a maximal space coverage in terms of actuation. We also proposed a new version of the MAP algorithm that
is able to fix agents’ interactions after the individual plan-
ning phase. On the experiments we have designed a total
of eight scenarios, seven for circular robots and one for
any-shape robots, which is another contribution to the paper. Another relevant planning problem in robotics is
inspection, which searches for robot paths that can perceive
a set of sensing targets. Neural network approaches have
been proposed [11], and again a preprocessing method was
used, answering visibility queries efficiently both in 2D
and 3D scenarios [21]. Here the queries ask for visibility
from specific positions. In our work we preprocess the
environment to find the overall actuation capabilities of the
robot from any reachable position. Our approach greatly reduces the GA time, and because
GA is one of the bottlenecks of MAP, we were able to
also reduce the overall planning time when preprocessed
information was provided to the MAP algorithm. The gains
in performance depend greatly on the topology of the
environment and the characteristics of each robot. Experiments also show that when solving big size
multi-agent problems using planning, it is very helpful to
first factorize the problem into subtasks. Thus, the total
planning time will be smaller than when trying to solve
the whole problem at once. Also, factorization is essential
when working on problems that explicitly involve agents’
interactions. 10 Related Work Experiments on collision avoidance show the
importance of task factorization and the topology of the
scenario in order to successfully fix collisions. There are similar environments to our problem defined in
previous planning domains. One it is called VisitAll, whose
aim is to visit all the waypoints presented in the problem by
just navigating through them. It was used for the first time on
7th IPC.4 In our domain we added an actuation action (with
an associated actuation range), which was not considered in
the VisitAll domain. Another similar problem is the Rovers
domain, but in this case each agent (rover) can execute a
bigger set of actions when it is placed on a waypoint. Some
other examples were mentioned in the Introduction. As future work, we would like to extend the preprocess-
ing technique to other domains and consider different -robot
or agent- models. Our approach can be easily extended to
path planning tasks or real-time strategy videogames. We
gave some examples of the former such as surveillance tasks
or search and rescue tasks. The latter domain could be inter-
esting when designing bots that play automatically. Our
approach could improve the player/bot performance when
extracting information from the map to decide which goals
are more relevant to achieve first. We also want to improve
the performance of fixing interactions. Plan reuse works
well when collisions only affect to a couple of actions. For
biggest plan modifications plan-reuse is not enough. When robots with many degrees of freedom execute
successive motions in the same environment, it usually
requires many complex planning instances. By applying a
preprocessing technique, it is possible to improve efficiency
of path planning for those robots [22] Finally, a very common robotic application, coverage
path planning, has been widely studied [16]. However,
the many cell decomposition-based strategies still do not
objectively consider heterogeneity and thus we do not
exactly know how it creates different feasible tasks for each
robot when assigning goals. We would also like to study in the future the possibility of
using plan-reuse in order to deal with dynamic environment
during plan execution. For the case of changes during plan
execution, we would also need to create a technique to
efficiency update the PDDL problem file according to the
changes detected in the environment regarding obstacles. 4http://www.plg.inf.uc3m.es/ipc2011-deterministic References 22. Kavraki, L., Latombe, J.C.: Randomized preprocessing of
configuration for fast path planning. In: Proceedings of the
International Conference on Robotics and Automation, pp. 2138–
2145. IEEE (1994) 1. Ambite, J.L., Knoblock, C.A.: Planning by rewriting: Efficiently
generating high-quality plans (1997) 2. Borrajo, D.: Plan sharing for multi-agent planning. In: Nissim, R.,
Kovacs, D.L., Brafman, R. (eds.) Proceedings of the ICAPS’13
DMAP Workshop, pp. 57–65 (2013) 23. Krulwich, B.: Planning for soft goals. In: Hendler, J. (ed.)
Artificial Intelligence Planning Systems, pp. 289–290 (1992). https://doi.org/10.1016/B978-0-08-049944-4.50047-1. https://www. sciencedirect.com/science/article/pii/B9780080499444500471 3. Borrajo, D., Fern´andez, S.: MAPR and CMAP. In: Proceed-
ings of the Competition of Distributed and Multi-Agent Plan-
ners (CoDMAP-15). Jerusalem. http://agents.fel.cvut.cz/codmap/
results/CoDMAP15-proceedings.pdf (2015) 24. Luis, N., Borrajo, D.: Plan merging by reuse for multi-agent
planning. In: Proceedings of the 2nd ICAPS Distributed and
Multi-Agent Planning Workshop (DMAP) (2014) 4. Borrajo, D., Fern´andez, S.: Efficient approaches for multi-agent
planning. KAIS 14, 253–302 (2018) 25. Mali, A.D.: Plan merging & plan reuse as satisfiability. In:
Proceedings of the 5th European Conference on Planning: Recent
Advances in AI Planning. ECP’99, pp. 84–96 (2000) 5. Borrajo, D., Veloso, M.M.: Probabilistically reusing plans in
deterministic planning. In: Inproceedings of ICAPS’12 Workshop
on Heuristics and Search for Domain Independent Planning (2012) 26. Muise, C., Lipovetzky, N., Ramirez, M.: MAP-LAPKT: Omnipo-
tent multi-agent planning via compilation to classical planning. In:
Competition of Distributed and Multiagent Planners. http://www. haz.ca/papers/muise CoDMAP15.pdf (2015) 6. Borrajo, D., Roub´ıˇckov´a, A., Serina, I.: Progress in case-
based planning. ACM Comput Surv 47(2), 35,1–35,39 (2015). https://doi.org/10.1145/2674024 27. Pereira, T., Veloso, M., Moreira, A.: Multi-robot planning using
robot-dependent reachability maps. Springer (2015) 7. Brafman, R.I., Domshlak, C.: On the complexity of planning for
agent teams and its implications for single agent planning. Artif. Intell. 198, 52–71 (2013). https://doi.org/10.1016/j.artint.2012.08. 005 28. Pereira, T., Veloso, M., Moreira, A.P.: Visibility maps for any-
shape robots. In: IROS’16, the IEEE/RSJ International Conference
on Intelligent Robots and Systems, vol. 29, pp. 428–459 (2016) 8. Conitzer, V.: Comparing multiagent systems research in combi-
natorial auctions and voting. AMAI 58(3-4), 239–259 (2010). https://doi.org/10.1007/s10472-010-9205-y 29. Pereira, T., Luis, N., Moreira, A., Borrajo, D., Veloso, M., Fer-
nandez, S.: Heterogeneous multi-agent planning using actuation
maps. In: 2018 IEEE International Conference on Autonomous
Robot Systems and Competitions (ICARSC), pp. 219–224. https://doi.org/10.1109/ICARSC.2018.8374186 (2018) 9. Crosby, M.: Adp an agent decomposition planner. In: Proceedings
of the CoDMAP-15, p. 4 (2015) 10. 11 Conclusions and Future Work In this paper we showed how to combine information from
Actuation Maps (AMs) with Multi-Agent Planning (MAP)
to solve a multi-robot path planning problem more effi-
ciently skipping the computation of estimated cost during
planning. We used AMs in a preprocessing step to deter-
mine the feasibility of pairs robot-goal and to extract an
estimated cost. That cost is used later to avoid the com-
putation of relaxed plans during Goal-Assignment. The
environment map was discretized into a grid of waypoints. Acknowledgements This work has been partially funded by FEDER/
Ministerio de Ciencia, Innovaci´on y Universidades - Agencia Estatal
de Investigaci´on/TIN2017-88476-C2-2-R and MINECO/TIN2014-
55637-C2-1-R. I has been also financed by the ERDF – European
Regional Development Fund through the Operational Programme
for Competitiveness and Internationalisation - COMPETE 2020 Pro-
gramme within project <<POCI-01-0145-FEDER-006961>>, and by
National Funds through the FCT – Fundac¸˜ao para a Ciˆencia e a Tec-
nologia (Portuguese Foundation for Science and Technology) as part of
project UID/EEA/50014/2013, and FCT grant SFRH/BD/52158/2013
through Carnegie Mellon Portugal Program. 189 J Intell Robot Syst (2020) 98:165–190 Open Access This article is distributed under the terms of the
Creative Commons Attribution 4.0 International License (http://
creativecommons.org/licenses/by/4.0/), which permits unrestricted
use, distribution, and reproduction in any medium, provided you give
appropriate credit to the original author(s) and the source, provide a
link to the Creative Commons license, and indicate if changes were
made. 18. Gerkey, B.P., Matari´c, M.: A formal analysis and taxonomy of
task allocation in multi-robot systems. Int. J. Robot. Res. 23(9),
939–954 (2004) 19. Hoffmann, J., Nebel, B.: The FF planning system: Fast plan
generation through heuristic search. JAIR 14, 253–302 (2001) 20. Howey, R., Long, D., Fox, M.: VAL: Automatic plan validation,
continuous effects and mixed initiative planning using PDDL. In:
ICTAI 2004, pp. 294–301 (2004) 21. Janousek, P., Faigl, J.: Speeding up coverage queries in
3D multi-goal path planning. ICRA 1, 5082–5087 (2013). https://doi.org/10.1109/ICRA.2013.6631303 References Currently, he is a Professor of Computer Science
at Universidad Carlos III de Madrid. He has published over 200
journal and conference papers, mainly in the fields of problem solving
methods (heuristic search and automated planning) and machine
learning. He has been the Program Co-chair of the International
Conference of Automated Planning and Scheduling (ICAPS’13),
Conference co-chair of the Symposium of Combinatorial Search
(SoCS’12, SoCS’11) and ICAPS’06, and PC member (including Area
chair and Senior PC) of the main conferences on Artificial Intelligence
(e.g., IJCAI, AAAI, ICAPS, ...). His current research interests lie in
goal reasoning, Multi-agent Planning, and Machine Learning applied
to Planning. Nerea Luis is a PhD student at the Universidad Carlos III de Madrid. Her thesis is about combining multi-agent planning and plan-reuse
to easily adapt to different scenarios. In 2016, she was a visitor
student at Manuela Veloso’s CORAL group for 4 months in Carnegie
Mellon University (USA). Her current research interests are multi-
agent planning, machine learning and robotics. She was awarded with
the Women Techmakers scholarship by Google. Tiago Pereira is a Ph.D. candidate in the CMU-Portugal Program,
being a student in the Electrical and Computer Engineering
Department both at Carnegie Mellon University and Faculty of
Engineering of University of Porto. He is also a research assistant at
INESC TEC. He received a B.S and M.S. in Electrical and Computer
Engineering from University of Porto in 2012. His research interests
include motion planning and coordination of heterogeneous multi-
robot systems. Manuela Veloso is the Herbert A. Simon University Professor in the
School of Computer Science at Carnegie Mellon University. She is
the former Head of the Machine Learning Department. Currently on
leave, she is now the Head of Artificial Intelligence at JP Morgan. She
researches in Artificial Intelligence, Robotics, and Machine Learning. She founded and directs the CORAL research laboratory, for the study
of autonomous agents that Collaborate, Observe, Reason, Act, and
Learn, www.cs.cmu.edu/∼coral. Professor Veloso is AAAI, Fellow,
ACM Fellow, AAAS Fellow, and IEEE Fellow, and the past President
of AAAI and of RoboCup. Professor Veloso and her students research
a variety of autonomous robots, including mobile service robots and
soccer robots. See www.cs.cmu.edu/∼mmv for further information,
including publications. Susana Fern´andez is currently an Associate Professor at the
Universidad Carlos III de Madrid, since 2007. She received the
B.A. degree in Physics (Universidad Complutense de Madrid, 1989),
and a M.Phil. References Crosby, M., Rovatsos, M., Petrick, R.P.: Automated agent
decomposition for classical planning. In: ICAPS (2013) 30. Richter, S., Westphal, M.: The LAMA planner: Guiding cost-
based anytime planning with landmarks. JAIR 39, 127–177 (2010) 11. Faigl, J.: Approximate solution of the multiple watchman routes
problem with restricted visibility range. IEEE Trans. Neural Netw. 21(10), 1668–79 (2010) 31. Smith, D.E.: Choosing objectives in over-subscription planning. In: ICAPS (2004)
ˇ 32. ˇStolba, M., Komenda, A., Kovacs, D.L. (eds.): Proceedings of the
Competition of Distributed and Multi-Agent Planners (CoDMAP-
15) (2015) 12. Fikes, R.E., Nilsson, N.J.: Strips: A new approach to the appli-
cation of theorem proving to problem solving. In: Proceedings of
IJCAI, pp. 608–620. http://dl.acm.org/citation.cfm?id=1622876. 1622939 (1971) 33. Thakur, D., Likhachev, M., Keller, J., Kumar, V., Dobrokhodov,
V., Jones, K., Wurz, J.: Kaminer I (2013) Planning for
opportunistic surveillance with multiple robots. In: IEEE/RSJ
International Conference on Intelligent Robots and Systems
(IROS), pp. 5750–5757. IEEE
ˇ 13. Foulser, D., Li, M., Yang, Q.: Theory and algorithms for plan
merging. Artif. Intell. 57(2-3), 143–181 (1992) 14. Fox, M., Long, D.: PDDL2.1: An extension to PDDL for
expressing temporal planning domains. JAIR 20 (2003) 34. Torre˜no, A., Onaindia, E., Komenda, A., ˇStolba, M.: Cooperative
multi-agent planning: A survey. ACM Comput. Surv. 50(6), 84,1–
84,32 (2017). https://doi.org/10.1145/3128584 15. Fox, M., Gerevini, A., Long, D., Serina, I.: Plan stability:
replanning versus plan repair. In: Proceedings of ICAPS’06, pp. 212–221 (2006) 35. Veloso, M.M., P´erez, M.A., Carbonell, J.G.: Nonlinear planning
with parallel resource allocation. In: Proceedings of the DARPA
Workshop on Innovative Approaches to Planning, Scheduling, and
Control, pp. 207–212. Morgan Kaufmann (1990) 16. Galceran, E., Carreras, M.: A survey on coverage path planning
for robotics. Robot. Auton. Syst. 61(12), 1258–1276 (2013) 17. Garc´ıa-Olaya, A., de la Rosa, T., Borrajo, D.: Using the
relaxed plan heuristic to select goals in oversubscription planning
problems. In: Lozano, J.A., G´amez, J.A., Moreno, J.A. (eds.)
Advances in Artificial Intelligence, pp. 183–192 (2011) 36. Vidal, V.: YAHSP3 and YAHSP3-MT in the 8th international plan-
ning competition. In: In 8th International Planning Competition
(IPC-2014), pp. 64–65 (2014) 190 J Intell Robot Syst (2020) 98:165–190 Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Daniel Borrajo received his Ph.D. from Universidad Polit´ecnica de
Madrid (1990). References degree in ”Logic, Text and Information Technology”
(University of Dundee, Scotland, 1991). She worked for 10 years
as a software engineer in two private companies, INDRA and
Eliop, S.A. She received the Ph.D. degree in Computer Science
(Universidad Carlos III de Madrid, 2006). Her current research interest
is in Artificial Intelligence, particularly automated planning, machine
learning and multi-agent systems. She has participated in several
competitive projects related to automated planning, problem solving
or agents. She has published more than 20 papers. Ant´onio Moreira is currently an Associated Professor in Electrical
Engineering at University of Porto, developing his research within
the Robotic and Intelligent Systems Centre of INESC TEC (Centre
Coordinator). He graduated with a degree in Electrical Engineering
from the University of Porto in 1986. He then pursued graduate studies
at the University of Porto, completing a M.Sc. degree in Electrical
Engineering - Systems in 1991 and a Ph.D. degree in Electrical
Engineering in 1998. From 1986 to 1998 he also worked as an assistant
lecturer in the Electrical Engineering Department of the University of
Porto. His main research areas are Process Control and Robotics.
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Measuring the value of data governance in agricultural investments: A case study
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Keywords: Economic evaluation; value creation; data governance Keywords: Economic evaluation; value creation; data governance © The Author(s), 2022. Published by Cambridge University Press. This is an Open Access article, distributed under the terms of the Creative
Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution and reproduction,
provided the original article is properly cited. Experimental Agriculture (2022), vol. 58, e8, 1–20
doi:10.1017/S0014479721000314 RESEARCH ARTICLE RESEARCH ARTICLE Measuring the value of data governance in agricultural
investments: A case study Damian Whittard1,*
, Felix Ritchie1
, Ruthie Musker2
and Michael Rose2 1Bristol Business School, University of the West of England, Bristol BS16 1QY, UK and 2Centre for Agriculture and Bioscience
International, Nosworthy Way, Wallingford, Oxfordshire OX10 8DE, UK
*Corresponding author. Email: damian2.whittard@uwe.ac.uk 1Bristol Business School, University of the West of England, Bristol BS16 1QY, UK and 2Centre for Agriculture and Bioscience
International, Nosworthy Way, Wallingford, Oxfordshire OX10 8DE, UK
*Corresponding author. Email: damian2.whittard@uwe.ac.uk (Received 28 July 2021; revised 08 December 2021; accepted 28 December 2021) (Received 28 July 2021; revised 08 December 2021; accepted 28 December 2021) (Received 28 July 2021; revised 08 December 2021; accepted 28 December 2021) https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Summary The study at hand measures the value of improving data governance and access in the Supporting Soil
Health Interventions (SSHI) project in Ethiopia. We applied two separate but interlinked models, one
qualitative and one quantitative, to create a new framework enhancing the traditional cost–benefit analysis. The qualitative analysis provided novel insights into the specific types of value and the mechanisms
through which they are generated. These results underpinned the development of an innovative framework
to measure this perceived value quantitatively. By combining the quantitative and qualitative framework,
the study demonstrated that it is possible to generate plausible and credible quantitative estimates of both
costs and benefits of data governance and access. While acknowledging that the estimates are only
illustrative, the case study results suggested on a direct cost measure, at a particular point in time, the
SSHI data governance activities yielded a negative return. However, indirect social and public benefits
are rarely quantified, but this paper shows that relatively few “indirect” benefits (current but unmeasured,
or measurable but in the future) are necessary to reverse that view, at least from the point of the economy
more generally. Keywords: Economic evaluation; value creation; data governance Introduction Improved data governance and access has the potential to transform the ways we live and work
(Ritchie, 2021; KPMG-Atkins, 2021). However, without accurate methods for measuring its value
and understanding the mechanisms through which this value is created, the likelihood is that
investment in this area will be sub-optimal. This is not a straightforward problem: data gover-
nance is an intangible concept that is woven across data management; understanding the value
of good data governance requires a breadth and depth of information. g
g
q
p
The challenges are heightened for agriculture based in rural communities where traditionally
data infrastructure is slower to roll out. This can be further compounded in low- and middle-income
countries (LMICs), where national and regional statistical infrastructures are under development. In 2019, an attempt was made to measure the value of improving data governance and access in
the GIZ-led, Bill & Melinda Gates Foundation-funded Supporting Soil Health Interventions
(SSHI) project in Ethiopia (see Whittard et al., 2021). In order to do so, the study applied two
separate but interlinked models to create an innovative framework that provided new insights
into how and where value is created. The Five Safes data governance model, widely used in data management but not in evaluation,
was used to structure a qualitative investigation. The interviewees identified both tangible and https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. 2 intangible outcomes that should be measured as part of the wider economic and social benefits. This qualitative design was then used to structure a more traditional quantitative case study. This
is an important step forward as social and public benefits of data governance have rarely been
identified and quantified, particularly in developing countries. Such evidence can then help inform
policy, shaping direction and economic growth of the country. By combining the quantitative and qualitative framework, the study demonstrated that it is
possible to generate plausible and credible quantitative estimates of both costs and benefits of data
governance and access. This study describes the new approach, the challenges faced by the project, and the lessons
learned from implementation. Specifically, we This study describes the new approach, the challenges faced by the project, and the lessons
learned from implementation. Specifically, we • Develop a theoretical framework for estimating the value of data governance and access in
agricultural projects in developing countries. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Introduction • Develop a theoretical framework for estimating the value of data governance and access in
agricultural projects in developing countries. g
p
j
p
g
• Demonstrate the application of the framework by evaluating the SSHI project in Ethiopia,
while identifying the mechanisms through which value is created. • Demonstrate the application of the framework by evaluating the SSHI project in Ethiopia,
while identifying the mechanisms through which value is created. The paper concludes by suggesting some potential next steps in order to move this nascent process
forward. The paper concludes by suggesting some potential next steps in order to move this nascent process
forward. Desk research on previous attempts of valuing data governance and data access A review of research material revealed that the benefits of improving data governance and access
are widely acknowledged (European Open Data Portal, 2017; OECD, 2019; HM Treasury, 2018a). For example, McKinsey (2013) reported that open data had the potential to increase global GDP
by $3 trillion annually, while Lateral Economics (2014) suggested that more open data could pro-
vide over half the G20’s 2% growth target. Although providing exact estimates is challenging, even
in developed economies with well-developed statistical systems, the evidence suggests that nations
can make considerable economic gains by improving data governance and access. To estimate these gains, economic evaluations normally tend to take the form of a cost–
benefit analysis (CBA), following a standard structure (HM Treasury, 2018b). To undertake
a detailed CBA, the evaluation needs considerable amounts of well-defined, measurable, high
quality data; all of which can be converted to a market price (Baker, 2000; Raitzer, 2003;
Whittard et al., 2021). In data related projects, this is potentially problematic. Data, data governance, and data access
are intangible in nature and therefore difficult to define and measure (Corrado et al., 2009). Wdowin and Diepeveen (2020) argue that data are neither a good nor a service, are not homoge-
nous and, depending on the nature of the data, can be viewed as a “public good” making estimat-
ing a market price all the more challenging. Even if it were possible to clearly define and therefore measure all concepts, a robust evaluation
would need to be supported by a complex system of data collection, both within and external to
the project. The experience of most economic evaluation experts, however, is that the planning for
such evaluation starts too late and is carried out too soon after project completion for outcomes
and impacts to manifest (Belmana, 2018). Wdowin and Diepeveen (2020) conducted a wide-ranging review to inform understanding of
how value of data is generated and what approaches can be taken to measure this value. They
concluded that it was important to identify the value for the different stakeholders across the value
chain. Bergemann and Bonatti (2018) discuss the importance in market structure (e.g. monopoly,
oligopoly, competitive) and resulting pricing strategy in understanding how the value will be
shared along the value chain. Experimental Agriculture 3 A number of different approaches have been used to measure value. The value of agriculture projects in LMICs CBA techniques have been used extensively to estimate the economic value of agriculture sector
projects in LMICs (Baranchuluun et al., 2014; Gotsch and Burger, 2001; Lemaga et al., 2005;
Mittal, 2018; Nkang et al., 2009; Sain et al., 2017). These studies, however, were focused on
the value of the project itself and provided no insight into the value of improved data governance
and data access or how this was created. Although not specifically focused on improved data governance, there are a number of explicit
studies on information, communication and technology (ICT) type projects in LMICs. For exam-
ple, Lio and Liu (2006) model aggregate production functions across multiple countries and argue
that ICT does provide a positive return on investment (albeit lower in LMICs than in high-income
countries). Ngwenyama and Morawczynski (2009) investigate macroeconomic effects of ICT
investment in Latin America, using a variety of techniques including econometrics models. They find that the effectiveness of such investment is strongly determined by the existing eco-
nomic conditions and infrastructure at the time of the investment. There is also evidence from detailed studies that look at data explicitly. For example, GODAN
(2018) used data flows to structure their conceptual analysis of the opportunities from improved
data access. GODAN (2016) notes, however, the exporting of data can cause concerns for the
farmer who sees potential commercial gains for others rather than his or her own benefit. Regardless of outcome, Carletto et al. (2015)’s detailed study argues that there is a fundamental
problem to be considered before the impact of improved data access can be established; this is the
lack of quality agricultural data. q
y g
Overall, the desk research revealed that deriving the value of improved data governance and
access is a very challenging, particularly in the absence of a dominant typology. The challenges
appear to be amplified in LMICs demonstrated by the lack of work published on the value of data
governance and access, part of which may be related to the difficulty in accessing evaluation data. The study attempts to fill this gap by developing and testing a new framework to estimate the value
of improved data governance and access. Desk research on previous attempts of valuing data governance and data access PWC (2019) propose that
the cost approach can give useful upper and lower valuation bounds. Mawer (2015), however, suggests
that data should be viewed as an intangible asset from which an income-based valuation approach can
be taken based on estimating future cash flows. A key challenge with this approach is the difficulty of
estimating a service length life of such an intangible, and therefore rate of depreciation. The third and
most common approach is to use market-based data to approximate value; this can be achieved by
either directly using a market price or indirectly taking the market price of an equivalent product. This
again can be problematic due to the characteristics of the data. However, what is clear from the litera-
ture is that most estimates of valuation are economic and market-based, and there is limited discussion
on the social and public evaluation of data (Wdowin and Diepeveen, 2020). https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Defining terms and project selection To collect information on the value of data governance and access, the first task was to agree
terminology. A workshop between funders and researchers approved the working definitions: Data governance: • a framework for assigning decision-related rights and duties in order to be able to adequately
handle data as an asset (Otto, 2011, p.47). • a framework for assigning decision-related rights and duties in order to be able to adequately
handle data as an asset (Otto, 2011, p.47). Value: Value: • The extent to which the project delivered value by meeting its commitments (e.g. project
outcomes in relation to cost savings/investments). • The extent to which the project delivered value by meeting its commitments (e.g. project
outcomes in relation to cost savings/investments). • The additional value to users. • The additional value to other stakeholders. The second task was to be able to identify which project would make the most appropriate case
study. Following an iterative process where various Gates Foundation-funded projects were con-
sidered and pilot interviews completed, the SSHI project was selected. The overall objective of the project was to provide proof of concept for the impact of leveraged
geo-spatial soil, agronomic, and health data on transformative agricultural development. The specific aims of the project were to: • increase the quality, efficiency, and reach of government and private sector services; • improve national and regional resource allocation and policies; and • increase the quality, availability, and utility of data and evidence. In order to meet the aims, the project was further broken down into six work packages: • WP 0. Conduct an inception phase to analyze data needs and bottlenecks, assess gaps for the
“Use Cases,” and mobilize stakeholders. • WP 1. Craft a policy for stakeholders across organizations to share data and collaboratively
develop solutions to easing Ethiopian soil system bottlenecks. • WP 2. Provide technical and operational support for, and facilitate inter-institutional con-
sultation needed to establish, the Ethiopian Soil Resource Institute as the national IT host for
a centralized data repository. y
• WP 3. Help convert the Ethiopian Soil Information System (EthioSIS) into a geo-spatial
database with online access to serve users from a variety of sectors and with differing needs. • WP 4. Develop IT-assisted use cases to provide proof of concept for the impact of geo-spatial
soil, agronomic, or health data. • WP 5. Methodological approach There were three methodological stages to the study There were three methodological stages to the study • Define key terms and project selection • Define key terms and project selection
○Review of project documentation • Define key terms and project selection
○Review of project documentation ○Review of project documentation • Qualitative data collection:
I t
i
( il t fi t
d • Qualitative data collection:
○Interviews (pilot, first and • Qualitative data collection:
○Interviews (pilot, first and second round) ○Interviews (pilot, first and second round) • Quantitative data collection ○Questionnaire. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. Damian Whittard et al. 4 https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Defining terms and project selection Link up and collaborate with several currently active investments that have comple-
mentary initiatives relevant to soil health, fertilizer use efficiency, and transformative agri-
cultural development. The final task was to isolate activities undertaken in the SSHI project that were (primarily) focused
on improved data governance and access. The final task was to isolate activities undertaken in the SSHI project that were (primarily) focused
on improved data governance and access. The final decision on which activities were in scope was taken by the research team following
workshops with two partners (i.e. Centre for Agriculture and Bioscience International (CABI) and
the Open Data Institute), review of documentation, and feedback from the pilot interviews. Of the six project work packages, Table 1 lists the three work packages and associated activities
within each work package that were identified as within scope. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Experimental Agriculture 5 Table 1. Work packages and activities Work package 0: Inception phase
• Activity 1 – Inception workshop
• Activity 2 – Sub-grant agreement
Work package 1: Craft policy to share data to
ease Ethiopian soil system bottlenecks
• Activity 1 – Open data sensitization workshop
• Activity 2 – Coalition of the willing (CoW)1
• Activity 3 – Workshop on data access and sharing
Work package 2: Provide support to establish
national IT host for a centralized data
repository
• Activity 1 – Organizational structure stakeholder consultation
workshop
• Activity 2 – Human capacity and development
• Activity 3 – International exposure visits
Source: project documentation. The team reviewed traditional methods for economic evaluation but decided that these fell
short for two reasons. First, there was insufficient existing data to carry out a statistical study. Second, there was considerable uncertainty on how to identify the specific governance effects. After alternative methods were explored, the review team proposed a novel solution based
upon a two-stage process: a qualitative review employing an innovative structure, which
would then inform data collection for a quantitative study using techniques that are more
conventional. 1During the open data sensitization workshop, a CoW was created to take forward the idea of enhanced accessibility and
sharing of Ethiopian agronomic data and information. The CoW initially consisted of 26 participants from 17 major Ethiopian
research institutions. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Qualitative data collection Qualitative data collection was structured using the “Five Safes” framework. Table 2 provides a
brief description of the five safes, with a fuller description on the framework available via the sup-
plementary information section. The Five Safes is a recognized framework widely used to structure data governance planning;
however, to date it has not been formally applied in evaluations. The framework was chosen to
structure discussion as it is designed to allow data governance to be seen as a series of separable but
inter-related operating dimensions. p
g
The initial structure was developed and sent to CABI and its partners for review ahead of its
formal application in the interviews. Following feedback, the framework was refined ahead of the
first round of interviews. Initially, a pilot semi-structured interview was completed with the two project managers to
identify key themes. Within the initial interview, the participants were questioned on an under-
standing of the framework. As an initial framework, it elicited little opinion one way or the other,
the framework was adopted for all subsequent interviews. A snowballing sample methodology was used to identify further key personnel to interview. Following the pilot, four subsequent interviews with six individuals were completed (two in round
one and two in round two). All interviews lasted approximately an hour and were digitally
recorded and transcribed with permission from the respondents. The aims of the interviews were: • To test the suitability of the Five Safes as a framing mechanism To test the suitability of the Five Safes as a framing mechanism y
g
in a deeper understanding of the mechanisms and nuances by which value had been • To gain a deeper understanding of the mechanisms and nuances by which valu
created through improved data governance and access in a deeper understanding of the mechanisms and nuances by which value had been
d through improved data governance and access • To structure the subsequent quantitative data collection. 1During the open data sensitization workshop, a CoW was created to take forward the idea of enhanced accessibility and
sharing of Ethiopian agronomic data and information. The CoW initially consisted of 26 participants from 17 major Ethiopian
research institutions. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. Damian Whittard et al. 6 Table 2. Qualitative data collection The basic Five Safes framework
Safe projects
The overall aim of the project, intended outcomes, data management, and ethics
Safe people
The role of people and procedures in effectively using data securely
Safe settings
The role of IT in facilitating use and protecting data
Safe data
Identifying the appropriateness level of data detail to balance confidentiality and usefulness
Safe outputs
Ensuring outputs are valuable while protecting confidentiality
Source: adapted from Desai et al. (2016). Table 2. The basic Five Safes framework Table 3. Generic theory of change
Term
Definition
Inputs
Resources used to deliver the project
Activities
What is delivered to the recipient
Outputs
What the recipient does with the activity
Intermediate outcomes
The intermediate outcomes of the project produced by the recipient
Impacts
Wider economic and social outcomes
Source: HM Treasury’s Magenta Book (2007). Resources used to deliver the project
What is delivered to the recipient
What the recipient does with the activity
The intermediate outcomes of the project produced by the recipient
Wider economic and social outcomes Figure 1. Project specific theory of change. Source: authors’ model. Figure 1. Project specific theory of change. Source: authors’ model. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Quantitative framework As in a standard CBA, the quantitative evaluation was to be based around developing a project
specific theory of change (see Table 3). This would have to be tailored to the project context,
depending on who is the recipient in the project context. As in a standard CBA, the quantitative evaluation was to be based around developing a project
specific theory of change (see Table 3). This would have to be tailored to the project context,
depending on who is the recipient in the project context. The mapping process involves identifying the start- (the challenge) and the endpoint (the over-
all objective), and then building a pathway between the two. It should also be tailored to the proj-
ect context (i.e. who are the specific beneficiaries). In the absence of a sufficiently detailed theory
of change to evaluate each work packages/activity, Figure 1 provides an example of a theory of
change created by the project team, to understand how capacity-building investments in human
capital could lead to improved downstream economic impacts. p
p
p
This CBA framework was used to guide the approach used to estimate the impact quantitatively. Costs are measured as the financial cost of funding the work package/activity. Benefits relate to
measurable outputs, outcomes, and impacts observed from the work package/activities. However,
given the limited availability of data generated within the project in relation to the value of data
governance and access, it was recognized that any quantitative evaluation would be partial and at
best illustrative. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Pre Experimental Agriculture 7 Figure 2. Combining the framework. Source: authors’ model. Figure 2. Combining the framework. Source: authors’ model. To improve the quality of the data collection process, the results from the first round of inter-
views, which were structured on the Five Safes framework, were mapped against the theory of
change developed for each sub-project. To improve the quality of the data collection process, the results from the first round of inter-
views, which were structured on the Five Safes framework, were mapped against the theory of
change developed for each sub-project. Mapping the two distinct but interlinked frameworks (Five Safes and CBA) provided a more
comprehensive overview of the potential impacts of each of the projects/activities and the mech-
anisms through which the value is created. Quantitative framework This then helped shape data collection by guiding the remaining interviews and informing the
development of the questionnaire. This iterative process, illustrated in Figure 2, ensured that the
quantitative and qualitative approaches both informed and were informed by both analytical
frameworks. A detailed questionnaire was developed to gather quantitative data on the potential value of
data governance. To limit respondent burden, questionnaires were personalized: questions were
only asked of respondents on the parts of the project for which they had prior knowledge. Participants were informed any information provided would be confidential, with all question-
naires coded for analysis and then destroyed. Results were only reported at the aggregate level. The questionnaire was sent out to 12 experts with knowledge of particular aspects of the pro-
gramme; eight were returned. While recognizing that this is a small sample, given that all who
were surveyed were experts in at least some aspect of the project, including one project manager,
the quality of the data collected was expected to be high. The experts were asked to respond to all questions in their personalized questionnaire, even if
uncertain about the estimates. To account for different levels of certainty, the questionnaire asks
how confident the respondents are in the accuracy of the answers. This was used to weight any
aggregate estimates when combined with other responses. Given the potential language and cul-
tural challenges (the questionnaire was written in English but would be completed by mainly
Ethiopian experts) the following additional support was provided: • A guide created on how to complete the questionnaire, including worked exam • Questionnaire piloted and supporting guide reviewed by CABI staff in UK • Full questionnaire and support documents reviewed by CABI Ethiopian staff ahead of
circulation • You Tube video created with an overview of the project, its aims and instructions for com-
pleting the questionnaire • CABI Ethiopian staff provided support on the ground to the experts completing the
questionnaire. Safe projects
Challenges The full value of the project would only be achieved in the long term: For example, the inter-
views revealed that the genesis of the project went back to when the government was preparing its
10-year Soil Health and Fertility Improvement Strategy. In particular, the interviewees identified
three main issues that needed to be addressed: • absence of comprehensive datasets to develop evidence-based strategy • absence of comprehensive datasets to develop evidence-based strategy • data collected through public funds remained with researchers and were not necessaril
shared • data were collected in different formats, for different purposes, and quality was not
consistent. The inference is that, at least from the government perspective, the full value of the project will
only be achieved once all three issues are resolved. Value is multifaceted and means different things to different people: The interviews revealed
that there was no agreed definition of value and therefore how it should be measured. What was
clear, however, was that stakeholders interpreted this concept to be multifaceted and much wider
than just financial and economic. Much of the value is generated by intangible mechanisms that do not lend themselves to
quantification: For example, interviewees believed that considerable value was being generated
due to a change in culture. The new culture that the project was encouraging individuals and
organizations to exchange data and consider a more formal process for doing so. It is challenging to set the boundaries of where value is created appropriately: The clearest
example of this was when stakeholders identified spill-overs beyond the scope of the original proj-
ect, particularly in relation to the wider agriculture sector. The inference is that the indirect value
could be considerably larger than the direct value of the project itself. Institutional challenges: Political and institutional instability, delays caused by institutional
arrangements, and a stakeholder engagement plan that was too narrow were all cited as potential
challenges to maximizing value. For example, there was some evidence of dissatisfaction in plan-
ning delays as a result of debates about whether to include data for the whole of the agricultural
sector. Eventually, it was agreed that policies were to be limited to the agronomy sector, allowing
for lessons learned to be applied later to the broader agricultural sector. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Safe projects
Challenges Value and ethics: In order to maximize the value of this project, while ensuring the project
adheres to the highest ethical standards, it is important that there is engagement with a diverse
set of stakeholders. The challenge with stakeholder engagement is that it is time consuming and
potentially costly. The evidence here, however, is that with more time and with wider engagement,
particularly in relation to regional policymakers, practical and ethical concerns can be identified
and addressed in order to maximize value. Results: qualitative study The results from the interviews are summarized below under the heading of the Five Safes and are
discussed in terms of challenges, best practice, and then implications for quantitative assessment. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. 8 Challenges g
Targeted engagement: Interviewees commented on the need to identify and work with high rank-
ing officials to champion the project but also highlighted the importance of identifying key “block-
ers.” These had the potential to become “powerful advocates for the policy itself” once their issues
were addressed. Attendance of the “right people” from donor organizations and international
project partners was important in building momentum and attracting a diverse set of local
stakeholders. National and regional governance: The issue of federalism was a recurring issue within the
interviews. The regional structure in Ethiopia is very important both institutionally and culturally. Training would not only be needed at the national level, but there would also need to be training
focused on upskilling researchers in managing local datasets; these can then be combined to piece
together the regional and national pictures. Implications for quantitative assessment Implications for quantitative assessment • Recognition that any quantitative assessment will be limited as only certain aspects of value
can be quantitatively measured. • Recognition that any quantitative assessment will be limited as only certain aspects of value
can be quantitatively measured. q
y
irect impact of value will need to be tightly defined. y
• The direct impact of value will need to be tightly defined. • The direct impact of value will need to be tightly defined. • Indirect impacts should be included while recognizing they may be inaccurately estimated • Indirect impacts should be included while recognizing they may be inaccurately estimated. • The timing of the evaluation means that only the short-term value can be accurately
measured. • Indirect impacts should be included while recognizing they may be inaccurately • Indirect impacts should be included while recognizing they may be inaccurately estimated. • The timing of the evaluation means that only the short-term value can be accurately
measured. • The timing of the evaluation means that only the short-term value can be accurately
measured. • Attempts should be made to quantify the contribution of both tangible (e.g. training events/
workshops) and intangible (e.g. trust) mechanisms that contribute to overall value. This
observation is only listed here but is equally supported by the findings from other domains
(safe people, safe settings, safe data). • Attempts should be made to quantify the contribution of both tangible (e.g. training events/
workshops) and intangible (e.g. trust) mechanisms that contribute to overall value. This
observation is only listed here but is equally supported by the findings from other domains
(safe people, safe settings, safe data). https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Best practice Legacy effects: An unexpected spill-over effect was that the informal coalition created had a life
beyond the project and was able to contribute to the evidence base needed to address other con-
temporary challenges such as the Covid 19 pandemic. This illustrates the difficulty of ascertaining
value; a solution to improve data governance in the agronomy sector of Ethiopia found a substan-
tial secondary purpose supporting the wider economy. Building a diverse coalition: The project was able to build a coalition of international,
national, regional, and local stakeholders which safeguarded that the project adhered to the high-
est ethical standards. Experienced government and non-government stakeholders ensured that the
correct skills, knowledge, and levels of influence were in place to deliver the project, while https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Experimental Agriculture Experimental Agriculture 9 9 combining experienced international and local institutions ensured that learning from previous
projects was also taken into consideration. combining experienced international and local institutions ensured that learning from previous
projects was also taken into consideration. Best practice
l Local ownership and empowerment: One significant development in the project was the forma-
tion of the “Coalition of the Willing” (CoW). Initially, this included 26 participants from 17 major
research institutions in Ethiopia; over time, this grew to approaching 100 members. This was set
up by researchers to inform the development of the data sharing policy, demonstrating the value
of sharing by doing so. This had the direct effect of creating local ownership of the project,
improving communication between stakeholders, ensuring buy-in for the project goals, and pro-
viding a forum for momentum about the project to be generated. Top-down, bottom-up: The project also drove forward the “top-down” development of the
Soil and Agronomy Data Sharing Policy in partnership with the Ethiopian government; tight feed-
back loops between these approaches benefited the project. It also helped that the CoW fed
directly into the government taskforce. Indeed, several individuals were members of both. This
“bottom-up” and “top-down” approach is mutually reinforcing, in a dual approach of incentive-
and-sanction working in tandem. The incentive demonstrates what can be achieved when working
together; this gives impetus for the sanction (national data sharing policy) to be developed, to
encourage those not actively participating. The CoW in particular contributed to the “bottom-
up” approach by driving forward localized data sharing initiatives. It worked because there
was a clear incentive for individuals to take part, inasmuch as they would be given access to other
members’ data. oi.org/10.1017/S0014479721000314 Published online by Cambridge University Press 10 Damian Whittard et al. Building trust: The necessity of building trust (especially between international organizations
and local stakeholders), forming strong relationships, and empowering stakeholders was clearly
key to developing and potentially implementing the policy. To address long-held cultural and
social norms (e.g. in Ethiopia, historically information had been shared as a result of personal
relationships rather than through any systematic process), it was important to empower stake-
holders to develop their own solutions. Co-created solutions were enabled through an agile
and flexible approach to managing the project. The project team also had a significant role in
building capacity through the identification of skills gaps and then co-developing materials
and workshops to fill such gaps. g
Upskilling: Much of the focus on training was for the long-term sustainability of the project
which would ensure that individuals were trained to use data effectively and securely. Best practice
l In order to
do this, the project identified key individuals who could be trained up, who in turn would be able
to share the knowledge within their institutions and with future generations. Implications for quantitative assessment g
Challenges g
Development of culture and systems: The principle of appropriate access was central to the
development of the policy. Safe settings are often considered a technical or process matter. However, the evidence here pointed to the need for this to be accompanied by a cultural shift
in relation to data access in Ethiopia. Prior to the commencement of the project, data sharing
was often only advanced by the use of official letters to request that data be made available
for a particular purpose. This process potentially created bottlenecks, particularly for those data-
sets where this level of formality may not be required. The evidence was that this project had
shifted perceptions of at least some organizations. p
p
g
Supporting framework conditions: The interviewees commented that investment in technol-
ogy could automate data sharing efficiently and securely. However, some questioned the scope for
automation and suggested the need for further investment in people and skills to build capacity to
support and administer the technical solutions. Within the Ethiopian setting, the evidence sug-
gested that investment in technology was not the problem, but the relevant framework conditions
(e.g. legal, institutional, procedural) require adaptation. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Implications for quantitative assessment • Potential to estimate the value regionally as oppose to just nationally: given the importance of
the regional structure, additional benefit could be generated if regional estimates of the value
were provided (but given the limited data this was judged to be beyond the scope of
this study). • Potential to estimate the value regionally as oppose to just nationally: given the importance of
the regional structure, additional benefit could be generated if regional estimates of the value
were provided (but given the limited data this was judged to be beyond the scope of
this study). Best practice Technology: Within the project, interviewees suggested that the technology was either already
available within Ethiopia or easy to acquire. As such, they stressed the need to look beyond
the technical solutions. The suggestion was that in future, the role for CABI in Ethiopia would
be to provide advice around infrastructure, connectivity, and the minimum requirements to
enable data sharing in line with policy and procedures. Knowledge transfer: One way to develop a safe model of delivery is to learn from other insti-
tutions who have similar data handling needs. In support of this aim, the discussion pointed to
Members of CoW visiting the Bangladesh Soil Resource Development Institute to learn how it
uses a safe setting to manage restricted-access data. Experimental Agriculture Experimental Agriculture 11 Implications for quantitative assessment Implications for quantitative assessment Implications for quantitative assessment • Technology is a considerable cost and can be directly measured, but complementary human
skills may be harder to assess. • Technology is a considerable cost and can be directly measured, but complementary human
skills may be harder to assess. • There are potentially significant indirect costs in relation to developing the supporting
framework conditions; however, these have been judged to be beyond the scope of this
analysis. • There are potentially significant indirect costs in relation to developing the supporting
framework conditions; however, these have been judged to be beyond the scope of this
analysis. Challenges Expertise in data governance: The interviewees highlighted the fact that much of the success of
the project was driven through local empowerment; however, much of this expertise was in soil
and data science, rather than data governance and access. As such, it was highlighted that it was
important to bring in additional (international) expertise to help upskill capacity in relation to the
safe management of data. Supporting framework conditions: The supporting framework conditions were highlighted as
requiring modification. For example, the lack of consistency in data standards was considered a
barrier to sharing data. However, there was some progress on developing harmonized standards
and protocols; an example was cited of core treatments being standardized across a number of
individual experiments. Some highlighted a lack of trust in institutions, people, and systems as
additional barriers; others identified legal and technical issues, while the federal institutional setup
posed its own additional challenges. The interviewees recognized the need to shift toward a culture
of more open data, and it was suggested that, as a result of the project and its wide engagement,
there had been progress in this area. p
g
Shared understanding: Lack of clarity over terminology was identified as a limitation, partic-
ularly around the different dimensions of data (e.g. accuracy, completeness, consistency, timeli-
ness, validity, etc.). This prompted suggestions to develop a clear language and clear definitions. This would include key concepts such as what is an identifier and what variables have statistical
value. Using internationally accepted frameworks, such as findable, accessible, interoperable, re-
usable data, can help develop a shared understanding that can be applied in multiple contexts. Interviewees also pointed to the lack of clarity over those datasets that should be funded, collected,
and maintained nationally, compared to those that are only required and collected locally. Being
able to clearly identify the former would be helpful. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Best practice
l Local ownership and empowerment: Local empowerment and ownership were highlighted as
important factors. For example, a data sharing task force was formed with the primary objective
of developing “informal” guidelines for data access and sharing. It was hoped that the task force
could add value to the project by advising on issues around data quality, accessibility, and gover-
nance procedures, while the group was also seen as being an important influence on the national
soil and agronomy data sharing policy. Implications for quantitative assessment nforcing the need for clear definition of terms and agreement on what is/is not measurab Safe outputs
Challenges Best practice Top-down, bottom-up: Once again, the top-down, bottom-up approach was recognized as being
important for this domain. The interviews discussed a dual approach using both incentives and sanc-
tions. Promoting the value of safe outputs can act as the incentive to complement the legal sanction to
enforce compliance from those yet to be convinced by the incentive. Interviewees stressed the importance
of being able to demonstrate the value of how data collected at a local level can be combined into impor-
tant national datasets. For example, workshops were used to present the results of using large datasets. Implications for quantitative assessment • Research outputs (i.e. papers) are directly measurable. • Research outputs (i.e. papers) are directly measurable. • Where possible, it is important to measure activities in relation to developing human capital
(e.g. training events/workshops). • Where possible, it is important to measure activities in relation to developing human capital
(e.g. training events/workshops). (e.g. training events/workshops). Input costs: data gathered from financial reports The costs presented in Table 4 provide a high-level overview of the inputs for: (1) the CoW and (2)
activities undertaken to support the establishment of a national IT host for a centralized data
repository (SIRM). Given the uncertainty with the coverage of the data, these input costs should
be seen as indicative. Input costs of activities in relation to improving data governance and data access in the SSHI
project were approximately US$640 000. To return a positive net benefit, total benefits would need
to exceed this figure. Safe outputs g
Human capital development: Experience in confidentiality protection was mixed; some reported
work on implementation being well advanced, while others suggested that progress was less https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. 12 developed, as they were considered second-order issues. This is potentially an issue, as ensuring
that outputs are safe and confidentiality maintained is hugely important to build trust in the
process. Given the sensitivities of working with different types of data, it is important for clear data
standard controls to be set and enforced. Training in disclosure checking was not practiced,
but there was support for training to maximize the value of statistical analysis. Much of this
was “on the job” rather than formal training. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Results: quantitative study The following section details the results of a CBA. In this section, we use this framework to illus-
trate how assessments may be made, generating some exploratory estimates as part of the illus-
tration (for full details of assumptions made, see Supplementary Table S2). Input costs: data gathered from financial reports Figure 3. Direct internal value by activity. Source: authors’ calculations. Figure 3. Direct internal value by activity. Source: authors’ calculations. 2DIV = estimates of direct internal value; Ps = number of people attending event, by sector (six); HRs = hourly wage rate,
by sector; A = number of activities attended; H = hours of attendance. Benefits: data gathered from questionnaire Output: direct internal value p
Estimates of direct internal value (DIV) are calculated by multiplying the number of activities (A)
undertaken (e.g. workshops) by the number of people from each sector (broken down by six sec-
tors) who have engaged with the event (Ps), hourly wage rate for the sector (HRs), and length of
time in engagement, measured in hours (H). The assumption that underlies this value is that the
expected value from the event is at least as high as the cost of the individual attending the event
(measured in this case by paid-for hours). This may be an overestimate as: (1) individuals may be
under pressure to attend, (2) individuals are attending to claim “per diem” expenses, (3) individ-
uals may not consider the cost to their employer of attendance, and (4) the real value gained may
be systematically lower/higher than the direct measure calculated. For example, using this meth-
odology activities with large numbers of participants are always recorded as being of greater value
than events with small numbers of participants, regardless of the outcome. Experimental Agriculture 13 Equation 1: Direct Internal Value2
DIV
X
6
PSs × HRs × A × H
Table 4. High level breakdown of input costs, November 2018–July 2020
Expense category
Amount USD
Capacity building – training**
$272,253.09
Capacity building – facilities (IT facility for ESRI/SIRM)
$157,115.14
Consultants
$145,839.49
Workshops
$47,648.28
Travel
$13,186.81
Grand Total
$636,042.82
Source: GIZ. Figure 3. Direct internal value by activity. Source: authors’ calculations. Experimental Agriculture
13 Table 4. High level breakdown of input costs, November 2018–July 2020
Expense category
Amount USD
Capacity building – training**
$272,253.09
Capacity building – facilities (IT facility for ESRI/SIRM)
$157,115.14
Consultants
$145,839.49
Workshops
$47,648.28
Travel
$13,186.81
Grand Total
$636,042.82
Source: GIZ Table 4. High level breakdown of input costs, November 2018–July 2020 https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Equation 1: Direct Internal Value2 DIV
X
6
s1
PSs × HRs × A × H Benefits arise from added value over and above that directly funded by the project. The total DIV
was therefore allocated between those on the project payroll (labeled as funded) and those external
to the project (labeled as unfunded). Benefits arise from added value over and above that directly funded by the project. The total DIV
was therefore allocated between those on the project payroll (labeled as funded) and those external
to the project (labeled as unfunded). Figure 3 records the DIV of nine activities measured. In total, it shows that they generated over
US$353 000 DIV. Over 95% of the DIV was added value to the project as it accrued to individuals
external to the project – this is shown by the orange (unfunded) segment of the graph, while 54%
of the total overall benefit was generated by just one activity – CoW. Output: indirect internal value 3NTS = net time saved; TSw = time saved, weighted average; ETNw = extra time need, weighted average; AHW = average
hourly wage (AHW); HWs = hourly wage, by sector.
*All weightings are apportioned by the level of confidence recorded by each respondent in the accuracy of their estimate. Output: indirect internal value Indirect internal value (IIV) was estimated through asking project experts (including some, but
not limited to, those individuals interviewed as part of the qualitative framework) to judge how an https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. Damian Whittard et al. 14 Table 5. Indirect internal value
Time saving
(days)
Extra time
needed (days)
Net time saving
(days)
Value of time
saved (US$)
Inception workshop
141
–
141
9,610
Sub-grant agreement
65
–
65
4,453
Open data sensitization workshop
60
–
60
4,082
Coalition of the willing
142
10
132
8,980
Consultation workshop on data access and
sharing
105
–
105
7,175
Data sharing task force
84
–
84
5,745
Organizational structure stakeholder
consultation workshop
60
–
60
4,082
Human capacity and development
60
–
60
4,082
Total
719
10
709
48 209
Source: authors’ calculations. Table 5. Indirect internal value activity affected the delivery of subsequent activities within the project. They were asked to esti-
mate the time saved and/or extra time needed of individuals working on the project as a result of
each activity. For example, the experts judged that if the inception workshop had not been held,
other work packages would have taken longer to complete – this was estimated to be the equiva-
lent of one person working 141 days. activity affected the delivery of subsequent activities within the project. They were asked to esti-
mate the time saved and/or extra time needed of individuals working on the project as a result of
each activity. For example, the experts judged that if the inception workshop had not been held,
other work packages would have taken longer to complete – this was estimated to be the equiva-
lent of one person working 141 days. Respondents were then asked to attribute this increase or decrease to one of seven potential
reasons for the time saving and/or extra time needed (i.e. trust, champions, blockers, culture, data
governance knowledge and skills, consistency of data and other), identified in the qualitative
research. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Output: indirect internal value n 2: Indirect Internal Value3 Equation 2: Indirect Internal Value3 NTS TSw ETNw
AHW
X
6
s1
HWs 6
IIV NTS × AHW IIV NTS × AHW IIV NTS × AHW Due to a lack of responses to this particular question, there were insufficient data to generate IIV
estimates for International Exposure Visits; estimates for all other activities are presented in
Table 5. Due to a lack of responses to this particular question, there were insufficient data to generate IIV
estimates for International Exposure Visits; estimates for all other activities are presented in
Table 5. Every category contributed to an indirect time saving, in total equivalent to 719 person-days. The single largest net contributor was the inception workshop, demonstrating the importance of
this event in engaging the local community to support the project. The experts were asked to apportion their estimates of the time saved to the mechanism
through which it was most likely to occur. Figure 4 provides proportions of the time saved
(719 days) attributed to the different mechanisms. As such, the total for all activities totals 100%. In support of the importance suggested in the qualitative interviews, working with
“Champions” was judged to accounted for over a quarter (28%) of the IIV time saving estimated
in Table 5 – this equated to nearly 200 days. Change in the culture toward more open data and an
increase in trust between stakeholders were estimated to account for 22% (156 days) and 15% (106
days) of the IIV, respectively. What is of particular interest about these two indicators is that any https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press positive change in culture and trust would be expected to extend past the length of the project and
h
f
l
i
Thi ill
f h diffi
l i
f
h
Figure 4. Weighted average of the proportion of time saved allocated to the reason for the time saving. Source: authors’
calculations. Table 6. Publications produced
Guidelines
Policy report
Mapping report
Journal article
Not specified
Total
Sub-grant agreement/CoW
2
1
1
15
19
Data sharing task force
1
1
2
Source: authors’ calculations. Experimental Agriculture
15 Experimental Agriculture 15 Table 6. Publications produced Table 6. Publications produced
Guidelines
Policy report
Mapping report
Journal article
Not specified
Total
Sub-grant agreement/CoW
2
1
1
15
19
Data sharing task force
1
1
2
Source: authors’ calculations. Output: indirect internal value Total cost and benefits concept, mean that the estimates here should only be considered as illustrative. Given these cav-
eats, Table 7 summarizes the following results. concept, mean that the estimates here should only be considered as illustrative. Given these cav-
eats, Table 7 summarizes the following results. The case study results suggested that, on a direct cost measure, the SSHI data governance activ-
ities yielded a negative net return of US$234 542 (column 3). These figures reflect the monetized
direct measurable net benefit for the project. The net return, however, does not include non-monetized benefits (column 4–5), including
indirect benefits and longer term spill-over effects. In fact, Whittard et al. (2021) in the full
SSHI evaluation report that inclusion of relatively few un-monetized benefits is sufficient to gen-
erate a positive return, for example, valuing academic publications (column 4) on cost basis. During the qualitative interviews, the respondents indicated that the overall impact of
improved data governance and access was likely to generate wide-ranging spill-over impacts,
potentially way beyond the soil and agronomy sector. Given the challenges of estimating a mone-
tary value for these, the research team limited their analysis to estimating a long-term impact score
based on likelihood and potential impact (column 5) – for more detail see Whittard et al. (2021). Any score over 6.25 indicates a positive spill-over is likely and/or will be impactful, and the
strength of the likelihood and/or impact is related to the size of the estimate (25 being the maxi-
mum score). Therefore, the results reported in column 5 indicate substantial positive spill-over
effects, both within the soil and agronomy sector, but also on the wider economy itself. This would
be a pure gain for Ethiopian society from the project if the direct benefit were positive or close
to zero. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Output: indirect internal value Figure 4. Weighted average of the proportion of time saved allocated to the reason for the time saving. Source: authors’
calculations. Figure 4. Weighted average of the proportion of time saved allocated to the reason for the time saving. Source: authors’
calculations. positive change in culture and trust would be expected to extend past the length of the project and
therefore generate longer-term impacts. This illustrates one of the difficulties of assessment where
structural change is concerned. Intermediate outcomes: external tangible value Given the need for the evaluation to be proportionate and the limited availability of data, the
(tangible) outcomes were limited to just measuring publications produced as a result of these
activities (some of which will be published in the special edition of Experimental Agriculture). The strength of this approach is that the output is tangible and measurable, and can be directly
attributed to the activity. A further step could attempt to monetize the value of the publications,
but, given the limited information available on the quality of each publication at the time the
evaluation was completed, the authors judged that any such estimation approach would lack
validity. As well as not directly monetizing the value of the output, the main weakness with this
approach is that it does not capture the full indirect outcomes (e.g., publications leading to
changes in policy and practice which result in the generation of additional value). Therefore
in terms of a traditional CBA, this approach is an underestimate of the true benefit (assuming
outcomes are generally positive). g
y p
)
Table 6 lists the 21 publications produced as identified by the experts. The challenges in defining and accounting for data governance and access elements of the SSHI
projects, and the difficulties of quantifying and monetizing what potentially is an unquantifiable Damian Whittard et al. 16 Table 7. Total cost and benefits
Activity
Monetized benefits (columns 1–3)
Non-monetized additional benefit
(columns 4–5)
Cost
(US$)
Benefit (US$
and net time
saved)
Net cost/
benefit
(US$)
Additional
benefit
(number of
publications)
Long-term impact
score (likelihood
multiplied by
impact)
Input: project expenses
636 042
Output: internal direct value
353 291
Output internal indirect value
48 209 (709
days)
Intermediate outcomes
21
Impacts: soil and agronomy sector
17
Impacts: wider agricultural sector (excluding
agronomy sector)
12
Impacts: other sectors
7
Total
636 042
401 500
-
234 542
21
–
Source: authors’ calculations. Table 7. Discussion This report has described both a framework for the evaluation of data governance and the results
of applying that framework to a real-world project. The development of the framework was an
iterative process, with multiple evaluation structures tried and rejected before the final framework
was agreed. The framework was most useful in providing a structure for qualitative data collection. In this
phase, the use of experts was essential. Those individuals had in-depth knowledge and so were best
placed to provide quantifiable estimates as required. As the experts are likely to have a
vested interest in the success of the schemes being evaluated, they may have an incentive to https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press 17 Experimental Agriculture over-emphasize the benefits and underplay the costs. In practice, the approach taken attempted to
limit this effect as much as possible by asking experts to provide “contextual and factual” infor-
mation: what happened, what led to something else, what stopped something happening. This
information then allowed the evaluation team to draw the conclusions about costs and benefits. In addition, to encourage open and honest answers the authors expended considerable effort prior
to interviews to reassure the experts about the nature of the evaluation: that this was a genuine
attempt to explore understand and explain, rather than an exercise in monitoring. The quantitative data analysis followed a more conventional “theory of change model”
approach, but with a conscious decision to limit outputs to what was sensible and meaningful
to measure. Evaluations need to make much use of assumption and extrapolation, because mea-
surement data are missing or impossible to monetize. This is particularly true when the outputs
are intangible, the project generates spill-over (indirect) effects, or the benefits are likely to arrive
in the future. For evaluating the impact of data and data governance, all three of these challenges
are present. p
As such, in this type of evaluation the authors could have kept identifying, and monetizing,
additional potential benefits, until the end result of the evaluation becomes positive. This would
not have necessarily been duplicitous, especially when there is no clear limit as to what is in and
out of scope, but inevitably there would be much uncertainty as to the quality of the estimate. Discussion Apart from appeasing funders and certain stakeholders, this approach can be criticized as it pro-
vides very little useful information in terms of lessons learned; however, the supportive qualitative
approach does this. For this project, the decision to limit the quantitative evaluation to “measurable” items was a
conscious choice. This yielded the finding that the SSHI project did not appear to generate a posi-
tive return on the investment. The evaluation also identified a very large number of benefits that
were not deemed measurable; with a few assumptions, a positive overall return could be generated. By not taking this last step, the evaluation effectively says “These are observable benefits and cost
we could identify, and the direct gain or loss; these are additional effects which generate additional
but unmeasurable benefits; the choice of whether the project is currently worthwhile can now be
considered with reference to this evidence.” This seems a more honest approach when the outputs
and impacts are intangible, diffused across society, dynamic, and persistent over time. Moving from a definitive “number” to represent the value of the investment, toward a more
nuanced evaluation of what the investment has produced, has one further advantage. It may
reduce the incentive for boosting benefits and downplaying costs, as the “value” no longer rests
solely on measurable effects. This may also lessen the impact of optimism bias, by placing more
stress on interpreting results rather than taking them as definitive. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Next steps In this paper, we have focused on developing a new methodological approach to the valuation of
data governance. Although we did develop specific results, in some ways this project can be seen as
a “proof-of-concept.” We propose two measures in particular that would help to develop a prac-
tical tool for evaluation and implementation of good data governance. The first is the improved collection of effective information to inform the evaluation. It is a
standard lament of every evaluation, that there is “not enough data,” and that more should be
done to design in the collection of evaluation data from the project start (Alves et al., 2021). Often this can just mean considering “what inputs/outputs can we measure and cost?”
However, this project has demonstrated the limitations of focusing on measurable metrics, the
importance of recognizing the limits to measurement and the value of understanding context. We propose the use of expert opinion early on to inform and direct the evaluation strategy,
and to identify what is usefully measured and what is important but perhaps unmeasurable. oi.org/10.1017/S0014479721000314 Published online by Cambridge University Press 18 Damian Whittard et al. Second, the Five Safes was originally designed to create a simple language and framework for
thinking about data governance decisions. Embedding this into strategic planning would encour-
age decision-makers to build on established tools and good practices which use the framework, as
well as providing a ready-made structure for evaluation. The use of a recognized framework may
also help to encourage trust between data partners as governance arrangements become more
transparent. p
Third, although the focus of the paper was primarily about developing and testing a framework
to estimate the value of data governance and access in agriculture projects in developing countries,
by applying the framework to the SSHI project in Ethiopia, inevitably we are also able to comment
on the potential to drive this process forward. p
p
Within Ethiopia, it is clear that there is a sizeable amount of agriculture data, and improved
coordination and access to it has the potential to enhance evidence-based research which in turn
can lead to better policy decisions. Our evidence shows that building trust between government
bodies and researchers is, and will continue to be, central to the success of any such initiative. Next steps Therefore, as well as its usefulness for evaluation purposes, the authorities may wish to consider
building capacity regarding the implementation of Five Safes framework. This framework has
been adopted worldwide as it is engenders trust by creating an environment to maximize the
use of detailed data, while keeping data secure at all times. In terms of operationalizing the
Five Safes framework, best practice suggests that the government may wish to establish a review
board to evaluate data request applications from potential researchers. This should be supported
by the development of survey design and data collection guidelines, in order to ensure the collec-
tion of high quality data which is consistent across different surveys. By focusing on improving the
coordination between data collection groups, this has the potential to standardize data sources,
reduce data redundancy, and increase efficiencies. Indeed, the CADRE project (McEachern, 2021)
provides detailed guidance on this. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Conclusion Work on valuing data and data governance is still in its infancy, and there is no agreed or domi-
nant typology. Data governance impacts are intangible: likely to generate many spill-overs; likely
to have more effects in the long term than the short; and likely to be very dependent on how they
interact with the rest of society. However, this study demonstrates that a novel mixed-methods
approach combining a traditional CBA framework with qualitative framing can generate insight-
ful and meaningful results. The case study of SSHI demonstrates the new approach is workable,
even if there is much to be done on refining it. The use of the Five Safes provided some consistency with the wider data governance literature,
but the main value of it was providing a structure for the qualitative review. The expert input,
gleaned from interviews, allowed the evaluation team to identify the events and activities that
had an impact, and to generate the structure for the quantitative analysis. Throughout both qualitative and quantitative analysis, the emphasis was on identifying
impacts, outcomes, and causes, rather than measuring them. This is a break from the traditional
cost–benefit approach, where having a final value of whether an investment generates a positive
return is the prime driver. However, when dealing with an activity as nebulous as data governance,
there is value in limiting the reliance on quantitative analysis and increasing the emphasis on
identifying exactly what has happened without the need to monetize it. Some of the challenges of traditional evaluations remain: timing (too late to start data collec-
tion, too early to identify benefits), optimism, and other biases, the need to make strong assump-
tion even when limiting oneself to measurable activities. The estimates generated for this report
are exploratory and tentative, being based on a small number of data points, highly subjective
answers, and some very broad assumptions about costs and benefits. Nevertheless, we believe they 19 Experimental Agriculture Experimental Agriculture provide a useful illustration of how something as nebulous as the return on investments in data
governance may be measured. There is almost no literature on this to date – which means,
amongst other problems, that there are no other studies to compare our findings with – but
we expect this will open up opportunities for future research in this area. Conclusion One important finding is the importance of working with organizations, teams, and individuals
who are open, prepared for challenge, and ready to explore many pathways, many of which lead
nowhere. This approach was embraced by the various teams and individuals involved with the
process as we attempted to identify suitable projects and frameworks to test before alighting
on our chosen approach. Supplementary Material. For supplementary material for this article, please visit https://doi.org/10.1017/S0014 Acknowledgements. The authors would like to thank all the stakeholders who participated in the development of the evalu-
ation framework and assisted in its application. In particular, we would like to thank the many experts who invested their
valuable time to take part in the interviews and surveys. Financial Support. This study was supported by the Centre for Agriculture and Bioscience International (CABI) and the Bill
& Melinda Gates Foundation. Conflicts of Interest. None. References Alves K., Tava F., Whittard D., Green E., Beata Kreft M. and Ritchie F. (2021). Process and Economic Evaluation of the ODI
R&D Programe. London: Open Data Institute. Baker J.L. (2000). Evaluating the Impact of Development Projects on Poverty: A Handbook for Practitioners. Washington, DC:
The World Bank. Baranchuluun S., Bayanjargal D. and Adiyabadam G. (2014). A cost benefit analysis of crop production with various
irrigation systems. IFEAMA SPSCP 5, 146–156. Belmana (2018). Interim Evaluation of the UK Research Partnership Investment Fund (UKRPIF) Programme. London:
Belmana. Bergemann D. and Bonatti A. (2018). Markets for Information: A Primer. CEPR Discussion Paper 13148. Available at https://
cepr.org/active/publications/discussion_papers/dp.php?dpno=13148# (accessed 29 October 2020). Carletto C., Jolliffe D. and Banerjee R. (2015). From tragedy to renaissance: improving agricultural data for better policies. Journal of Development Studies 51, 133–148, http://dx.doi.org/10.1080/00220388.2014.968140 Corrado C., Hulten C. and Sichel D. (2009). Intangible capital and US economic growth. Review of Incom
661–685. Hulten C. and Sichel D. (2009). Intangible capital and US economic growth. Review of Income and Wealth 55, Desai T., Ritchie F. and Welpton R. (2016). Five Safes: Designing Data Access for Research. Available at https://www2.uwe.ac. uk/faculties/bbs/Documents/1601.pdf (accessed 4 March 2020). European Data Portal (2017). The Economic Benefits of Open Data, Analytical Report 9. Available at https://data.europa.eu/
sites/default/files/analytical_report_n9_economic_benefits_of_open_data.pdf (accessed 29 October 2020). GODAN (2016). Ownership of Open Data: Governance Options for Agriculture and Nutrition. Oxford: Global Open Data for
Agriculture and Nutrition. GODAN (2018). Digital and Data-Driven Agriculture: Harnessing the Power of Data for Smallholders. Oxford: Global Open
Data for Agriculture and Nutrition. Gotsch N. and Burger K. (2001). Dynamic supply response and welfare effects of technological change on perennial crops: the
case of cocoa in Malaysia. American Journal of Agricultural Economics 83, 272–285. HM Treasury (2007). The Magenta Book: Guidance Notes for Policy Evaluation and Analysis. London: HM Treasury (Magenta
Book Background Papers). HM Treasury (2018a). The Economic Value of Data: A Discussion Paper. Available at https://assets.publishing.service.gov.uk/
government/uploads/system/uploads/attachment_data/file/731349/20180730_HMT_Discussion_Paper_-_The_Economic_
Value_of_Data.pdf (accessed 30 April 2020). HM Treasury (2018b). The Green Book: Central Government Guidance on Appraisal and Evaluation. London: HM Treasury (2018b). The Green Book: Central Government Guidance on Appraisal and Evaluation. London: HM Treasury. KPMG-Atkins (2021). The Value of Information Management in the Construction and Infrastructure Sector. Available at
https://www.cdbb.cam.ac.uk/files/cdbb_econ_value_of_im_report.pdf (accessed 20 July 2021). KPMG-Atkins (2021). The Value of Information Management in the Construction and Infrastructure Sector. Available at
https://www.cdbb.cam.ac.uk/files/cdbb_econ_value_of_im_report.pdf (accessed 20 July 2021). Lateral Economics (2014). References Open for Business: How Open Data can Help Achieve the G20 Growth Target. Redwood City:
Omidyar Network. https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press Damian Whittard et al. 20 Lemaga B., Sekitto I., Nsumba J., Natabirwa H., Namutebi A., Owarwi C. and Tindiwensi C. (2005). Cost Benefit Analysis
of Sweetpotato-Based On-Farm Enterprises in Central Uganda. Kampala: PRAPACE (The Regional Network for
Improvement of Potato and Sweet potato in East and Central Africa). Lio M. and Liu M.-C. (2006). ICT and agricultural productivity: evidence from cross-country data. Agricultural Economics 34,
221–228 Mawer C. (2015). Valuing Data is Hard, Silicon Valley Data Science Blog Post. Available at https://www.svds.com/valuing-
data-is-hard/ (accessed 29 October 2020). McEachern S. (2021). Conceptualisation and Operationalisation of the Five Safes Framework. CADRE Project, Australian
National University. Available at https://zenodo.org/record/5748611#.Ya9d-9_LdhE (accessed 7 December 2021). McKinsey (2013). Open Data: Unlocking Innovation and Performance with Liquid Information. Available at https://www. mckinsey.com/business-functions/mckinsey-digital/our-insights/open-data-unlocking-innovation-and-performance-with-
liquid-information (accessed 29 October 2020). Mittal S., Gandi S. and Tripathi G. (2010). Socio-Economic Impact of the Mobile Phones on Indian Agriculture. Working
Paper, No. 246 Provided in Cooperation with: Indian Council for Research on International Economic Relations
(ICRIER). Available at https://www.econstor.eu/bitstream/10419/176264/1/icrier-wp-246.pdf (accessed 30 April 2020). Ngwenyama O. and Morawczynski O. (2009). Factors affecting ICT expansion in emerging economies: an analysis of ICT
infrastructure expansion in five Latin American countries. Information Technology for Development 15, 237–258. Nkang N.M., Ajah E.A., Abang S.O. and Edet E.O. (2009). Investment in cocoa production in Nigeria: a cost and return
analysis of three cocoa production management systems in the Cross River State cocoa belt. African Journal of Food
Agriculture, Nutrition and Development 9, 713–727. g
p
OECD (2019). Enhancing Access to and Sharing of Data: Reconciling Risks and Benefits for Data Re-Use Across Societies. Paris:
OECD Publishing. Otto B. (2011). Organizing data governance: findings from the telecommunications industry and consequences for large ser-
vice providers. Communications of the AIS 29, 45–66. PWC (2019). Putting a Value on Data. Available at https://www.pwc.co.uk/data-analytics/documents/putting-valueon-data. pdf (accessed 29 October 2020). Raitzer D.A. (2003). Benefit-Cost Meta-Analysis of Investment in the International Agricultural Research Centres of the
CGIAR. Prepared on Behalf of the CGIAR Standing Panel on Impact Assessment. Available at https://cgspace.cgiar.org/
handle/10947/197 (accessed 30 April 2020). Ritchie F. (2021). Microdata access and privacy: what have we learned over twenty years? Journal of Privacy and
Confidentiality 11, 1–8. https://doi.org/10.29012/jpc.766 (accessed 10 February 2021). Cite this article: Whittard D, Ritchie F, Musker R, and Rose M. Measuring the value of data governance in agricultural
investments: A case study. Experimental Agriculture. https://doi.org/10.1017/S0014479721000314 https://doi.org/10.1017/S0014479721000314 Published online by Cambridge University Press References Sain G., Loboguerrero A.M., Corner-Dolloff C., Lizarazo M., Nowak A., Martínez-Barón D. and Andrieu N. (2017). Costs
and benefits of climate-smart agriculture: the case of the Dry Corridor in Guatemala. Agricultural Systems 151, 163–173. Wd
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d Di
S (2020) Th V l
f D t
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b id
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tt I
tit t f
P bli P li Wdowin J. and Diepeveen S. (2020). The Value of Data. Cambridge: Bennett Institute for Public Polic Whittard D., Ritchie F. and Nyengani J. (2021). Measuring the value of improving data governance and access. Supporting
soil health interventions in Ethiopia. A Bill & Melinda Gates Foundation investment case study. Gates Open Research 5, 97. https://doi.org/10.21955/gatesopenres.1116786.1 Cite this article: Whittard D, Ritchie F, Musker R, and Rose M. Measuring the value of data governance in agricultural
investments: A case study. Experimental Agriculture. https://doi.org/10.1017/S0014479721000314
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Neonate with congenital mesoblastic nephroma surviving respiratory failure and pulmonary embolism at laparotomy
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Sri Lanka Journal of Surgery/Sri Lanka journal of surgery
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cc-by
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Keywords: Congenital mesoblastic nephroma,
pulmonary embolism, disseminated intravascular
coagulation encapsulated tumour occupying almost the whole
abdomen with the consistency of an “oily sponge cake”
seen originating from left kidney. The liver, bladder,
uterus and Fallopian tubes were normal. CASE REPORTS CASE REPORTS Introduction Suddenly, generalised bleeding and bradycardia
developed suggesting pulmonary air embolism leading
to DIC. Blood components were transfused and, the
operative field was filled with isotonic saline to
facilitate evacuation of pulmonary embolus. Surgery
was terminated and tumour remnant over-sutured. Resected tumour mass weighed 350grams. Approximately the same volume of tumour was left in-
situ. Congenital mesoblastic nephroma (CMN) first
described by Bolande et al in 1967 [1] is the commonest
neonatal tumour of renal origin comprising of 3-10% of
all childhood tumours [2]. Common modes of
presentation include abdominal mass, antenatal
diagnosis and features of para-neoplastic syndrome [3]. There are two main histological varieties; classic type
where nephroureterectomy is curative and atypical
(cellular) type with unpredictable natural history [2,4]. Tumour markers were done as advised by the oncologist
(serum βHCG: <0.1miu/ml(<1miu/ml), α fetoprotein:
776.1iu/ml(<25iu/ml). Histology revealed degenerated
tumour tissue and undifferentiated spindle cells with no
b l a s t e m a l o r e p i t h e l i a l e l e m e n t s . Immunohistochemistry was focally positive for
vimentin and, negative for SMA,PCK,CD10 and
MyoD1. The final diagnosis of CMN was made(4). We report a two day old developing severe cardio-
respiratory failure secondary to CMN, surviving
emergency tumour debulking laparotomy that was
complicated by pulmonary embolism and disseminated
intravascular coagulation (DIC). Subsequent
nephroureterectomy with total tumour clearance was
performed. To our knowledge there are no reports of
CMN with similar presentation in the world literature. Subsequent CT scan of abdomen showed tumour
remnant compressing the aorta and inferior vena cava
(Figure 1). Neonate with congenital mesoblastic nephroma surviving respiratory
failure and pulmonary embolism at laparotomy Neonate with congenital mesoblastic nephroma surviving respiratory
failure and pulmonary embolism at laparotomy 1
2
1
1
R. Ranawaka¹, A. Vithanage , P. Rathnayake , K. Hettiarachchi , N. Jayakody
1. Sirimavo Bandaranayake Specialised Children's Hospital, Peradeniya, Sri Lanka
2.Teaching hospital Kandy, Sri Lanka 1
2
1
1
R. Ranawaka¹, A. Vithanage , P. Rathnayake , K. Hettiarachchi , N. Jayakody
1. Sirimavo Bandaranayake Specialised Children's Hospital, Peradeniya, Sri Lanka
2.Teaching hospital Kandy, Sri Lanka 1
2
1
1
R. Ranawaka¹, A. Vithanage , P. Rathnayake , K. Hettiarachchi , N. Jayakody
1. Sirimavo Bandaranayake Specialised Children's Hospital, Peradeniya, Sri Lanka
2.Teaching hospital Kandy, Sri Lanka Keywords: Congenital mesoblastic nephroma,
pulmonary embolism, disseminated intravascular
coagulation Case An eighteen hour old baby with antenatal diagnosis of
“intraabdominal tumour” was transferred on
developing laboured breathing. Within hours she
required ventilatory support and cardiac inotropes. At re-laparotomy, well encapsulated tumour arising
from the lower pole of left kidney with firm and fibrotic
consistency found. Rest of the viscera were normal. Left nephroureterectomy with total tumour resection
was performed. Tumour weighed 400grams (Figure2). Ultra sound scan detected a large intra-abdominal mass
displacing other viscera. The left kidney was not
identified. Computerised tomography (CT) scan was
not accessible. Histology confirmed classic type CMN confined within
excision margins. She recovered completely and
remains well three months after surgery. Surveillance
USS is planned in three month's time. During emergency laparotomy a bosselated
The Sri Lanka Journal of Surgery 2014; 32(3): 44-45
Correspondence: R.Ranawaka
E-mail: rravibindu@yahoo.com During emergency laparotomy a bosselated During emergency laparotomy a bosselated 44 Figure 1. CT scan of abdomen after initial tumour debulking
laparotomy range from trivial reduction in platelet count and
prolongation of clotting time to fulminant DIC [5]. The
management includes correction of DIC with
transfusion of blood components and, evacuation of
pulmonary air embolus by filling the surgical field with
isotonic saline while continuing ventilation. Initial surgery leaving a residual tumour bulk could
theoretically be considered as tumour upstaging. Adjuvant therapy has a place in metastatic CMN but is
not described for classic type. Since complete tumour
clearance was confirmed histologically, surveillance for
tumour recurrence with regular imaging was planned. The rare experience of successful tumour excision after
complicated surgery in a neonate with no proper pre-
operative imaging and histology would be informative
to surgeons who experience similar surgical
emergencies. References Figure 1. CT scan of abdomen after initial tumour debulking
laparotomy 1. Bolande PP, Brough AJ, Izant RJ, Congenital mesoblastic
nephroma of infancy. Pediatrics 1967;40: 272–279 Figure 2. Specimen after total resection
Upper pole of Left Kidney 2. dos Santos LG, de Sousa J, de Carvalho R et al, Cellular
congenital mesoblastic nephroma: case report. Jornal
Brasileiro de Nefrologoa 2011;33:88-90 3. Minesh K, Horacio O, Michael AS, Congenital Mesoblastic
Nephroma Presenting with Neonatal Hypertension. Journal
of Perinatology 2005; 25:433–435 4. Argani P, Fritsch M, Kadkol S et al, Detection of the ETV6-
NTRK3 chimeric RNA of infantile fibrosarcoma/cellular
congenital mesoblastic nephroma in paraffin- embedded
tissue: application to challenging pediatric renal stromal
tumors. Modern Pathology 2000; 13:29-36 4. Argani P, Fritsch M, Kadkol S et al, Detection of the ETV6-
NTRK3 chimeric RNA of infantile fibrosarcoma/cellular
congenital mesoblastic nephroma in paraffin- embedded
tissue: application to challenging pediatric renal stromal
tumors. Modern Pathology 2000; 13:29-36 4. Argani P, Fritsch M, Kadkol S et al, Detection of the ETV6-
NTRK3 chimeric RNA of infantile fibrosarcoma/cellular
congenital mesoblastic nephroma in paraffin- embedded
tissue: application to challenging pediatric renal stromal
tumors. Modern Pathology 2000; 13:29-36 Figure 2. Specimen after total resection Figure 2. Specimen after total resection 5. Levi M, Ten Cate H, Disseminated intravascular
coagulation. New England Journal of Medicine 1999;
341:586–92. Discussion Pulmonary embolism could occur in surgery during
exposure of a large vascular surface. The manifestations Key points:
Pulmonary embolism could occur in surgery during exposure of large vascular surfaces.
Management includes filling the surgical field with isotonic saline while continuing ventilation and
correction of DIC.
Management includes filling the surgical field with isotonic saline while continuing ventilation and
correction of DIC. The Sri Lanka Journal of Surgery 2014; 32(3): 44-45 45
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Support for Lowering Cervical Cancer Screening Age To 25 for Women Living With HIV: Retrospective Cross-Sectional Programmatic Data From Botswana
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Research Square (Research Square)
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cc-by
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Support for Lowering Cervical Cancer Screening Age To 25 for
Women Living With HIV: Retrospective Cross-Sectional
Programmatic Data From Botswana Doreen Ramogola-Masire
(
doreen.masire@gma
University of Botswana
Surbhi Grover
Botswana U-Penn Partnership
Anikie Mathoma
University of Botswana
Barati Monare
Botswana U-Penn Partnership
Lesego Gabaitiri
University of Botswana
Lisa Bazzett-Matabele
University of Botswana
G Justus Hofmeyr
University of Botswana
Chelsea Morroni
Botswana-Harvard AIDS Institute Partnership
Rebecca Luckett
University of Botswana Conclusions: Younger WLWH in Botswana had a significant burden of CIN2+. This finding further supports lowering the screening age for WLWH from
30 to 25. Methods: A retrospective cross-sectional study of 5,714 participants aged 25 through 49 years who underwent VIA screening. VIA-positive women
received cryotherapy if indicated or were referred for colposcopy. Known cervical cancer risk factors, screening, and histological results
were extracted from the program database. We compared the proportions and association of VIA positivity and CIN2+ by age and HIV
status. Background: Women living with human immunodeficiency virus (HIV) tend to develop cervical cancer at a younger age than HIV-negative women. The
World Health Organization’s (WHO) new guidelines for screening and treatment of cervical pre-cancer lesions for cervical cancer prevention
include a conditional recommendation for initiating screening at age 25 for women living with HIV (WLWH). This recommendation is based
on low-certainty evidence, and WHO calls for additional data. We describe the association of age and HIV status with visual inspection
with acetic acid (VIA) positivity and cervical intra-epithelial neoplasia grade two or higher (CIN2+) in Botswana. Results: Median age was 35 years [IQR 31-39], and 18% of the women were aged 25-29. Ninety percent were WLWH; median CD4 count was 250
cells/µL [IQR 150-428], and 34.2% were on anti-retroviral treatment (ART). VIA-positivity was associated with younger age (OR 1.48, CI 1.28,
1.72 for 25-29 years versus age 30-49 years ), and HIV-positivity (OR 1.85, CI 1.51, 2.28). CIN2+ was associated with HIV positivity (OR
6.12, CI 3.39, 11.10), and proportions of CIN2+ were similar for both age groups in WLWH (12.1% versus 10.8%). Research Article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published at BMC Women's Health on April 2nd, 2022. See the published version at
https://doi.org/10.1186/s12905-022-01680-7. Page 1/15 Page 1/15 HIV procedures Women with unknown HIV status at the time of screening or with documented HIV negative status more than six months prior were
referred to an HIV testing center and requested to share their results. Throughout the study period, the Botswana National HIV program
initiated anti-retroviral treatment (ART) at a CD4 count of ≤ 350 cells/µL. Outcomes The primary outcome was the association of VIA positivity and age adjusting for cervical cancer risk factors. The secondary outcomes
were the association of histopathologically confirmed high-grade pre-cancer and age adjusting for cervical cancer risk factors; HIV-status
association with VIA positivity and high-grade pre-cancer; and the proportions of VIA positivity and high-grade pre-cancer by both age and
HIV status. Cervical cancer screening procedures All patients underwent a speculum examination of the cervix by a nurse who had participated in the Botswana MOHW VIA training
program. Visual assessment was performed after applying 5% acetic acid to the cervix using a cotton swab, and findings were categorized
as normal, abnormal with a recommendation for cryotherapy, or abnormal with a recommendation for LEEP. Those with abnormal lesions
eligible for cryotherapy were offered same-day treatment and had no histopathology specimen collected. Women with abnormal lesions
ineligible for cryotherapy based on appearance, size, or extension into the cervical os, were referred to the colposcopy/LEEP clinic and
evaluated by a specialist gynecologist or trained medical officers. The colposcopic appearance of lesions determined diagnostic and
treatment decisions. Low-grade appearing lesions were treated with cautery after taking a biopsy; high-grade appearing lesions or those
extending into the cervical were treated by LEEP. Histopathology specimens were read by pathologists blinded to VIA findings. Background Low- and middle-income countries (LMICs) carry the highest global burden of cervical cancer incidence and mortality.[1] Cervical cancer is
the leading cause of cancer death in women in Southern Africa.[2, 3] While human papillomavirus (HPV) vaccination in young girls offers
hope for a significant reduction in cervical cancer in future generations, effective cervical cancer screening services remain essential to
reduce morbidity and mortality associated with cervical cancer in women across the globe.[4] Women living with the human immunodeficiency virus (WLWH) have a higher risk of developing pre-invasive cervical disease and cervical
cancer.[5–7] Although progression rates from pre-invasive cervical disease to cervical cancer are unknown due to standard intervention for
high-grade cervical dysplasia, cervical cancer is diagnosed at younger ages in WLWH compared to HIV-negative women. [5, 8, 9] Guidelines
for high-income countries (HICs) recommend cervical cancer screening initiation at an early age of 21.[10–12] Up till recently, guidelines for
most LMICs recommended the initiation of cervical cancer screening at the age of 30 despite LMICs having the highest global prevalence
of HIV in the reproductive-aged population.[13, 14]. The new WHO guidelines have a conditional recommendation based on low-certainty
evidence for initiating screening at age 25 for WLWH, [15] and calls for more data. Further, many LMICs will not be able to change their
guidelines straight away due to resource constraints. Botswana has one of the highest HIV prevalences globally, at 25.1% in women aged 15–49.[16] Botswana’s national guidelines prioritize
screening in the 30 to 49 year-old age group with either cytology or visual inspection with acetic acid (VIA), regardless of HIV status. While
practical, these guidelines may not adequately account for the high prevalence of HIV in Botswana and the higher risk of early cervical
cancer progression. There is limited published data from Botswana on the prevalence of pre-invasive disease and the role of screening in
younger women. This study describes the association of age and HIV status with VIA positivity and high-grade cervical pre-cancer disease. We aimed to
determine how initiating cervical cancer screening at age 25 years, instead of 30 years, in WLWH would improve the identification of high-
grade pre-invasive cervical disease without unduly increasing overtreatment of low-grade cervical dysplasia. Data presented here could
strengthen the evidence for the WHO recommendation on the target age group for cervical cancer screening in WLWH. Page 2/15 Page 2/15 Study design and patient selection We conducted a retrospective cross-sectional study based on the Botswana Ministry of Health and Wellness (MOHW) National Cervical
Cancer Prevention Programme “see-and-treat” pilot programmatic database.[17] The database included women screened with visual
inspection after acetic acid (VIA) at Bontleng clinic and those referred to Princess Marina Hospital (PMH) for colposcopy in Gaborone,
Botswana, from March 2009 through August 2015. Cervical cancer screening services were initially provided for WLWH as part of
comprehensive HIV care and were later extended to HIV-negative women at these sites. Screening services were offered free of charge to
all Botswana citizens. Screening services were linked to a physician-led referral colposcopy and loop electrosurgical excision procedure (LEEP) clinic at PMH. Through various channels, women came to screening services, including provider referral, self-referral following sensitization by written
materials, and health education talks. Women were excluded from screening if they had previously had a hysterectomy, pelvic radiation for
lower genital tract cancer, or a cervical cancer diagnosis. Screening for women who were menstruating heavily, pregnant, or had a
persistent vaginal discharge was re-scheduled for after resolution of the condition. Data collection All women undergoing VIA screening completed a questionnaire capturing a limited set of patient-level cervical cancer risk factors,
including smoking, age of sexual debut, and parity. HIV status was recorded, and for WLWH, CD4 count at the time of HIV diagnosis and
whether on ART at the time of screening was documented. VIA screening outcomes were recorded in the programmatic database. Histology results of women referred for colposcopy/LEEP were extracted from the National Health Laboratory (NHL) electronic medical
record when available and entered into the programmatic database. Data analysis The analyzed dataset included only women between the ages of 25 and 49. Patient records with missing data for VIA or histopathology
that could not be corrected by cross-reference with primary records were excluded from the primary and secondary analysis, respectively. The sample size for the primary outcome was calculated using a 1-sided alpha of 0.05. To attain a 99% power, we assumed VIA positivity
to be 30% in women aged 25 to 29 years and 20% in women aged 30 to 49 years based on previous findings.[17] The sample size required
to detect a statistically significant difference in VIA-positivity between the two age groups was 2,076 women (374 women aged 25 to 29
years and 1,702 women aged 30 to 49 years). Page 3/15 Page 3/15 The cervical cancer risk factors adjusted for included: HIV status, parity, smoking, and age of sexual debut. CD4 count and ART were
included in the analysis of WLWH. Descriptive statistics for these variables are presented as median [interquartile range (IQR)] and
proportions. Continuous variables were categorized into binary variables and compared using the chi-square test. Categorical variables
included age groups of younger and older women (25 to 29 years; 30 to 49 years), age of sexual debut (≤18; >18 years), parity (≤2; >2),
CD4 count (≤350 cells/µL; >350 cells/µL), and histopathology results (benign or CIN 1 [≤CIN1] for low-grade pre-cancer; CIN2+ for high-
grade pre-cancer). Patterns of missing data were described for the study cohort using percentages. Logistic regression models computed unadjusted and adjusted odds ratios (ORs) with 95% confidence intervals (CI). Only exposure
variables with a p-value of less than 0.1 for unadjusted ORs were included in the adjusted regression models.[18] A p-value of less than
0.05 was considered to be statistically significant. We used Stata 14.0 (StataCorp LLC, College Station, Texas). Overall patient characteristics The database included 5,724 women aged 25 through 49 years screened with VIA between March 2009 and August 2015 (Fig. 1). Ten
women had missing VIA data, leaving 5,714 women for the VIA analysis. As shown in Table 1, the median age was 35 years [IQR 31–39],
and 1029 (18%) were between 25 and 29 years of age. Smoking was reported by 285 (5%) of the women. The median age of sexual debut
was 18 years [IQR 17–20], and the median parity was two [IQR 1–3]. HIV status was known in 5,583 (98%), and 5,026 (90%) of those with a
known status were WLWH. Eight hundred and forty nine (86%) of the women aged 25 to 29 years and 4,177 (91%) of the those aged 30 to
49 years were WLWH. Among the WLWH, the median CD4 count was 250 cells/µL [IQR 150–428], and 1628 (34.2%) were on ART. Missing
data was ≤ 5% for all the variables except for CD4 count (11%, n = 551). The level of CD4 count missing data was similar for both age
groups (10.5% for 25 to 29 year-olds versus 11.1% for 30 to 49 year-olds). Overall patient characteristics Page 4/15 Table 1
Demographic and clinical characteristics of all study participants
Variable
All
Age 25–29 years
Age 30–49 years
P-Value
for X² test
n (%)
Median [IQR]
n a (%)
n a (%)
Age
5,714
35 [31, 39]
Smoking
Yes
No
Missing
5,661
285 (50.0)
5,376 (94.1)
53 (1.0)
1,018 (18.0)
68 (6.7)
950 (93.3)
4,643 (82.0)
217 (4.7)
4,426 (95.3)
0.008b
Sexual debut
≤ 18
> 18
Missing
5,689
3,150 (55.3)
2,539 (44.4)
25 (0.4)
18 [17, 21]
1,024 (18.0)
533 (52.1)
491 (47.9)
4,665 (82.0)
2,617 (56.1)
2,048 (43.9)
0.02b
Parity
≤ 2
> 2
Missing
5,612
3,223 (56.4)
2,389 (41.8)
102 (1.8)
2 [1, 3]
1,001 (17.8)
815 (81.4)
186 (18.6)
4,611 (82.2)
2,408 (52.2)
2,203 (47.8)
< 0.001b
HIV Status
Negative
Positive
Missing
5,583
557 (9.7)
5,026 (88.0)
131 (2.3)
989 (17.7)
140 (14.2)
849 (85.8)
4,594 (82.3)
417 (9.1)
4,177 (90.9)
< 0.001b
Initial CD4 at HIV Diagnosis c
≤ 350
> 350
Missing
4,475
2,308 (45.9)
2,167 (43.1)
551 (11.0)
250 [150, 428]
760 (16.9)
304 (40.0)
456 (60.0)
3,715 (83.1)
2,004 (53.9)
1,711 (46.1)
< 0.001b
On ART at time of screening c
Yes
No
Missing
4,766
1,628 (32.4)
3,138 (62.4)
260 (5.2)
802 (16.8)
346 (43.1)
456 (56.9)
3,964 (83.2)
1,282 (32.3)
2,682 (67.7)
< 0.001b
VIA Results
Positive
Negative
5,714
1,959 (34.3)
3,755 (65.7)
1,029 (18.0)
428 (41.6)
601 (58.4)
4,685 (82.0)
1,531 (32.7)
3,154 (67.3)
< 0.001b
Abbreviation: ART, anti-retroviral treatment; CIN, cervical intraepithelial neoplasia; IQR, inter-quartile range; VIA, visual inspection after
acetic acid. The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed The overall VIA positivity of the study population was 34.3% (n = 1,959). The proportion was higher in the 25 to 29 year-olds (41.5%, n =
428) than the 30 to 49 year-olds (32.7%, n = 1,531). The WLWH had a higher VIA positivity rate (35.9%, n = 1,841) than HIV-negative women
(24.1%, n = 141) (Table 2). Via-positivity a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Variable
All
n (%)
VIA
Positive
n a (%)
VIA
Negative
n a(%)
VIA Positivity
BVA Odds
Ratios
(95% CI)
P-value
VIA Positivity
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
CD4 Count at HIV
Diagnosis c
≤ 350
> 350
4,475
2,308 (45.9)
2,167 (43.1)
551 (11.0)
1,620
(36.2)
809 (35.1)
811 (37.4)
2,855
(63.8)
1,499
(64.9)
1,356
(62.6)
0.90 (0.80,
1.02)
Ref
0.10
0.96 (0.83,
1.10)
0.52 ART at time of screening c
No
Yes
Missing
4,766
3,138 (62.4)
1,628 (32.4)
260 (5.2)
1,710
(35.9)
1,096
(34.9)
614 (37.7)
3,056
(64.1)
2,047
(65.1)
1,014
(62.3)
0.89 (0.78,
1.00)
Ref
0.06
0.91 (0.78,
1.05)
0.19
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. In multivariate analyses, VIA positivity was more likely in 25 to 29 year-olds than in 30 to 49 year-olds (OR 1.48, CI 1.28, 1.72), and in
WLWH compared to HIV-negative women (OR 1.85, CI 1.51, 2.28). Among WLWH, VIA positivity was not affected by CD4 count (OR = 0.96,
CI 0.83, 1.10) or by ART (OR = 0.91, CI 0.78, 1.05) (Table 2). In multivariate analyses, VIA positivity was more likely in 25 to 29 year-olds than in 30 to 49 year-olds (OR 1.48, CI 1.28, 1.72), and in
WLWH compared to HIV-negative women (OR 1.85, CI 1.51, 2.28). Among WLWH, VIA positivity was not affected by CD4 count (OR = 0.96,
CI 0.83, 1.10) or by ART (OR = 0.91, CI 0.78, 1.05) (Table 2). Via-positivity Page 5/15 Page 5/15 Page 6/15 Table 2
Study participants’ characteristics with bivariate and multivariable odds ratio for VIA positivity
Variable
All
n (%)
VIA
Positive
n a (%)
VIA
Negative
n a(%)
VIA Positivity
BVA Odds
Ratios
(95% CI)
P-value
VIA Positivity
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
Age Group
25–29 years
30–49 years
5,714
1,029 (18.0)
4,685 (82.0)
1,959
(34.3)
428 (41.6)
1,531
(32.7)
3,755
(65.7)
601 (58.4)
3,154
(67.3)
1.47 (1.28,
1.69)
Ref
<
0.001b
1.48(1.28,
1.72)
< 0.001b
Smoker
No
Yes
Missing
5,661
5,376 (94.1)
285 (5.0)
53 (0.9)
1,937
(34.2)
1,825
(33.9)
112 (39.3)
3,724
(65.8)
3,551
(66.1)
173 (60.7)
Ref
1.27(1.00, 1.62)
0.053
1.14(0.89,
1.46)
0.31
Age Sexual debut
≤ 18
> 18
missing
5,689
3,150 (55.1)
2,539 (44.4)
25 (0.5)
1,950
(34.3)
1,075
(34.1)
875 (34.5)
3,739
(65.7)
2,075
(65.9)
1,664
(65.5)
0.99(0.88, 1.10)
Ref
0.79
N/A
N/A
Parity
≤ 2
> 2
Missing
5,612
3,223
(56.40)
2,389
(41.81)
102 (1.79)
1,924
(34.3)
1,151
(35.7)
773 (32.4)
3,688
(65.7)
2,072
(64.3)
1,616
(67.6)
Ref
0.86 (0.77,
0.96)
0.009b
0.88 (0.79,
0.99)
0.04b
HIV Status
Negative
Positive
Missing
5,583
557 (9.74)
5,026
(87.96)
131 (2.30)
1,941
(34.8)
134 (24.1)
1,807
(35.9)
3,642
(65.2)
423 (75.9)
3,219
(64.1)
Ref
1.77 (1.45,
2.17)
<
0.001b
1.85 (1.51,
2.28)
< 0.001b Page 7/15
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Page 7/15 Variable
All
n (%)
VIA
Positive
n a (%)
VIA
Negative
n a(%)
VIA Positivity
BVA Odds
Ratios
(95% CI)
P-value
VIA Positivity
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
CD4 Count at HIV
Diagnosis c
≤ 350
> 350
Missing
4,475
2,308 (45.9)
2,167 (43.1)
551 (11.0)
1,620
(36.2)
809 (35.1)
811 (37.4)
2,855
(63.8)
1,499
(64.9)
1,356
(62.6)
0.90 (0.80,
1.02)
Ref
0.10
0.96 (0.83,
1.10)
0.52
ART at time of screening c
No
Yes
Missing
4,766
3,138 (62.4)
1,628 (32.4)
260 (5.2)
1,710
(35.9)
1,096
(34.9)
614 (37.7)
3,056
(64.1)
2,047
(65.1)
1,014
(62.3)
0.89 (0.78,
1.00)
Ref
0.06
0.91 (0.78,
1.05)
0.19
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. In multivariate analyses, CIN2 + was associated with a positive HIV status (aOR 6.12, CI 3.39, 11.10), but not with age (OR 1.07, CI 0.75–
1.52 for 25 to 29 year-olds compared to 30 to 49 year-olds). In WLWH, neither CD4 count nor ART was associated with CIN2+ (Table 4). High-grade Pre-cancer The majority of the VIA-positive lesions were ineligible for treatment with cryotherapy (68%, n = 1,330); this was similar for both the 25 to
29 year-olds and the 30 to 49 year-olds (67.1% versus 68.1%, respectively). Of the 1,330 women referred to colposcopy/LEEP, 878 (66%)
attended and had recorded histopathology results (58.5% for 25 to 29 year-olds, and 68.1% for 30–49 year-olds). The overall population
CIN2 + point prevalence was 10.1% (10.9% for 25 to 29 year-olds and 9.9% for 30 to 49 year-olds) (Fig. 1 &Table 3). Page 8/15 Page 8/15 Table 3 Table 3
VIA and histological outcomes by age group and HIV status Figures for a and b do not add up to 5,714 due to missing HIV status in 131 records. Table 3
VIA and histological outcomes by age group and HIV status Page 9/15 Page 9/15 Table 4
All Study participants’ characteristics with bivariate and multivariable odds ratio for CIN2+
Variable
All
n (%)
≥CIN2+
n a (%)
≤CIN1
n a (%)
CIN2+
BVA Odds
Ratios
(95% CI)
P-value
CIN2+
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
Age Group
25–29 years
30–49 years
878
168
(19.1)
710
(80.9)
575 (65.5)
112 (66.7)
463 (65.2)
303
(34.5)
56 (33.3)
247
(34.8)
1.07(0.75, 1.52)
Ref
0.72
N/A
N/A
Smoker
No
Yes
Missing
867
817
(93.1)
50 (5.7)
11 (1.2)
566 (65.3)
530 (64.9)
36 (72.0)
301
(34.7)
287
(35.1)
14 (28.0)
Ref
1.38(0.74, 2.62)
0.30
N/A
N/A
Age Sexual debut
≤ 18
> 18
missing
873
505
(57.5)
368
(41.9)
5 (0.6)
572 (65.5)
338 (66.9)
234 (63.6)
301
(34.5)
167
(33.1)
134
(36.4)
1.16(0.87, 1.54)
Ref
0.31
N/A
N/A
Parity
≤ 2
> 2
Missing
861
517
(58.9)
344
(39.2)
17 (2.0)
566 (65.7)
328 (63.4)
238(69.2%)
295
(34.3)
189
(36.6)
106
(30.8)
Ref
1.29(0.97, 1.73)
0.08
1.30(0.96, 1.75)
0.09 Table 4
All Study participants’ characteristics with bivariate and multivariable odds ratio for CIN2+
Variable
All
n (%)
≥CIN2+
n a (%)
≤CIN1
n a (%)
CIN2+
BVA Odds
Ratios
(95% CI)
P-value
CIN2+
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
Age Group
25–29 years
30–49 years
878
168
(19.1)
710
(80.9)
575 (65.5)
112 (66.7)
463 (65.2)
303
(34.5)
56 (33.3)
247
(34.8)
1.07(0.75, 1.52)
Ref
0.72
N/A
N/A
Smoker
No
867
817
(93.1)
50 (5.7)
11 (1.2)
566 (65.3)
530 (64.9)
301
(34.7)
287
(35.1)
14 (28.0)
Ref
1.38(0.74, 2.62)
0.30
N/A
N/A Yes
Missing
36 (72.0)
Age Sexual debut
≤ 18
> 18
missing
873
505
(57.5)
368
(41.9)
5 (0.6)
572 (65.5)
338 (66.9)
234 (63.6)
301
(34.5)
167
(33.1)
134
(36.4)
1.16(0.87, 1.54)
Ref
0.31
N/A
N/A
Parity
≤ 2
> 2
Missing
861
517
(58.9)
344
(39.2)
17 (2.0)
566 (65.7)
328 (63.4)
238(69.2%)
295
(34.3)
189
(36.6)
106
(30.8)
Ref
1.29(0.97, 1.73)
0.08
1.30(0.96, 1.75)
0.09 36 (72.0) Page 10/15
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Table 3
VIA and histological outcomes by age group and HIV status VIA and histological outcomes by age group and HIV status
VIA outcomes
All participants
HIV positive a
HIV negative b
25–29
Age group
30–49
Age group
25–29
Age group
30–49
Age group
25–29
Age group
30–49
age group
Number Screened with VIA
N = 1029
N = 4685
n = 849
N = 4177
N = 140
N = 417
VIA Results
Negative
Positive
601(58.4%)
428(41.6%)
3154(67.3%)
1531(32.7%)
472(55.6%)
377(44.4%)
2747(65.8%)
1430(34.2%)
95(67.9%)
45(32.1%)
328(78.7%)
89(21.3%)
Eligible for cryotherapy
Not eligible for cryotherapy
141(32.9%)
287(67.1%)
488(31.9%)
1043(68.1%)
121(32%)
256 (68%)
477(33.4%)
953(66.6%)
18(40%)
27(60%)
34(38.2%)
55(61.8%
Histology outcomes
Not eligible for cryotherapy, arrived at
Colposcopy with histology results
N = 168
N = 710
n = 149
n = 659
N = 16
N = 46
≤CIN 1
≥CIN2+
56(33.3%)
112(66.7%)
247(34.8%)
463(65.2%)
46((30.9%)
103(69.1%)
209(31.7%)
450(68.3%)
8(50%)
8(50%)
36(78.2%)
10(21.8%)
≥CIN2 + in screened population
112/1029
(10.9%)
463/4685
(9.9%)
103/849
(12.1%)
450/4177
(10.8%)
8/140
(5.7%)
10/417
(2.4%)
Abbreviation: CIN, cervical intraepithelial neoplasia; VIA, visual inspection after acetic acid. Figures for a and b do not add up to 5,714 due to missing HIV status in 131 records. In multivariate analyses, CIN2 + was associated with a positive HIV status (aOR 6.12, CI 3.39, 11.10), but not with age (OR 1.07, CI 0.75–
1.52 for 25 to 29 year-olds compared to 30 to 49 year-olds). In WLWH, neither CD4 count nor ART was associated with CIN2+ (Table 4). In multivariate analyses, CIN2 + was associated with a positive HIV status (aOR 6.12, CI 3.39, 11.10), but not with age (OR 1.07, CI 0.75–
1.52 for 25 to 29 year-olds compared to 30 to 49 year-olds). In WLWH, neither CD4 count nor ART was associated with CIN2+ (Table 4). Table 3
VIA and histological outcomes by age group and HIV status Page 10/15
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Page 10/15 Variable
All
n (%)
≥CIN2+
n a (%)
≤CIN1
n a (%)
CIN2+
BVA Odds
Ratios
(95% CI)
P-value
CIN2+
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
HIV Status
Negative
Positive
Missing
870
62 (7.1)
808
(92.0)
8 (0.9)
571 (65.6)
18 (29.0)
553 (68.4)
299
(34.4)
44 (71.0)
255
(31.6)
Ref
5.30(2.96, 9.49)
<
0.001b
6.12(3.39,
11.10)
< 0.001b
CD4 Count at HIV Diagnosis
c
≤ 350
701
336
(41.6)
494 (70.5)
234 (69.6)
260 (71.2
207
(29.5)
102
(30.4)
105
(28.8)
0.93(0.67, 1.28)
Ref
0.65
N/A
N/A Variable
All
n (%)
≥CIN2+
n a (%)
≤CIN1
n a (%)
CIN2+
BVA Odds
Ratios
(95% CI)
P-value
CIN2+
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
HIV Status
Negative
Positive
870
62 (7.1)
808
(92.0)
8 (0.9)
571 (65.6)
18 (29.0)
553 (68.4)
299
(34.4)
44 (71.0)
255
(31.6)
Ref
5.30(2.96, 9.49)
<
0.001b
6.12(3.39,
11.10)
< 0.001b Missing
CD4 Count at HIV Diagnosis
c
≤ 350
701
336
(41.6)
494 (70.5)
234 (69.6)
260 (71.2
207
(29.5)
102
(30.4)
105
(28.8)
0.93(0.67, 1.28)
Ref
0.65
N/A
N/A Missing
CD4 Count at HIV Diagnosis
c
≤ 350
> 350
Missing
701
336
(41.6)
365
(45.2)
107
(12.2)
494 (70.5)
234 (69.6)
260 (71.2
207
(29.5)
102
(30.4)
105
(28.8)
0.93(0.67, 1.28)
Ref
0.65
N/A
N/A N/A Page 11/15
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Page 11/15
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Discussion WLWH aged 25 through 29 years attending routine cervical cancer screening in our national program had the same odds of having high-
grade cervical pre-cancer as women aged 30 to 49 years. Prior research has indicated a link between younger age and cervical cancer
among WLWH.[5, 8, 9] Our findings confirm the presence of a significant level of cervical cancer precursors requiring intervention in women
as young as 25 years, particularly in WLWH, thus supporting the new WHO recommendation to lower the age of initiation of cervical cancer
screening from 30 to 25 years in WLWH. A concern about lowering the cervical cancer screening age is that clinically insignificant lesions from transient HPV infections would be
intervened upon unnecessarily, resulting in overtreatment of young women.[19, 20] Although women in this cohort aged 25 through 29
years had higher rates of VIA positivity than women aged 30 to 49 years, similar proportions were referred for the excisional procedure. The
histopathology results indicate that the proportions of CIN2 + detected and appropriately treated were similar for the two age groups in
WLWH. The proportion of CIN2 + was more than three times lower in HIV-negative women than in WLWH, and younger women were twice
more likely to have CIN2+. If overtreatment did occur, it would primarily have occurred in the group of women treated with cryotherapy, a
treatment that ultimately has minimal side effects.[21] We had expected to find a correlation between patient age and high-grade dysplasia because older women would have had a longer time
to progress from HPV infection to cervical pre-cancer without opportunities for intervention.[22] However, our data do not support this
hypothesis. Instead, younger women overall and in WLWH had a similar proportion of CIN2 + to older women. Data is limited on HPV
progression to cervical pre-cancer and cancer in women aged 20 to 29 years. Adolescent WLWH are more likely to have HPV co-infections
and coexisting abnormalities, albeit low-grade, relative to their HIV-negative counterparts.[23] The shorter timeline from HPV infection to
the development of pre-cancer in adolescent WLWH is in line with our finding of high rates of high-grade pre-cancer in the 25 to 29 year-
olds because of the likey accelerated timeframe of progression of pre-cancer from low- to high-grade. Our analysis has limitations because it utilized a programmatic database that collected limited patient-level demographic and risk factor
data. Via-positivity And High-grade Pre-cancer By Age And Hiv-status In WLWH, the 25 to 29 year-olds were more likely to be VIA positive than the 30 to 49 year-olds (44.41%, n = 377 versus 34.2%, n = 1430,
respectively). We observed a similar pattern for HIV-negative women (32.1%, n = 45 for 25 to 29 year-olds, compared to 21.3%, n = 89 for 49
year-olds). The overall proportion of CIN2 + in WLWH was 11% (12.1% for the 25 to 29 year-olds and 10.8% for the 30 to 49 year-olds). The
overall proportion of CIN2 + in HIV-negative women was 3.2% (5.7% for 25 to 29 year-olds and 2.4% for 30 to 49 year-olds) (Table 3). Table 3
VIA and histological outcomes by age group and HIV status Page 11/15 Page 11/15 Variable
All
n (%)
≥CIN2+
n a (%)
≤CIN1
n a (%)
CIN2+
BVA Odds
Ratios
(95% CI)
P-value
CIN2+
MVA Odds
Ratios
(95% CI)
P-value
for X²
test
ART at time of screening c
No
Yes
Missing
773
455
(56.3)
318
(39.4)
35 (4.3)
527 (68.2)
315 (69.2)
212 (66.7)
246
(31.8)
140
(30.8)
106
(33.3)
1.13(0.83, 1.53)
Ref
0.45
N/A
N/A
Abbreviations: ART, anti-retroviral therapy; BVA, bivariate analysis; MVA, multivariate analysis; VIA, visual inspection after acetic acid. a The number of women in levels of categorical variable may not add up to total “n” because missing category has been removed. b for p < 0.05. c for HIV positive patients only. Discussion CD4 count had 11% missing data; however, this was similar for both age groups, and we doubt that it would have had a significant
effect on the outcomes. The rate of cryotherapy ineligibility was high, but high rates have been observed in other high HIV burden areas. [24] This high rate could be related to lack of prior screening and high rates of cervicitis.[25] Documentation of colposcopy/LEEP referral Page 12/15 Page 12/15 appointment attendance was not recorded, and thus histopathology results may not represent the entire cohort of women who had a
colposcopic evaluation. However, the population point prevalence of the screened cohort was similar for the two age groups when
computed using the available histology results proportions. Key HIV-related variables, including viral load and timing of HIV treatment,
were not collected, and therefore, the full extent of the immune status of WLWH could not be assessed. Finally, the determination of the
proportion of women with high-grade dysplasia was further limited by the lack of histopathology data in women who underwent
cryotherapy and the sensitivity of VIA. The accuracy of VIA positivity is affected by the prevalence of cervicitis related to sexually
transmitted infections, and high rates of cervicitis have been reported in WLWH in Botswana.[25] appointment attendance was not recorded, and thus histopathology results may not represent the entire cohort of women who had a
colposcopic evaluation. However, the population point prevalence of the screened cohort was similar for the two age groups when
computed using the available histology results proportions. Key HIV-related variables, including viral load and timing of HIV treatment,
were not collected, and therefore, the full extent of the immune status of WLWH could not be assessed. Finally, the determination of the
proportion of women with high-grade dysplasia was further limited by the lack of histopathology data in women who underwent
cryotherapy and the sensitivity of VIA. The accuracy of VIA positivity is affected by the prevalence of cervicitis related to sexually
transmitted infections, and high rates of cervicitis have been reported in WLWH in Botswana.[25] Abbreviations ART: Anti-retroviral treatment; CI: Confidence interval; CIN: Cervical intraepithelial neoplasia; HIC: High-income country; HIV: Human
immunodeficiency virus; HPV: Human papillomavirus; HRDC: Health research and development committee; LEEP: Loop electro-surgical
excision procedure; LMIC: Low-middle income county; IQR: Interquartile range; MOHW: Ministry of health and wellness; NHL: National
health laboratory OR: Odds ratio; PMH: Princess Marina hospital; VIA: Visual inspection after acetic acid; WHO: World Health Organization;
WLHV: Women living with HIV Conclusions Despite the limitations of this study, we present new evidence of the significant burden of CIN2 + in younger WLWH in Botswana. Until the
population-level effects of HPV vaccination and universal ART to improve overall immune competence in WLWH are realized,[26] the
reduction in cervical cancer in LMICs will depend on effective, comprehensive screening programs for WLWH. This additional evidence
further supports the current WHO conditional recommendation for initiating screening at age 25. Ethics approval and consent to participate The Health Research and Development Committee (HRDC) of the Botswana Ministry of Health and Wellness (MOHW) approved this
analysis (HPDME-13/181). Patient consent was waived as this was a secondary analysis of routinely collected programmatic data. All
methods were performed in accordance with the Declaration of Helsinki. Acknowledgments We acknowledge with thanks the contributions of Harvey Friedman, Nicola Zetola, Ari Ho-Foster, Balladia Kizoto, and Kadimo Khutsafalo. We acknowledge with thanks the contributions of Harvey Friedman, Nicola Zetola, Ari Ho-Foster, B Author contributions Study conception and design: DRM, RL, SG; Acquisition of data: BM, DRM; Analysis and interpretation of data: DRM, RL, SG, GJH, AM, CM,
LG ; Drafting of manuscript: DRM, RL, SG; Critical revision: GJH, CM, LBM, AM. All authors approved the manuscript before submission. Study conception and design: DRM, RL, SG; Acquisition of data: BM, DRM; Analysis and interpretation of data: DRM, RL, SG, GJH, AM, CM,
LG ; Drafting of manuscript: DRM, RL, SG; Critical revision: GJH, CM, LBM, AM. All authors approved the manuscript before submission. Acknowledgments Availability of data and materials The datasets generated during the current study are available from the corresponding author on reasonable request. The datasets generated during the current study are available from the corresponding author on reasonable request. Competing interests No competing interests declared by the authors No competing interests declared by the authors The development of the ‘see and treat’ pilot program database was undertaken as part of the PEPFAR-supported Botswana-UPenn
Partnership Technical assistance for in-service training for health care providers in Botswana (U2GPS001949) References A case-control study of HIV infection and cancer in the era of antiretroviral therapy in Rwanda. International journal of cancer Journal international du cancer. 2018;143(6):1348–55. 9. Mpunga T, Znaor A, Uwizeye FR, et al. A case-control study of HIV infection and cancer in the era of antiretroviral therapy in Rwanda. International journal of cancer Journal international du cancer. 2018;143(6):1348–55. 10. Cancer screening in the European Union. Cancer screening in the European Union. Report on the implementation of the council
recommendation on cancer. Screening 2017 [Available from:
https://ec.europa.eu/health/sites/health/files/major chronic diseases/docs/2017 cancerscreening 2ndreportimplementation en.pdf. 10. Cancer screening in the European Union. Cancer screening in the European Union. Report on the implementation of the council
recommendation on cancer. Screening 2017 [Available from:
https://ec.europa.eu/health/sites/health/files/major_chronic_diseases/docs/2017_cancerscreening_2ndreportimplementation_en.pdf. 11. Wilt TJ, Harris RP, Qaseem A, et al. Screening for cancer: advice for high-value care from the American College of Physicians. Ann
Intern Med. 2015;162(10):718–25. 11. Wilt TJ, Harris RP, Qaseem A, et al. Screening for cancer: advice for high-value care from the American College of Physicians. Ann
Intern Med. 2015;162(10):718–25. 12. Committee on Practice Guidelines G. Practice Bulletin No. 168: Cervical Cancer Screening and Prevention. Obstet Gynecol. 2016;128(4):e111-e30. 12. Committee on Practice Guidelines G. Practice Bulletin No. 168: Cervical Cancer Screening and Prevention. Obstet Gynecol. 2016;128(4):e111-e30. 13. South Africa Department of Health Cervical Cancer Screening Programme. South Africa Department of Health Cervical Cancer
Screening Programme. National Guidelines for Cervical Cancer Screening Programme [Available from:
https://screening.iarc.fr/doc/SAcervical-cancer.pdf. 13. South Africa Department of Health Cervical Cancer Screening Programme. South Africa Department of Health Cervical Cancer
Screening Programme. National Guidelines for Cervical Cancer Screening Programme [Available from:
https://screening.iarc.fr/doc/SAcervical-cancer.pdf. 14. World Health Organization. World Health Organization. Cervical Cancer [Available from:
https://www.who.int/cancer/prevention/diagnosis-screening/cervical-cancer/en/. 14. World Health Organization. World Health Organization. Cervical Cancer [Available from:
https://www.who.int/cancer/prevention/diagnosis-screening/cervical-cancer/en/. 14. World Health Organization. World Health Organization. Cervical Cancer [Available from:
h
//
h
i
/
/
i
/di
i
i
/
i
l
/
/ 14. World Health Organization. World Health Organization. Cervical Cancer [Available from: 15. World Health Organization. World Health Organization. Guideline for screening and treatment of cervical pre-cancer lesions for cervical
cancer prevention [Available from: https://www.who.int/publications/i/item/9789240030824. 15. World Health Organization. World Health Organization. Guideline for screening and treatment of cervical pre-cancer lesions for cervical
cancer prevention [Available from: https://www.who.int/publications/i/item/9789240030824. 16. UNAIDS. UNAIDS. Aidsinfo 2019 data [Available from: http://aidsinfo.unaids.org/. 16. UNAIDS. UNAIDS. Aidsinfo 2019 data [Available from: http://aidsinfo.unaids.org/. 16. UNAIDS. UNAIDS. Aidsinfo 2019 data [Available from: http://aidsinfo.unaids.org/. References Page 13/15 Page 13/15 1. Arbyn M, Weiderpass E, Bruni L, et al. Estimates of incidence and mortality of cervical cancer in 2018: a worldwide analysis. Lancet
Glob Health. 2020;8(2):e191-e203. 2. Sung H, Ferlay J, Siegel RL, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36
cancers in 185 countries. CA Cancer J Clin. 2021. 3. Dryden-Peterson S, Bvochora-Nsingo M, Suneja G, et al. HIV Infection and Survival Among Women With Cervical Cancer. J Clin Oncol. 2016;34(31):3749–57. 4. Peirson L, Fitzpatrick-Lewis D, Ciliska D, et al. Screening for cervical cancer: a systematic review and meta-analysis. Syst Rev. 2013;2:35. 5. Grabar S, Hleyhel M, Belot A, et al. Invasive cervical cancer in HIV-infected women: risk and survival relative to those of the general
population in France. Results from the French Hospital Database on HIV (FHDH)-Agence Nationale de Recherches sur le SIDA et les
Hepatites Virales (ANRS) CO4 cohort study. HIV Med. 2019;20(3):222–9. 5. Grabar S, Hleyhel M, Belot A, et al. Invasive cervical cancer in HIV-infected women: risk and survival relative to those of the general
population in France. Results from the French Hospital Database on HIV (FHDH)-Agence Nationale de Recherches sur le SIDA et les
Hepatites Virales (ANRS) CO4 cohort study. HIV Med. 2019;20(3):222–9. 6. Stelzle D, Tanaka LF, Lee KK, et al. Estimates of the global burden of cervical cancer associated with HIV. Lancet Glob Health. 2021;9(2):e161-e9. 6. Stelzle D, Tanaka LF, Lee KK, et al. Estimates of the global burden of cervical cancer associated with HIV. Lancet Glob Health. 2021;9(2):e161-e9. ( )
7. Liu G, Sharma M, Tan N, et al. HIV-positive women have higher risk of human papilloma virus infection, precancerous lesions, and
cervical cancer. AIDS. 2018;32(6):795–808. 7. Liu G, Sharma M, Tan N, et al. HIV-positive women have higher risk of human papilloma virus infection, precancerous lesions, and
cervical cancer. AIDS. 2018;32(6):795–808. 8. Grover S, Bvochora-Nsingo M, Yeager A, et al. Impact of Human Immunodeficiency Virus Infection on Survival and Acute Toxicities
From Chemoradiation Therapy for Cervical Cancer Patients in a Limited-Resource Setting. Int J Radiat Oncol Biol Phys. 2018;101(1):201–10. 8. Grover S, Bvochora-Nsingo M, Yeager A, et al. Impact of Human Immunodeficiency Virus Infection on Survival and Acute Toxicities
From Chemoradiation Therapy for Cervical Cancer Patients in a Limited-Resource Setting. Int J Radiat Oncol Biol Phys. 2018;101(1):201–10. 9. Mpunga T, Znaor A, Uwizeye FR, et al. References 17. Ramogola-Masire D, de Klerk R, Monare B, et al. Cervical cancer prevention in HIV-infected women using the "see and treat" approach
in Botswana. J Acquir Immune Defic Syndr. 2012;59(3):308–13. 17. Ramogola-Masire D, de Klerk R, Monare B, et al. Cervical cancer prevention in HIV-infected women using the "see and treat" approach
in Botswana. J Acquir Immune Defic Syndr. 2012;59(3):308–13. 18. Haque MM RA, Dharma Hagare D, Chowdhury RK. A Comparative Assessment of Variable Selection Methods in Urban Water Demand
Forecasting. Water. 2018;10. 18. Haque MM RA, Dharma Hagare D, Chowdhury RK. A Comparative Assessment of Variable Selection Methods in Urban Water Demand
Forecasting. Water. 2018;10. 19. Anderson J, Wysong M, Estep D, et al. Evaluation of Cervical Cancer Screening Programs in Cote d'Ivoire, Guyana, and Tanzania: Effect
of HIV Status. PloS one. 2015;10(9):e0139242. 19. Anderson J, Wysong M, Estep D, et al. Evaluation of Cervical Cancer Screening Programs in Cote d'Ivoire, Guyana, and Tanzania: Effect
of HIV Status. PloS one. 2015;10(9):e0139242. 20. Msyamboza KP, Phiri T, Sichali W, et al. Cervical cancer screening uptake and challenges in Malawi from 2011 to 2015: retrospective
cohort study. BMC public health. 2016;16(1):806. 20. Msyamboza KP, Phiri T, Sichali W, et al. Cervical cancer screening uptake and challenges in Malawi from 2011 to 2015: retrospective
cohort study. BMC public health. 2016;16(1):806. 21. Denny L, Kuhn L, De Souza M, et al. Screen-and-treat approaches for cervical cancer prevention in low-resource settings: a randomized
controlled trial. Jama. 2005;294(17):2173–81. 21. Denny L, Kuhn L, De Souza M, et al. Screen-and-treat approaches for cervical cancer prevention in low-resource settings: a randomized
controlled trial. Jama. 2005;294(17):2173–81. 22. Kelly H, Weiss HA, Benavente Y, et al. Association of antiretroviral therapy with high-risk human papillomavirus, cervical intraepithelial
neoplasia, and invasive cervical cancer in women living with HIV: a systematic review and meta-analysis. Lancet HIV. 2018;5(1):e45-
e58. 22. Kelly H, Weiss HA, Benavente Y, et al. Association of antiretroviral therapy with high-risk human papillomavirus, cervical intraepithelial
neoplasia, and invasive cervical cancer in women living with HIV: a systematic review and meta-analysis. Lancet HIV. 2018;5(1):e45-
e58. 22. Kelly H, Weiss HA, Benavente Y, et al. Association of antiretroviral therapy with high-risk human papillomavirus, cervical intraepithelial
neoplasia, and invasive cervical cancer in women living with HIV: a systematic review and meta-analysis. Lancet HIV. 2018;5(1):e45-
e58. Page 14/15 Page 14/15 23. Moscicki AB, Ellenberg JH, Crowley-Nowick P, et al. References Risk of high-grade squamous intraepithelial lesion in HIV-infected adolescents. The
Journal of infectious diseases. 2004;190(8):1413–21. 23. Moscicki AB, Ellenberg JH, Crowley-Nowick P, et al. Risk of high-grade squamous intraepithelial lesion in HIV-infected adolescents. The
Journal of infectious diseases. 2004;190(8):1413–21. 23. Moscicki AB, Ellenberg JH, Crowley-Nowick P, et al. Risk of high-grade squamous intraepithelial lesion in HIV-infected adolescents. The
Journal of infectious diseases. 2004;190(8):1413–21. 24. Parham GP, Mwanahamuntu MH, Kapambwe S, et al. Population-level scale-up of cervical cancer prevention services in a low-resource
setting: development, implementation, and evaluation of the cervical cancer prevention program in Zambia. PloS one. 2015;10(4):e0122169. 24. Parham GP, Mwanahamuntu MH, Kapambwe S, et al. Population-level scale-up of cervical cancer prevention services in a low-resource
setting: development, implementation, and evaluation of the cervical cancer prevention program in Zambia. PloS one. 2015;10(4):e0122169. 25. Painter H, Erlinger A, Simon B, et al. Impact of cervicitis on performance of cervical cancer screening using HRHPV testing and visual
evaluation in women living with HIV in Botswana. International journal of gynaecology and obstetrics: the official organ of the
International Federation of Gynaecology and Obstetrics. 2020. 26. Makhema J, Wirth KE, Pretorius Holme M, et al. Universal Testing, Expanded Treatment, and Incidence of HIV Infection in Botswana. The New England journal of medicine. 2019;381(3):230–42. 26. Makhema J, Wirth KE, Pretorius Holme M, et al. Universal Testing, Expanded Treatment, and Incidence of HIV Infection in Botswana. The New England journal of medicine. 2019;381(3):230–42. Figures Figures Figures Figure 1 Study flow chart Study flow chart Page 15/15
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Deposition of ultra-black nickel phosphorus coatings
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Abstract Absorbing surfaces of solar receivers are coated with black chrome, which provides the surface of steel or
aluminum tubes with good absorption properties. However, the chrome coating does not protect well against
corrosion because of its high porosity and high internal stresses, which cause a cracking of coatings. In this
paper, we investigated two methods for formation of black coatings on chemically formed Ni-P layers: etching
in nitric acid and anodic treatment in a phosphoric acid solution. It was found that in the course of processing
the black coatings, their roughness and porosity increase. It was shown that nickel oxides NiO and Ni2O3 and
nickel phosphates are presented in the coating composition. It was established that the heat treatment
increases the wear resistance and protective ability of black coatings. Keywords: Chemical nickel plating, ultra-black nickel-containing coatings, steel surface treatment, heat
treatment of black coatings, Ni-P coatings, protective properties, roughness, XPS analysis of the
composition May 20th - 22nd 2020, Brno, Czech Republic, EU https://doi.org/10.37904/metal.2020.3552 https://doi.org/10.37904/metal.2020.3552 https://doi.org/10.37904/metal.2020.3552 1MUCTR - D. Mendeleev University of Chemical Technology of Russia, Moscow, Russia,
katerina.sherbin@mail.ru 1MUCTR - D. Mendeleev University of Chemical Technology of Russia, Moscow, Russia,
katerina.sherbin@mail.ru https://doi.org/10.37904/metal.2020.3552 2.
EXPERIMENTAL MATERIALS We used chemical reagents of grades “pur”, “ p.a.” and distilled water to prepare working solutions. We used chemical reagents of grades “pur”, “ p.a.” and distilled water to The sheets of cold rolled steel measuring 3x4 cm were used as samples. The sheets of cold rolled steel measuring 3x4 cm were used as samples. The process of applying black coatings took place in two stages. At the first stage, a Ni-P coating from a
solution of the following composition (g / l) was applied to steel samples: NiSO4•7H2O – 35; NaH2PO2*H2O –
25; СH3COONa –18; С3Н6О3 – 34; C6H8O7 – 5. The duration of the process is 3 hours at a temperature of 90-
92 ° C. At the second stage, the Ni-P coating was blackened due to etching in nitric acid or anodic treatment
in phosphoric acid. The abrasion resistance of nickel-containing coatings was studied using a modernized Taber Elcometer 5135
rotational abrasimeter. Coated flat samples were pressed against a felt disk with the same external load on
both arms equal to 3.5 N / cm2. The abrasion of the samples was carried out during rotation of the felt disk with
a rotation speed of 60 rpm. The abrasion resistance of the samples was evaluated by the number of cycles
until the first signs of abrasion appeared. One cycle amounted to one full circle of felt disk [18]. Corrosion testing of coated samples was carried out in an Ascott S450iP salt spray chamber (UK) in
accordance with ASTM B117. Morphological studies of the surface of coatings and determination of their roughness were carried out using
an MPLAPONLEXT 100 objective using a LEXT – OSL 4100 confocal laser microscope. The composition of the surface layers was studied via X-ray photoelectron spectroscopy (XPS) [19]. Coated
samples were fixed in a holder and placed in the pre-evacuation chamber of an OMICRON ESCA+ XPS unit
(Germany). The samples were then transferred to the analyzer chamber, where the pressure was maintained
at a level no higher than 8 × 10−10 mbar. MgKα radiation was used (1253.6 eV; power, 252 W). The pass
energy of the analyzer was 20 eV. To allow for the charge of the samples, the position of the XPS peaks was
standardized with respect to the C 1s peak of hydrocarbon impurities from the atmosphere; bonding energy
Eb of the peak was assumed to be 285.0 eV. 2.
EXPERIMENTAL MATERIALS The spectra were decomposed after subtracting the background
determined using the Shirley method [20]. The peak position was determined with an accuracy of ±0.1 eV. Component ratios were calculated using integrated intensities under the peaks while allowing for
photoionization cross sections σ of the respective electron shells [21]. Using the integrated intensity of the
peaks and the MultiQuant software program [22], the thicknesses of the layers formed on the surface were
calculated with allowance for the mean free path of electrons λ, determined using the formula of Cumpson and
Seah [24]. When analyzing the obtained spectra, it was considered that the analyzing beam penetrates the
material to the depth of 5 nm, i.e. the resulting spectra correspond to a layer of material of 5 nm thick. 3.
EXPERIMENTAL WORK According to the literary recommendations, the formation of black Ni-containing coatings takes place in two
stages: at the first stage, the Ni-P film is deposited, and then in one of two ways it becomes black: -
etching in nitric acid (HNO3); -
anode treatment in phosphoric acid (H3PO4). 1.
INTRODUCTION Galvanic black coatings are used to absorb light in optical devices and collectors, which convert light energy
into heat, as well as protective and decorative coatings for various products [1-3]. In most cases, black chrome
and nickel coatings are used for these purposes [4-10]. Known disadvantages of chromium plating processes
are the difficulty of implementation and high energy intensity, due to the need to heat solutions and losses due
to the side reaction of hydrogen evolution. To obtain a chrome coating, you need to spend 3 times more
electricity than for applying other galvanic coatings. In addition, the chrome coating poorly protects the steel
from corrosion as it has high porosity, high internal stresses, leading to cracking of the coating [1]. Known processes of black nickel plating are less energy-intensive and easier to implement, but they have
disadvantages such as low levels of protective ability, wear resistance, and poor adhesion to the substrate,
especially to steel. As a rule, during the deposition of a black nickel-containing coating, a sublayer of copper
or brushed nickel is first applied, on which a black coating is formed, consisting of hydroxides and sulfides of
zinc and nickel, which are dispersed in the mass of metallic nickel. The thickness of such coatings does not
exceed 0.5-1.0 μm, and the corrosion resistance is determined mainly by the corrosion resistance of the
sublayer [3-5]. A possible alternative to the process of electrodeposition of black chrome and nickel coatings is the process
of chemical nickel plating [11-17]. A process feature is the application of uniform in thickness coatings onto
complex parts. The resulting coatings are characterized by high corrosion resistance and hardness, which can
be significantly increased by subsequent heat treatment. Therefore, the aim of this work is to study the technical processes of the formation of black coatings on the
surface of chemically deposited nickel. May 20th - 22nd 2020, Brno, Czech Republic, EU 3.1.
Determination of the parameters of etching process of Ni-P coatings in nitric acid It was found that the maximum black color on Ni-P coatings can be obtained at a nitric acid concentration of 6
mol / L or higher, and the processing time is at least 5-5.5 minutes. As expected, the roughness during etching
increased from 0.504 to 0.707 microns. Raising the temperature of the solution above 45 ° C has a bad effect as the color does not become deep
enough. It is important to note that at a temperature below 35 ° C a black coating is not formed. May 20th - 22nd 2020, Brno, Czech Republic, EU Photographs of the surface obtained with a confocal microscope indicate that this process is accompanied by
the formation of microscopic conical pores perpendicular to the surface. Pore diameter, depth and distance
vary from a fraction of a micrometer to several micrometers or from about one to several light wavelengths. Consequently, pores create a black appearance capturing any incident light in a wide spectral range. The photographs show the Ni-P coating before etching had a thickness of 30 μm. After etching, the thickness
decreased to 7 μm, 2-3 of which is the formed black layer (Figure 1). Over 20 μm of the coating obtained in
the first stage were etched. Figure 1 Photographs of cross sections of Ni-containing coatings before and after etching in nitric acid
Basic
Basic
Black coating Figure 1 Photographs of cross sections of Ni-containing coatings before and after etching in nitric acid Using X-ray photoelectron spectroscopy, it was found that oxides of divalent and trivalent nickel, as well as
compounds of nickel with phosphorus, are present on the surface (Figure 2). Figure 2 The individual XPS spectrum of Ni
Binding energy, eV
Intensity, units Binding energy, eV Figure 2 The individual XPS spectrum of Ni Figure 2 The individual XPS spectrum of Ni Based on the information received, we assume that the following reactions occur in the process, written using
chemical equations (1), (2), (3), (4), (5) and (6). 3.1.
Determination of the parameters of etching process of Ni-P coatings in nitric acid Ni + NO3– → NiO + NO2– (1)
2Ni + 3NO3– → Ni2O3 + 3NO2– (2)
3P + 5HNO3 + 2H2O → 3H3PO4 + 5NO↑ (3)
Ni2+ + 2H3PO4 → Ni(H2PO4)2 + 2H+ (4)
Ni2+ + H3PO4 → NiHPO4 + 2H+ (5)
3Ni2+ + H3PO4 → Ni3PO4 + 3H+ (6) Ni + NO3– → NiO + NO2–
2Ni + 3NO3– → Ni2O3 + 3NO2–
3P + 5HNO3 + 2H2O → 3H3PO4 + 5NO↑
Ni2+ + 2H3PO4 → Ni(H2PO4)2 + 2H+
Ni2+ + H3PO4 → NiHPO4 + 2H+
3Ni2+ + H3PO4 → Ni3PO4 + 3H+ (6) (6) The black coatings were obtained using the treatment in nitric acid, but the significant drawback of this process
is the large loss of non-ferrous metal during etching. The black coatings were obtained using the treatment in nitric acid, but the significant drawback of this process
is the large loss of non-ferrous metal during etching. - anode treatment in phosphoric acid (H3PO4). - anode treatment in phosphoric acid (H3PO4). - anode treatment in phosphoric acid (H3PO4). May 20th - 22nd 2020, Brno, Czech Republic, EU 2.
Determination of process parameters for anodizing Ni-P coatings in phosphoric acid The dependence of the coating quality on the concentration of phosphoric acid and the voltage on the bath is
investigated. It was experimentally found that the blackest coatings are formed at a concentration of 2.7 M and
a voltage of 1.1-1.3 V for a duration of 9 minutes at a room temperature. Roughness indices were also obtained after anodic treatment in phosphoric acid. The roughness during
anodization increases from 0.504 to 0.733 microns. It was found that after anodizing the Ni-P layer, a greater surface development is observed than in the case of
etching in nitric acid. The number of pores is greatly increased. The coating thickness is etched less from 30 to 12 microns. The thickness of the black layer is only 0.4 μm
(Figure 3). Figure 3 Photos of cross sections of Ni-containing coatings before and after processing in H3РO4
Black coating
Basic
Basic gure 3 Photos of cross sections of Ni-containing coatings before and after processing in H3РO4 The individual nickel spectrum showed that the composition of the black film also includes NiO, Ni2O3 and
nickel phosphates (Figure 4). Figure 4 The individual XPS spectrum of Ni
Binding energy, eV
Intensity, units Binding energy, eV So, we can assume that the following reactions take place, which can be written using chemical equations (7),
(8), (9), (10) and (11). Ni+PO43-→NiO+PO33- (7)
2Ni+3PO43-→Ni2O3+ 3PO33- (8)
Ni2+ + 2H3PO4 → Ni(H2PO4)2 +2H+ (9)
Ni2+ + H3PO4 → NiHPO4 + 2H+ (10)
3Ni2+ + 2H3PO4 → Ni3(PO4)2+ 6H+ (11) Ni+PO43-→NiO+PO33- (7)
2Ni+3PO43-→Ni2O3+ 3PO33- (8)
Ni2+ + 2H3PO4 → Ni(H2PO4)2 +2H+ (9)
Ni2+ + H3PO4 → NiHPO4 + 2H+ (10)
3Ni2+ + 2H3PO4 → Ni3(PO4)2+ 6H+ (11) Ni+PO43-→NiO+PO33-
2Ni+3PO43-→Ni2O3+ 3PO33-
Ni2+ + 2H3PO4 → Ni(H2PO4)2 +2H+
Ni2+ + H3PO4 → NiHPO4 + 2H+
3Ni2+ + 2H3PO4 → Ni3(PO4)2+ 6H+ (11) May 20th - 22nd 2020, Brno, Czech Republic, EU 4.
CONCLUSION As a result, methods have been developed for the formation of black layers on chemical coatings in the
following ways: As a result, methods have been developed for the formation of black layers on chemical coatings in the
following ways: - 6М HNO3, Т (solution) = 40°С и τ process 5-7 min
- 2,7М H3PO4, U=1,1-1,3 V, Т (solution) = 20-40°С It was revealed that in the process of processing black coatings, an increase in roughness and porosity occurs. It was shown that the composition of the coating includes nickel oxides NiO, Ni2O3 and nickel phosphates. It
was found that heat treatment increases the wear resistance and protective ability of coatings. 3.3.
Tests of the coatings It should be noted that black coatings formed by these methods were characterized by smearing. The
possibility of eliminating this phenomenon with the help of subsequent heat treatment of coatings is
investigated. It is shown that coatings cease to be smeared during heat treatment in the indicated ranges. For nitric acid,
this is 220 ° C for more than half an hour. And for coatings blackened using anodic treatment in phosphoric
acid, it is 190 ° C for more than an hour and a half. In addition, it was revealed that during the heat treatment, the roughness of the coatings increases in both
cases. When anodizing in phosphoric acid, the surface development is less than when etching in nitrogen: Ra
= 0.865 and 1.212 μm, respectively. The wear resistance of the coatings was investigated. The number of cycles was evaluated until the first signs
of abrasion appeared. Table 1 shows that coatings obtained by anodizing in phosphoric acid with subsequent
heat treatment have the highest wear resistance. Corrosion tests have shown that these coatings also have the greatest protective ability. Table 1 Comparison of the functional characteristics of the resulting coatings
Process
Wear resistance of black
coatings (number of cycles
until the first signs of loss of
black color appear)
The protective ability of black
coatings (Time until the appearance
of corrosion products of the base,
hour)
Etching in HNO3
850
39
Etching in HNO3 + heat treatment
11750
98
Anodization in H3PO4
1050
45
Anodization in H3PO4 + heat treatment
16000
130
Electrodeposition of black nickel-
containing coating
3000
50
Electroplating black chrome coating
13000
120 Table 1 Comparison of the functional characteristics of the resulting coatings This table allows you to compare the studied coatings with black electroplated nickel and chrome coatings. It
can be seen that the films obtained by anodic treatment in a solution of phosphoric acid followed by heat
treatment turn out to be the best in both terms of wear resistance and protective ability. REFERENCES [1]
RUDENKO M.F., KRAVTSOV E.E., IDIATULIN S.A. Effective surfaces of solar receivers. Himicheskoe i
neftegazovoe mashinostroenie. 1998, no. 7, pp. 33-35. [2]
MESHALKIN V.P., ABRASHOV A.A., VAGRAMYAN T.A., GRIGORYAN N.S., UTOCHKINA D.S. Development of
Composition and Investigation of Properties of a New, Environmentally Friendly Molybdenum-Containing
Decorative Protec-tive Conversion Coating on Zinс-Plated Surfaces. Doklady Chemistry. 2018, vol. 480, no. 5, pp. 555–558. [3]
TAKADOUM J. Black coatings: a review. The European physical journal applied physics. 2010, no. 52, pp 30401
(p1-p7). [4]
SOMASUNDARAM S., PILLAI A.M., RAJENDRA A., SHARMA A.K. High emittance black nickel coating on
copper substrate for space applications. Journal of Alloys and Compounds. 2015, vol. 643, pp. 263-269. [5]
ESTRELLA-GUTIÉRREZ M.A., LIZAMA-TZEC F.I., ARÉS-MUZIO O., OSKAM G. Influence of a metallic nickel
interlayer on the performance of solar absorber coatings based on black nickel electrodeposited onto copper. Electrochimica Acta. 2016, vol. 213, pp. 460-468. [6]
JEEVA P.A., KARTHIKEYAN S., NARAYANAN S. Performance characteristics of corrosion resistant black
coatings. Procedia Engineering. 2013, vol. 64, pp. 491-496. [7]
JEEVA P.A., KARTHIKEYAN S., NARAYANAN S. Optimization of black coatings by electro deposition and
evaluation of optical properties. International Journal of ChemTech Research. 2013, vol. 5, no. 5, pp. 2405-2409. [8]
NUNES R.A.X., COSTA V.C., SADE W., ARAÚJO F.R., SILVA G.M. Selective surfaces of black chromium for
use in solar absorbers. Materials Research. 2018, vol. 21, no. 1, pp. e20170556. [9]
MEDEIROS I.D.M., GOMES K.C. Selective solar surface solar based on black chromium: Influence of
electrodeposition parameters in the absorption of surfaces. Materials Research. 2019. vol. 22, no. 2, pp. e20180625. [10]
JEEVA P.A., NARAYANAN S., KARTHIKEYAN S. A review on black coatings for solar energy storaging systems. International Journal of ChemTech Research. 2016, vol. 9, no. 3, pp. 589-596. [11]
TABATABAEI F., RAEISSI K., SAATCHI A., KAZMANLI K., URGEN M. Effect of heat treatment on tribocorrosion
of nanostructure Ni–P coatings. Surface Engineering. 2013, vol 29, no 9, pp. 671-676. [12]
PAN Y., HUANG MO J. Content on Wood Colored Electroless Plating Ni Color Influence. Advanced Materials
Research. 2013, vol. 650, pp 24-28. [13]
SAXENA V., UMA RANI R., SHARMA A.K. Studies on ultra high solar absorber black electroless nickel coatings
on aluminum alloys for space application. Surface & Coatings Technology. 2006, vol. 201, pp. 855–862. [14]
RANI R.U., SHARMA A.K., MINU C. Studies on black electroless nickel coatings on titanium alloys for spacecraft
thermal control applications. Journal of Applied Electrochemistry. ACKNOWLEDGEMENTS «The work was supported by the Mendeleev University of Chemical Technology of Russia. Project
Number Х-2020-027» «The work was supported by the Mendeleev University of Chemical Technology of Russia. Project
Number Х-2020-027» May 20th - 22nd 2020, Brno, Czech Republic, EU REFERENCES 2010, vol. 40, pp. 333. [15]
GUO Z., KEONG K.G., SHA W. Physical and chemical properties of electroless nickel–phosphorus alloys. Journal
of alloys and coatings 2003, vol. 358, pp. 112–119. [16]
CHEONG W.J., LUAN B.L., SHOESMITH D.W. Optimization of nanostructured black coatings. Corrosion
Science. 2007, vol. 49, pp. 1777–1798. [17]
BROWN R.J.C., BREWER P.J., MILTON M.J.T. The physical and chemical properties of electroless nickel–
phosphorus alloys and low reflectance nickel–phosphorus black surfaces. Journal of Materials Chemistry. 2002,
vol. 10, pp. 2749-2754. [18]
GRIGORYAN N.S., ABRASHOV A.A., VAGRAMYAN T.A., KOSTIUK A.G. Passivation of ferrous and non-ferrous
metals in a solution based on gallic acid esters. Chemistry and technology of organic substances. 2017, no 4, pp. 55-63. [19]
Shirley, D.A. High-resolution X-ray photoemission spectrum of the valence bands of gold. Phys. Rev. 1972. B 5,
4709-4713. [20]
Scofield H., J. Hartree-Slater subshell photoionization cross-sections at 1254 and 1487 eV. Electron Spectrosc. Relat. Phenom. 1976, vol. 8, pp. 129-137. [21]
MOHAI, M. XPS MultiQuant: multimodel XPS quantification software. Surf. Interface Anal. 2004, vol. 36, pp. 828–
832.
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https://discovery.ucl.ac.uk/10092801/8/Guo_Reversible%2C%20Two-Step%20Single-Crystal%20to%20Single-Crystal%20Phase%20Transitions%20between%20Desloratadine%20Forms%20I%2C%20II%2C%20and%20III_VoR.pdf
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English
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Reversible, Two-Step Single-Crystal to Single-Crystal Phase Transitions between Desloratadine Forms I, II, and III
|
Crystal growth & design
| 2,020
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cc-by
| 11,663
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pubs.acs.org/crystal Computational spectroscopy, using periodic DFT-D phonon calculations, reproduces the
experimental variable-temperatureTHz-Raman spectra and rules out the possibility of the phase transformations occurring via any
classical soft mode. A combination of variable-temperature powder X-ray diffraction, solid-state NMR, and computational
spectroscopy provides a detailed molecular description of the phase transitions, indicating a first-order diffusionless process between
I →II and II →III, wherein both conformational changes and lattice distortions occur simultaneously in the crystal lattice. The
study indicates that a nucleation and growth mechanism is compatible with concerted movements producing a conformational
change in organic molecular crystals. ABSTRACT: Single-crystal to single-crystal polymorphic transformations in molecular solids are relatively rare, with changes in
crystal structure more commonly leading to destruction of the parent crystal. However, the structural basis for such transitions is of
considerable interest given the changes in material properties that can result. The antihistamine desloratadine displays a two-step,
reversible single-crystal to single-crystal phase transition during heating/cooling cycles between three conformational polymorphs:
the low temperature form I, a polytypic intermediate form II, and the high temperature form III. The two-step transition involves a
sequential flipping of the piperidine rings of desloratadine molecules in the crystals, which induce reversible micrometer-scale
contraction on heating and expansion on cooling of the largest face of a desloratadine single crystal. Distinct, slow-moving phase
boundaries, originating on the (001) face of the crystal, were observed sweeping through the entire crystal in hot-stage microscopy,
suggesting a single nucleation event. Computational spectroscopy, using periodic DFT-D phonon calculations, reproduces the
experimental variable-temperatureTHz-Raman spectra and rules out the possibility of the phase transformations occurring via any
classical soft mode. A combination of variable-temperature powder X-ray diffraction, solid-state NMR, and computational
spectroscopy provides a detailed molecular description of the phase transitions, indicating a first-order diffusionless process between
I →II and II →III, wherein both conformational changes and lattice distortions occur simultaneously in the crystal lattice. The
study indicates that a nucleation and growth mechanism is compatible with concerted movements producing a conformational
change in organic molecular crystals. pubs.acs.org/crystal The antihistamine desloratadine displays a two-step,
reversible single-crystal to single-crystal phase transition during heating/cooling cycles between three conformational polymorphs:
the low temperature form I, a polytypic intermediate form II, and the high temperature form III. The two-step transition involves a
sequential flipping of the piperidine rings of desloratadine molecules in the crystals, which induce reversible micrometer-scale
contraction on heating and expansion on cooling of the largest face of a desloratadine single crystal. Distinct, slow-moving phase
boundaries, originating on the (001) face of the crystal, were observed sweeping through the entire crystal in hot-stage microscopy,
suggesting a single nucleation event. Computational spectroscopy, using periodic DFT-D phonon calculations, reproduces the
experimental variable-temperatureTHz-Raman spectra and rules out the possibility of the phase transformations occurring via any
classical soft mode. A combination of variable-temperature powder X-ray diffraction, solid-state NMR, and computational
spectroscopy provides a detailed molecular description of the phase transitions, indicating a first-order diffusionless process between
I →II and II →III, wherein both conformational changes and lattice distortions occur simultaneously in the crystal lattice. The
study indicates that a nucleation and growth mechanism is compatible with concerted movements producing a conformational
change in organic molecular crystals. ABSTRACT: Single-crystal to single-crystal polymorphic transformations in molecular solids are relative ABSTRACT: Single-crystal to single-crystal polymorphic transformations in molecular solids are relatively rare, with changes in
crystal structure more commonly leading to destruction of the parent crystal However the structural basis for such transitions is of ABSTRACT: Single-crystal to single-crystal polymorphic transformations in molecular solids are relatively rare, with changes in
crystal structure more commonly leading to destruction of the parent crystal. However, the structural basis for such transitions is of
considerable interest given the changes in material properties that can result. The antihistamine desloratadine displays a two-step,
reversible single-crystal to single-crystal phase transition during heating/cooling cycles between three conformational polymorphs:
the low temperature form I, a polytypic intermediate form II, and the high temperature form III. The two-step transition involves a
sequential flipping of the piperidine rings of desloratadine molecules in the crystals, which induce reversible micrometer-scale
contraction on heating and expansion on cooling of the largest face of a desloratadine single crystal. Distinct, slow-moving phase
boundaries, originating on the (001) face of the crystal, were observed sweeping through the entire crystal in hot-stage microscopy,
suggesting a single nucleation event. This is an open access article published under a Creative Commons Attribution (CC-BY)
License, which permits unrestricted use, distribution and reproduction in any medium,
provided the author and source are cited. This is an open access article published under a Creative Commons Attribution (CC-BY)
License, which permits unrestricted use, distribution and reproduction in any medium,
provided the author and source are cited. This is an open access article published under a Creative Commons Attribution (CC-BY)
License, which permits unrestricted use, distribution and reproduction in any medium,
provided the author and source are cited. © 2020 American Chemical Society https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 © 2020 American Chemical Society Article pubs.acs.org/crystal Reversible, Two-Step Single-Crystal to Single-Crystal Phase
Transitions between Desloratadine Forms I, II, and III Published as part of a Crystal Growth and Design virtual special issue Remembering the Contributions and Life
of Prof. Joel Bernstein f
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Vijay K. Srirambhatla, Rui Guo, Daniel M. Dawson, Sarah L. Price, and Alastair J. Florence*
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Supporting Information
ABSTRACT: Single-crystal to single-crystal polymorphic transformations in molecular solids are relatively rare, with changes in
crystal structure more commonly leading to destruction of the parent crystal. However, the structural basis for such transitions is of
considerable interest given the changes in material properties that can result. The antihistamine desloratadine displays a two-step,
reversible single-crystal to single-crystal phase transition during heating/cooling cycles between three conformational polymorphs:
the low temperature form I, a polytypic intermediate form II, and the high temperature form III. The two-step transition involves a
sequential flipping of the piperidine rings of desloratadine molecules in the crystals, which induce reversible micrometer-scale
contraction on heating and expansion on cooling of the largest face of a desloratadine single crystal. Distinct, slow-moving phase
boundaries, originating on the (001) face of the crystal, were observed sweeping through the entire crystal in hot-stage microscopy,
suggesting a single nucleation event. Computational spectroscopy, using periodic DFT-D phonon calculations, reproduces the
experimental variable-temperatureTHz-Raman spectra and rules out the possibility of the phase transformations occurring via any
classical soft mode. A combination of variable-temperature powder X-ray diffraction, solid-state NMR, and computational
spectroscopy provides a detailed molecular description of the phase transitions, indicating a first-order diffusionless process between
I →II and II →III, wherein both conformational changes and lattice distortions occur simultaneously in the crystal lattice. The
study indicates that a nucleation and growth mechanism is compatible with concerted movements producing a conformational
change in organic molecular crystals. Downloaded via UNIV COLLEGE LONDON on March 4, 2020 at 11:11:22 (UTC). See https://pubs.acs.org/sharingguidelines for options on how to legitimately share published articles. Supporting Information ABSTRACT: Single-crystal to single-crystal polymorphic transformations in molecular solids are relatively rare, with changes in
crystal structure more commonly leading to destruction of the parent crystal. However, the structural basis for such transitions is of
considerable interest given the changes in material properties that can result. Crystal Growth & Design DSC measure-
ments were performed on polycrystalline material using a Netzsch
DSC214 Polyma differential scanning calorimeter. The samples were
weighed into aluminum DSC pans and crimped with a pinhole in the
lid. The samples were analyzed over the temperature range RT to 450
K at heating rates of 5, 10, 15, and 40 K per minute. g
p
2.4. In-Situ Variable Temperature Powder X-ray Diffraction. Powder X-ray diffraction data of the polycrystalline material were
collected using a Bruker AXS D8-diffractometer. Finely ground DES
form I was loaded into a 0.7 mm borosilicate glass capillary and
mounted on the diffractometer operating in transmission geometry,
equipped with a Johansson monochromator using Cu Kα radiation (λ
= 1.5406 Å) and Lynxeye detector. An Oxford Cryosystems
Cryostream was used to control the temperature of the sample
prior to data collection. Variable temperature diffraction data were
collected in the temperature range 150−380 K. Data were collected
over the angular range 3 ≤2θ/° ≤50, in 0.01° steps, at a counting
time of 1 s/frame increments of detector position. Quantification of
polymorphs by Rietveld analysis38 was performed using TOPAS-V
5.0. Desloratadine (DES) is an antihistamine drug commonly
used in the treatment of allergic reactions.24 The molecular
structure of DES contains a piperidine ring attached to a N-
substituted dibenzazepine (NDBA) moiety (Figure 1). Figure 1. Molecular structure of DES. 2.5. In-Situ Variable Temperature Single-Crystal X-ray
Diffraction. The single crystal X-ray diffraction data were collected
using Mo−Kα radiation (λ = 0.7107 Å), on a Bruker Apex-II
diffractometer equipped with a CCD detector, controlled using
APEX3 software. An Oxford Cryosystems cryostream was used to
control the temperature of the crystals prior to data collection. Data
integration and reduction were performed using the SAINT software
(version 8.34A).39 The crystal structures were solved by direct
methods using the program SHELXS,40 and subsequent Fourier
calculations and least-squares refinements were performed on F2 using
the program CRYSTALS.41 All non-hydrogen atoms were refined
with anisotropic displacement parameters. All hydrogen atoms
bonded to the carbon atoms were placed geometrically and refined
with the isotropic displacement parameter fixed at 1.5 times Ueq of the
atoms to which they are attached. Protons involved in hydrogen
bonding were located directly via inspection of difference Fourier
maps and were refined isotropically. The crystallographic data of DES
polymorphs I, II, and III are provided in Supporting Information,
Section 1.2.1. 1. INTRODUCTION key material properties that can result. Conversion between
polymorphs can change numerous physical properties
including density, solubility, electric conductivity, color,
mechanical strength, and morphology. Depending on the
application, it may be necessary to control such trans-
formations to ensure consistent performance or to deliberately
exploit them to realize structures with desirable functions. Understanding polymorphism and phase transformations in
molecular crystals is crucial to enable the effective manufacture
and exploitation of this important class of materials. Poly-
morphism1,2 describes the ability of a chemical compound to
adopt different crystal packing arrangements. Conformational
polymorphs contain molecular conformations that approximate
different isolated molecule conformational minima.3−5 Poly-
morphism is ubiquitous4 and has been reported for foodstuffs,6
pigments,7 agrochemical products,8,9 and pharmaceuticals.10
While single-crystal to single-crystal transformations in Received:
November 13, 2019
Revised:
January 14, 2020
Published: January 16, 2020
00
https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Received:
November 13, 2019
Revised:
January 14, 2020
Published: January 16, 2020 Received:
November 13, 2019
Revised:
January 14, 2020
Published: January 16, 2020 Received:
November 13, 2019
Revised:
January 14, 2020
Published: January 16, 2020 While single-crystal to single-crystal transformations in
molecular solids are relatively rare, the structural basis for
such transitions is of considerable interest given the impact on © 2020 American Chemical Society © 2020 American Chemical Society 1800 1800 pubs.acs.org/crystal Crystal Growth & Design Article However, despite ongoing research, it remains challenging to
predict specific occurrences of polymorphism,11 let alone know
which polymorphs can readily interconvert, for example, by a
single-crystal to single-crystal polymorphic transformation. eight low-energy conformations of DES were determined by
optimization at PBE0/6-31G(d,p) level using GAUSSIAN0928 and
the charge density analyzed by GDMA2.029 to give a distributed
multipole model for the electrostatic interactions. These conforma-
tions were used to generate hypothetical structures using
CrystalPredictor2.1,30 and the crystal structures were refined using
Crystal Optimizer2.4,31 using the ab initio relative molecular energies,
the distributed multipoles, and the FIT exp-6 potential32 to allow all
the bond angles and torsions to respond to the packing forces. The term “dynamic molecular crystals” has been applied to
polymorphs where changes in physical properties can be
controlled by external stimuli such as heat, light, or electric
field.12 Despite the discovery of a number of molecular crystals
that change structure under external stimuli,12−14 the design of
new crystalline materials that can transmit molecular-scale
structural changes to desirable macroscopic changes in crystal
shape, while keeping their crystallinity throughout the
transition,15,16 remains a significant challenge in organic crystal
engineering. In particular, the transformation mechanisms
involved are generally ill-defined and poorly understood.17
This is largely because direct observation of the molecular
processes at or near the critical transition point is challenging,
owing to the absence of suitable analytical techniques with
sufficient spatial and temporal resolution. The thermody-
namic,18 structural,19 and other classifications20 for phase
transitions were largely developed for inorganic materials, and
there is increasing evidence that they do not adequately
capture the phenomena occurring in molecular crystals,21,22
particularly for molecules that have very nonspherical shapes,
anisotropic intermolecular interactions, and sufficient flexibility
to change conformation.23 g
p
p
g
Periodic density functional calculations of lattice energy opti-
mizations were performed with the PBE functional,33 with various
dispersion corrections,34−36 using CASTEP17.2.2.37 The harmonic
phonons were calculated by finite displacements using the PBE-TS
functional and using supercells to sample the Brillouin zone. g
2.2. Crystallization of DES. DES (8-chloro-11-(piperidin-4-
ylidene)-6,11-dihydro-5H-benzo[5,6]cyclohepta[1,2-b]pyridine) and
anhydrous ethyl acetate was procured from Sigma-Aldrich. Single
crystals of DES were obtained by dissolving ∼100 mg of DES in ∼2−
3 mL of ethyl acetate solvent and allowing the solution to evaporate
slowly at RT. Colorless crystals that appeared after 5−8 days were
used for subsequent analysis. q
y
2.3. Differential Scanning Calorimetry (DSC). Crystal Growth & Design Face indexing of the DES crystals was performed using
the Index Crystal Faces routine of Apex 3 software. Figure 1. Molecular structure of DES. Reported solid forms of DES include form I25 (CSD refcode:
GEHXEX) and a benzoate salt (CSD refcode: DEGNOV).26
While the existence of a high temperature form is known,27 no
crystal structure has thus far been reported. In the present
work, reversible conformational phase transitions of DES are
investigated using an array of experimental and computational
methods to probe the structural and energetic changes in this
system. Hot-stage optical microscopy has also revealed unusual
features associated with the mechanism of transformation as
well as macroscopic and reversible shape change in DES
crystals undergoing phase transformations. The striking and
unusual nature of phase transformations in DES is detailed
while also highlighting the complexity associated with
understanding solid−solid phase transformations in industrially
relevant organic molecular materials. 2.6. Temperature-Resolved Terahertz Raman Spectroscopy. Variable temperature Raman measurements was performed using the
Ondax THz-Raman Spectroscopy Systems using a 785 nm laser. Variable temperature THz-Raman data on a single crystal of DES
were collected between RT and 380 K during heating and cooling
cycles in the extended spectral range of 0−1700 cm−1. The sample
temperature was controlled using a Linkam LST 420 hot-stage. 2.6. Temperature-Resolved Terahertz Raman Spectroscopy. Variable temperature Raman measurements was performed using the
Ondax THz-Raman Spectroscopy Systems using a 785 nm laser. Variable temperature THz-Raman data on a single crystal of DES
were collected between RT and 380 K during heating and cooling
cycles in the extended spectral range of 0−1700 cm−1. The sample
temperature was controlled using a Linkam LST 420 hot-stage. 2. EXPERIMENTAL SECTION 2.1. Crystal Structure Prediction and Periodic DFT-D
Calculations. The complete details of crystal structure prediction
studies are given in Supporting Information, Sections 2.2 and 2.3. The g
g
2.7. Hot-Stage Optical Microscopy. Temperature-resolved
microscopic measurements were performed using a Leica DM6000 1801 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Figure 2. DSC curves of powder DES I, with a heating cycle in green. The insert shows the cooling cycle in red. Data collected at 5 K/min. The black lines indicate area under the curve. pubs.acs.org/crystal
Article Crystal Growth & Design pubs.acs.org/crystal FS microscope, equipped with Leica DFC 310 FX camera. A Linkam
LTS 420 hot-stage, equipped with T95-Linkam control pad and T95
Linkam temperature controller unit, and an optional LNP95 liquid
nitrogen cooling pump system were used to control the temperature
of the crystals. y
2.8. Temperature-Resolved Solid State NMR Spectroscopy. Solid-state NMR spectra were recorded on a Bruker Avance III
spectrometer equipped with a wide-bore 9.4 T superconducting
magnet (Larmor frequencies of 400.13 and 100.61 MHz for 1H and
13C, respectively). The sample was packed into a standard 4 mm
zirconia rotor and rotated at the magic angle at 12.5 kHz. Spectra
were acquired with cross-polarization (CP) from 1H with a spin lock
(ramped for 1H) of 5 ms. High-power (ν1 ≈100 kHz) TPPM-15
decoupling of 1H was applied during acquisition. Signal averaging was
carried out for 24 transients with a recycle interval of 300 s. The
sample temperature was controlled using a Bruker BVT control unit,
equipped with BCU-II chiller and BVTB-3000 heater booster. The
sample was heated to the target temperature and then allowed to
reach thermal equilibrium for 5 min before data acquisition. The
sample temperature was calibrated using the hexagonal to fcc phase
transition of DABCO (351.1 K)42 as a fixed temperature point and
the temperature dependence of the 87Rb chemical shift of RbCl to
calibrate temperatures across the relevant range.43 13C Chemical shifts
are reported in ppm relative to (CH3)4Si using the CH3 resonance of
L-alanine (δ = 20.5 ppm) as a secondary solid reference. Figure 2. DSC curves of powder DES I, with a heating cycle in green. The insert shows the cooling cycle in red. Data collected at 5 K/min. The black lines indicate area under the curve. observed before melting, the polymorphs are related
enantiotropically. Repeated experiments between RT and
375 K with different heating and cooling rates (at 5−40 K/
min) resulted in similar thermal data confirming the reversible
and reproducible nature of the phase transformations
(Supporting Information, Figures S16−S19). The DSC data
suggest that DES form I is the thermodynamically stable form
at room temperature (RT) with II and III being enantiotropi-
cally related. While the exact onset of DES I →II and II →III
phase transitions in the heating cycle are not clear, DSC
analysis indicates a thermal hysteresis of ∼20 K based on the
observed onset temperatures. 3. RESULTS As part of the investigation into polymorphism of DES, a
crystal structure prediction (CSP)44 study was performed
(Supporting Information, Section 2.2). The progress in CSP
methods in recent years11,45 has reached the stage where it is
starting to inform experimental screening approaches46,47 to
allow targeted crystallization of computationally predicted
polymorphs.48−51 Conformational analysis of a DES molecule
in the gas phase resulted in eight conformational minima
within 4 kJ/mol of the global minimum (Supporting
Information, Section 2.1). These were used in the CSP search,
which was also constrained to only consider Z′ = 1 structures. The search (Supporting Information, Section 2.2) revealed two
densely packed, dispersion bound structures, the most stable
being form I and a higher energy structure that was later shown
to be form III. The other low energy structures were less dense,
and most were based on N−H···N hydrogen-bonded
molecular chains. Alternative evaluations of the relative
stability of the CSP generated structures suggested that the
hydrogen-bonded structures were thermodynamically less
likely than form I and III (Supporting Information, Section
2.3). Hence, the CSP study did not suggest any further
conformational or packing polymorphs to be targeted. 3.2. In-Situ Variable Temperature Powder X-ray
Diffraction (VT-PXRD). A finely ground sample of recrystal-
lized DES I was used to perform in situ VT-PXRD analysis. PXRD data were collected between 150 and 400 K for both the
heating and cooling cycles. Representative X-ray diffraction
data for forms I, II, and III are shown in Figure 3 with the Figure 3. Selected powder XRD patterns at different temperatures
during a cooling cycle. At 340 K (DES III, blue), 320 K (DES II, red),
and at 300 K (DES I, black). g
g
3.1. Differential Scanning Calorimetry (DSC). DSC
analysis of polycrystalline DES I exhibits two endothermic
transitions upon heating with peak temperatures of 338.6 and
431.3 K (Figure 2). While the second endotherm is consistent
with the melting of the compound, the first endotherm with an
onset of 334.8 K can be attributed to successive solid−solid
phase transformations, i.e., overlapping signals from the
conversion of DES I →II and II →III (based on diffraction
data) (Section 2.2 and 2.3). Indeed, upon cooling from 375 K,
the thermogram exhibits two exothermic transitions with onset
temperatures of 326.5 and 313.9 K corresponding to
polymorphic transformations of III →II and II →I. 3. RESULTS transformations in the powder between forms I to III extend
over ∼15 K in the heating cycle and ∼25 K during the cooling
cycle, consistent with the DSC and variable temperature solid-
state NMR (VT-SS-NMR Supporting Information, Section
1.6) measurements. More quantitative measurements (see
Section 2.5) indicate that phase transformations between
forms I and III occur across a wider temperature range of over
40 K. N interactions (C···N = 3.369 (2) and 3.360 (3) Å), which
arrange to form 1D H-bonded chains extending along the b
axis. Form II was always observed in the presence of either
form I (on the heating cycle) or form III (on the cooling
cycle), suggesting that fragments of the crystal had not yet
transformed at the measurement temperature. N interactions (C···N = 3.369 (2) and 3.360 (3) Å), which
arrange to form 1D H-bonded chains extending along the b
axis. Form II was always observed in the presence of either
form I (on the heating cycle) or form III (on the cooling
cycle), suggesting that fragments of the crystal had not yet
transformed at the measurement temperature. p
On heating above 335 K, the DES form II crystal
subsequently transforms to a high temperature phase, form
III. Structure determination at 350 K in space group P21 yields
one molecule in the asymmetric unit in the ASE conformation,
highlighting that all molecules in the lattice have changed
conformation. Upon cooling from 350 K, form III crystals
transform back to form II at 320 K, which subsequently
transforms to form I at 293 K confirming that both
transformations are reversible. The VT-SXRD results show
the transition between forms I, II, and III is a completely
reversible, two-step single-crystal to single-crystal, solid-state
transformation. A number of SXRD measurements with
crystals of different sizes resulted in similar observations with
form II as the intermediate structure. The single particle
transformation mechanisms and transitions are consistent with
those observed from the bulk samples. It is also notable from
both single crystal and PXRD data for DES II that diffraction
from DES I (heating) or III (cooling) was always present. This
is likely due to hysteresis in nucleation of individual crystallites
in the polycrystalline samples or untransformed domains
within the single crystal. 3.3. In-Situ Variable Temperature Single Crystal X-ray
Diffraction. Variable temperature single crystal X-ray
diffraction (VT-SXRD) was used to track the specific structural
changes in individual crystals. 3. RESULTS The
enthalpy changes associated with the transformations III →II
and II →I during the cooling cycle are 0.4 ± 0.1 and 0.3 ± 0.1
kJ/mol. According to the heat of transition rule proposed by
Burger and Ramberger,52 if an endothermic transition is Figure 3. Selected powder XRD patterns at different temperatures
during a cooling cycle. At 340 K (DES III, blue), 320 K (DES II, red),
and at 300 K (DES I, black). complete data sets in Supporting Information, Section 1.3. The
PXRD data indicate that, upon heating, form I transforms to II
and then to III. Upon cooling, the reverse transformations of
III to II and then to I were observed. All three phases are
observed to coexist over a range of temperatures: visual
inspection of the VT-PXRD data indicates the phase 1802 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Figure 4. (a) Superimposition of asymmetric units of form I (green Z′ = 1), II (gray Z′ = 2), and III (red Z′ = 1), (b) overlay of the molecular
conformations AAA (blue) and ASE (red) in DES I and DES III, (c) crystal packing arrangements of DES I (P21, a = 7.061 Å b = 12.070 Å c =
9.559 Å, β = 108.2°), II (P21, a = 14.818 Å, b = 12.223 Å, c = 9.631 Å β = 113.3°), and III (P21, a = 7.754 Å b = 12.139 Å c = 9.608 Å β = 108.2°),
with the a axis in red, b in green, and c in blue. The hydrogens in (b) and (c) are omitted for clarity. Crystal Growth & Design
pubs.acs.org/crystal
Article pubs.acs.org/crystal
Article Crystal Growth & Design Article Figure 4. (a) Superimposition of asymmetric units of form I (green Z′ = 1), II (gray Z′ = 2), and III (red Z′ = 1), (b) overlay of the molecular
conformations AAA (blue) and ASE (red) in DES I and DES III, (c) crystal packing arrangements of DES I (P21, a = 7.061 Å b = 12.070 Å c =
9.559 Å, β = 108.2°), II (P21, a = 14.818 Å, b = 12.223 Å, c = 9.631 Å β = 113.3°), and III (P21, a = 7.754 Å b = 12.139 Å c = 9.608 Å β = 108.2°),
with the a axis in red, b in green, and c in blue. The hydrogens in (b) and (c) are omitted for clarity. https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Crystal Growth & Design Crystal Growth & Design pubs.acs.org/crystal Article piperidines (Figure 4b). Thus, the three DES structures
reported here are clearly conformational polymorphs3−5 with
form II being a polytypic53 arrangement of alternating layers of
I and III. Owing to the close similarity in crystal packing
arrangements of all the three forms, there is a close
orientational relationship between the unit-cell parameters of
forms I, II, and III as measured with the TOPO software54
(Supporting Information, Section 1.2.5). A direct comparison
of unit cell parameters of the three polymorphs shows that the
a axis doubles, the b axis expands, while the c axis
insignificantly contracts during the I →II phase transformation
(Supporting Information, Section 1.2.4). Also, during the II →
III transformation the a axis halves, while the b and c axes
expand over this temperature range. Additionally, the angle β
sequentially increases from form I to II to III (108.08°,
113.38°, and 118.78° respectively). The refined Flack
parameter values (Supporting Information, Section 1.2.1) at
different temperatures indicate that the reversible trans-
formation occurs without a change in the handedness of the
crystals. The mosaicity (∼0.59 ± 0.02) of the crystal also
remains constant over the heating and cooling cycles,
suggesting no significant change in individual crystal quality. Section 1.4). The appearance and disappearance of vibrational
modes confirm the reversible nature of the phase trans-
formation. The spectrum of form I shows that several modes
shift to lower frequency on heating, which reverses on cooling,
which may be attributed to the changes in thermal vibrations.56
There is no evidence from the THz-Raman data of any
transient amorphous or disordered intermediate phases during
the heating/cooling cycles.57 While the THz Raman data are rich in information
corresponding to both inter- and intramolecular vibrations,
extracting relevant information is challenging without exploit-
ing the recent development of computational methods.58,59
Theoretical harmonic phonon dispersion curves along high-
symmetry paths of the Brillouin zone were calculated using
periodic electronic structure (PBE-TS) methods (see Support-
ing Information, Section 2.4). Allowing for the expected offset
between the calculated and observed modes in the THz region,
the calculated and experimental modes match reasonably well
(Figure 5), particularly considering the elevated temperatures
at which the THz spectra were measured. The free energy differences between the three forms were
also estimated from the calculated modes and lattice energies
(Supporting Information, Section 2.4). Crystal Growth & Design Form I was found to be
the most thermodynamically stable form at lower T, with form
II being the next most stable in lattice energy, but the thermal
contributions stabilize form III, such that form III becomes the
most stable phase above about 380 K. The energy differences
between form I and III are in reasonable agreement with the
DSC measurements, given the uncertainty in the lattice
energies and the use of the harmonic approximation without
allowance for thermal expansion.60 Form II is very
thermodynamically competitive with the other forms around
the transition region (Supporting Information, Figure S28). 61 3.4. Variable Temperature THz Raman. Lattice
dynamics are of central importance to understand the
mechanism of solid−solid phase transformations and material
properties. Terahertz (THz) spectroscopic55 techniques can
readily measure the phonon modes at the Brillouin zone
center, and so temperature resolved THz-low frequency
Raman measurements on a single crystal of DES were
performed to investigate the mechanism of reversible phase
transformation. The evolution of the low-frequency Raman
spectra as a function of temperature is measured under
nitrogen atmosphere during the heating and cooling cycles
over the extended spectral range 0−1700 cm−1 (Supporting
Information, Section 1.4). The representative low-frequency
Raman spectra (below 210 cm−1) of DES I, II, and III (Figure
5) show substantial differences. Additionally, there is a
progressive change in the Raman spectra with change in
temperature accompanying the transformation of form I to
form II and subsequently to form III (Supporting Information, Visual examination of the calculated THz modes in Jmol61
indicates strong mixing of inter- and intramolecular vibrations,
and there is no single phonon mode that can be seen as a
pathway for the phase transformations. The calculated phonon
modes also indicate that all phonon frequencies are positive
across the entire Brillouin zone (Supporting Information,
Figure S27), implying that all three forms are stable and ruling
out the possibility of either of the two phase transformations (I
→II and II →III) occurring via a “soft” mode mechanism.62
This contrasts with the order−disorder phase transformation
observed in camphor, where it was shown that one single low-
frequency mode was responsible for the phase trans-
formation.63 Figure 5. Low-frequency regions of the measured THz-Raman
spectra of crystalline DES polymorphs I, II, and III. The markings at
the bottom of each spectrum are the calculated Γ-point phonons of
the respective polymorphs (Supporting Information, Section 2.5). 3. RESULTS Starting with a single crystal of
form I, single crystal X-ray diffraction data were obtained at 80
K, 293 K, 320 K, 335 K, and 350 K during heating and then at
320 K, 315 K, and 293 K during cooling to explore the
sequence of structural transitions. q
Investigating the reciprocal lattice planes at different
temperatures indicated that additional reflections that do not
index with form I unit cell parameters appear at ∼320 K
(Supporting Information, Section 1.2.3), before the onset of
phase transformation to II expected at ∼335 K from DSC. The
intensity and number of these reflections increase on
approaching the onset of the DSC derived transition
temperature. Structure determination at 335 K demonstrates
that single crystal has transformed with two molecules in the
asymmetric unit and the length of the “a” axis doubling in size. One molecule is in the AAA conformation, and the other is in
the ASE conformation (where the piperidine ring and the C6
carbon of the NDBA moiety are in the “syn” orientation),
which is nearly equi-energetic with the AAA conformation
(Supporting Information, Section 2.1). The two molecules in
the asymmetric unit of form II are connected by weak C−H··· g
Despite the conformational change of the piperidine ring
involved in each phase transformation, all three polymorphs
contain similar packing arrangements. Overlays of the
asymmetric units (molecules) in the three structures indicate
a conformational change analogous to a chair inversion in 1803 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Crystal Growth & Design In the first stage, form III transforms to form II
with the accompanying transformation of some ASE con-
formers to AAA, while some form II may have transformed to
form I by the end of this stage. However, at 315 K, form II is
the main component (64%) of the sample, with about 27% of
untransformed form III and 9% completely transformed to
form I. This is presumably down to different nucleation rates in
different individual crystals in the sample and may result from
differences in particle size and quality. At the end of the first
stage (315 K), THz Raman showed a slow-down of
conformation change, followed quickly by the second stage
of transformation (from II →I), matching the second
exothermic peak in DSC (Figure 2), along with any remaining
III →II →I transformation resulting in the complete
transformation of the sample to form I (and AAA
conformation). Figure 6. Comparison of (bottom) experimental THz-Raman spectra
at two temperatures and (top) scaled calculated Raman spectra for an
isolated molecule of DES in the AAA and ASE conformations. The
peak (observed at 987.3 cm−1) marked with an asterisk is unique to
the AAA conformation. 3.6. In-Situ Hot-Stage Microscopy. Crystals of DES form
I were immersed in silicon oil and examined by hot-stage
microscopy during heating and cooling between RT and 360
K. Upon heating, the crystal visibly changes shape (Figure 8,
Supporting Information, Figures S1 and S3, Supporting
Information Video_S1 and S2), and a continuous transverse
wavefront can be observed, initiating from the (001) face, that
moves through the crystal as growth of the emergent phase
proceeds. In the heating cycle, it has not been possible to
attribute the observed optical phenomenon to either of the two
possible transformations (I →II or II →III), due to the
narrow temperature difference between successive trans-
formations. Viewed perpendicular to the (101̅) face, the
width of the crystal between faces (100) and (001) reduces by
∼9.5% at the phase transition on heating and returns to its
original dimensions on cooling back to RT (see Supporting
Information, Video_S1 and S2). During the cooling cycle
between the temperatures (360−330 K), corresponding to the
III →II transition, limited changes are observed. Crystal Growth & Design The intensities and frequencies of several optical modes in
the mid-infrared region of the Raman spectra also differ
between the forms. These are in good agreement with the
computed Raman spectra for the isolated molecule in the AAA
and/or ASE conformations (Figure 6). The main differences in
the Raman spectra are associated with the piperidine ring
conformation. Comparison of the calculated Raman spectra
suggests that a peak at 987.3 cm−1 can be used unambiguously
as the fingerprint of the AAA conformation (Supporting
Information, Section 2.6). This peak was used to quantify the
proportion of the AAA conformation during heating and
cooling and the accompanying phase transitions (Figure 7). g
p
y g p
g
3.5. Quantifying and Interpreting DES Phase Trans-
formations through Temperature Cycles. The progress of
DES phase transformations through temperature cycles, as
monitored through the percentage of molecules in the AAA
conformation, from variable temperature Raman single-crystal Figure 5. Low-frequency regions of the measured THz-Raman
spectra of crystalline DES polymorphs I, II, and III. The markings at
the bottom of each spectrum are the calculated Γ-point phonons of
the respective polymorphs (Supporting Information, Section 2.5). Figure 5. Low-frequency regions of the measured THz-Raman
spectra of crystalline DES polymorphs I, II, and III. The markings at
the bottom of each spectrum are the calculated Γ-point phonons of
the respective polymorphs (Supporting Information, Section 2.5). Figure 5. Low-frequency regions of the measured THz-Raman
spectra of crystalline DES polymorphs I, II, and III. The markings at
the bottom of each spectrum are the calculated Γ-point phonons of
the respective polymorphs (Supporting Information, Section 2.5). https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 1804 Figure 6. Comparison of (bottom) experimental THz-Raman spectra
at two temperatures and (top) scaled calculated Raman spectra for an
isolated molecule of DES in the AAA and ASE conformations. The
peak (observed at 987.3 cm−1) marked with an asterisk is unique to
the AAA conformation. Crystal Growth & Design Crystal Growth & Design Crystal Growth & Design Crystal Growth & Design pubs.acs.org/crystal Article endothermic peak from DSC upon heating (Figure 2). During
cooling, THz Raman revealed two stages for the molecular
conformation changes, separated by an evident slow-down just
before the AAA percentage reached 50% (black lines in Figure
7b), again matching the observed transition temperatures by
DSC (T(III →II)onset = 326.5 K and T(II→I)onset = 313.9 K)
(Figure 2). Crystal Growth & Design (c)
Crystal packing arrangement on the (100) face. Figure 9. (a) Distance between chlorine atoms (dCl−Cl) in the (101̅)
plane measured in form I and form III. (b) Photographs of crystal
deformation at low and high temperatures. The crystal contracts by
around 9.5% on the (101̅) face, which is a consequence of the change
in dCl−Cl distance in the (101̅) plane. upon further cooling through the II →I transformation
between 320 and 300 K, the crystal shape changes visibly as
the wavefront propagates through the crystal with a change in
relative intensity of the light transmitted through the crystal. The propagation of a discernible wavefront occurred in a
number of crystals of different sizes at a range of heating/
cooling rates. The speed of the propagating wavefront during
both the heating (I →II and/or II →III) and cooling cycles
(II−I) was estimated to be in the range of 0.17−0.35 μm/s,
which showed some dependence on the heating/cooling rate
as well as the crystal size. The speed of the wavefront of
transformation in all cases is several orders of magnitude
slower than the displacive second order transformations64
observed in metals and alloys.65 The reversible phase
transitions and shape changing effects occur with complete
retention of the crystal orientation and morphology.23 upon further cooling through the II →I transformation
between 320 and 300 K, the crystal shape changes visibly as
the wavefront propagates through the crystal with a change in
relative intensity of the light transmitted through the crystal. The propagation of a discernible wavefront occurred in a
number of crystals of different sizes at a range of heating/
cooling rates. The speed of the propagating wavefront during
both the heating (I →II and/or II →III) and cooling cycles
(II−I) was estimated to be in the range of 0.17−0.35 μm/s,
which showed some dependence on the heating/cooling rate
as well as the crystal size. Crystal Growth & Design However, spectra, correlates well with that shown from the quantitative
Rietveld analysis of variable temperature PXRD observations in
Section 2.2 (Figure 7), Along with the other measurements on
macroscopic samples including DSC (Section 2.1, Supporting
Information, Section 1.5) and SS-NMR (Supporting Informa-
tion, Section 1.6), this offers a molecular-level interpretation of
different stages of DES phase transitions in both bulk powder
and single crystal samples. It is clear that during heating form I
first transforms to form II with the appearance of the ASE
conformation. On the basis of the PXRD data, Form II reaches
a maximum composition in the powder sample at 335 K (28%)
after which the sample rapidly and completely converts to form
III above 350 K. This indicates that during the DSC heating
measurements (Figure 2), the two phase transitions (I →II
and II →III) overlap, probably due to hysteresis, resulting in a
single observable endotherm (Tonset = 334.8 K). The
temperature range over which conformational change is
observed (black lines in Figure 7a) from the Raman
measurements is in good agreement with the observed Figure 7. Percentage of polymorphs I (blue), II (magenta), and III (red) of DES as a function of temperature, from quantitative variable
temperature PXRD, compared to and percentage of AAA conformations analyzed by THz-Raman during the (a) heating and (b) cooling cycle. https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810
1805 Figure 7. Percentage of polymorphs I (blue), II (magenta), and III (red) of DES as a function of temperature, from quantitative variable
temperature PXRD, compared to and percentage of AAA conformations analyzed by THz-Raman during the (a) heating and (b) cooling cycle. 1805 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Figure 8. (a) Microscopic image of a DES crystal immersed in silicon oil on cycling through the phase transitions. The red dashed line indicates the
movement of the visible phase boundary between DES II →I. (b) SXRD face indexing of representative single crystal used in hot-stage analysis. (c)
Crystal packing arrangement on the (100) face. Crystal Growth & Design
pubs.acs.org/crystal
Article Crystal Growth & Design Article pubs.acs.org/crystal Figure 8. (a) Microscopic image of a DES crystal immersed in silicon oil on cycling through the phase transitions. The red dashed line indicates the
movement of the visible phase boundary between DES II →I. (b) SXRD face indexing of representative single crystal used in hot-stage analysis. Crystal Growth & Design The speed of the wavefront of
transformation in all cases is several orders of magnitude
slower than the displacive second order transformations64
observed in metals and alloys.65 The reversible phase
transitions and shape changing effects occur with complete
retention of the crystal orientation and morphology.23 y
p
gy
If the crystals are heated when exposed in air, cracks appear
accompanied by a visible propagation of a transformation
interface in the bulk of the crystal, followed by small
movements of the crystal as it transforms to form III
(Supporting Information Figure S2, Supporting Information,
Video_S3). There are again no observable optical phenomen-
on during the cooling III →II transformation. However, upon
further cooling, a transverse wavefront was observed during the
II →I transformation. The numerous cracks observed during
the heating cycle are possibly due to strains from temperature
gradients, arising from the less uniform heat transfer in the
absence of silicon oil. The estimated speed of the wavefront in
air-exposed crystals is generally faster (∼37 μm/s) compared
to crystals immersed in silicon oil. The slight movement of the
crystal (see Supporting Information Video_S3) is a demon-
stration of the thermosalient effect, although is not as strong as
those observed in other jumping crystals,66−68 where crystals
jump offthe surface due to the sudden release of strain or
elastic energy following a phase transformation. Figure 9. (a) Distance between chlorine atoms (dCl−Cl) in the (101̅)
plane measured in form I and form III. (b) Photographs of crystal
deformation at low and high temperatures. The crystal contracts by
around 9.5% on the (101̅) face, which is a consequence of the change
in dCl−Cl distance in the (101̅) plane. distance between two chlorine atoms (dCl−Cl) decreases by
0.976 Å or 9.8%, from 9.959(2) Å in form I to 8.983 Å in form
III (Figure 9a). This change in dCl−Cl distance following the
conformational flipping of the piperidine ring in DES results in
a contraction in the crystal size by ∼9.5% (from 182.5 →165.2
μm; Figure 9b and Supporting Information, Figure S3) as
observed in hot-stage microscopy. The transformed crystal at
high temperature reverts back to the original shape when
cooled to RT. While molecular crystals that reversibly change
shape due to order−disorder69 phase transformations14,70−73
have been reported, DES is the first case of macroscopic shape-
changing organic crystal resulting from significant conforma-
tional changes. https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 5. CONCLUSION The transformations in DES provide a rare chance to explore
and understand the mechanism of a reversible, two-step single-
crystal-to-single-crystal phase transition between conforma-
tional polymorphs. The transition is seen to initiate on specific
facets of the crystal, suggesting a single surface nucleation
event that propagates the transformation as an observable
wavefront across the crystal. The observations contrast vividly
with phase transitions observed in inorganic or metallic
crystals, or indeed rigid molecular crystals where displacive
positional shifts bring about phase transitions. While DES
bears some similarities to transformation in ciclopirox,22 the
conformational change observed in these DES phase
transitions is unique. The ring inversion process in DES is
too complex to occur via a low-energy phonon softening as
observed in organic jumping crystals of 1,2,4,5-tetrabromo-
benzene.83,84 Employing a hierarchy of experimental techni-
ques coupled with computational approaches, we clearly
demonstrate that the two reversible phase transformations
observed in DES are first-order transformations involving the
concerted movement of molecules within the crystal. The
phase transitions of DES highlight the limitations in current
classifications of solid-state phase transitions, historically
derived from inorganic systems, and call for special care
when these are applied to the rich and diverse behavior of
solid−solid phase transitions of organic compounds.23,85 The single-crystal to single-crystal transformations in DES
are first-order processes proceeding via nucleation and growth,
manifested as heat-transfer events in DSC and their
considerable hysteresis. The sluggish-moving wave fronts
observed during the phase changes also do not fit into any
mechanism involving a concerted movement within the whole
crystal. The wave fronts in DES always initiate on the (100/
001) face and propagate in the [101] direction of the crystal,
suggesting a single nucleation event initiated by the flipping of
the piperidine moiety of DES molecules on the (001) face. Additionally, there is a consistent orientation relationship
between the parent and daughter lattices, probably the result of
epitaxial growth of the latter.49,50,75,76 Previous examples of
concerted movements in molecular crystals have been linked to
martensitic type transformations. Anwar et al. used molecular
dynamics to report concerted bilayer displacements in the β →
α topotactic phase transformation in DL-norleucine.77 Yao et al. Crystal Growth & Design The macroscopic and reversible shape
deformation in DES crystals is not instantaneous, as would
be observed in second-order shuffle-type transformations;
rather, it is induced locally and consistently via nucleation on distance between two chlorine atoms (dCl−Cl) decreases by
0.976 Å or 9.8%, from 9.959(2) Å in form I to 8.983 Å in form
III (Figure 9a). This change in dCl−Cl distance following the
conformational flipping of the piperidine ring in DES results in
a contraction in the crystal size by ∼9.5% (from 182.5 →165.2
μm; Figure 9b and Supporting Information, Figure S3) as
observed in hot-stage microscopy. The transformed crystal at
high temperature reverts back to the original shape when
cooled to RT. While molecular crystals that reversibly change
shape due to order−disorder69 phase transformations14,70−73 The reversible shape change in the I →II →III transition is
most apparent at the dominant (101̅) face of the DES crystal,
defining the width of the crystal as viewed in Figure 9. The
crystal packing arrangement in the (101̅) plane shows that the 1806 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 pubs.acs.org/crystal Crystal Growth & Design Article sate transitions.82 The ability of DES to undergo the
conformational change of flipping the piperidine ring in the
solid state, presumably aided by the two steps (I →II →III)
in a reversible shape-changing manner, shows how remarkably
accommodating weakly bound pharmaceutical crystals can be
to structural transformation. the (001) face, and growth spreads gradually over the entire
crystal within a small temperature window via propagation of
the transformation wavefront. While the exact cause of the
reproducible directional wavefront remains unknown, the
sluggishness of the wavefront and the associated shape
changing effect can be attributed to the changes in molecular
conformation and intermolecular interactions in the crystal. The thermally induced transformations between the three
polymorphs, investigated by several in-situ variable-temper-
ature studies, revealed the ease with which the polymorphic
conversions can occur in DES. The transformation temper-
atures identified for transition to DES II and III are routinely
accessible during the drying and granulation processing steps,
for example. If the drug product was exposed to temperatures
above the transition temperature, the reversible shape change
of the crystallites could affect tablet integrity and associated
performance attributes. 5. CONCLUSION reported cooperative movements of [NiII(en)3]2+ cations due
to 90° rotation of the oxalate ion in [NiII(en)3](ox) complex.78
Martensitic type transformations were also reported in
superelastic crystals of terephthalamide79 and 3,5-difluoroben-
zoic acid.80 While DES polymorphs exhibit an orientational
relationship and the crystals display reversible shape changing
effects, the transformation speed in DES, which depends on
the crystal size and quality, and its environment (air/silicon
oil), is several orders of magnitude slower than the speed of
elastic waves observed in martensitic type and thermosalient
phase transformations.66−68,81 This is consistent with the
phonon mode calculations on DES showing that it is not a
phase transition mediated by a soft mode. These observations
emphasize that cooperative motion, most commonly asso-
ciated with second-order transitions, is compatible with
nucleation and growth theory for the mechanism of solid- 4. DISCUSSION The experimental observations have structurally characterized
the high-temperature form (form III) of DES as a conforma-
tional polymorph and have shown that there is an ordered
intermediate phase (form II) with CSP showing that further
polymorphs are unlikely. Periodic DFT-D calculations put the
lattice energy and density of form II midway between those of
form I and III. The three polymorphs have nearly identical
packing with a definite orientational relationship between the
parent and daughter phases (Supporting Information, Section
1.2.5). While there are significant conformational changes in
the piperidine moiety of DES, there are only relatively subtle
changes in the intermolecular distances between neighboring
molecules, preserving their relative orientation and packing. This is reminiscent of diffusionless phase transformations71
which in metals and inorganics preserves the interatomic
distances between successive phases. However, unlike atoms in
metal crystals, which only need to be specified with interatomic
distances, molecules in molecular crystals can change their
conformations and orientations. Attempts to fit these
transitions neatly into any existing categories of diffusionless
transformations74 remain difficult. ■ASSOCIATED CONTENT *
sı Supporting Information *
sı Supporting Information
The Supporting Information is available free of charge at
https://pubs.acs.org/doi/10.1021/acs.cgd.9b01522. Full details of all the experimental and computational
modeling (PDF) Full details of all the experimental and computational
modeling (PDF) Videos of hot-stage microscopy of DES phase trans-
formation (MP4-1, MP4-2, MP4) Videos of hot-stage microscopy of DES phase trans-
formation (MP4-1, MP4-2, MP4) Crystal Growth & Design pubs.acs.org/crystal Article (5) Nangia, A. Conformational polymorphism in organic crystals. Acc. Chem. Res. 2008, 41, 595−604. the transformation matrices [1 0 1 0 1 0 1̅ 0 0] and [1̅ 0 0 0 1̅ 0
1 0 1] respectively to have consistent orientation between all
three polymorphs. (6) Sanphui, P.; Goud, N. R.; Khandavilli, U. B. R.; Bhanoth, S.;
Nangia, A. New polymorphs of curcumin. Chem. Commun. 2011, 47,
5013−5015. ■ACKNOWLEDGMENTS We thank Profs. Pantelides and Adjiman for the use of
CrystalPredictor and CrystalOptimizer codes, Prof. Keith
Refson for help with using CASTEP for phonon calculations,
and Prof. Bruce M. Foxman for fruitful discussion and for the
TOPO v 4.40 code. (19) Buerger, M. J. In Phase Transformations in Solids;
Smoluchowski, R.; Mayer, J. E.; Weyl, W. A., Eds.; John Wiley &
Son: New York, 1951. (20) Ubbelohde, A. R. Thermal transformations in solids. Q. Rev.,
Chem. Soc. 1957, 11, 246−272. ■ABBREVIATIONS (21) Herbstein, F. On the mechanism of some first-order
enantiotropic solid-state phase transitions: from Simon through
Ubbelohde to Mnyukh. Acta Crystallogr., Sect. B: Struct. Sci. 2006,
62, 341−383. DES, desloratadine; DSC, differential scanning calorimetry;
VT-PXRD, variable temperature X-ray powder diffraction; VT-
SS-NMR, variable temperature solid state nuclear magnetic
resonance spectroscopy; THz, terahertz; NDBA, N-substituted
dibenzazepine; VT-SXRD, variable temperature single crystal
X-ray diffraction; DABCO, 1,4-diazabicyclo[2.2.2]octane DES, desloratadine; DSC, differential scanning calorimetry;
VT-PXRD, variable temperature X-ray powder diffraction; VT-
SS-NMR, variable temperature solid state nuclear magnetic
resonance spectroscopy; THz, terahertz; NDBA, N-substituted
dibenzazepine; VT-SXRD, variable temperature single crystal
X-ray diffraction; DABCO, 1,4-diazabicyclo[2.2.2]octane (22) Brandel, C.; Cartigny, Y.; Couvrat, N.; Eusebio, M. E. S.;
Canotilho, J.; Petit, S.; Coquerel, G. Mechanisms of Reversible Phase
Transitions in Molecular Crystals: Case of Ciclopirox. Chem. Mater. 2015, 27, 6360−6373. (23) Byrn, S. R.; Curtin, D. Y.; Paul, I. C. X-ray crystal structures of
the yellow and white forms of dimethyl 3,6-dichloro-2,5-dihydrox-
yterephthalate and a study of the conversion of the yellow form to the
white form in the solid state. J. Am. Chem. Soc. 1972, 94, 890−898. Notes The authors declare no competing financial interest. (18) Ehrenfest, P. Phase conversions in a general and enhanced
sense, classified according to the specific singularities of the
thermodynamic potential. P. K. Akad. Wet-Amsterd. 1933, 36, 153−
157. Corresponding Author Corresponding Author
Alastair J. Florence −Strathclyde Institute of Pharmacy and
Biomedical Sciences and EPSRC Future Continuous
Manufacturing and Advanced Crystallisation Hub, University of
Strathclyde, Glasgow G4 0RE, U.K.;
orcid.org/0000-0002-
9706-8364; Email: alastair.florence@strath.ac.uk (8) Braga, D.; Grepioni, F.; Chelazzi, L.; Nanna, S.; Rubini, K.;
Curzi, M.; Giaffreda, S. L.; Saxell, H. E.; Bratz, M.; Chiodo, T. Bentazon: Effect of Additives on the Crystallization of Pure and
Mixed Polymorphic Forms of a Commercial Herbicide. Cryst. Growth
Des. 2014, 14, 5729−5736. f
g
y
,
y f
Strathclyde, Glasgow G4 0RE, U.K.;
orcid.org/0000-0002-
9706-8364; Email: alastair.florence@strath.ac.uk (9) Yang, J.; Zhu, X.; Hu, C. T.; Qiu, M.; Zhu, Q.; Ward, M. D.;
Kahr, B. Inverse Correlation between Lethality and Thermodynamic
Stability of Contact Insecticide Polymorphs. Cryst. Growth Des. 2019,
19, 1839−1844. Funding (16) Naumov, P.; Chizhik, S.; Panda, M. K.; Nath, N. K.; Boldyreva,
E. Mechanically Responsive Molecular Crystals. Chem. Rev. 2015,
115, 12440−12490. This work was supported by EPSRC (EP/K039229/1). ARCHER time was provided via our membership of the
UK’s HEC Materials Chemistry Consortium, which is funded
by EPSRC (EP/L000202). (17) Smets, M.; Pitak, M.; Cadden, J.; Kip, V.; de Wijs, G.; van Eck,
E.; Tinnemans, P.; Meekes, H.; Vlieg, E.; Coles, S.; Cuppen, H. The
Rich Solid-State Phase Behavior of DL-Aminoheptanoic Acid: Five
Polymorphic Forms and Their Phase Transitions. Cryst. Growth Des. 2018, 18, 242−252. Authors Vijay K. Srirambhatla −Strathclyde Institute of Pharmacy and
Biomedical Sciences and EPSRC Future Continuous
Manufacturing and Advanced Crystallisation Hub, University of
Strathclyde, Glasgow G4 0RE, U.K.;
orcid.org/0000-0002-
4492-7567 (10) Ting, V. P.; Schmidtmann, M.; Wilson, C. C.; Weller, M. T. Cisplatin: Polymorphism and Structural Insights into an Important
Chemotherapeutic Drug. Angew. Chem., Int. Ed. 2010, 49, 9408−
9411. Rui Guo −Department of Chemistry, University College London,
London WC1H 0AJ, U.K.;
orcid.org/0000-0002-1129-
4716 (11) Price, S. L. Is zeroth order crystal structure prediction (CSP_0)
coming to maturity? What should we aim for in an ideal crystal
structure prediction code? Faraday Discuss. 2018, 211, 9−30. Daniel M. Dawson −School of Chemistry, EaStCHEM and St
Andrews Centre for Magnetic Resonance, University of St
Andrews, North Haugh KY16 9ST, U.K. (12) Sato, O. Dynamic molecular crystals with switchable physical
properties. Nat. Chem. 2016, 8, 644−644. (13) Vogelsberg, C. S.; Garcia-Garibay, M. A. Crystalline molecular
machines: function, phase order, dimensionality, and composition. Chem. Soc. Rev. 2012, 41, 1892−1910. Sarah L. Price −Department of Chemistry, University College
London, London WC1H 0AJ, U.K.;
orcid.org/0000-0002-
1230-7427 (14) Ahmed, E.; Karothu, D. P.; Naumov, P. Crystal Adaptronics:
Mechanically Reconfigurable Elastic and Superelastic Molecular
Crystals. Angew. Chem., Int. Ed. 2018, 57, 8837−8846. Complete contact information is available at: Complete contact information is available at:
https://pubs.acs.org/10.1021/acs.cgd.9b01522 Complete contact information is available at:
https://pubs.acs.org/10.1021/acs.cgd.9b01522 https://pubs.acs.org/10.1021/acs.cgd.9b01522 y
g
(15) Browne, W. R.; Feringa, B. L. Making molecular machines
work. Nat. Nanotechnol. 2006, 1, 25−35. ■AUTHOR INFORMATION (7) Yu, L. Polymorphism in Molecular Solids: An Extraordinary
System of Red, Orange, and Yellow Crystals. Acc. Chem. Res. 2010, 43,
1257−1266. (1) Bernstein, J. Polymorphism in Molecular Crystals; Clarendon
Press: Oxford, 2002.
(2) Brittain, H. G. Polymorphism in Pharmaceutical Solids; Marcel
Dekker AG: Basel, Switzerland, 1999.
(3) Cruz-Cabeza, A. J.; Bernstein, J. Conformational Polymorphism.
Chem. Rev. 2014, 114, 2170−2191.
(4) Cruz-Cabeza, A. J.; Reutzel-Edens, S. M.; Bernstein, J. Facts and
fictions about polymorphism. Chem. Soc. Rev. 2015, 44, 8619−8635. Accession Codes Accession Codes
CCDC 1963618−1963621 (DES I at 80 K, DES III at 350 K,
DES I at 293 K, DES II at 335 K, respectively) contain the
supplementary crystallographic data for this paper. These data
can be obtained free of charge via www.ccdc.cam.ac.uk/
data_request/cif, or by emailing data_request@ccdc.cam.ac. uk, or by contacting The Cambridge Crystallographic Data
Centre, 12 Union Road, Cambridge CB2 1EZ, UK; fax: +44
1223 336033. The reduced unit cell parameters of DES II and
III were transformed to the reported values in CIF files using 1807 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 (1) Bernstein, J. Polymorphism in Molecular Crystals; Clarendon
Press: Oxford, 2002. (4) Cruz-Cabeza, A. J.; Reutzel-Edens, S. M.; Bernstein, J. Facts and
fictions about polymorphism. Chem. Soc. Rev. 2015, 44, 8619−8635. Crystal Growth & Design A., Jr; Peralta, J. E.; Ogliaro, F.; Bearpark, M.;
Heyd, J. J.; Brothers, E.; Kudin, K. N.; Staroverov, V. N.; Kobayashi, R.; Normand, J.; Raghavachari, K.; Rendell, A.; Burant, J. C.; Iyengar, (48) Arlin, J. B.; Price, L. S.; Price, S. L.; Florence, A. J. A strategy for
producing predicted polymorphs: catemeric carbamazepine form V. Chem. Commun. 2011, 47, 7074−7076. S. S.; Tomasi, J.; Cossi, M.; Rega, N.; Millam, J. M.; Klene, M.; Knox, g
J. E.; Cross, J. B.; Bakken, V.; Adamo, C.; Jaramillo, J.; Gomperts, R.; Stratmann, R. E.; Yazyev, O.; Austin, A. J.; Cammi, R.; Pomelli, C.;
Ochterski, J. W.; Martin, R. L.; Morokuma, K.; Zakrzewski, V. G.; (49) Neumann, M. A.; van de Streek, J.; Fabbiani, F. P. A.; Hidber,
P.; Grassmann, O. Combined crystal structure prediction and high-
pressure crystallization in rational pharmaceutical polymorph screen-
ing. Nat. Commun. 2015, 6, 7793. Voth, G. A.; Salvador, P.; Dannenberg, J. J.; Dapprich, S.; Daniels, A. D F k
Ö
F
J B O ti
J V Ci
l
ki J F
D J Voth, G. A.; Salvador, P.; Dannenberg, J. J.; Dapprich, S.; Daniels, A. D.; Farkas, Ö.; Foresman, J. B.; Ortiz, J. V.; Cioslowski, J.; Fox, D. J. ,
;
,
;
g, J J ;
pp
,
;
,
D.; Farkas, Ö.; Foresman, J. B.; Ortiz, J. V.; Cioslowski, J.; Fox, D. J. Gaussian 09, Revision D.01; Gaussian, Inc.: Wallingford, CT, 2009. D.; Farkas, O.; Foresman, J. B.; Ortiz, J. V.; Cioslowski, J.; Fox, D. J. Gaussian 09, Revision D.01; Gaussian, Inc.: Wallingford, CT, 2009. Gaussian 09, Revision D.01; Gaussian, Inc.: Wallingford, CT, 2009. (50) Srirambhatla, V. K.; Guo, R.; Price, S. L.; Florence, A. J. Isomorphous template induced crystallisation: a robust method for
the targeted crystallisation of computationally predicted metastable
polymorphs. Chem. Commun. 2016, 52, 7384−7386. (29) Stone, A. J. Distributed multipole analysis: Stability for large
basis sets. J. Chem. Theory Comput. 2005, 1, 1128−1132. J
y
p
,
,
(30) Karamertzanis, P. G.; Pantelides, C. C. Ab initio crystal
structure prediction - I. Rigid molecules. J. Comput. Chem. 2005, 26,
304−324. (51) Case, D. H.; Srirambhatla, V. K.; Guo, R.; Watson, R. E.; Price,
L. S.; Polyzois, H.; Cockcroft, J. K.; Florence, A. J.; Tocher, D. A.;
Price, S. L. Successful Computationally Directed Templating of
Metastable Pharmaceutical Polymorphs. Cryst. Growth Des. 2018, 18,
5322−5331. (31) Kazantsev, A. V.; Karamertzanis, P. G.; Adjiman, C. ■REFERENCES (1) Bernstein, J. Polymorphism in Molecular Crystals; Clarendon
Press: Oxford, 2002. (1) Bernstein, J. Polymorphism in Molecular Crystals; Clarendon
Press: Oxford, 2002. (24) DuBuske, L. M. Review of desloratadine for the treatment of
allergic rhinitis, chronic idiopathic urticaria and allergic inflammatory
disorders. Expert Opin. Pharmacother. 2005, 6, 2511−2523. (2) Brittain, H. G. Polymorphism in Pharmaceutical Solids; Marcel
Dekker AG: Basel, Switzerland, 1999. (3) Cruz-Cabeza, A. J.; Bernstein, J. Conformational Polymorphism. Chem. Rev. 2014, 114, 2170−2191. p
p
(25) Bhatt, P. M.; Desiraju, G. R. Form I of desloratadine, a tricyclic
antihistamine. Acta Crystallogr., Sect. C: Cryst. Struct. Commun. 2006,
62, o362−o363. (4) Cruz-Cabeza, A. J.; Reutzel-Edens, S. M.; Bernstein, J. Facts and
fictions about polymorphism. Chem. Soc. Rev. 2015, 44, 8619−8635. https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 1808 Crystal Growth & Design Crystal Growth & Design pubs.acs.org/crystal Article (43) Skibsted, J.; Jakobsen, H. J. Variable-Temperature 87Rb Magic-
Angle Spinning NMR Spectroscopy of Inorganic Rubidium Salts. J. Phys. Chem. A 1999, 103, 7958−7971. (26) Ainurofiq, A.; Mauludin, R.; Mudhakir, D.; Umeda, D.;
Soewandhi, S. N.; Putra, O. D.; Yonemochi, E. Improving mechanical
properties of desloratadine via multicomponent crystal formation. Eur. J. Pharm. Sci. 2018, 111, 65−72. y
(44) Price, S. L. Predicting crystal structures of organic compounds. Chem. Soc. Rev. 2014, 43, 2098−2111. (27) Toth, Z. G.; Gyollai, V.; Kovacsne-Mezei, A.; Szabo, C.;
Aronhime, J.; Singer, C., Processes for preparation of polymorphic
forms of desloratadine. US Patent Application 2004/0242619 A1,
2004. (45) Pulido, A.; Chen, L. J.; Kaczorowski, T.; Holden, D.; Little, M. A.; Chong, S. Y.; Slater, B. J.; McMahon, D. P.; Bonillo, B.;
Stackhouse, C. J.; Stephenson, A.; Kane, C. M.; Clowes, R.; Hasell, T.;
Cooper, A. I.; Day, G. M. Functional materials discovery using energy-
structure-function maps. Nature 2017, 543, 657−664. J
p
Cooper, A. I.; Day, G. M. Functional materials discovery using energy-
structure-function maps. Nature 2017, 543, 657−664. (28) Frisch, M. J.; Trucks, G. W.; Schlegel, H. B.; Scuseria, G. E.;
Robb, M. A.; Cheeseman, J. R.; Scalmani, G.; Barone, V.; Mennucci,
B.; Petersson, G. A.; Nakatsuji, H.; Caricato, M.; Li, X.; Hratchian, H. P.; Izmaylov, A. F.; Bloino, J.; Zheng, G.; Sonnenberg, J. L.; Hada, M.;
Ehara, M.; Toyota, K.; Fukuda, R.; Hasegawa, J.; Ishida, M.;
Nakajima, T.; Honda, Y.; Kitao, O.; Nakai, H.; Vreven, T.;
Montgomery, J. A., Jr; Peralta, J. E.; Ogliaro, F.; Bearpark, M.;
Heyd, J. J.; Brothers, E.; Kudin, K. N.; Staroverov, V. N.; Kobayashi, (28) Frisch, M. J.; Trucks, G. W.; Schlegel, H. B.; Scuseria, G. E.;
Robb, M. A.; Cheeseman, J. R.; Scalmani, G.; Barone, V.; Mennucci, structure-function maps. Nature 2017, 543, 657−664. (46) Price, S. L.; Braun, D. E.; Reutzel-Edens, S. M. Can computed
crystal energy landscapes help understand pharmaceutical solids? Chem. Commun. 2016, 52, 7065−7077. B.; Petersson, G. A.; Nakatsuji, H.; Caricato, M.; Li, X.; Hratchian, H. P.; Izmaylov, A. F.; Bloino, J.; Zheng, G.; Sonnenberg, J. L.; Hada, M.; Ehara, M.; Toyota, K.; Fukuda, R.; Hasegawa, J.; Ishida, M.;
Nakajima, T.; Honda, Y.; Kitao, O.; Nakai, H.; Vreven, T.; (47) Florence, A. J. Approaches to High-Throughput Physical Form
Screening and Discovery. In Polymorphism in Pharmaceutical Solids,
2nd ed.; Brittain, H. G., Ed.; Informa Helthcare: New York: London,
2009. Montgomery, J. Crystal Growth & Design S.;
Pantelides, C. C. Efficient Handling of Molecular Flexibility in Lattice
Energy Minimization of Organic Crystals. J. Chem. Theory Comput. 2011, 7, 1998−2016. (52) Burger, A.; Ramberger, R. Polymorphism of Pharmaceuticals
and Other Molecular-Crystals. 1. Theory of Thermodynamic Rules. Microchim. Acta 1979, 72, 259−271. (32) Price, S. L.; Leslie, M.; Welch, G. W. A.; Habgood, M.; Price, L. S.; Karamertzanis, P. G.; Day, G. M. Modelling Organic Crystal
Structures using Distributed Multipole and Polarizability-Based
Model Intermolecular Potentials. Phys. Chem. Chem. Phys. 2010, 12,
8478−8490. (53) Verma, A. R.; Krishna, P. Polymorphism and Polytypism in
Crystals; John Wiley and Sons: 1966. (54) Foxman, B. M. TOPO: A Program for Analysis of Topotactic
Relationshps, v4.40; Brandeis University: USA, 2017. (33) Perdew, J. P.; Ruzsinszky, A.; Tao, J. M.; Staroverov, V. N.;
Scuseria, G. E.; Csonka, G. I. Prescription for the design and selection
of density functional approximations: More constraint satisfaction
with fewer fits. J. Chem. Phys. 2005, 123, 062201. p
(55) McIntosh, A. I.; Yang, B.; Goldup, S. M.; Watkinson, M.;
Donnan, R. S. Terahertz spectroscopy: a powerful new tool for the
chemical sciences? Chem. Soc. Rev. 2012, 41, 2072−2082. (56) King, M. D.; Buchanan, W. D.; Korter, T. M. Application of
London-type dispersion corrections to the solid-state density
functional theory simulation of the terahertz spectra of crystalline
pharmaceuticals. Phys. Chem. Chem. Phys. 2011, 13, 4250−4259. J
y
(34) Tkatchenko, A.; Scheffler, M. Accurate Molecular Van Der
Waals Interactions from Ground-State Electron Density and Free-
Atom Reference Data. Phys. Rev. Lett. 2009, 102, 073005. (35) Grimme, S. Accurate description of van der Waals complexes
by density functional theory including empirical corrections. J. Comput. Chem. 2004, 25, 1463−1473. (57) Hédoux, A.; Guinet, Y.; Derollez, P.; Willart, J.-F.; Capet, F.;
Descamps, M. Pressure-induced transformations and high-pressure
behaviour in cyanoadamantane plastic crystal. J. Phys.: Condens. Matter 2003, 15, 8647−8661. p
(36) Ambrosetti, A.; Reilly, A. M.; DiStasio, R. A.; Tkatchenko, A. Long-range correlation energy calculated from coupled atomic
response functions. J. Chem. Phys. 2014, 140, 18A508. (58) Day, G. M.; Price, S. L.; Leslie, M. Atomistic calculations of
phonon frequencies and thermodynamic quantities for crystals of rigid
organic molecules. J. Phys. Chem. B 2003, 107, 10919−10933. espo se u ct o s. J. Chem. hys. 0 4,
40,
8 508. (37) Clark, S. J.; Segall, M. D.; Pickard, C. J.; Hasnip, P. J.; Probert, (37) Clark, S. J.; Segall, M. D.; Pickard, C. Crystal Growth & Design Crystal Growth & Design pubs.acs.org/crystal Article (64) Porter, D. A.; Easterling, K. E.; Sherif, M. Y. Phase
Transformations in Metals and Alloys, 3rd ed.; CRC Press: Boca
Raton: London, 2009. (84) Zakharov, B. A.; Michalchuk, A. A. L.; Morrison, C. A.;
Boldyreva, E. V. Anisotropic lattice softening near the structural phase
transition in the thermosalient crystal 1,2,4,5-tetrabromobenzene. Phys. Chem. Chem. Phys. 2018, 20, 8523−8532. (65) Tanaka, Y.; Himuro, Y.; Kainuma, R.; Sutou, Y.; Omori, T.;
Ishida, K. Ferrous Polycrystalline Shape-Memory Alloy Showing Huge
Superelasticity. Science 2010, 327, 1488−1490. y
y
(85) Anwar, J.; Zahn, D. Polymorphic phase transitions: Macro-
scopic theory and molecular simulation. Adv. Drug Delivery Rev. 2017,
117, 47−70. p
y
(66) Skoko, Z.; Zamir, S.; Naumov, P.; Bernstein, J. The
Thermosalient Phenomenon. “Jumping Crystals” and Crystal
Chemistry of the Anticholinergic Agent Oxitropium Bromide. J. Am. Chem. Soc. 2010, 132, 14191−14202. (67) Nath, N. K.; Panda, M. K.; Sahoo, S. C.; Naumov, P. Thermally
induced and photoinduced mechanical effects in molecular single
crystals-a revival. CrystEngComm 2014, 16, 1850−1858. (68) Sahoo, S. C.; Panda, M. K.; Nath, N. K.; Naumov, P. Biomimetic Crystalline Actuators: Structure-Kinematic Aspects of the
Self-Actuation and Motility of Thermosalient Crystals. J. Am. Chem. Soc. 2013, 135, 12241−12251. (69) Chung, H.; Dudenko, D.; Zhang, F.; D’Avino, G.; Ruzié, C.;
Richard, A.; Schweicher, G.; Cornil, J.; Beljonne, D.; Geerts, Y.; Diao,
Y. Rotator side chains trigger cooperative transition for shape and
function memory effect in organic semiconductors. Nat. Commun. 2018, 9, 278. (70) Liu, G.; Liu, J.; Liu, Y.; Tao, X. Oriented Single-Crystal-to-
Single-Crystal Phase Transition with Dramatic Changes in the
Dimensions of Crystals. J. Am. Chem. Soc. 2014, 136, 590−593. (
) (71) Karothu, D. P.; Weston, J.; Desta, I. T.; Naumov, P. Shape-
M
d S lf H
l
Eff
M
h
l
M l
l (71) Karothu, D. P.; Weston, J.; Desta, I. T.; Naumov, P. Shape-
Memory and Self-Healing Effects in Mechanosalient Molecular
Crystals. J. Am. Chem. Soc. 2016, 138, 13298−13306. y
(72) Koshima, H.; Ojima, N.; Uchimoto, H. Mechanical Motion of
Azobenzene Crystals upon Photoirradiation. J. Am. Chem. Soc. 2009,
131, 6890−6891. ,
(73) Kobatake, S.; Takami, S.; Muto, H.; Ishikawa, T.; Irie, M. Rapid
and reversible shape changes of molecular crystals on photo-
irradiation. Nature 2007, 446, 778−778. (74) Kostorz, G. Phase Transformations in Materials; Wiley-VCH:
Weinheim, 2001. (75) Sosso, G. C.; Chen, J.; Cox, S. https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Crystal Growth & Design J.; Hasnip, P. J.; Probert,
M. J.; Refson, K.; Payne, M. C. First principles methods using
CASTEP. Z. Kristallogr. - Cryst. Mater. 2005, 220, 567−570. (38) Rietveld, H. M. A Profile Refinement Method for Nuclear and
Magnetic Structures. J. Appl. Crystallogr. 1969, 2, 65−71. M. J.; Refson, K.; Payne, M. C. First principles methods using
CASTEP. Z. Kristallogr. - Cryst. Mater. 2005, 220, 567−570. g
J
y
(59) Beran, G. J. O. Modeling Polymorphic Molecular Crystals with
Electronic Structure Theory. Chem. Rev. 2016, 116, 5567−5613. (
) (38) Rietveld, H. M. A Profile Refinement Method for Nuclear and
Magnetic Structures. J. Appl. Crystallogr. 1969, 2, 65−71. (60) Brandenburg, J. G.; Potticary, J.; Sparkes, H. A.; Price, S. L.;
Hall, S. R. Thermal Expansion of Carbamazepine: Systematic
Crystallographic Measurements Challenge Quantum Chemical
Calculations. J. Phys. Chem. Lett. 2017, 8, 4319−4324. (39) APEX3, SAINT and SADABS; Bruker AXS Inc.: Madison,
Wisconsin, USA, 2016. (40) Sheldrick, G. M. SHELXT - Integrated space-group and crystal-
structure determination. Acta Crystallogr., Sect. A: Found. Adv. 2015,
71, 3−8. y
(61) Jmol: An Open-Source Java Viewer for Chemical Structures in 3D. http://www.jmol.org/. (62) Krumhansl, J. A.; Gooding, R. J. Structural phase transitions
with little phonon softening and first-order character. Phys. Rev. B:
Condens. Matter Mater. Phys. 1989, 39, 3047−3053. (41) Betteridge, P. W.; Carruthers, J. R.; Cooper, R. I.; Prout, K.;
Watkin, D. J. CRYSTALS version 12: software for guided crystal
structure analysis. J. Appl. Crystallogr. 2003, 36, 1487−1487. y
(63) Ruggiero, M. T.; Zhang, W.; Bond, A. D.; Mittleman, D. M.;
Zeitler, J. A. Uncovering the Connection Between Low-Frequency
Dynamics and Phase Transformation Phenomena in Molecular Solids. Phys. Rev. Lett. 2018, 120, 196002. g
(42) Haw, J. F.; Crook, R. A.; Crosby, R. C. Solid-solid phase
transitions for temperature calibration in magic-angle spinning. J. Magn. Reson. (1969-1992) 1986, 66, 551−554. 1809 https://dx.doi.org/10.1021/acs.cgd.9b01522
Cryst. Growth Des. 2020, 20, 1800−1810 Crystal Growth & Design J.; Fitzner, M.; Pedevilla, P.; Zen,
A.; Michaelides, A. Crystal Nucleation in Liquids: Open Questions
and Future Challenges in Molecular Dynamics Simulations. Chem. Rev. 2016, 116, 7078−7116. (76) Jiang, Q.; Shtukenberg, A. G.; Ward, M. D.; Hu, C. Non-
Topotactic Phase Transformations in Single Crystals of β-Glycine. Cryst. Growth Des. 2015, 15, 2568−2573. y
,
,
(77) Anwar, J.; Tuble, S. C.; Kendrick, J. Concerted molecular
displacements in a thermally-induced solid-state transformation in
crystals of DL-norleucine. J. Am. Chem. Soc. 2007, 129, 2542−2547. (78) Yao, Z.-S.; Mito, M.; Kamachi, T.; Shiota, Y.; Yoshizawa, K.;
Azuma, N.; Miyazaki, Y.; Takahashi, K.; Zhang, K.; Nakanishi, T.;
Kang, S.; Kanegawa, S.; Sato, O. Molecular motor-driven abrupt
anisotropic shape change in a single crystal of a Ni complex. Nat. Chem. 2014, 6, 1079−1079. y
(77) Anwar, J.; Tuble, S. C.; Kendrick, J. Concerted molecular
displacements in a thermally-induced solid-state transformation in
crystals of DL-norleucine. J. Am. Chem. Soc. 2007, 129, 2542−2547. (
) (78) Yao, Z.-S.; Mito, M.; Kamachi, T.; Shiota, Y.; Yoshizawa, K.;
Azuma, N.; Miyazaki, Y.; Takahashi, K.; Zhang, K.; Nakanishi, T.;
Kang, S.; Kanegawa, S.; Sato, O. Molecular motor-driven abrupt
anisotropic shape change in a single crystal of a Ni complex. Nat. Chem. 2014, 6, 1079−1079. (79) Takamizawa, S.; Miyamoto, Y. Superelastic Organic Crystals. Angew. Chem. 2014, 126, 7090−7093. (80) Takamizawa, S.; Takasaki, Y. Superelastic Shape Recovery of
Mechanically Twinned 3,5-Difluorobenzoic Acid Crystals. Angew. Chem., Int. Ed. 2015, 54, 4815−4817. ,
,
,
(81) Loncaric, I.; Popovic, J.; Despoja, V.; Burazer, S.; Grgicevic, I.;
Popovic, D.; Skoko, Z. Reversible Thermosalient Effect of N′-2-
Propylidene-4-hydroxybenzohydrazide Accompanied by an Immense
Negative Compressibility: Structural and Theoretical Arguments
Aiming toward the Elucidation of Jumping Phenomenon. Cryst. Growth Des. 2017, 17, 4445−4453. (82) Smets, M. M. H. Exploring the mechanism of solid-state phase
transitions in molecular crystals. Ph.D. Dissertation. Radboud
University Nijmegen, Nijmegen, The Netherlands, 2018. y
j
g
j
g
(83) Ko, J.-H.; Lee, K.-S.; Chandra Sahoo, S.; Naumov, P. Isomorphous phase transition of 1,2,4,5-tetrabromobenzene jumping
crystals studied by Brillouin light scattering. Solid State Commun. 2013, 173, 46−50. 1810
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Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans, the cause of white-nose syndrome in bats
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University of South Florida
University of South Florida
Digital Commons @ University of
Digital Commons @ University of
South Florida
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KIP Articles
KIP Research Publications
June 2017
Resource capture and competitive ability of non-pathogenic
Resource capture and competitive ability of non-pathogenic
Pseudogymnoascus spp. and P. destructans, the cause of white-
Pseudogymnoascus spp. and P. destructans, the cause of white-
nose syndrome in bats
nose syndrome in bats
Michael B. Wilson
Benjamin W. Held
Amanda H. Freiborg KIP Research Publications Follow this and additional works at: https://digitalcommons.usf.edu/kip_articles Recommended Citation
Recommended Citation Wilson, Michael B.; Held, Benjamin W.; and Freiborg, Amanda H., "Resource capture and competitive ability
of non-pathogenic Pseudogymnoascus spp. and P. destructans, the cause of white-nose syndrome in
bats" (2017). KIP Articles. 4895. https://digitalcommons.usf.edu/kip_articles/4895 This Article is brought to you for free and open access by the KIP Research Publications at Digital Commons @
University of South Florida. It has been accepted for inclusion in KIP Articles by an authorized administrator of
Digital Commons @ University of South Florida. For more information, please contact digitalcommons@usf.edu. RESEARCH ARTICLE Michael B. Wilson1, Benjamin W. Held2, Amanda H. Freiborg1, Robert A. Blanchette2,
Christine E. Salomon1* Michael B. Wilson1, Benjamin W. Held2, Amanda H. Freiborg1, Robert A. Blanchette2,
Christine E. Salomon1* Michael B. Wilson1, Benjamin W. Held2, Amanda H. Freiborg1, Robert A. Blanchette2,
Christine E. Salomon1* 1 Center for Drug Design, University of Minnesota, Minneapolis, Minnesota, United States of America,
2 Department of Plant Pathology, University of Minnesota, Saint Paul, Minnesota, United States of America a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * csalomon@umn.edu * csalomon@umn.edu OPEN ACCESS Citation: Wilson MB, Held BW, Freiborg AH,
Blanchette RA, Salomon CE (2017) Resource
capture and competitive ability of non-pathogenic
Pseudogymnoascus spp. and P. destructans, the
cause of white-nose syndrome in bats. PLoS ONE
12(6): e0178968. https://doi.org/10.1371/journal. pone.0178968 Editor: Michelle L. Baker, CSIRO, AUSTRALIA
Received: January 13, 2017
Accepted: May 21, 2017
Published: June 15, 2017 Copyright: © 2017 Wilson et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All gene sequences
used for phylogenetic analysis have been deposited
in GenBank (accession numbers are provided in
the Supplemental data S1). All other relevant data
are provided within the paper and its Supporting
Information files. Abstract White-nose syndrome (WNS) is a devastating fungal disease that has been causing the
mass mortality of hibernating bats in North America since 2006 and is caused by the psy-
chrophilic dermatophyte Pseudogymnoascus destructans. Infected bats shed conidia into
hibernaculum sediments and surfaces, but it is unknown if P. destructans can form stable,
reproductive populations outside its bat hosts. Previous studies have found non-pathogenic
Pseudogymnoascus in bat hibernacula, and these fungi may provide insight into the natural
history of P. destructans. We compared the relatedness, resource capture, and competitive
ability of non-pathogenic Pseudogymnoascus isolates with P. destructans to determine if
they have similar adaptations for survival in hibernacula sediment. All non-pathogenic Pseu-
dogymnoascus isolates grew faster, utilized a broader range of substrates with higher effi-
ciency, and were generally more resistant to antifungals compared to P. destructans. All
isolates also showed the ability to displace P. destructans in co-culture assays, but only
some produced extractible antifungal metabolites. These results suggest that P. destruc-
tans would perform poorly in the same environmental niche as non-pathogenic Pseudogym-
noascus, and must have an alternative saprophytic survival strategy if it establishes active
populations in hibernaculum sediment and non-host surfaces. Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. states and five Canadian providences, including two endangered and one threatened species
[10,11]. Even though WNS is now wide-spread, P. destructans is of a single clonal genotype in
North America [12,13]. WNS is an important national economic issue because bats are esti-
mated to perform $22.9 billions worth of agricultural pest control in the U.S. annually [14]. collection and analysis, decision to publish, or
preparation of the manuscript. Competing interests: The authors have declared
that no competing interests exist WNS-positive bats shed infectious conidia into the hibernaculum environment where they
can persist [15], but it is unclear if P. destructans can form stable, reproductive populations in
sediment and surfaces that can act as permanent infectious reservoirs. Understanding the nat-
ural history of P. destructans on hibernaculum surfaces is critical for WNS management
because it affects the feasibility of some intervention strategies. Bats in hibernacula with envi-
ronmental populations of P. destructans would be at constant risk of infection regardless of
individual treatment, culling, or reintroduction after population collapse. Since the emergence of WNS, researchers have discovered many non-pathogenic Geomyces
and Pseudogymnoascus fungi in bat hibernacula with culture-based methods [16,17]. These
species complicated WNS diagnosis because their internal transcribed spacer (ITS) region
sequences of the rRNA gene complex can be very similar to P. destructans [16,18]. However,
more recent methods targeting the intergenic spacer (IGS) region can resolve P. destructans
from its close relatives [19]. It is hypothesized that P. destructans emerged from non-patho-
genic ancestors [16,20,21], so these closely related species may provide a comparative platform
to study P. destructans’s adaptions for survival in hibernacula sediment. To the authors’ knowl-
edge there are no explicit reports of culture-independent fungal community analyses in bat
hibernacula, therefore the natural abundance of non-pathogenic Pseudogymnoascus and Geo-
myces is unknown in this environment. Previous work has demonstrated that P. destructans can grow on complex substrates found
in hibernacula [22] and at least transiently in sterilized cave sediments in vitro [20], but has
greatly reduced saprophytic enzyme activity and growth compared to non-pathogenic Pseudo-
gymnoascus [20,23]. The initial magnitude of P. destructans growth in cave sediments was posi-
tively correlated with sediment total organic carbon, but P. destructans viability decreased after
28 days in 4 out of 5 sediments tested [20]. P. Introduction White-nose syndrome (WNS) is an invasive mycosis of hibernating bats caused by the psy-
chrophilic fungus Pseudogymnoascus destructans, formerly Geomyces destructans [1–3]. P. destructans was completely unknown before the mass mortality of North American bats began
in 2006, but is now recognized as an invasive pathogen from Europe [4–6]. While P. destruc-
tans does not cause mass mortality in its native range [5], up to 6.7 million North American
bats died of WNS by 2012 [7] with the possibility of widespread or local extinctions in the
future [8,9]. At least seven North American bat species are affected by WNS throughout 29 Funding: Funding for this project was provided by
the Minnesota Environment and Natural Resources
Trust Fund, M.L. 2013, Chp. 52, Sec. 2, Subd. 03
(http://www.lccmr.leg.mn/index.html) to CES and
RAB. The funders had no role in study design, data PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 1 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 destructans was recoverable from all sediments
after 238 days [20], but its life cycle and stages of differentiation were not monitored. Little is
known about P. destructan’s saprophytic adaptations, but a recent gene duplication of a high
affinity nitrate transporter in P. destructans may contribute to its ability to survive on cave sed-
iments [21]. The capacity to grow on substrates in vitro is not wholly reflective of the challenges that P. destructans must overcome as a saprophyte, as it must also compete with other microbes for
space and utilizable resources. Since P. destructans is unlikely to avoid competition by quickly
colonizing resources due to its slow growth [24], it may have some combination of offensive
and defensive strategies to colonize saprophytic resources [25–27]. These may include the pro-
duction of or resistance to diffusible antifungal molecules [27]. P. destructans is susceptible to
amphotericin B, itraconazole, and ketoconazole [28], and it is likely to encounter antifungal
metabolites in hibernaculum environments. Discovering how P. destructans fits into the com-
petitive hierarchy of the heterogeneous and variable microbial communities of caves and
mines [29] will help us understand if it can plausibly form self-sustaining populations in hiber-
naculum sediment. Depending on the resource capture and competitive ability of P. destructans, biological
control may be an effective way to reduce the conidial load of hibernaculum substrates and
prevent the perpetual contamination of infected hibernacula. One strain of Trichoderma poly-
sporum isolated from William Preserve Mine in New York has already been shown to outcom-
pete P. destructans in autoclaved cave sediment, likely due to the production of diffusible
antifungals [30]. Any treatment in caves or mines will be logistically challenging due to their PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 2 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. size and inaccessibility, but biological control has an advantage over other interventions
because it is potentially self-perpetuating and self-spreading. There is a risk that biological con-
trol agents will affect the microbial communities in hibernacula, but this is true of any WNS
treatment. The risk of disturbing native microbial communities is mitigated because these
communities in WNS-positive hibernacula have likely already shifted in response to the intro-
duction of an invasive fungus and the loss of bats. Theoretically, a good generalist saprophyte can utilize a diverse array of carbon sources and
defend those resources from other microbes [25,27]. This study assessed the resource capture
and competitive ability of P. destructans relative to non-pathogenic Pseudogymnoascus isolates
from the Soudan Iron Mine (SM) in Tower, MN to explore the possibility that P. destructans
and SM Pseudogymnoascus isolates share a suite of adaptations for survival in hibernaculum
sediment. These experiments offer more insight into the basic biology of P. destructans and its
potential to be a sustained risk in hibernaculum substrates and surfaces. Pseudogymnoascus spp. collection and propagation All relevant protocols for bat sampling were approved by the University of Minnesota IACUC
(protocol ID: 1508-32924A). Wall surface swabs, wood samples, and sediment were collected
on seven levels of the Soudan Underground Mine State Park from 2013 to 2015, which was
prior to the detection of WNS in Minnesota. Samples were streaked or placed onto 1.5% malt
extract agar (BD Difco–Franklin Lakes, NJ) amended with 0.01 g/L of streptomycin sulfate
and incubated at 10 or 22˚C. P. destructans type-strain MYA-4855 was acquired from the
American Tissue Type Culture Collection (ATCC), which was originally isolated from a little
brown bat (Myotis lucifugus) in Williams Hotel Mine, NY. All Pseudogymnoascus spp. were
maintained on Sabouraud dextrose agar (SDA), with SM Pseudogymnoascus isolates main-
tained at room temperature (~22˚C) and P. destructans maintained at 10 or 15˚C. Conidia
were prepared for experiments by adding 2 mL of 15% glycerol to conidiated cultures, gently
scraping colonies to release conidia, and then filtering the resulting conidial suspension
through a sterile 5 mL pipette tip packed with cotton. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Fungal DNA extraction, PCR, and phylogenic analysis Phylogenic analysis was performed with the same three genes used in previous studies [19,31]. DNA was isolated from pure cultures grown on malt agar (15 g malt extract, 15 g agar, 1 L de-
ionized water) using a CTAB extraction procedure described previously [32]. ITS1F/ITS4,
983F/2218R, and fRPB2-7cf/RPB2-3053br primers were used to amplify the internal tran-
scribed spacer (ITS) region of the rRNA gene clusters, tef1, and rpb2, respectively, via PCR
[33–36]. Each 25 μl PCR reaction contained ~12 ng of DNA template, 0.25 μM forward
primer, 0.25 μM reverse primer, 0.05 μg/μl BSA, 1X GoTaq1 green mastermix, and nuclease-
free sterile water. The thermocycler programs for amplification were as follows: ITS– 94˚C for
5 min, then 35 cycles of 94˚C for 1 min, 50˚C for 1 min, and 72˚C for 1 min, and a final exten-
sion at 72˚C for 5 min; rpb2–94 C for 5 min, then 47 cycles of 94˚C for 1 min, 55.2˚C for 2
min, 72˚C for 2:10 min, and a final extension at 72˚C for 10 min; tef1–94˚C for 2 min, then 47
cycles of 94˚C for 1 min, 55˚C for 1 min, 72˚C for 1:10 min, and a final extension at 72˚C for
10 min. Amplicons were verified by gel electrophoresis on 1% agarose with a SYBR green 1
prestain and imaged with a Dark Reader DR45 (Clare Chemical Research–Denver, CO). PCR products were sequenced using the same primers as above on an ABI 3730xl DNA
sequencer (Applied Biosystems–Foster City, CA). Consensus sequences were assembled using
Geneious 9.0 [37], and BLASTn was used to identify closely related sequences in GenBank for PCR products were sequenced using the same primers as above on an ABI 3730xl DNA
sequencer (Applied Biosystems–Foster City, CA). Consensus sequences were assembled using
Geneious 9.0 [37], and BLASTn was used to identify closely related sequences in GenBank for PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 3 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. phylogenetic analysis. Geneious 9.0 was also used to determine phylogenetic relationships
among sequences, with the MAFFT v7.222 and MrBayes 3.2.6 plugins [38,39] used for
sequence alignment and Bayesian analysis, respectively. jModelTest 2.1.10 [40] was used to
determine the appropriate model (JC69) for Bayesian analysis. Fungal DNA extraction, PCR, and phylogenic analysis 1.1 x 106 MCMC generations
were used for analysis with a sampling frequency every 200 generations, with the first 10% of
sampled trees discarded as burn in. The resulting tree topologies were congruent for the analy-
ses of each gene region, therefore sequences were concatenated and analyzed using the same
methods as individual gene regions. Substrate utilization Filamentous fungi (FF) phenotype microarrays (Biolog–Hayward, CA; Cat# 1006) were used
to compare the ability of Pseudogymnoascus spp. to metabolize different carbon sources per
the manufacture’s protocol. These arrays are 96-well microplates that contain 95 different sub-
strates including amines, amino acids, sugars, carboxylic acids, various polymers, and one
no-substrate control. In addition to a substrate, each well supplies essential micronutrients in-
cluding nitrogen, phosphorous, potassium, and sulfur. Briefly, a swab was wetted with Biolog
FF-IF inoculation fluid and rolled over Pseudogymnoascus spp. colonies on malt extract agar to
remove conidia and mycelium fragments. Swab contents were diluted to 0.14 OD600 in inocu-
lation fluid and 200 μL were transferred to each well in triplicate FF arrays. Arrays were incu-
bated and shaken at 15˚C. Growth was evaluated at OD750 using an EL800 microplate reader (Bio-Tek–Winooski,
VT) after seven days for SM Pseudogymnoascus isolates and after 14 days for P. destructans. Values were restricted to 0.0–2.0 OD750 in all analyses to account for the linear range of the
microplate reader. It was empirically determined that 7 and 14 days would result in a reason-
able comparison since SM Pseudogymnoascus isolates grow approximately twice as fast as
P. destructans at 10˚C. Niche width was defined as the number of substrates utilized in the FF arrays, while growth
efficiency was defined as the mean OD750 of wells with utilized substrates [41]. Since some
growth occurred in the no-substrate control wells, pairwise one-tailed Welch’s t-tests were
used to determine a utilization threshold on a substrate-by-substrate basis instead of an abso-
lute OD750 cutoff applied to all substrates. A one-tailed test was appropriate because growth
promotion, not growth inhibition, is relevant to establishing a utilization threshold and maxi-
mizes statistical power for a given alpha. A substrate was considered “utilized” if the mean
growth on a substrate was statistically greater than mean control growth (p < 0.05). Pair-wise,
two tailed Welch’s t-tests were used to compare growth efficiency (mean growth) among Pseu-
dogymnoascus spp. at the 95% confidence level. Pseudogymnoascus colony expansion SDA petri plates were spotted with ~2,500 Pseudogymnoascus spp. conidia in 10 μL of sterile
water and incubated at 4˚C in a walk-in cold room, at 10˚C in a Danby #DBC120BLS incuba-
tor, or at room temperature in the lab (~22˚C). Each Pseudogymnoascus sp. was spotted in qua-
druplicate for each temperature. Colonies were established for four days at room temperature
and 10˚C, and for eight days at 4˚C. Thereafter, colony diameter was measured daily for 30
days by measuring length twice at right angles and taking the average. Susceptibility testing Disk-diffusion assays were performed on 50 mL SDA in 150 x 15 mm petri plates. Sterile
filter paper disks were prepared with 6, 3, 1.5, 0.375, and 0.18 μg of amphotericin B (MP 4 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Biomedicals–Santa Ana, CA), caspofungin, itraconazole, or ketoconazole (LTK Laboratories–
St. Paul, MN) in methanol. These antifungals were selected to represent different classes of sys-
temic antifungals found in nature (polyenes, echinocandins, and azoles). Duplicate plates were
spread-inoculated with ~4,000 Pseudogymnoascus spp. conidia in 200 μL of sterile water and
allowed to dry. Antifungal disks were placed on dry plates and plates were incubated at 4 or
15˚C. Minimum inhibitory concentrations (MIC) of each antifungal were determined visually
after two and three weeks for SM Pseudogymnoascus isolates and P. destructans at 15˚C, respec-
tively, and after three and five weeks for SM Pseudogymnoascus isolates and P. destructans at
4˚C, respectively. HPLC analysis and anti-P. destructans activity of SM Pseudogymnoascus
extracts SM Pseudogymnoascus isolates were grown on rice (10g of rice autoclaved in 12 mL water) at
10˚C for 30 days. Cultures were extracted overnight with two rounds of 100 mL methanol fol-
lowed by two rounds of 100 mL ethyl acetate. Extracts from the same culture were combined
and dried under reduced pressure. Supelco 3 mL DSC-18 (C18) solid-phase extraction columns
(Sigma-Aldrich–St. Louis, MO) were used to clean up samples prior to disk diffusion and
HPLC analysis. Extract residues were re-dissolved in 6 mL 5% methanol and bound to pre-
equilibrated columns, washed with two volumes of 5% methanol, and eluted with two volumes
of 100% methanol. Eluted metabolites were dried and re-suspended to 1 mg/mL in methanol
for reversed-phase HPLC analysis on an Agilent 1200 system with an Eclipse XDB-C18 col-
umn (5 μm, 4.6 x 150 mm). Metabolites were eluted at 1 mL/min with 10% acetonitrile for 1.5
mins, followed by a linear gradient from 10% to 95% acetonitrile over 20 mins, a hold at 95%
acetonitrile for 2 mins, a linear gradient from 95% to 100% acetonitrile over 3 mins, and finally
re-equilibration to 10% acetonitrile over 2 mins. Chromatographic peaks were detected by
diode array from 200 to 600 nm in 10 nm increments. Disk-diffusion assays were performed on 15 mL SDA in 100 x 10 mm petri plates to assess
the anti-P. destructans activity of SM Pseudogymnoascus rice culture extracts. Filter paper
disks were prepared with 0.5 mg SPE-cleaned extract, placed on plates spread inoculated with
~2,500 P. destructans conidia, and incubated at 10˚C for three weeks. Assays were performed
in triplicate. Competition assays between SM Pseudogymnoascus isolates and P.
destructans Agar plugs (5 mm3) were cut from the edge of established Pseudogymnoascus spp. colonies and
placed ~1 cm apart on SDA and incubated at 10˚C for four weeks in duplicate. Inhibition of P. destructans growth was qualitatively evaluated by visually assessing the size of control and
competing P. destructans colonies. Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. SM isolates group with Genbank Pseudogymnoascus sequences reported by other investigations in New Hampshire, New York, and Minnesota. Posterior probabilities >50 are shown at branch nodes. Geomyces auratus served as the outgroup. SM isolates group with Genbank Pseudogymnoascus sequences reported by other investigations in New Hampshire, New York, and Minnesota. Posterior probabilities >50 are shown at branch nodes. Geomyces auratus served as the outgroup. https://doi.org/10.1371/journal.pone.0178968.g001 https://doi.org/10.1371/journal.pone.0178968.g001 SM14-10-3-2, SM13-9-3-2. However, short branch lengths indicate minor base changes
among these isolates. All gene sequences used for phylogenic analysis have been deposited in
Genbank (S1 Table). SM14-10-3-2, SM13-9-3-2. However, short branch lengths indicate minor base changes
among these isolates. All gene sequences used for phylogenic analysis have been deposited in
Genbank (S1 Table). SM Pseudogymnoascus colonies expand faster and at higher
temperature than P. destructans colonies Expansion rates were similar among SM Pseudogymnoascus isolates at all temperatures, and
these organisms are subsequently referred to as one group (Fig 2A–2C). SM Pseudogymnoascus
colonies reached diameters of ~60 mm after 30 days at room temperature, with no P. destruc-
tans growth as expected [24] (Fig 2A). SM Pseudogymnoascus colonies reached diameters of
~50 mm at 10˚C after 30 days on SDA, while P. destructans colonies achieved a diameter of 25
mm (Fig 2B). Differences in growth were minimized at 4˚C, with SM Pseudogymnoascus colo-
nies reaching diameters ~25 mm and P. destructans colonies reaching diameters of 13 mm
(Fig 2C). SM Pseudogymnoascus are closely related to other Pseudogymnoascus
spp. isolated from hibernacula A three-gene phylogeny of Pseudogymnoascus species shows close similarity among isolates
from the different mine shaft levels (Fig 1). SM isolates group with the previously described
P. verrucosus complex, matching isolates from NH, NY and MN hibernacula [31]. Overall, the
SM isolates separated into two clades with SM13-7-5-2, SM14-12-9-2, SM14-8-4-4, SM13-11-
1-1, SM14-10-3-3, SM14-12-8-2 separate from SM13-15-4-2, SM14-8-4-5, SM13-11-7-3, 5 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Fig 1. Phylogenetic tree of Pseudogymnoascus isolates obtained from the Soudan Iron Mine (SM) in Min
Bayesian analysis of combined ITS, EF-1 and RPB2 gene regions from Pseudogymnoascus species. Soudan Mi Fig 1. Phylogenetic tree of Pseudogymnoascus isolates obtained from the Soudan Iron Mine (SM) in Minnesota. Tree was constructed using
Bayesian analysis of combined ITS, EF-1 and RPB2 gene regions from Pseudogymnoascus species. Soudan Mine (SM) isolates are indicated in bold. Fig 1. Phylogenetic tree of Pseudogymnoascus isolates obtained from the Soudan Iron Mine (SM) in Minnesota. Tree was constructed using
Bayesian analysis of combined ITS, EF-1 and RPB2 gene regions from Pseudogymnoascus species. Soudan Mine (SM) isolates are indicated in bold. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 6 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 SM Pseudogymnoascus isolates utilized more substrates more quickly
than P. destructans Biolog filamentous fungi (FF) phenotype microarrays were inoculated with SM Pseudogym-
noascus isolates or P. destructans to compare their substrate utilization capacities. Each well in
the plate contains a single carbon source with essential micronutrients, and the capacity to uti-
lize different substrates can be determined by measuring fungal growth in each well. The utili-
zation of different sugars, amino acids, carboxylic acids, and polymers can be summarized by
‘niche width’ (the total number of utilized substrates, ranging 0–95) and ‘growth efficiency’
(mean growth in wells with utilized substrates) [41]. The full Biolog FF array dataset can be
found in S1 Text. Niche widths were ~87 for all SM Pseudogymnoascus isolates after 7 days of growth, com-
pared to a niche width of 7 for P. destructans after 14 days (Fig 3). SM Pseudogymnoascus iso-
lates grow approximately twice as fast as P. destructans at 10˚C (Fig 2), therefore 7 and 14 days
were chosen as comparable endpoints. The niche width of P. destructans increased to 19 after
30 days of growth; however, this was still well below the niche widths achieved by the SM Pseu-
dogymnoascus isolates after only 7 days. Growth efficiencies of all SM Pseudogymnoascus isolates were significantly higher than the
efficiency of 14 day-P. destructans (p < 0.05) (Fig 3, S2 Table). The growth efficiency of P. destructans greatly increased over time, with the efficiency of 30 day-P. destructans matching
SM 10-3-3 and significantly exceeded that of SM 7-5-2, SM 8-4-5, SM 9-3-2, and SM 10-3-2
(p < 0.05) (Fig 3, S2 Table). The growth efficiency of 30-day P. destructans was still lower than
that of SM 12-9-2 (p < 0.05) (Fig 3, S2 Table). Fig 4 displays the utilization of specific substrates in the FF arrays by Pseudogymnoascus
spp. SM Pseudogymnoascus isolates utilized a wide, but very similar, variety of sugars, carbox-
ylic acids, amino acids, and other substrates with no clear metabolic preferences (Fig 4). The
notable exception to their similar utilization profiles was L-fucose, which was only utilized by
SM 7-5-2 and 10-3-3 (Fig 4). Growth efficiencies on particular substrates among the SM Pseu-
dogymnoascus isolates differed greatly, with SM 12-9-2 typically being the most efficient isolate
(Fig 4). 7 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. SM Pseudogymnoascus isolates utilized more substrates more quickly
than P. destructans OD750 of
wells with utilized substrates is displayed, where the mean OD750 is each strain’s growth efficiency. SM
Pseudogymnoascus isolates were evaluated after 7 days of growth, while P. destructans was evaluated after
14 and 30 days of growth. Statistical differences (p < 0.05) are indicated by * and # for pair-wise Welch’s t-
tests against 14 day and 30 day-P. destructans, respectively. Pd = P. destructans. https://doi.org/10.1371/journal.pone.0178968.g003 https://doi.org/10.1371/journal.pone.0178968.g003 P. destructans utilized only simple sugars, lipid-like compounds, and amino acids after 14
days (Fig 4). P. destructans expanded its utilization of simple sugars and amino acids after 30
days, but also started to utilize small carboxylic acids and amino sugars (Fig 4). Even though
P. destructans had a much smaller niche width than the SM Pseudogymnoascus isolates (Fig 3),
it was the exclusive utilizer of N-acetyl-D-galactosamine (Fig 4). The lipid-like compounds
(Tween 80, sebacic acid, and amygdalin) were the only substrates where P. destructans’s
growth efficiency matched or exceeded those of the SM Pseudogymnoascus isolates after 14
days (Fig 4). SM Pseudogymnoascus isolates utilized more substrates more quickly
than P. destructans Fig 2. Colony expansion of Pseudogymnoascus spp. on SDA over 30 days. Diameter of Pseudogymnoascus
spp. colonies at various temperatures over time (a) 22˚C, (b) 10˚C, (c) 4˚C. Error bars represent standard error of
averaged replicates. https://doi.org/10.1371/journal.pone.0178968.g002
rnal.pone.0178968
June 15, 2017
8 / 18 Fig 2. Colony expansion of Pseudogymnoascus spp. on SDA over 30 days. Diameter of Pseudogymnoascus
spp. colonies at various temperatures over time (a) 22˚C, (b) 10˚C, (c) 4˚C. Error bars represent standard error of
averaged replicates. https://doi.org/10.1371/journal.pone.0178968.g002
PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017
8 / 18 Fig 2. Colony expansion of Pseudogymnoascus spp. on SDA over 30 days. Diameter of Pseudogymnoascus
spp. colonies at various temperatures over time (a) 22˚C, (b) 10˚C, (c) 4˚C. Error bars represent standard error of
averaged replicates. https://doi.org/10.1371/journal.pone.0178968.g002 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 8 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Fig 3. Niche width and growth efficiency of Pseudogymnoascus spp. at 15˚C. The number of substrates
utilized by each strain (niche width) in Biolog FF phenotype mircoarrays is indicated in black boxes. OD750 of
wells with utilized substrates is displayed, where the mean OD750 is each strain’s growth efficiency. SM
Pseudogymnoascus isolates were evaluated after 7 days of growth, while P. destructans was evaluated after
14 and 30 days of growth. Statistical differences (p < 0.05) are indicated by * and # for pair-wise Welch’s t-
tests against 14 day and 30 day-P. destructans, respectively. Pd = P. destructans. https://doi org/10 1371/journal pone 0178968 g003 Fig 3. Niche width and growth efficiency of Pseudogymnoascus spp. at 15˚C. The number of substrates
utilized by each strain (niche width) in Biolog FF phenotype mircoarrays is indicated in black boxes. OD750 of
wells with utilized substrates is displayed, where the mean OD750 is each strain’s growth efficiency. SM
Pseudogymnoascus isolates were evaluated after 7 days of growth, while P. destructans was evaluated after
14 and 30 days of growth. Statistical differences (p < 0.05) are indicated by * and # for pair-wise Welch’s t-
tests against 14 day and 30 day-P. destructans, respectively. Pd = P. destructans. Fig 3. Niche width and growth efficiency of Pseudogymnoascus spp. at 15˚C. The number of substrates
utilized by each strain (niche width) in Biolog FF phenotype mircoarrays is indicated in black boxes. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 SM Pseudogymnoascus outcompetes P. destructans in co-culture SM Pseudogymnoascus outcompetes P. destructans in co-culture
All SM Pseudogymnoascus colonies limited the expansion of P. destructans colonies after four
weeks of incubation at 10˚C (Fig 5). P. destructans colonies expanded more against SM 8-4-5,
9-3-2, and 12-9-2 colonies than against 7-5-2, 10-3-2, and 10-3-3 colonies (Fig 5). All SM Pseudogymnoascus colonies limited the expansion of P. destructans colonies after four
weeks of incubation at 10˚C (Fig 5). P. destructans colonies expanded more against SM 8-4-5,
9-3-2, and 12-9-2 colonies than against 7-5-2, 10-3-2, and 10-3-3 colonies (Fig 5). P. destructans is more susceptible to antifungals than SM
Pseudogymnoascus isolates, but susceptibility varies with temperature P. destructans was susceptible to amphotericin B, itraconazole, and ketoconazole (Table 1)
[28]. While its susceptibility to itraconazole and ketoconazole did not change (MIC < 0.18
and MIC = 1.5 μg, respectively), its susceptibility to amphotericin B increased at higher tem-
perature (MIC = 1.5 μg at 4˚C vs. MIC < 0.18 μg at 15˚C) (Table 1). P. destructans was resis-
tant to caspofungin within our concentration range (MIC > 6 μg) as previously reported [28],
and there was no noticeable change in susceptibility with temperature. SM Pseudogymnoascus isolates were more resistant to amphotericin B, itraconazole, and
ketoconazole relative to P. destructans at 4 and 15˚C (Table 1). Unlike P. destructans, SM
Pseudogymnoascus susceptibility to amphotericin B did not noticeably change with tempera-
ture Pseudogymnoascus(Table 1). SM Pseudogymnoascus isolates were most susceptible to PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 9 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. 10 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Fig 4. Heatmap of Pseudogymnoascus spp. substrate utilization at 15˚C. Rows correspond to average
growth (OD750) in wells of Biolog FF phenotype microarrays, while columns correspond to different
Pseudogymnoascus spp. SM Pseudogymnoascus isolates were evaluated after 7 days of growth, while P. destructans was evaluated after 14 and 30 days of growth. Rows are clustered by k-means to display patterns
of utilization. itraconazole, but their MICs were at least an order of magnitude higher than those observed
for P. destructans (Table 1). SM isolates 10-3-2 and 10-3-3 were exceptions to this trend with
MIC = 0.375 μg against itraconazole (Table 1). Azole susceptibility differentially varied with
temperature for some SM Pseudogymnoascus isolates, with itraconazole and ketoconazole
showing opposite trends (Table 1). SM isolates 8-4-5, 10-3-2, and 10-3-3 were less susceptible
to itraconazole at higher temperature (MIC = 1.5 or 0.375 μg at 4˚C vs. MIC = 3 μg at 15˚C),
but itraconazole susceptibility did not change for SM 7-5-2, 9-3-2, or 12-9-2 (MIC = 1.5 μg)
(Table 1). SM isolates 9-3-2 and 12-9-2 were more susceptible to ketoconazole at higher tem-
perature (MIC > 6 μg at 4˚C vs. MIC = 3 μg at 15˚C), with SM 7-5-2 and 8-4-5 showing poten-
tially smaller increases in ketoconazole susceptibility (MIC > 6 μg at 4˚C vs. MIC = 6 μg at
15˚C) (Table 1). MICs were determined as the lowest concentration of antifungal that did not produce a visible zone of inhibition in disk-diffusion assays. Plates incubated at
4˚C were evaluated after three weeks for SM Pseudogymnoascus isolates and after five weeks for P. destructans. Plates incubated at 15˚C were evaluated
after two weeks for SM Pseudogymnoascus isolates and after three weeks for P. destructans. https://doi.org/10.1371/journal.pone.0178968.t001 P. destructans is more susceptible to antifungals than SM
Pseudogymnoascus isolates, but susceptibility varies with temperature Ketoconazole susceptibility did not noticeably change for SM 10-3-2 or 10-3-
3 (MIC = 6 and > 6 μg, respectively) (Table 1). All SM Pseudogymnoascus isolates were more
susceptible to caspofungin at lower temperatures (Table 1). itraconazole, but their MICs were at least an order of magnitude higher than those observed
for P. destructans (Table 1). SM isolates 10-3-2 and 10-3-3 were exceptions to this trend with
MIC = 0.375 μg against itraconazole (Table 1). Azole susceptibility differentially varied with
temperature for some SM Pseudogymnoascus isolates, with itraconazole and ketoconazole
showing opposite trends (Table 1). SM isolates 8-4-5, 10-3-2, and 10-3-3 were less susceptible
to itraconazole at higher temperature (MIC = 1.5 or 0.375 μg at 4˚C vs. MIC = 3 μg at 15˚C),
but itraconazole susceptibility did not change for SM 7-5-2, 9-3-2, or 12-9-2 (MIC = 1.5 μg)
(Table 1). SM isolates 9-3-2 and 12-9-2 were more susceptible to ketoconazole at higher tem-
perature (MIC > 6 μg at 4˚C vs. MIC = 3 μg at 15˚C), with SM 7-5-2 and 8-4-5 showing poten-
tially smaller increases in ketoconazole susceptibility (MIC > 6 μg at 4˚C vs. MIC = 6 μg at
15˚C) (Table 1). Ketoconazole susceptibility did not noticeably change for SM 10-3-2 or 10-3-
3 (MIC = 6 and > 6 μg, respectively) (Table 1). All SM Pseudogymnoascus isolates were more
susceptible to caspofungin at lower temperatures (Table 1). SM Pseudogymnoascus isolates produce more extractable metabolites
in culture, with some having anti-P. destructans activity destructans colonies are on the left of each panel, while SM Pseudogymnoascus
colonies are on the right. The control was a P. destructans colony grown in the presence of an uninoculated agar block. https://doi.org/10.1371/journal.pone.0178968.g005 https://doi.org/10.1371/journal.pone.0178968.g005 https://doi.org/10.1371/journal.pone.0178968.g005 SM Pseudogymnoascus isolates produce more extractable metabolites
in culture, with some having anti-P. destructans activity Most SM Pseudogymnoascus isolates had a similar diversity of extractable semi-polar metabo-
lites when grown on rice at 10˚C (Fig 6, S2 Fig). SM isolate 7-5-2 and P. destructans did not
appear to produce any extractable metabolites under the experimental conditions (Fig 6, S2
Fig). Three SM Pseudogymnoascus extracts showed anti-P. destructans activity in disk diffusion
assays (Table 2). Extracts from SM isolates 10-3-2 and 10-3-3 produced small zones that were
sustained over three weeks, while the 12-9-2 extract produced a large initial zone that receded
by week three (Table 2). Pictures of disk-diffusion assays can be found in S1 Fig. Table 1. Antifungal susceptibility of Pseudogymnoascus spp. Table 1. Antifungal susceptibility of Pseudogymnoascus spp. Pseudogymnoascus spp. MIC (μg)
P. destructans
SM 7-5-2
SM 8-4-5
SM 9-3-2
SM 10-3-2
SM 10-3-3
SM 12-9-2
Antifungal
4˚C
15˚C
4˚C
15˚C
4˚C
15˚C
4˚C
15˚C
4˚C
15˚C
4˚C
15˚C
4˚C
15˚C
Caspofungin
> 6
> 6
3
> 6
3
> 6
6
> 6
3
> 6
3
> 6
1.5
> 6
Amphotericin B
1.5
< 0.18
> 6
> 6
> 6
> 6
> 6
> 6
> 6
> 6
> 6
> 6
> 6
> 6
Itraconazole
< 0.18
< 0.18
1.5
1.5
1.5
3
1.5
1.5
0.375
3
0.375
3
1.5
1.5
Ketoconazole
1.5
1.5
> 6
6
> 6
6
> 6
3
6
6
> 6
> 6
> 6
3
MICs were determined as the lowest concentration of antifungal that did not produce a visible zone of inhibition in disk-diffusion assays. Plates incubated at
4˚C
l
t d ft
th
k f
SM P
d
i
l t
d ft
fi
k f
P d
t
t
Pl t
i
b t d t 15˚C
l
t d PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 11 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Fig 5. Competition of SM Pseudogymnoascus and P. destructans colonies. Plug competition assay after four
weeks of growth on SDA at 15˚C. P. destructans colonies are on the left of each panel, while SM Pseudogymnoascus
colonies are on the right. The control was a P. destructans colony grown in the presence of an uninoculated agar block. https://doi.org/10.1371/journal.pone.0178968.g005 Fig 5. Competition of SM Pseudogymnoascus and P. destructans colonies. Plug competition assay after four
weeks of growth on SDA at 15˚C. P. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Discussion White-nose syndrome has spurred research on the microbiome of bat hibernacula to better
understand the biology of P. destructans. Many Pseudogymnoascus and Geomyces species have
been discovered in WNS-positive hibernacula [16,31], but our Pseudogymnoascus isolates rep-
resent the SM fungal community prior to the invasion of P. destructans. SM isolates separated
into two distinct clades and grouped with other Pseudogymnoascus from the P. verrucosus
complex in a three-gene phylogeny, although short branch lengths indicated only minor differ-
ences among the isolates (Fig 1). We collected physiological data from a subset of each clade,
but there was no clear association between clades and our physiological data. P. destructans
was both genetically and physiologically distinct from all SM Pseudogymnoascus isolates. The first important distinction between the SM Pseudogymnoascus isolates and P. destruc-
tans is their ability to grow at room temperature (Fig 2). While P. destructans is psychrophilic
with a growth optimum of ~15˚C and upper critical temperature of ~19˚C [24], the SM
Pseudogymnoascus isolates were psychrotolerant with the ability to grow at both room and
low temperature (Fig 2). Even though all SM Pseudogymnoacus isolates grew best at room White-nose syndrome has spurred research on the microbiome of bat hibernacula to better
understand the biology of P. destructans. Many Pseudogymnoascus and Geomyces species have
been discovered in WNS-positive hibernacula [16,31], but our Pseudogymnoascus isolates rep-
resent the SM fungal community prior to the invasion of P. destructans. SM isolates separated
into two distinct clades and grouped with other Pseudogymnoascus from the P. verrucosus
complex in a three-gene phylogeny, although short branch lengths indicated only minor differ-
ences among the isolates (Fig 1). We collected physiological data from a subset of each clade,
but there was no clear association between clades and our physiological data. P. destructans
was both genetically and physiologically distinct from all SM Pseudogymnoascus isolates. The first important distinction between the SM Pseudogymnoascus isolates and P. destruc-
tans is their ability to grow at room temperature (Fig 2). While P. destructans is psychrophilic
with a growth optimum of ~15˚C and upper critical temperature of ~19˚C [24], the SM
Pseudogymnoascus isolates were psychrotolerant with the ability to grow at both room and
low temperature (Fig 2). Even though all SM Pseudogymnoacus isolates grew best at room PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 12 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Discussion Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. Fig 6. Reversed-phase HPLC chromatograms of Pseudogymnoascus spp. rice culture extracts. All
extracts were normalized to 1 mg/mL, and chromatographic peaks at 220 nm are displayed. The control was
an extract of uninoculated rice. https://doi org/10 1371/journal pone 0178968 g006 Fig 6. Reversed-phase HPLC chromatograms of Pseudogymnoascus spp. rice culture extracts. All
extracts were normalized to 1 mg/mL, and chromatographic peaks at 220 nm are displayed. The control was
an extract of uninoculated rice. https://doi.org/10.1371/journal.pone.0178968.g006 https://doi.org/10.1371/journal.pone.0178968.g006 temperature (~22˚C), they still outgrew P. destructans at 4 and 10˚C (Fig 2). For reference,
temperatures where most bats can be found in the Soudan Mine (level 12 and 27) are generally
2–10˚C during the hibernation period. Even though their growth rates were clearly different,
neither P. destructans nor SM isolates displayed expansion that could be characterized as
“fast”. In general, slow growth may be an important adaptation in oligotrophic environments,
such as caves [42]. P. destructans is an opportunistic or facultative pathogen of hibernating bats that takes
advantage of its host’s decreased immune function during torpor [43]. Since torpor is a reliably
reoccurring state, P. destructans may have metabolic requirements more like an obligate patho-
gen because immunosuppression due to torpor is not an abnormal or rare host state. If P. destructans is a facultative pathogen in the environment, it may have resource capture traits
similar to non-pathogenic Pseudogymnoascus spp. The results presented here show P. destruc-
tans had a reduced niche width compared to SM Pseudogymnoascus isolates in substrate utili-
zation assays (Fig 3), suggesting it is more specialized than its non-pathogenic relatives. This
conclusion is further supported by previous reports that P. destructans has reduced saprophytic
enzyme activity compared to non-pathogenic Pseudogymnoascus spp. [23]. Since the nutrients
available to microbes in different caves and mines are highly variable and heterogeneously dis-
tributed in space and time [29], it is difficult to generalize which nutrients are ecologically Table 2. Anti-P. destructans activity of SM Pseudogymnoascus extracts. Extract
SM 7-5-2
SM 8-4-5
SM 9-3-2
SM 10-3-2
SM 10-3-3
SM 12-9-2
Zone size (2 wk)
-
-
-
+
+
+++
Zone size (3 wk)
-
-
-
Minimal
Minimal
+
Disk diffusion assays were performed in triplicate to test the activity of SM Pseudogymnoascus extracts against P. destructans. Disk diffusion assays were performed in triplicate to test the activity of SM Pseudogymnoascus extracts against P. destructans. Inhibitory activity was
quantified as a zone of inhibition, with (+) indicating zones 3–20 mm in diameter and (-) indicating no inhibition. Disks contained 0.5 mg of rice culture
extracts from SM isolates. Plates were incubated at 15˚C and evaluated after two and three weeks. Pictures of disk diffusion assays can be found in S1 Fig. Discussion destructans drastically increased its growth
efficiency over time (Figs 3 and 4) and utilized its limited panel of substrates as effectively as
the SM Pseudogymnoascus isolates after 30 days. Even though the SM Pseudogymnoascus iso-
lates were genetically distinct (Fig 1), they had very similar utilization profiles and growth effi-
ciencies (Figs 3 and 4). This is good evidence these isolates are occupying similar nutritional
niches within the mine. Overall, P. destructans is unlikely to occupy the same generalist sapro-
phyte role presumably occupied by non-pathogenic Pseudogymnoascus spp. due to its com-
pressed niche width and much slower conversion of substrates to biomass. P. destructans can grow and reproduce on some complex substrates in vitro [22], but it
certainly faces competition for these resources in hibernacula sediment. Attack and defense
strategies are important to displace other microbes from contested resources or to avoid dis-
placement, respectively [27]. Since P. destructans grows very slowly relative to other fungi [24]
(Fig 2A–2C), it is unlikely to avoid attack by rapidly colonizing resources and may require
robust defense strategies in hibernaculum substrates. The plasma membrane is a major anti-
fungal target that changes composition in response to temperature, therefore environmental
temperatures are important considerations in microbial defense. Using Geomyces pannorum
as a comparative model in the literature, we expected increased susceptibility to polyenes and
azoles at higher temperature when ergosterol is more abundant in the plasma membrane [44]. However, this trend was only apparent for amphotericin B vs. P. destructans and ketoconazole
vs. some SM Pseudogymnoascus isolates (Table 1). The efficiency of resistance mechanisms
may also vary with temperature, which could explain the decrease in itraconazole susceptibility
observed for some SM Pseudogymnascus isolates at higher temperature and the lack of azole
response in P. destructans. To the authors’ knowledge, changes in the cell wall are not a known
adaptation of psychrophilic or psychrotolerant fungi [45,46], so we did not expect the observed
change in susceptibility to caspofungin (Table 1). Just considering these variations in antifun-
gal susceptibility, P. destructans may be more easily displaced by polyene and azole-producing
microbes compared to the SM Pseudogymnoascus isolates, but is better defended against echi-
nocandin-producing organisms at low temperature. Future work could focus on the interplay
between temperature, membrane/cell wall structure, and resistance mechanisms of Pseudo-
gymnoascus spp. P. destructans and other Pseudogymnoascus spp. Discussion Inhibitory activity was
quantified as a zone of inhibition, with (+) indicating zones 3–20 mm in diameter and (-) indicating no inhibition. Disks contained 0.5 mg of rice culture
extracts from SM isolates Plates were incubated at 15˚C and evaluated after two and three weeks Pictures of disk diffusion assays can be found in S1 Fig Table 2. Anti-P. destructans activity of SM Pseudogymnoascus extracts. Extract
SM 7-5-2
SM 8-4-5
SM 9-3-2
SM 10-3-2
SM 10-3-3
SM 12-9-2
Zone size (2 wk)
-
-
-
+
+
+++
Zone size (3 wk)
-
-
-
Minimal
Minimal
+ Table 2. Anti-P. destructans activity of SM Pseudogymnoascus extracts. Disk diffusion assays were performed in triplicate to test the activity of SM Pseudogymnoascus extracts against P. destructans. Inhibitory activity was
quantified as a zone of inhibition, with (+) indicating zones 3–20 mm in diameter and (-) indicating no inhibition. Disks contained 0.5 mg of rice culture
extracts from SM isolates. Plates were incubated at 15˚C and evaluated after two and three weeks. Pictures of disk diffusion assays can be found in S1 Fig. Disk diffusion assays were performed in triplicate to test the activity of SM Pseudogymnoascus extracts against P. destructans. Inhibitory activity was
quantified as a zone of inhibition, with (+) indicating zones 3–20 mm in diameter and (-) indicating no inhibition. Disks contained 0.5 mg of rice culture
extracts from SM isolates. Plates were incubated at 15˚C and evaluated after two and three weeks. Pictures of disk diffusion assays can be found in S1 Fig. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 13 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. relevant to saprophytic survival. The Biolog substrates provide a general view of what sub-
strates may be utilized, but additional study is needed to identify compounds/nutrients being
utilized in specific caves and mines. The overall conversion of substrate to biomass should be maximized at 15˚C for P. destruc-
tans [24], but not for the SM Pseudogymnoascus isolates (Fig 2). Lipid-like compounds (Tween
80, sebacic acid, and amygdalin) were the only substrates used by P. destructans after 14 days
with efficiencies comparable to those of the SM Pseudogymnoascus isolates (Fig 4), which sup-
ports its nutritional preference for lipids [22]. P. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Discussion may encounter each other in hibernaculum
substrates and compete for space, if not resources. All SM Pseudogymnoascus isolates outcom-
peted P. destructans on nutrient-rich media (Fig 5), but this was not surprising based on their
faster growth and superior resource capture ability. A slower growing, more specialized organ-
ism could use attack strategies to outcompete faster growing generalists, but this was not true
for P. destructans under our conditions. Assays on artificial media are not always reflective of
competition in the environment [27], so field studies are needed to confirm this behavior. It is
important to consider how interactions among P. destructans and non-pathogenic Pseudogym-
noascus spp. occur in an oligotrophic subterranean environment. Competition assays could not be used to determine if growth inhibition was a result of
direct antagonism or indirect nutrient limitation, so each SM Pseudogymnoascus isolate was
extracted to assess the production of anti-P. destructans metabolites. All SM Pseudogymnoascus PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 14 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. extracts (except 7-5-2) produced similar HPLC profiles (Fig 6), but only extracts of SM 10-3-2,
10-3-3, and 12-9-2 inhibited P. destructans growth (Table 2) demonstrating these isolates have
some offensive mechanisms effective against P. destructans. Interestingly, the activity of these
extracts was transient (Table 2), indicating low stability of active metabolites or delayed defen-
sive mechanisms by P. destructans. P. destructans is likely susceptible to biological control agents in hibernacula sediments con-
sidering its demonstrated growth (Fig 2), resource capture (Figs 3 and 4), and competitive
ability (Tables 1 and 2, Fig 5). Several Trichoderma isolates from cave sediments capable of pre-
venting P. destructans conidia from germinating in cave sediments have been identified [30],
and non-pathogenic Pseudogymnoascus spp. may be another common community member
that can help control P. destructans. A multi-species pool of biological control candidates is
useful because it is unlikely a single organism will provide a good solution for all hibernacula
due to differing mineral compositions, nutrient availability, and moisture levels. However,
the WNS community needs to better understand the risk of P. destructans infection from envi-
ronmental reservoirs to correctly implement any biological control scheme. It is important to
consider that P. destructans and non-pathogenic Pseudogymnoascus spp. are part of larger
microbial communities with complex interactions that may facilitate or prevent the establish-
ment of P. destructans. Discussion This work focused on non-pathogenic Pseudogymnoascus spp. because
they may reveal traits important for P. destructans survival in hibernaculum substrates, but the
relative importance of their interactions within the microbial community is unknown. We initially hypothesized that SM Pseudogymnoascus isolates could be used as a proxy for
P. destructans in antifungal assays due to their close genetic relationship and ability to grow
rapidly at room temperature. However, our phenotypic studies revealed that P. destructans is
remarkably different from SM Pseudogymnoascus isolates. These phenotypic differences are
likely reflections of traits that help non-pathogenic Pseudogymnoascus spp. thrive as generalist
saprophytes and traits that allow P. destructans to thrive as a bat pathogen. While P. destructans
may have the capacity to obtain some saprophytically-derived nutrients [22,23] (Figs 3 and 4),
it was more specialized and less competitive than SM Pseudogymnoascus isolates (Tables 1 and
2, Fig 5). This does not mean that P. destructans cannot or does not form stable populations in
hibernacula sediment and surfaces, but that it must do so differently than its non-pathogenic
relatives. Acknowledgments We thank Gerda Nordquist, Jim Essig, and Tony Zavodnik from the Minnesota Department
of Natural Resources for their assistance at the Soudan Underground Mine State Park; Zoja
Germuskova, Josh Kielsmeier-Cook, Garrett Beier, Sam Redford, and Camille Schlegel for
assistance in the laboratory and during sample collection at the mine. Supporting information S1 Fig. Pictures of disk diffusion plates summarized in Table 2. Disks contained 0.5 mg of
HPLC-ready extract and plates were incubated at 15˚C and evaluated after (a) two and (b)
three weeks. (
) S2 Fig. Reversed-phase HPLC of Pseudogymnoascusrice culture extracts. Chromatographic
peaks were detected by diode array. The control was an extract of uninoculated rice, and all
extracts were normalized to 1 mg/mL. All SM Pseudogymnoascus produced more detectible
semi-polar metabolites in rice culture compared to P. destructans, with the exception of SM 7-
5-2. (PDF) S2 Fig. Reversed-phase HPLC of Pseudogymnoascusrice culture extracts. Chromatographic
peaks were detected by diode array. The control was an extract of uninoculated rice, and all
extracts were normalized to 1 mg/mL. All SM Pseudogymnoascus produced more detectible
semi-polar metabolites in rice culture compared to P. destructans, with the exception of SM 7-
5-2. (PDF) S1 Table. GenBank numbers of Pseudogymnoascusisolates used in antagonism studies and
phylogenetic analysis (in bold) and those obtained from GenBank for phylogenetic com-
parison. (PDF) S1 Table. GenBank numbers of Pseudogymnoascusisolates used in antagonism studies and
phylogenetic analysis (in bold) and those obtained from GenBank for phylogenetic com-
parison. (PDF) 15 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 S2 Table. Pair-wise Welsh’s t-test results for comparisons of growth efficiency. See the
materials and methods for t-test details, values are rounded to the nearest non-zero integer.
(PDF) S2 Table. Pair-wise Welsh’s t-test results for comparisons of growth efficiency. See the
materials and methods for t-test details, values are rounded to the nearest non-zero integer. (PDF) Conceptualization: MBW BWH AHF RAB CES. Funding acquisition: RAB CES. Investigation: MBW BWH AHF. Methodology: MBW BWH RAB CES. Project administration: RAB CES. Resources: RAB CES. Resources: RAB CES. Supervision: RAB CES. Supervision: RAB CES. Visualization: MBW BWH. Visualization: MBW BWH. Writing – original draft: MBW. Writing – original draft: MBW. Writing – review & editing: MBW BWH AHF RAB CES. Writing – review & editing: MBW BWH AHF RAB CES. References 1. Gargas A, Trest MT, Christensen M, Volk TJ, Blehert DS. Geomyces destructans sp. nov. associated
with bat white-nose syndrome. Mycotaxon. 2009; 108: 147–154. https://doi.org/10.5248/108.147 2. Lorch JM, Meteyer CU, Behr MJ, Boyles JG, Cryan PM, Hicks AC, et al. Experimental infection of bats
with Geomyces destructans causes white-nose syndrome. Nature. 2011; 480: 376–378. https://doi.org/
10.1038/nature10590 PMID: 22031324 3. Meteyer CU, Buckles EL, Blehert DS, Hicks AC, Green DE, Shearn-Bochsler V, et al. Histopathologic
criteria to confirm white-nose syndrome in bats. J Vet Diagnostic Investig. 2009; 21: 411–414. https://
doi.org/10.1177/104063870902100401 PMID: 19564488 4. Warnecke L, Turner JM, Bollinger TK, Lorch JM, Misra V, Cryan PM, et al. Inoculation of bats with Euro-
pean Geomyces destructans supports the novel pathogen hypothesis for the origin of white-nose syn-
drome. Proc Natl Acad Sci. 2012; 109: 6999–7003. https://doi.org/10.1073/pnas.1200374109 PMID:
22493237 5. Puechmaille SJ, Wibbelt G, Korn V, Fuller H, Forget F, Mu¨hldorfer K, et al. Pan-European distribution of
white-nose syndrome fungus (Geomyces destructans) not associated with mass mortality. PLoS One. 2011; 6. https://doi.org/10.1371/journal.pone.0019167 PMID: 21556356 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 16 / 18 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. 6. Leopardi S, Blake D, Puechmaille SJ. White-Nose Syndrome fungus introduced from Europe to North
America. Curr Biol. Elsevier; 25: R217–R219. https://doi.org/10.1016/j.cub.2015.01.047 PMID:
25784035 7. U.S. Fish and Wildlife Service. North American bat death toll exceeds 5.5 million from white-nose syn-
drome. News Release. 2012. Available from http://www.batcon.org/pdfs/USFWS_WNS_Mortality_
2012_NR_FINAL.pdf 8. Frick WF, Pollock JF, Hicks AC, Langwig KE, Reynolds DS, Turner GG, et al. An emerging disease
causes regional population collapse of a common North American bat species. Science. 2010; 329:
679–82. https://doi.org/10.1126/science.1188594 PMID: 20689016 9. Turner GG, Reeder D, Coleman JTH. A five-year assessment of mortality and geographic spread of
white-nose syndrome in North American bats, with a look to the future. Bat Res News. 2011; 52: 13–27. 10. Blehert DS, Hicks AC, Behr M, Meteyer CU, Berlowski-Zier BM, Buckles EL, et al. Bat white-nose syn-
drome: an emerging fungal pathogen? Science. 2009; 323: 227. https://doi.org/10.1126/science. 1163874 PMID: 18974316 11. U.S. Fish and Wildlife Service. White-Nose Syndrome: The devasting disease of hibernating bats in
North America. Fact sheet. 2016 Available from https://www.whitenosesyndrome.org/resource/white-
nose-syndrome-fact-sheet-may-2016. 12. Rajkumar SS, Li X, Rudd RJ, Okoniewski JC, Xu J, Chaturvedi S, et al. Clonal Genotype of Geomyces
destructans among Bats with White Nose Syndrome, New York, USA. Emerg Infect Dis. References 2011; 17:
1273–1276. https://doi.org/10.3201/eid1707.102056 PMID: 21762585 13. Khankhet J, Vanderwolf KJ, Mcalpine DF, Mcburney S, Overy DP, Slavic D, et al. Clonal Expansion of
the Pseudogymnoascus destructans Genotype in North America Is Accompanied by Significant Varia-
tion in Phenotypic Expression. PLoS One. 2014; 9. https://doi.org/10.1371/journal.pone.0104684
PMID: 25122221 14. Boyles JG, Cryan PM, McCracken GF, Kunz TK. Economic importance of bats in agriculture. Science. 2011; 332: 41–42. https://doi.org/10.1126/science.1201366 PMID: 21454775 15. Lorch JM, Muller LK, Russell RE, O’Connor M, Lindner DL, Blehert DS. Distribution and environmental
persistence of the causative agent of white-nose syndrome, Geomyces destructans, in bat hibernacula
of the eastern United States. Appl Environ Microbiol. 2013; 79: 1293–1301. https://doi.org/10.1128/
AEM.02939-12 PMID: 23241985 16. Lorch JM, Lindner DL, Gargas A, Muller LK, Minnis AM, Blehert DS. A culture-based survey of fungi in
soil from bat hibernacula in the eastern United States and its implications for detection of Geomyces
destructans, the causal agent of bat white-nose syndrome. Mycologia. 2012; 105: 237–52. https://doi. org/10.3852/12-207 PMID: 23074174 17. Vanderwolf KJ, Mcalpine DF, Malloch D, Forbes GJ. Ectomycota Associated with Hibernating Bats in
Eastern Canadian Caves prior to the Emergence of White-Nose Syndrome. Northeast Nat. 2013; 20:
115–130. 18. Lindner DL, Gargas A, Lorch JM, Banik MT, Glaeser J, Kunz TH, et al. DNA-based detection of the fun-
gal pathogen Geomyces destructans in soils from bat hibernacula. Mycologia. 2011; 103: 241–246. https://doi.org/10.3852/10-262 PMID: 20952799 19. Muller LK, Lorch JM, Lindner DL, O’Connor M, Gargas A, Blehert DS. Bat white-nose syndrome: a real-
time TaqMan polymerase chain reaction test targeting the intergenic spacer region of Geomyces
destructans. Mycologia. 2012; 105: 253–9. https://doi.org/10.3852/12-242 PMID: 22962349 20. Reynolds HT, Ingersoll T, Barton HA. Modeling the enviromental growth of Pseudogymnoascus
destructans and its impact on the white-nose syndrome epidemic. J Wildl Dis. 2015; 51: 318–331. https://doi.org/10.7589/2014-06-157 PMID: 25588008 21. Reynolds HT, Barton HA, Slot JC. Phylogenomic analysis supports a recent change in nitrate assimila-
tion in the White-nose Syndrome pathogen, Pseudogymnoascus destructans. Fungal Ecol; 2016; 23:
20–29. https://doi.org/10.1016/j.funeco.2016.04.010 22. Raudabaugh DB, Miller AN. Nutritional Capability of and Substrate Suitability for Pseudogymnoascus
destructans, the Causal Agent of Bat White-Nose Syndrome. PLoS One. 2013; 8: 1–9. https://doi.org/
10.1371/journal.pone.0078300 PMID: 24205191 23. Reynolds HT, Barton HA. Comparison of the white-nose syndrome agent Pseudogymnoascus destruc-
tans to cave-dwelling relatives suggests reduced saprotrophic enzyme activity. PLoS One. 2014; 9: 16–
19. https://doi.org/10.1371/journal.pone.0086437 PMID: 24466096 24. References Verant ML, Boyles JG, Waldrep W, Wibbelt G, Blehert DS. Temperature-Dependent Growth of Geo-
myces destructans, the Fungus That Causes Bat White-Nose Syndrome. PLoS One. 2012; 7. https://
doi.org/10.1371/journal.pone.0046280 PMID: 23029462 25. Shearer CA. Fungal competition. Can J Bot. 1995; 73: S1259–S1264. 17 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 Resource capture and competitive ability of non-pathogenic Pseudogymnoascus spp. and P. destructans. 26. Firn RD, Jones CG. The evolution of secondary metabolism—a unifying model. Mol Microbiol. 2000;
37: 989–994. PMID: 10972818 26. Firn RD, Jones CG. The evolution of secondary metabolism—a unifying model. Mol Microbiol. 2000;
37: 989–994. PMID: 10972818 27. Boddy L. Interspecific combative interactions between wood-decaying basidiomycetes. FEMS Microbiol
Ecol. 2000; 31: 185–194. https://doi.org/10.1016/S0168-6496(99)00093-8 PMID: 10719199 28. Chaturvedi S, Rajkumar SS, Li X, Hurteau GJ, Shtutman M, Chaturvedi V. Antifungal testing and high-
throughput screening of compound library against Geomyces destructans, the etiologic agent of geomy-
cosis (WNS) in bats. PLoS One. 2011; 6: 1–6. https://doi.org/10.1371/journal.pone.0017032 PMID:
21399675 29. Vanderwolf KJ, Malloch D, Mcalpine DF, Forbes GJ. A world review of fungi, yeasts, and slime molds in
caves. Int J Speleol. 2013; 42: 77–96. https://doi.org/10.5038/1827-806X.42.1.9 30. Zhang T, Chaturvedi V, Chaturvedi S. Novel Trichoderma polysporum strain for the biocontrol of Pseu-
dogymnoascus destructans, the fungal etiologic agent of bat white nose syndrome. PLoS One. 2015;
10: 1–17. https://doi.org/10.1371/journal.pone.0141316 PMID: 26509269 31. Minnis AM, Lindner DL. Phylogenetic evaluation of Geomyces and allies reveals no close relatives of
Pseudogymnoascus destructans, comb. nov., in hibernacula of eastern North America. Fungal Biol;
2013; 117: 638–649. https://doi.org/10.1016/j.funbio.2013.07.001 PMID: 24012303 32. Blanchette RA, Held BW, Hellmann L, Millman L, Bu¨ntgen U. Arctic driftwood reveals unexpectedly rich
fungal diversity. Fungal Ecol. 2016; 23: 58–65. https://doi.org/10.1016/j.funeco.2016.06.001 33. Liu YJ, Whelen S, Hall BD. Phylogenetic Relationships Among Ascomycetes: Evidence from an RNA
Polymerse II Subunit. Mol Biol Evol. 1999; 16: 1799–1808. PMID: 10605121 34. Reeb V, Lutzoni F, Roux C. Contribution of RPB2 to multilocus phylogenetic studies of the euascomy-
cetes (Pezizomycotina, Fungi) with special emphasis on the lichen-forming Acarosporaceae and evolu-
tion of polyspory. Mol Phylogenet Evol. 2004; 32: 1036–1060. https://doi.org/10.1016/j.ympev.2004.04. 012 PMID: 15288074 35. Rehner S, Buckley E. A Beauveria phylogeny inferred from nuclear ITS and EF1-alpha sequences: evi-
dence for cryptic diversification and links to Cordyceps teleomorphs. Mycologia. 2005; 97: 84–98. https://doi.org/10.3852/mycologia.97.1.84 PMID: 16389960 36. Gardes M, Bruns TD. PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
June 15, 2017 References ITS primers with enhanced specificity for basidiomycetes, application to the identi-
fication of mycorrihiza and rusts. Mol Ecol. 1993; 2: 113–118. https://doi.org/10.1111/J.1365-294x. 1993.Tb00005.X PMID: 8180733 37. Kearse M, Moir R, Wilson A, Stones-Havas S, Cheung M, Sturrock S, et al. Geneious Basic: An inte-
grated and extendable desktop software platform for the organization and analysis of sequence data. Bioinformatics. 2012; 28: 1647–1649. https://doi.org/10.1093/bioinformatics/bts199 PMID: 22543367 38. Huelsenbeck JP, Ronquist F. MRBAYES: Bayesian inference of phylogenetic trees. Bioinformatics. 2001; 17: 754–755. https://doi.org/10.1093/bioinformatics/17.8.754 PMID: 11524383 39. Katoh K, Misawa K, Kuma K, Miyata T. MAFFT: a novel method for rapid multiple sequence alignment
based on fast Fourier transform. Nucleic Acids Res. 2002; 30: 3059–3066. https://doi.org/10.1093/nar/
gkf436 PMID: 12136088 40. Darriba D, Taboada GL, Doallo R, Posada D. jModelTest 2: more models, new heuristics and parallel
computing. Nat Methods. 2012; 9: 772–772. https://doi.org/10.1038/nmeth.2109 PMID: 22847109 41. Schlatter DC, Kinkel LL. Do tradeoffs structure antibiotic inhibition, resistance, and resource use among
soil-borne Streptomyces? BMC Evol Biol. 2015; 15. https://doi.org/10.1186/s12862-015-0470-6 PMID:
26370703 42. Poindexter JS. Oligotrophy: Fast and Famine Existence. Advances in Microbial Ecology. 1981. pp. 63–
89. 43. Meteyer CU, Barber D, Mandl JN. Pathology in euthermic bats with white nose syndrome suggests a
natural manifestation of immune reconstitution inflammatory syndrome. Virulence. 2012; 3: 583–588. https://doi.org/10.4161/viru.22330 PMID: 23154286 44. Weinstein RN, Montiel PO, Johnstone K. Influence of Growth Temperature on Lipid and Soluble Carbo-
hydrate Synthesis by Fungi Isolated from Fellfield Soil in the Maritime Antarctic. Mycologia. 2000; 92:
222–229. 45. Hassan N, Rafiq M, Hayat M, Shah AA, Hasan F. Psychrophilic and psychrotrophic fungi: a comprehen-
sive review. Rev Environ Sci Biotechnol. 2016; 15: 147–172. https://doi.org/10.1007/s11157-016-9395-
9 46. Margesin R, Miteva V. Diversity and ecology of psychrophilic microorganisms. Res Microbiol. 2011;
162: 346–361. https://doi.org/10.1016/j.resmic.2010.12.004 PMID: 21187146 18 / 18 PLOS ONE | https://doi.org/10.1371/journal.pone.0178968
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https://www.researchsquare.com/article/rs-67722/v1.pdf?c=1599090332000
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The prospects for sustaining evidence-based responses to the US opioid epidemic: state leadership perspectives
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Substance abuse treatment, prevention, and policy
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The Prospects for Sustaining Evidence-based
Responses to the US Opioid Epidemic State
Leadership Perspectives P
1/22
The Prospects for Sustaining Evidence-based
Responses to the US Opioid Epidemic State
Leadership Perspectives
Lauren Caton
Stanford University School of Medicine
https://orcid.org/0000-0002-4376-1251
Mina Yuan
Stanford University School of Medicine
Dexter Louie
Stanford University School of Medicine
Carlos Gallo
Northwestern University Feinberg School of Medicine
Karen Abram
Northwestern University Feinberg School of Medicine
Lawrence Palinkas
University of Southern California Suzanne Dworak-Peck School of Social Work
C Hendricks Brown
Northwestern University Feinberg School of Medicine
Mark McGovern
(
mpmcg@stanford.edu
)
Stanford University School of Medicine
https://orcid.org/0000-0002-9736-573X
Research
Keywords: Sustainment, sustainability, opioid use disorder treatment, barriers and facilitators, health
policy, grant funding
Posted Date: September 2nd, 2020
DOI: https://doi.org/10.21203/rs.3.rs-67722/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License
Version of Record: A version of this preprint was published on November 4th, 2020. See the publishe
version at https://doi.org/10.1186/s13011-020-00326-x. Research Version of Record: A version of this preprint was published on November 4th, 2020. See the published
version at https://doi.org/10.1186/s13011-020-00326-x. Page 1/22 Abstract Background: The US 21st Century Cures Act provided $7.5 billion in grant funding to states and territories
for evidence-based responses to the opioid epidemic. Currently, little is known about optimal strategies
for sustaining these programs beyond this start-up funding. Methods: Using an inductive, conventional content analysis, we conducted key informant interviews with
former and current state leaders (n=16) about barriers/facilitators to sustainment and strategies for
sustaining time-limited grants. Results: Financing and reimbursement, service integration, and workforce capacity were the most cited
barriers to sustainment. Status in state government structure, public support, and spending flexibility were
noted as key facilitators. Effective levers to increase chances for sustainment included strong
partnerships with other state agencies, workforce and credentialing changes, and marshalling advocacy
through public awareness campaigns. Conclusions: Understanding the strategies that leaders have successfully used to sustain programs in the
past can inform how to continue future time-limited, grant-funded initiatives. Methods This is a qualitative study featuring key informant interviews with eight former and eight current state
agency leaders who oversee substance use prevention and treatment services within their respective
states. This sample size, though small, represents 16% (out of 50) of all possible individuals actively
holding these positions. Interviews were oriented to ascertain perceptions on sustaining time-limited
programs. All methods and reporting are in alignment with the consolidated criteria for reporting
qualitative research (COREQ) guidelines (27). Background delineate identified barriers and facilitators to sustainment of the opioid response or similar time-
limited programs; and 2. suggest how strategies might be tailored to address typical barriers and facilitators to support
sustainment. Our method featured semi-structured interviews of a representative sample of current and former state
leaders. We organized the discourse using the EPIS framework (10). It is imperative we improve our
capacity to sustain evidence-based programs in healthcare delivery systems that are launched by federal
funding. The overarching goal of the present study is to describe key levers to sustainment of programs
that have been implemented in response to the US opioid epidemic. Background Opioid overdose death is a major public health concern (1). In response, the 21st Century Cures Act
provided $7.5 billion in start-up funding to 57 states and territories administered through the Substance
Abuse and Mental Health Services Administration (SAMHSA) (2). This bolus in funding aimed to reduce
overdose deaths through expanding access to evidence-based treatment; including the FDA-approved
medications of methadone, buprenorphine, and naltrexone. States employed a variety of evidence-based
programs with this funding, ranging from peer navigators to post-overdose emergency department
connection programs (3). With this record funding comes a growing concern about the continuation, or
sustainment (4), of these grant-financed programs (5). This anxiety is reflected in public health service
contexts, where scant research examines sustainment of evidence-based programs at the systems level
(6–12). Given the recent FY 2021 renewal of these grants, it is both timely and imperative to understand
how policymaking state leaders attempt to ensure sustainment of these, and similar, programs. Optimal strategies for sustainment are presently unknown. Emerging advancements in implementation
science – the study of integrating evidence-based interventions into practice (4) – have developed
sustainability definitions and frameworks (13–19). One implementation science heuristic that
conceptualizes sustainment is the four-phase Exploration, Preparation, Active Implementation, and
Sustainment (EPIS) framework (9, 10). The framework delineates an inner and outer context, referring to
the intra-organizational and systems-wide levels respectively, within which factors involved in the four
phases of implementation may operate (10). Applications of EPIS focus on the first three phases within
clinic and provider settings, not addressing the fourth phase - sustainment - or exploring its impact across
systems-level contexts (23). Additionally, pragmatic research in policy settings has yet to investigate Page 2/22 Page 2/22 factors that promote and undermine sustainment (7, 12, 20–22). Beyond recent scientific support for
tailoring strategies to identified barriers and facilitators, scant research investigates the applicability of
tailoring for sustainment ventures (24, 25, 26). Lack of research and tools leaves leaders without support
for increasing the likelihood of sustainment. Documenting determinants (i.e. barriers and facilitators) that systems leaders face may aid in scientific
understanding of sustainment in policy settings, and in developing potential strategies. To address this
issue, we sought to: Documenting determinants (i.e. barriers and facilitators) that systems leaders face may aid in scientific
understanding of sustainment in policy settings, and in developing potential strategies. To address this
issue, we sought to: 1. Interview Guides & Process The authors, skilled in qualitative research design, created two semi-structured interview guides, available
upon request from the corresponding author. All systems leaders (participants) were asked to identify 1)
examples of programs successfully sustained beyond the grant, 2) barriers and facilitators to continuing
these programs, 3) strategies they employed in order to successfully sustain programs, and 4)
recommendations for types of training or content they would find beneficial for continuing to sustain
programs in the future. This study primarily reports on questions 2 and 3. Additionally, the current leaders
were asked the same questions in regard to their work in sustaining programs within their purview,
including but not limited to current opioid response-funded programs. Participants received a copy of the
study abstract and IRB consent forms in advance, but not a copy of the interview guide unless requested. Interviews lasted approximately one hour and were conducted by the male senior author. The interviewer
holds a PhD in psychology, has expertise in clinical and mixed methods interviewing, and is a tenured
professor at the parent institution. All interviews took place following introductions, explanation of
purpose, and confidentiality agreements (aligned with exempt status from Stanford University
Institutional Review Board). They were audio recorded via a secure videoconference platform where
participant video was optional; the interviewer enabled video and audio. No repeat interviews were
conducted. The interviewer took anonymized field notes during interviews and interviewee identities were
blinded and de-identified for transcription and coding. Transcripts were not returned to participants for
comment or correction, but transcriptions were verbatim with the exception of eliminated named
identities. Participants Leaders from the research team and a national organization of state agency directors identified state
agency leaders with authority over federal grants for substance use treatment. From these
recommendations, nine former and nine current leaders were invited via email with intentional sampling
diversity in US state region, geographic size, and population density. Eight from each groups agreed, with
non-participants citing full schedules, making a final sample of sixteen state leaders. Former leaders were
not included for comparative purposes, but to provide a tenured and historical perspective compared to
individuals currently managing statewide programs. We did not match current or former leaders by state,
and only 25% of the sample included leaders from the same state. Page 3/22 Data Analysis An inductive, conventional content analysis approach was employed to examine the transcripts for
leaders’ perceptions of and experiences sustaining grant-funded programs (28). Transcripts were
organized into analyzable paragraph sections, first coded a priori using the interview guide open-ended
questions for topic categories (barriers, facilitator, strategies employed) (29). These sections were then
analyzed for emergent themes through open coding (30), a process by which units of text are qualified by
concepts and added to a working codebook for continual reference (29). After all sections were coded by
one author, a second coded the material separately for comparison; any differences were discussed to the
point of consensus (31). Codes were then crosscut and analyzed for context and relationship to each
other to solidify themes, a process known as axial coding (29,31). Coder agreement ranged from 68 to
92% with a median score of 81%, falling in the very good to excellent range for standard qualitative
research metrics (32-34). All analysis was completed using NVIVO 12 Pro. Once these codes were
determined, they were organized within the outer and inner contexts of the EPIS sustainability framework,
which reflects differential-level factors that influence adoption of evidence-based practice within a system
(Figure 1) (10). For this analysis, the contexts include the following: Page 4/22 Page 4/22 i. Outer context: For this analysis, this includes state-level systems and all public, government, and
legislative entities. Subdomains include sociopolitical and systems-level dynamics such as the
service environment (funding mechanisms) and inter-organizational characteristics (external
leadership and public-academic partnerships) that influence adoption of a practice. ii. Inner context: For this analysis, this pertains to the state agency within which the interviewed
authority operates. Subdomains include intra-organizational characteristics (staffing and
management) and organizational-level factors that facilitate adoption of a practice. Fig 1. EPIS Framework with Inner and Outer Context Subdomains. a“Individual” within the inner context
of the EPIS framework is interpreted as unit-level factors influencing adoption of a practice within a
system. For our analysis, the inner context unit is at the organizational-level. Adapted from Aarons, et al. (9) and Aarons & Green (11). Participant Demographics Table 1 Page 6/22 Consumer Support/Advocacy
External pressure/public support
2 (25.0)
3 (37.5)
Service-Environment
Flexibility in spending
2 (25.0)
2 (25.0)
Technical assistance
3 (37.5)
1 (12.5)
Inner Context
Intra-organizational
Strategic planning
6 (75.0)
4 (50.0)
Demonstration of outcomes
1 (12.5)
X X: Not identified as a theme among interviewees in this group. Note. This table only reflects responses to the barrier and facilitators prompt, in-text citation may differ
when referencing separate prompt. †“Individual” within the inner context of the EPIS framework is interpreted as unit-level factors influencing
adoption of a practice within a system. For our analysis, the inner context unit is at the organizational-
level. Participant Demographics Of the sixteen leaders who were interviewed, the majority (68.7%) were female. The leaders most
commonly led from Census designated Southern states (5) followed by the Northeast (4), Southwest (3),
West (2), and Midwest (2). The majority (87.5%) of both leadership groups were housed in Medicaid
expansion states, which adjusted eligibility to uninsured individuals at or below 138% of the federal
poverty level. This is slightly over-representative of the national Medicaid expansion proportion of 74% of
states (35). Seventy-five percent of the current leaders were housed within their states’ department of
health, with 50% of those within divisions of behavioral and mental health and 25% in substance use
departments, exclusively. The remaining two leaders led from within departments of child welfare and
human services, respectively. The leaders had an average of 5.34 years of experience in the role of state
agency authority and an average of 12.85 years in the substance use field. Seven of the eight current
leaders reported directly to an appointee of the governor or legislature and half were also appointees
themselves. Emergent themes from the responses to the a priori questions on barriers and facilitators to sustaining
federal programs are listed in alignment with the EPIS framework (Table 1). Page 5/22 Table 1
Emergent themes: Barriers and Facilitators categorized within EPIS
framework. Theme responses by leader type
Current (n= 8)
Former (n = 8)
n (%)
n (%)
SUSTAINMENT BARRIERS
Outer Context
Service-Environment
Medicaid coverage & reimbursement
4 (50.0)
4 (50.0)
Rely on continued funding
3 (37.5)
X
Infrastructure
2 (25.0)
3 (37.5)
Inter-organizational
Reduced timeframes
4 (50.0)
X
Opioid-specific funding cliff
3 (37.5)
X
Opioid-specific data collection
2 (25.0)
X
Inner Context
Intra-organizational
Costs to integrate services
3 (37.5)
4 (50.0)
Lack of adequate workforce
2 (25.0)
3 (37.5)
Individual† Adopter Characteristics
Competing priorities
3 (37.5)
5 (62.5)
Shifting priorities
X
2 (25.0)
SUSTAINMENT FACILITIATORS
Outer Context
Inter-organizational
Positioning within the state
8 (100.0)
4 (50.0)
Access to governor office
3 (37.5)
X
Access to Medicaid office
6 (75.0)
X
Professional networks
X
3 (37.5) Table 1
Emergent themes: Barriers and Facilitators categorized within EPIS
framework. Current leader 5, Medicaid expansion state Current leader 5, Medicaid expansion state A major non-funding related barrier that emerged among both current (n=2) and former (n=3) leaders was
lack of ability or allocation by the grant itself to support projects that develop infrastructure. Former
leader 3 described this difficulty to “build infrastructure on funding that’s going to go away… what was
most badly needed is to expand both our treatment and prevention infrastructure.” Leaders often followed
this up with an example of a project that addressed an “immediate” need – such as Naloxone kits
(current leader 5) – in the absence of developing treatment capacity. Outer Context: Inter-organizational Another major theme identified by half of the current leaders (n=4) interviewed was the impact of
condensed grant timelines on project selection and ability to integrate sustainability planning. Current
leader 8 questioned, “When do you have time to build in the sustainability” for projects with time-limits
when it “potentially loses the sustainability factor if you aren’t given the time to plan.” Current leader 2
touched on how shorter time to implement a project can make agencies “a little more cautious and risk
adverse if you know you only have two years to do something – [which] also impacts sustainability.” Current leadership recognized that the limited period of grant funding was immediately impactful on projects funded through the opioid response grant mechanisms. Many current leaders (n=3)
described concerns that as the impending funding cliff was at odds with the non-fleeting nature of the
epidemic. For example, current leader 3 described substance use disorders as “[a] chronic illness, it’s not
like this is an epidemic that’s going to end” and that without continuation of funding for “some of these
services I see people returning back to illicit opioids.” One quarter of current leaders (n=2) also expressed
concerns about data collection and the inability to create infrastructure within the time limit. Current
leader 4 said, “the only way I can do that is I can build something internally. This is two-year money … I'm
still probably a year away from having a system to actually gather this information.” Outer Context: Service Environment Outer context barriers included Medicaid and reimbursement challenges for programs requiring continued
funding beyond the allocated period. Half of the current (n=4) and former (n=4) leaders interviewed
identified reimbursement, both within and outside of Medicaid expansion, as one of the most prominent
barriers to sustaining grant-funded programs. Former leader 2 (Medicaid expansion state) described their
experience attempting to get a Screening, Brief Intervention, and Referral to Treatment (SBIRT) program
“reimburs[ed] through Medicaid and Medicaid commercial insurance” and their inability to “sustain that
by making it kind of [a] billable insurance service.” Some leaders acknowledged this was particularly true
for differential reimbursements across formularies of addiction medication (medications for addiction
treatment [MAT]). Current leader 1 (Medicaid expansion state) described an inability to “have Medicaid
coverage for MAT in our state…particularly for Methadone”, while current leader 8, also from an
expansion state, experienced similar difficulty “[on] the injectable Naltrexone side … getting that
medication paid for patients.” Current leaders (n=3) pointed out that certain treatment-based programs Page 7/22 Page 7/22 which relied on additional funding inherently posed challenges to sustainment beyond the life of the
grant. One reported: “So, for those initiatives that are new like sober living… or recovery support services through… the
discretionary grants [make] sense. But, treatment is largely funded now in this country like healthcare is
funded and if we're going to look at expansions and treatment services - providers need sustainable payer
resources… When the money's gone. It's gone.” Inner Context: Intra-organizational There was high recognition among current (n=3) and former leaders (n= 4) that the impending grant end
would leave certain programs unfunded, a cost that would have to be subsumed and integrated with
other entities in order to continue. Current leader 6 questioned - in relation to the community behavioral Page 8/22 Page 8/22 clinics they served - “what is going to be billable, do they have the staff resources they need to keep
things going?”. This concern was often mentioned in the context of integrated care between service
entities. Current leader 8 mentioned the particular need within “hospital settings… if they [could] bill …
services to Medicaid and find a way to absorb the costs of some of the ancillary services.” Former leaders
also highlighted addressing the barrier of dis-integrated care in order to sustain programs past the
funding period. Former leader 8 referenced a need to replicate the accomplishments during the HIV
epidemic, when “agencies came together and … every funding stream [paid] for what they can pay for.”
Former leader 4 also highlighted the lack of joint care prioritized in the grants themselves “as we see
more and more focus on just integration in general, whether it’s integration of state agencies… integration
of behavioral health with physical health… there should be this focus on integration of the funding.” Many former (n=3) and current (n=2) leaders discussed lack of adequate workforce, both with the
skillsets and availability, to continue projects started within grant funding. Current leader 4 described this
impact on system capabilities as “the lack of workforce, that’s really what constrains the expanding [sic]
provider capacity.” Another, former leader 8, introduced that even if funding may exist to continue a
program past the grant period, “the fact that we had so few people who were specifically qualified to treat
adolescents and young adults, that was a problem for other funders.” Specific workforce challenges
related to substance use, such as provider stigma, were also presented when current leader 4 described
“everything from bias within the practice setting against this population and fear that it’s going to
alienate their other patients.” Capacity, qualifications, and stigma were all workforce components that
were acknowledged by leaders as prohibitive factors in sustaining grant funded programs. Outer Context: Inter-organizational Across both leaders, the most commonly cited outer context facilitator was one’s political positioning
within the state. All current leaders (n = 8) and half of the former leaders (n = 4) discussed how their
standing within state government either contributed to, or hampered, their efforts to enact change. They
noted that there was a “political reality” (current leader 5) which officials felt obliged to operate within. One, former leader 6, indicated that support “from above… makes it more likely that the work can
continue” after a grant has ended. Furthermore, respondents pointed to multiple players they felt required to negotiate and collaborate with,
including Medicaid, the governor’s office, and others. As a sub-theme of positioning within the state,
collaboration with the governor’s office was mentioned by some current leaders (n = 3). Current leader 6
pointed out the importance of the governor’s support, saying “I certainly think that having people buy in at
every level… from the governor's office, all the way down, we have an absolute buy-in about the need for
this kind of work.” More noticeably however, current leaders (n = 6) endorsed that their relationship with
the Medicaid office was an important facilitator. Those leaders who enjoyed a “good relationship” Furthermore, respondents pointed to multiple players they felt required to negotiate and collaborate with,
including Medicaid, the governor’s office, and others. As a sub-theme of positioning within the state,
collaboration with the governor’s office was mentioned by some current leaders (n = 3). Current leader 6
pointed out the importance of the governor’s support, saying “I certainly think that having people buy in at
every level… from the governor's office, all the way down, we have an absolute buy-in about the need for
this kind of work.” More noticeably however, current leaders (n = 6) endorsed that their relationship with
the Medicaid office was an important facilitator. Those leaders who enjoyed a “good relationship”
(current leader 8) were able to collaborate by virtue of state bureaucratic infrastructure. Inner Context: Individual Adopter Characteristics Competing priorities between funded projects was overwhelmingly identified by both the former (n=5)
and current leaders (n=3) as the most prominent barrier to sustaining programs; spanning time,
resources, and projects. Current leader 2 discussed this strain on time and staffing, saying “there’s a
competition between my time… I didn’t get extra staff to implement these grants, and they’re so fast.”
Former leader 4 contextualized this as their agencies’ differential “attention [paid] to the fast block grants
rather than some of the smaller ones.” Current leaders (4 and 7) noted differences that exist between
state and federal agency priorities as some “organizations will get funding from SAMHSA, and create a
whole new program that may not be on the state priority list” in which later on the project may “not make
the cut and thing[s] will not continue.” A small number of former leaders (n=2) contextualized a shift in
prioritization as the substance use landscape transitions from one substance to another, creating a
“moving target” of different approaches and resources: “I would also add the moving target of problems –for example the opioid money … as the problem shifts
to cocaine or methamphetamine or marijuana, whatever works for one thing doesn’t always work for
another.” Former leader 7 Page 9/22 Page 9/22 Outer Context: Inter-organizational As current leader
7 noted: “we have a really strong partnership with our Medicaid agency…some of that is the fact that this
is a separate state agency that's part of the governor's cabinet that works on addiction issues and that it's
not merged together with mental health and/or with health, generally.” These kinds of bureaucratic
structures seemed to matter insofar as they also impacted the ability of officials to work seamlessly. For
example, (current leader 8) were able to collaborate by virtue of state bureaucratic infrastructure. As current leader
7 noted: “we have a really strong partnership with our Medicaid agency…some of that is the fact that this
is a separate state agency that's part of the governor's cabinet that works on addiction issues and that it's
not merged together with mental health and/or with health, generally.” These kinds of bureaucratic
structures seemed to matter insofar as they also impacted the ability of officials to work seamlessly. For
example, “The further removed you are from the Office of Medicaid, the harder it is to influence Medicaid policy. So
being in the same department, having the director of Medicaid as a peer… facilitates being able to
integrate the benefit in meaningful ways.” Current leader 4 Similarly, some former leaders (n = 3) also cited professional networks more broadly, not necessarily
solely within government, as being important outside facilitators. As one former leader reported: “One thing that helped me accomplish one of the goals in the state ... was that I knew who to contact… So
I called a colleague in public health who then figured out who I could access that was external to
government [who] helped us… [So] getting people that are external – that’s the facilitator. Having a leader, Page 10/22 Page 10/22 having someone in the leadership team that has good connections with people outside of the state…
getting expertise from outside of the industry, this was definitely something that I encouraged.” having someone in the leadership team that has good connections with people outside of the state…
getting expertise from outside of the industry, this was definitely something that I encouraged.” Former leader 7 Outer Context: Service-Environment Some current leaders (n = 2) identified flexibility in spending as a facilitator. Current leader 2 noted that
“traditionally funding services [are] so siloed” but – in relation to the opioid response grants - “this type of
funding [opioid response grants] that is so flexible, umm you know, I think, ultimately, it really does help
with removing silos.” Current leaders (n = 3) also reported that knowledge retention, sometimes in the
form of technical assistance from outside contractors, was a helpful resource. Outer Context: Consumer Support/Advocacy Current (n=2) and former (n=3) leaders pointed to public support and external pressure as outer
facilitators as they put pressure on governments to increase resources. According to former leader 7,
“getting that public support is important…particularly if what you wanted to do with that public funding…
is going to require new funds to continue things moving forward.” Former leader 4 also agreed, noting
that this is critical given the scope and heightened public awareness of the opioid crisis: “We all have, I think, recognized now that the opioid epidemic has gotten everyone’s attention, which, I
think we can use to our advantage as a substance use disorder treatment community. We’ve been
wanting for years for others to recognize the chronic… nature of addiction… there’s a lot of pressure for
providers to demonstrate quality, to demonstrate outcomes, and to position themselves within the true
healthcare community, if you will.” Former leader 4 Inner Context: Intra-organizational Among former leaders (n=4), strategic planning was the most frequently mentioned facilitator. Former
leader 7 created and continually adapted a strategic plan “with the goal that within our resources, [the
program] was already something we were going to maintain,” thus bringing sustainment into the
conversation earlier. Another added that strategic planning involved viewing time-limited grants not as Page 11/22 isolated initiatives, but as “pilot or demonstration projects” (former leader 9) whose results could be
collected and built upon for future endeavors. Current leaders (n=6) also reported that strategic planning
was helpful in past sustainment efforts, although none identified planning as a facilitator of current
project sustainment. Four of the six who acknowledged planning as important cited the benefits gap or
needs analyses. One, current leader 2, said because of gap analysis, “we [already] knew where we wanted
to go. So when the funding came… it was just like, ‘Okay, we know that we have an issue in this area, so
we’re going to put funding over here’.” Preemptively gaining an understanding of the most urgent needs,
pre-existing coverage, and the “policy landscape and… infrastructure,” current leader 5 added, enabled
leaders to “try to build and grow and sustain and create good policy… [even] if the funding goes away.” When asked about program sustainment supports, both former and current leaders also discussed the
importance of a program’s ability to demonstrate outcomes, with current leader 6 characterizing
demonstration of outcomes as “building a business case for return on investment… pushing agendas and
making sure that people see… return on investment exists.” Although only one current leader explicitly
identified demonstration of outcomes as a facilitator, several current leaders (n=3) expressed interest in
receiving training on it and many former leaders (n=4) recommended discussing the topic with current
leaders (not listed in Table 1). Commonly cited was the need to collect and present program data in
formats understandable by state legislatures. Current leader 6, who identified this as a facilitator, said
they intentionally use of data showing “impact and… [returns on investment]” to potentially catch the
attention of “an interested lawmaker who looks to us for… the newest, latest, and greatest thing that
needs to be supported and sustained.” Emergent Themes: Sustainment Strategies When prompted to discuss strategies taken to sustain current or former programs within their tenure,
leaders often highlighted initiatives that directly addressed the aforementioned barriers, which are listed
in alignment with the EPIS framework (Table 2). Page 12/22 Page 12/22 Table 2
Emergent Themes: Strategies categorized within EPIS framework
Theme responses by leader type
Current (n= 8)
Former (n = 8)
n (%)
n (%)
Outer Context
Inter-organizational
Involving stakeholders
6 (75.0)
X
Technical assistance
3 (37.5)
X
Creating buy-in
2 (25.0)
X
Selecting champions
1 (12.5)
X
Engaging leadership
3 (37.5)
8 (100.0)
Enacting policy change
1 (12.5)
2 (25.0)
Consumer Support/Advocacy
Raising awareness
4 (50.0)
X
Inner Context
Intra-organizational
Workforce/credentialing
5 (62.5)
3 (37.5)
Capacity development
6 (75.0)
1 (12.5)
Demonstrating outcomes
2 (25.0)
X
Primary prevention initiatives
2 (25.0)
X Table 2 X: Not identified as a theme among interviewees in this group Outer Context: Inter-organizational A major strategy employed by the current leaders (n=6) included involving stakeholders early on in
discussions and initiatives to create ownership for sustaining programs. For many who noted this, it
included technical assistance activities (n=3), creating buy-in (n=2), and selecting champions (n=1). Current leader 2 described the importance of creating this buy-in by “talking about sustainability … as
we’re reaching across silos of different systems – how do we get them to understand and own the
problem, too?” A related strategy strongly employed by both current (n=3) and all former (n=8) leaders was engaging
other state department leaders and offices and using one’s position to partner with and advocate for
policy and funding changes. Former leader 3 described this inter-agency connectivity “…as a Cabinet-level
official, I was able to work with the Physician General, and we called health insurers all over the state, and
raised a half a million dollars for naloxone for police.” Another described this role positioning as a key
component of change as “the biggest thing … where they [the leader] are in the hierarchy and where their
sphere of influence actually is” (former leader 7). Enacting policy changes was another avenue employed by leaders [former (n=2), current (n=1)]. Former
leader 7 described their plan to change licensing policies as “one of the plans to sustain was to change
the contract language or changing … the rules and regulations.” Another, former leader 5, explicitly
described rewriting “bundle payments differently for OTPs… so even though this money will go away, their
rate for all other state and federal money will support the program.” Another strategy acknowledged by
current leaders (n=4) was raising awareness through information campaigns –categorized within the
“consumer support/advocacy” subdomain of the outer context (Table 2). Outer Context: Service Environment Financing was a major strategy employed among the current leaders (n=5) and ranged from “working
with our legislature to get them to approve funding for putting methadone on the formulary, for Medicaid”
(current leader 1) to “[writing] a new 1115 waiver that included … behavioral health advancements”
(current leader 2) to adding “Medicaid as a reimbursement structure for peer support” (current leader 4). Current leader 2 specifically mentioned financial reimbursement strategies’ increased impact on Page 13/22 Page 13/22 sustaining programs in that “with some of the other short-term funding … the sustainability is really
impacted because you’re not going to do projects necessarily increasing access.” Although not a stated
strategy, there was also a high recognition among current leaders (n=3) of wanting to receive training or
content knowledge on healthcare financing, a separate question. sustaining programs in that “with some of the other short-term funding … the sustainability is really
impacted because you’re not going to do projects necessarily increasing access.” Although not a stated
strategy, there was also a high recognition among current leaders (n=3) of wanting to receive training or
content knowledge on healthcare financing, a separate question. Inner Context: Intra-organizational Several strategies were stated by former (n=3) and current leaders (n=5), respectively, to address barriers
related to workforce capacity. This included prioritizing “co-location models” (current leader 8) to “hiring
people in government [with] business experiences,” because “learning about insurance and about how
the healthcare world works … never used to be so essential as it is now” (former leader 6). Former leader
8 even discussed the intentionality of workforce capacity as a key component of sustainability, providing
an example of “credentialing over 300 folks to be peer specialists … purposefully put into both the [opioid
response] grants to encourage that sustainability.” Page 14/22 Page 14/22 The majority of current leaders (n=6) and one former leader mentioned employment of capacity
development initiatives to build content knowledge among practitioners, lasting beyond the grant-funding
period. This included training initiatives on diversion and medication-assisted therapy within jail settings
(current leader 2), hospital training collaboratives, and telehealth technology among primary care
providers (current leader 4). Current leader 8 contextualized using these grant funds as an opportunity to
“to be paying for activities that put things in place like … a good knowledge basis and some training …
that they can build from any kind of workforce development.” Other minor strategies listed by current leaders included the importance of demonstrating outcomes
(n=2) and engaging in primary prevention initiatives (n=2). Main Findings States received unprecedented funding through the recent 21st Century Cures Act opioid response
legislation. Our findings have particular relevance to the current grants and document levers to sustain
their impact beyond their allotted funding timeline. The analysis revealed financing and reimbursement,
service integration, and workforce capacity as the most commonly cited barriers to sustainment. Status
in state government structure, public support, and spending flexibility were noted as key facilitators. The
most commonly cited barriers – “costs and integration of services” and “Medicaid coverage and
reimbursement” – aligned with the intra-organizational domain of the EPIS inner context and the service-
environment funding domain of the outer context, respectively (Table 1). The most commonly cited
facilitators – “positioning within state government" and “external pressure/public support” – fell into the
inter-organizational domain of the EPIS outer context. Initiatives to help states sustain programs may
benefit from orientation to outer context components (leadership, policies, funding, and collaborations),
given their prevalence as stated barriers (8). Several themes were salient across the identified barriers, facilitators, and sustainment strategies. The
most highly cited strategy for sustainment, “engaging leadership,” might be interpreted as the actionable
version of the most commonly cited outer sociopolitical facilitator theme, “positioning within the state”
(Table 2). This may point to the political nature of the leaders’ roles, and the applicability of sustainment
strategies targeting sociopolitical dynamics. It also points to a need to develop leadership capacity in
support of implementation through networking, collaboration, and engagement of stakeholders – another
stated strategy. Other key facilitators identified among leaders were “external pressure/public support”
and “raising awareness,” which as stated strategies reiterate both the high visibility and urgency of the
opioid response landscape. Financing was often identified as a barrier to sustainment for both former
and current leaders, but only cited as a common strategy among current leaders. This might indicate an
increased priority placed on financing in the post-expansion landscape, but leaders still may lack the
resources and expertise to navigate this burgeoning field. Overall, while leaders noted their advancements
and an obligation to sustainment, they consistently reiterated their lack of resources to execute them Page 15/22 Page 15/22 effectively. A commitment to sustainment is of little value if leadership lacks the tools to make it happen. In understanding these barriers to better target sustainment strategies (25), policy practitioners can create
targeted supports and tools for states to increase longevity of substance use treatment programs. Main Findings effectively. A commitment to sustainment is of little value if leadership lacks the tools to make it happen. In understanding these barriers to better target sustainment strategies (25), policy practitioners can create
targeted supports and tools for states to increase longevity of substance use treatment programs. These findings align with a recent literature review on implementation determinants in the policy realm
(36). Here, organizational climate, actor relationships within networks, and public awareness and
knowledge – all outer context components – were the most highly cited determinants of successful
policy (36). It aligns with one study recognizing outer setting contexts as a driver of evidence-based
practice uptake within the adoption phase of implementation (37). Many of the themes identified in the
interviews align with quantitative studies which identified political support, funding stability, partnerships,
and strategic planning as important domains for sustainability, generally (8, 38). Additionally, the practice
of using identified facilitators to provide guidance on sustainability of programs after grant funding has
been investigated by community-coalition projects (24, 39). Themes in this study heavily aligned with the
outer context, similar to the emerging literature on policy determinants (8, 36, 37). However, a recent
systematic review of the EPIS framework review found it makes up a lower proportion of implementation
research overall (23). The methods in this study and corresponding results answer a call for more exploratory qualitative and
mixed-methods research on factors affecting sustainment (11, 40, 41, 42). It is the first to qualitatively
identify barriers and facilitators among policy-facing leaders within the sustainment phase and in-relation
to opioid epidemic funding (6, 11). It is also among the first to present sustainment strategies in
alignment with a stated sustainability framework (6, 11). Consent for publication All participants consented to having their anonymized responses appear in publication. Authors can
provide copies of the consent and confidentiality form upon request. Ethics approval and consent to participate Interviews were deemed exempt by Stanford University’s Institutional Review Board. Interviews took place
following confidentiality and consent agreements approved by the IRB and recorded via a secure
videoconference platform. The interviewee and named identities were blinded and de-identified for
transcription and coding. Competing interests The authors declare that they have no competing interests. Limitations And Next Steps This study has several key limitations - notably the small, nonrandom sample of state authority leaders. While our study represents a significant percentage of individuals who hold these roles, this limits the
ability to generalize results to leaders in different government roles or health service fields. The study
encountered common restrictions of qualitative work, i.e. the difficulty of measuring contextual
determinants (ex: specific strategies employed by states) while preserving participant confidentiality. Although we allowed themes to emerge inductively, they were grouped by a priori prompts of barriers,
facilitators, and strategies. The responses elicited by the interviewees may therefore be limited to the
questions that were asked, though standardized across the study. Additionally, the nature of qualitative
content analysis does not allow causal inferences from the data, but can inform initial and iterative
framework and strategy development (43). Continued research must focus on improved understanding of organizational and political drivers of
sustainment (4, 5, 23, 44). The field of addiction policy needs sustainment strategies developed from an
understanding of key drivers (24, 41, 44, 45). The present analysis provides insight into effective
sustainment strategies deployed by policy-facing state leaders to extend time-limited programs. It adds to
the growing literature supporting identification of barriers and facilitators in implementation, which must Page 16/22 Page 16/22 Page 16/22 be strategically linked to sustainment ventures (24, 25, 26). Utilizing these findings may help in the
development of feasible, tailored, and effective strategies that state health care authorities can use (4, 24,
25). As state systems leaders work with temporarily extended 21st Century Cures Act funding, it is
important to make sustainment a priority. Failure to plan how to sustain effective programs for persons
with opioid use disorders will cost lives. Availability of data and materials The transcripts generated and/or analyzed during the current study are not publicly available due to
interviewee confidentiality. Though anonymized, information provided by participants may make them
identifiable given the small sample pool. However, they may be made available from the corresponding
author on reasonable request. Abbreviations Substance Abuse and Mental Health Services Administration (SAMHSA), U.S. Food and Drug
Administration (FDA), Exploration Preparation Active Implementation and Sustainment framework (EPIS),
SSA (Single State Authority), Medications for Addiction Treatment (MAT), OTPs (Opioid Treatment
Programs) Authors’ contributions Lauren Caton oversaw the investigation, methodology, formal analysis, and writing of the manuscript. Mina Yuan and Dexter Louie contributed equally to the formal qualitative analysis and manuscript
writing. Drs. Carlos Gallo, Karen Abram, C Hendricks Brown and Mark McGovern assisted in manuscript
writing, data acquisition, interview guide creation, and funding acquisition for the project. Dr. Lawrence
Palinkas assisted in manuscript drafts and developed the guiding qualitative methodology and outline of
the paper. Funding Page 17/22 This paper was supported by National Institute on Drug Abuse (NIH/NIDA) grants (R01DA037222 and
R01DA037222-05S1, McGovern PI, and P30DA027828, P30DA027828-10S1, Brown PI). This paper was supported by National Institute on Drug Abuse (NIH/NIDA) grants (R01DA037222 and
R01DA037222-05S1, McGovern PI, and P30DA027828, P30DA027828-10S1, Brown PI). Acknowledgements We thank the sixteen former and current state leaders for their public service and for their participation in
this study. We also acknowledge Barbara Cimaglio, Rick Harwood, and Melanie Whitter and others who
extended their expertise in the development of interview guides and participant recruitment. We are
grateful to our colleagues Drs. Helene Chokron Garneau and Mehret Assefa for their support in
manuscript preparation. The content of this article is solely the responsibility of the authors. Authors’ information Not applicable. Please send correspondence to Dr. Mark McGovern at mpmgcg@stanford.edu References 1. Scholl L, Seth P, Kariisa M, Wilson N, Baldwin G. Drug and opioid-involved overdose deaths- United
States, 2013 - 2017. MMWR Morbidity Mortality Weekly Report; 2019. doi:10.15585/mmwr.mm675152e1 2. 21st Century Cures Act, H. R. 34 (2016). 2. 21st Century Cures Act, H. R. 34 (2016). 2. 21st Century Cures Act, H. R. 34 (2016). 3. Watson D, Andraka-Christou B, Clarke T, Wiegandt J. Introduction to the special issue on innovative
interventions and approaches to expand medication assisted treatment: Seizing research
opportunities made available by the opioid STR program. J Subst Abuse Treat. 2020;108:1-3. doi:10.1016/j.jsat.2019.10.004 4. Rabin B, Brownson R. Terminology for dissemination and implementation research. Dissemination
and implementation research in health: translating science into practice. 2017. p. 19 – 45. doi:10.1097/01.PHH.0000311888.06252.bb Page 18/22 5. Scheirer MA, Dearing JW. An agenda for research on the sustainability of public health programs. Am
J Public Health. 2011;101(11):2059-67. doi:10.2105/AJPH.2011.300193 6. Wiltsey Stirman S, Kimberly J, Cook N, Calloway A, Castro F, Charns M. The sustainability of new
programs and innovations: a review of the empirical literature and recommendations for future
research. Implement Sci. 2012;7(1):17. doi:10.1186/1748-5908-7-17 7. Hailemariam M, Bustos T, Montgomery B, Barajas R, Evans LB, Drahota A. Evidence-based
intervention sustainability strategies: a systematic review. Implementation Science. 2019;14(1). doi:10.1186/s13012-019-0910-6 8. Moore J, Mascarenhas A, Bain J, Straus SE. Developing a comprehensive definition of sustainability. Implement Sci. 2017;12(110). doi:10.1186/s13012-017-0637-1 9. Aarons GA, Green AE, Trott E, Willging CE, Torres EM, Ehrhart MG, et al. The Roles of System And
Organizational Leadership in System-Wide Evidence-Based Intervention Sustainment: A Mixed
Method Study. Adm Policy Ment Health. 2016;43(6):991-1008. doi:10.1007/s10488-016-0751-4 10. Aarons GA, Hurlburt M, Horwitz SM. Advancing a Conceptual Model of Evidence-Based Practice
Implementation in Public Service Sectors. Adm Policy Ment Health. 2011;38(1):4-23. doi:10.1007/s10488-010-0327-7 11. Chambers DA, Glasgow Re Fau - Stange KC, Stange KC. The dynamic sustainability framework:
addressing the paradox of sustainment amid ongoing change. Implement Sci. 2013; 8(117). doi:10.1186/1748-5908-8-117 12. Aarons GA, Green AE, Willging CE, Ehrhart MG, Roesch SC, Hecht DB, et al. Mixed-method study of a
conceptual model of evidence-based intervention sustainment across multiple public-sector service
settings. Implement Sci. 2014;9:183. doi:10.1186/s13012-014-0183-z 13. Glasgow RE, Klesges LM, Dzewaltowski DA, Estabrooks PA, Vogt TM. Evaluating the impact of health
promotion programs: using the RE-AIM framework to form summary measures for decision making
involving complex issues. Health Educ Res. 2006;21(5). doi:10.1093/her/cyl081 14. Hodge L, Turner K. Sustained Implementation of Evidence-based Programs in Disadvantaged
Communities: A Conceptual Framework of Supporting Factors. Am J Community Psychol. 2016;58(1-2):192 -210. doi:10.1002/ajcp.12082 15. Glisson C, Schoenwald S. The ARC Organizational and Community Intervention Strategy for
Implementing Evidence-Based Children's Mental Health Treatments. Ment Health Serv Res. 2005;7(4):243-59. 2. 21st Century Cures Act, H. R. 34 (2016). doi:10.1007/s11020-005-7456-1 15. Glisson C, Schoenwald S. The ARC Organizational and Community Intervention Strategy for
Implementing Evidence-Based Children's Mental Health Treatments. Ment Health Serv Res. 2005;7(4):243-59. doi:10.1007/s11020-005-7456-1 16. Healey J, Conlon CM, Malama K, Hobson R, Kaharuza F, Kekitiinwa A, et al. Sustainability and Scale
of the Saving Mothers, Giving Life Approach in Uganda and Zambia. Glob Health Sci Pract. 2019;7(Suppl 1):S188-S206. doi:10.9745/GHSP-D-18-00265 17. Oberth G, Whiteside A. What does sustainability mean in the HIV and AIDS response? African Journal
of AIDS Research. 2016;15(1):35-43. doi:10.2989/16085906.2016.1138976 Page 19/22
18. Iwelunmor J, Blackstone S, Veira D, Nwaozuru U, Airhihenbuwa C, Munodawafa D, et al. Toward the
sustainability of health interventions implemented in sub-Saharan Africa: a systematic review and Page 19/22 Page 19/22 conceptual framework. Implement Sci. 2016;11:43. doi:10.1186/s13012-016-0392-8 19. Zakumumpa H, Bennett S, Ssengooba F. Leveraging the lessons learned from financing HIV
programs to advance the universal health coverage (UHC) agenda in the East African Community. Glob Health Res Policy. 2019;4:27. doi:10.1186/s41256-019-0118-y 20. Spoth R, Rohrbach L, Greenberg M, Leaf P, Brown C, Fagan A, et al. Addressing core challenges for
the next generation of type 2 translation research and systems: the translation science to population
impact (TSci Implementation) framework. Prev Sci. 2013;14(4):319 - 51. doi:10.1007/s11121-012-
0362-6 21. Simpson DD, Flynn PM. Moving innovations into treatment: A stage-based approach to program
change. J of Substance Abuse Treat. 2007;33(2):111-20. doi:10.1016/j.jsat.2006.12.023 22. Greenhalgh T, Robert G Fau - Macfarlane F, Macfarlane F Fau - Bate P, Bate P Fau - Kyriakidou O,
Kyriakidou O. Diffusion of innovations in service organizations: systematic review and
recommendations. Milkbank Quarterly. 2004; 84(4): 581 – 629. doi:10.1111/j.0887-
378X.2004.00325.x 23. Moullin J, Dickson K, Stadnick N, Rabin B, Aarons G. Systematic Review of the Exploration,
Preparation, Implementation, Sustainment (EPIS) framework. Implement Sci. 2019;14. doi:10.1186/s13012-018-0842-6 24. Scheirer MA. Linking sustainability research to intervention types. Am J Public Health. 2013;103(4):e73-e80. doi:10.2105/AJPH.2012.300976 25. Powell BJ, Beidas RS, Lewis CC, Aarons GA, McMillen JC, Proctor EK, et al. Methods to Improve the
Selection and Tailoring of Implementation Strategies. J Behav Health Serv Res. 2017;44(2):177-94. doi:10.1007/s11414-015-9475-6 26. Squires JE, Sullivan K, Eccles M, Worswick J, Grimshaw J. Are multifaceted interventions more
effective than single-component interventions in changing health-care professionals’ behaviours? An
overview of systematic reviews. Implement Sci. 2014;9. doi:10.1186/s13012-014-0152-6 27. Tong A, Sainsbury P, Craig J. Consolidated criteria for reporting qualitative research (COREQ): A 32-
item checklist for interviews and focus groups. 2. 21st Century Cures Act, H. R. 34 (2016). Int J Qual Health Care. 2007;19(60. 28. Hsieh H-F, Shannon SE. Three Approaches to Qualitative Content Analysis. Qual Health Res. 2005;15(9):1277-88. doi:10.1093/intqhc/mzm042 29. Strauss A, Corbin J. Basics of Qualitative Research: Techniques and procedures for developing
grounded theory. Thousand Oaks, CA: Sage; 1998. 30. Saldana J. The coding manual for qualitative researchers. 3rd ed. Los Angeles, CA: Sage
Publications; 2016. 30. Saldana J. The coding manual for qualitative researchers. 3rd ed. Los Angeles, CA: Sage
Publications; 2016. 31. Willms DG, Best JA, Taylor DW, Gilbert JR, Douglas MCW, Lindsay EA, et al. A Systematic Approach
for Using Qualitative Methods in Primary Prevention Research. Medical Anthropology Quarterly. 1990;4(4):391-409. Page 20/22 32. Boyatzis R. Transforming qualitative information: Thematic analysis and code development. Sage
Publications; 1998. 33. Fleiss J, Levin B, Paik M. Statistical Methods for Rates and Proportions, Third Edition. John Wiley &
Sons, Inc; 2003. p. 598-622. 34. Regier D, Narrow W, Clarke D, Kraemer H, Kuramoto S, Kuhl E, Kupfer D. DSM-5 Field Trials in the
United States and Canada, Part II: Test-Retest Reliability of Selected Categorical Diagnoses. Am J
Psychiatry. 2013;170:59-70. 35. Foundation KF. Status of State Medicaid Expansion Decisions: Interactive Map. San Francisco, CA:
Kaiser Family Foundation; 2019 36. Allen P, Pilar M, Walsh-Bailey C, Hooley C, Mazzucca S, Lewis C, Mettert K, Dorsey C, Purtle J, Kepper
M, Baumann A, Brownson R. Quantitative measures of health policy implementation determinants
and outcomes: a systematic review. Implement Sci. 2020;15(47). doi:10.1186/s13012-020-01007-w 37. Bruns E, Parker E, Hensley S, Pullman M, Benjamin P, Lyon A, et al. The role of the outer setting in
implementation: associations between state demographic, fiscal, and policy factors and use of
evidence-based treatments in mental healthcare. Implement Sci. 2019;14(96). doi:10.1186/s13012-
019-0944-9 38. Schell S, Douglas L, Schooley M, Elliot M, Herbers S, Mueller N, et al. Public health program capacity
for sustainability: a new framework. Implement Sci. 2013;8(15). doi:10.1186/1748-5908-8-15 39. Benz J, Infante A, Oppenheimer C, Sherer H, Wilson W. Developing a conceptual framework to assess
the sustainability of community coalitions post-federal funding. Chicago, IL: National Opinion
Research Center; 2011 40. Proctor E, Luke D, Calhoun A. Sustainability of evidence-based healthcare: research agenda,
methodological advances, and infrastructure support. Implement Sci. 2015;10. doi:10.1186/s13012-
015-0274-5 41. Palinkas LA, Spear SE, Mendon SJ, Villamar J, Valente T, Chou C-P, et al. Measuring sustainment of
prevention programs and initiatives: a study protocol. Implement Sci. 2016;11:95. doi:10.1186/s13012-016-0467-6 42. 2. 21st Century Cures Act, H. R. 34 (2016). Bruns E, Parker E, Hensley S, Pullman M, Benjamin P, Lyon A, et al. The role of the outer setting in
implementation: associations between state demographic, fiscal, and policy factors and use of
evidence-based treatments in mental healthcare. Implement Sci. 2019;14(96). doi:10.1186/s13012-
019-0944-9 43. Lindkvist K. Approaches to textual anlysis. In: Rosengren KE, editor. Advances in Content Analysis. Beverly Hills, CA: Sage; 1981. p. 23-41. 44. Palinkas LA, Spear SE, Mendon SJ, Villamar J, Reynolds C, Green CD, et al. Conceptualizing and
measuring sustainability of prevention programs, policies, and practices. Transl Behav Med. 2019. doi:10.1093/tbm/ibz170 Page 21/22 45. Luke DA, Calhoun A, Robichaux CB, Elliott MB, Moreland-Russell S. The Program Sustainability
Assessment Tool: a new instrument for public health programs. Prev Chronic Dis. 2014;11:130184. doi:10.5888/pcd11.130184 45. Luke DA, Calhoun A, Robichaux CB, Elliott MB, Moreland-Russell S. The Program Sustainability
Assessment Tool: a new instrument for public health programs. Prev Chronic Dis. 2014;11:130184. doi:10.5888/pcd11.130184 Figures Figure 1
EPIS Framework with Inner and Outer Context Subdomains Figure 1 EPIS Framework with Inner and Outer Context Subdomains EPIS Framework with Inner and Outer Context Subdomains Page 22/22 Page 22/22
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PEPPI: a peptidomic database of human protein isoforms for proteomics experiments
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© 2010 Chen et al; licensee BioMed Central Ltd. This is an open access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. PROCEEDINGS Open Access Open Access Ao Zhou1,3†, Fan Zhang1,3†, Jake Y Chen1,2,3* From Seventh Annual MCBIOS Conference. Bioinformatics: Systems, Biology, Informatics and Computation
Jonesboro, AR, USA. 19-20 February 2010 * Correspondence: jakechen@iupui.edu
† Contributed equally
1School of Informatics, Indiana University, Indianapolis, IN 46202, USA
Full list of author information is available at the end of the article Abstract Background: Protein isoform generation, which may derive from alternative splicing, genetic polymorphism, and
posttranslational modification, is an essential source of achieving molecular diversity by eukaryotic cells. Previous
studies have shown that protein isoforms play critical roles in disease diagnosis, risk assessment, sub-typing,
prognosis, and treatment outcome predictions. Understanding the types, presence, and abundance of different
protein isoforms in different cellular and physiological conditions is a major task in functional proteomics, and may
pave ways to molecular biomarker discovery of human diseases. In tandem mass spectrometry (MS/MS) based
proteomics analysis, peptide peaks with exact matches to protein sequence records in the proteomics database
may be identified with mass spectrometry (MS) search software. However, due to limited annotation and poor
coverage of protein isoforms in proteomics databases, high throughput protein isoform identifications, particularly
those arising from alternative splicing and genetic polymorphism, have not been possible. Results: Therefore, we present the PEPtidomics Protein Isoform Database (PEPPI, http://bio.informatics.iupui.edu/
peppi), a comprehensive database of computationally-synthesized human peptides that can identify protein
isoforms derived from either alternatively spliced mRNA transcripts or SNP variations. We collected genome, pre-
mRNA alternative splicing and SNP information from Ensembl. We synthesized in silico isoform transcripts that
cover all exons and theoretically possible junctions of exons and introns, as well as all their variations derived from
known SNPs. With three case studies, we further demonstrated that the database can help researchers discover
and characterize new protein isoform biomarkers from experimental proteomics data. Conclusions: We developed a new tool for the proteomics community to characterize protein isoforms from MS-
based proteomics experiments. By cataloguing each peptide configurations in the PEPPI database, users can study
genetic variations and alternative splicing events at the proteome level. They can also batch-download peptide
sequences in FASTA format to search for MS/MS spectra derived from human samples. The database can help
generate novel hypotheses on molecular risk factors and molecular mechanisms of complex diseases, leading to
identification of potentially highly specific protein isoform biomarkers. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 PEPPI: a peptidomic database of human protein
isoforms for proteomics experiments Ao Zhou1,3†, Fan Zhang1,3†, Jake Y Chen1,2,3* Background Identifying disease-
related protein isoforms using tandem mass spectrome-
try, therefore, can provide hope for improving both the
sensitivity and the specificity of candidate disease bio-
markers, because proteomics identification, instead of
quantification, of the same set of protein isoforms is
often sufficient to distinguish between disease samples
and controls. In this paper, we describe the development of a Pepti-
deomics Database of Protein Isoforms (PEPPI), which
consists of systematically generated virtual peptides that
cover alternative splicing events and known SNP varia-
tions, for identifying protein isoforms in large-scale pro-
teomics results. In the PEPPI database, we introduce a
peptidomics approach to integrating genome, transcrip-
tome, proteome and SNP information for human proteo-
mics studies. The database contains a comprehensive set
of peptides derived from all known annotated human
genes in the Genome Reference Consortium Human gen-
ome build 37 by generating alternative splicing events
and incorporating non-synonymous SNPs. It is the first
comprehensive database that can be used to characterize
novel protein isoforms derived from alternative splicing
and SNP variations in MS spectra. The database has a
web user interface that allows its users to query a gene/
protein and compare all its above-mentioned types of
protein isoforms and associated virtual peptides online. However, identifying protein isoforms using current
MS proteomics search databases and software tools has
been challenging, primarily because of the smaller size
of known or common alternatively spliced protein iso-
forms relative to several orders of magnitude larger size
of MS search databases, which makes exhaustive novel
peptide identification computationally inefficient for
routine proteomics studies. Up to 80% of all MS spectra
peaks in a typical proteomics experiment may remain
uncharacterized when searched against a standard MS
database with little protein isoform information. Such
standard MS search databases include: the IPI database
[13], the NCBI-nr database, and the UniProt knowledge
base [14]. These databases integrate more than a dozen
public protein and DNA sequence databases into a non-
redundant list of both known and predicted protein
sequences, with only publicly known splice variant tran-
scripts represented. MS search software such as
SEQUEST [15], Mascot [16], X!Tandem [17], and
OMSSA [18]. may further allow customized identifica-
tion of limited types of PTM-derived peptides and pro-
teins. Background Different forms of a protein may be produced from
related genes such as single-nucleotide polymorphisms
(SNPs) or may arise from the same gene by alternative
splicing or post-translational modifications (PTM). Alternative splicing and SNPs expands the number of
messenger RNAs to about 88,000 mRNA variants during
transcription of these genes. About 8% of these protein
isoforms are generated from mRNA transcripts affected
by alternative splicing or SNPs, whereas over 90% of
protein isoforms are created through post-translational Human cells benefit from elaborate mechanisms to
modify proteins, creating many protein variants (iso-
forms), both to increase the diversity of functions and to
regulate the activities of proteins. A protein isoform is
any of several different forms of the same protein. * Correspondence: jakechen@iupui.edu
† Contributed equally
1School of Informatics, Indiana University, Indianapolis, IN 46202, USA
Full list of author information is available at the end of the article Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 2 of 13 (mostly expressed sequence tags, ESTs) to a genomic
sequence, some limitations exist in all these methods
mostly due to the sequence errors frequently occurring
in ESTs and to the repetitive structure of the genome
sequence. Moreover, all the databases mentioned con-
tain a rather small set of alternatively spliced peptides
because they are either manually curated or literature-
based data sets, as well as poor annotation of splice
events, which are inadequate for the identification of
alternatively spliced protein isoforms. To explore the
huge solution space of all possible alternatively spliced
combination of exons and potentially coding introns,
one must generate virtual peptides exhaustively so that
uncharacterized MS spectra can be searched against
them. In addition, the database of virtual peptides
should be expanded to accommodate the amino acid
alterations introduced by each SNP. modifications (PTMs) after the mRNA is translated into
a protein [1]. Recent studies have shown that the identi-
fication, analysis and characterization of these individual
protein isoforms (Alternative Splicing, SNPs and PTMs)
could improve understanding of diseases improve dis-
ease diagnosis or interventions [2-11]. Recent advances in clinical proteomics technology,
particularly liquid chromatography-coupled tandem
mass spectrometry (LC-MS/MS), have enabled biomedi-
cal researchers to characterize thousands of proteins in
parallel in biological samples[12]. Background However, these protein sequence databases do not
contain information about alternatively spliced tran-
scripts or theoretically possible “mis-spliced” protein iso-
forms; nor do they contain peptide variants arising from
SNPs that result in amino acid changes. Therefore, they
are ill-suited for comprehensive protein isoform identifi-
cation purposes. Database content Drawn from Ensembl’s genomic data [27], the PEPPI
database contains a comprehensive set of peptides
derived from all known human protein-coding genes
and was constructed by generating both annotated and
hypothetical alternative splicing events and incorporat-
ing non-synonymous SNPs. In addition to representing
an in-frame peptide for each exonic region (EXON_KB)
of human proteins, four types of PEPPI splice junctions
are also captured for all possible combinations of
each coding sequence of gene: annotated exon-exon
junctions (E_E_KB type), hypothetical exon-exon junc-
tions (E_E_TH type), hypothetical exon-intron junctions
(E_I_TH type), and hypothetical intron-exon junctions
(I_E_TH type). An exonic region or a splice junction is
defined as a peptide region. For each peptide region, we Although there are several publicly available alterna-
tive splicing mRNA transcript databases and SNP data-
bases including ASTD [19], EID [20,21], ASPicDB [22],
ECgene [23], MutDB [24,25], and dbSNP [26], none of
these databases can be readily used for identification of
novel peptides derived from uncharacterized protein iso-
forms. Since predictions of gene splicing patterns in all
the methods are based on alignments of transcript data Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 3 of 13 study we show how to browse the PEPPI peptide
regions, PEPPI peptides and related information within
gene PRH1. Users will start from the Search Home (Fig-
ure 1A), go through the Gene View (Figure 1B), Region
View (Figure 1C), and finally navigate to the Peptide
View (Figure 1D). also include hypothetical peptides translated with each
known non-synonymous SNP. By cataloguing each pep-
tide configurations in the PEPPI database, users can study
alternative splicing events such as exon skipping, alterna-
tive donor site, alternative accepter site, and intron reten-
tion at the proteome level. They can also batch-download
the peptide annotation and sequences in FASTA format
for MS data searching. The current PEPPI database
includes human data only. As of April 2010, it is com-
prised of 7,848,236 PEPPI peptide entries derived from
23,491 protein-coding genes and 66,384 proteins, incor-
porating 150,054 non-synonymous SNPs (Table 1). By searching with gene PRH1 in the standard query
box provided at the PEPPI database home page, users
can retrieve all peptide regions corresponding to this
gene (Figure 2). In the Gene View, the PEPPI database
visualizes all the peptide regions that can be mapped to
this gene. General online features In Figure 1, we show the user interfaces of the web-
based online version of the PEPPI database. It allows
searching by Ensembl Gene ID, gene symbol, UniProt
ID, IPI AC, peptide sequence, PEPPI Peptide Region ID
and PEPPI Peptide ID. With the cross-links users can
easily link to Ensembl [27], IPI [13], UniProt [28],
HAPPI [29] and HPD [30] and get access to much more
detailed information about genes, proteins, protein-pro-
tein interactions and human pathways. The peptide
annotations and sequences are freely available for batch-
download in FASTA format on the download page. The Region View (Figure 3) displays detailed informa-
tion of the peptide region and the peptide sequences
within this region. In the “Peptide Region Overview”
section, the exon coordinate is the chromosome coordi-
nate of the source exon, and the segment coordinate is
the coordinate of the flanking sequence beside the splice
site. The peptide without SNP is displayed on the top of
the “cDNA/Peptide Sequence” section, and the peptides
with SNPs are displayed below. In the sequences, black
and blue are used to color different exons/introns. An
amino acid residue overlapping a splice site is colored in
red. SNPs are highlighted by green and light cyan. By
clicking on the highlighted SNPs, the SNP ID will be
shown along with the nucleotide change and amino acid
change. A link to the corresponding page in dbSNP is
also provided. By clicking on a PEPPI peptide ID, e.g., Database content The “Location” section shows this gene is
located on chromosome 12, from 11,033,560 bp to
11,036,883 bp. Links to Ensembl are provided on the
gene ID and location. A scale of chromosome coordi-
nate is provided on the top and bottom of the visualiza-
tion. The arrow on the chromosome coordinate scale
shows this gene is located on the reverse strand, so the
5’ end of the gene should be the right end. Peptide
regions are displayed in five categories, including
EXON_KB, E_E_KB, E_I_TH, I_E_TH and E_E_TH. The color of the region indicates the protein translation
open reading frame (ORF) of the corresponding cDNA. By clicking on the peptide region REG005324254, the
browser will be re-directed to the Region View. A peptide-protein mapping is also captured for compar-
ing the MS search results derived with the PEPPI and con-
ventional protein sequence databases. In total 613,591
peptides are mapped to 66,384 IPI [13] proteins (Table 1). Case studies We show three case studies of increasing complexity
and biological significance to demonstrate that the data-
base can help researchers discover and characterize new
protein isoform biomarkers from experimental proteo-
mics data. Case study 1: browsing PEPPI peptides and relating
information based on a query gene Case study 1: browsing PEPPI peptides and relating
information based on a query gene For users who would like to review all the peptide
regions and peptides within a gene of interest, we pro-
vide the standard gene search procedure. In this case Table 1 Database Content Statistics
Region Type
Regions / Peptides without SNP
Peptides with SNP
All Peptides of the Region Type
EXON_KB
264,599
140,777
405,376
E_E_KB
259,329
146,016
405,345
E_I_TH
400,571
126,678
527,249
I_E_TH
108,754
41,977
150,731
E_E_TH
4,291,289
2,068,246
6,359,535
Total
5,324,542
2,523,694
7,848,236
Mapped Genes: 23,516
Mapped Proteins: 66,384
Non-synonymous SNP: 150,054 Table 1 Database Content Statistics Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 4 of 13 Figure 1 Web Interface Structure (A) Search Home: main search page allowing five types of query string: Ensembl gene ID, IPI protein
accession number, peptide sequence, PEPPI region ID and peptide ID. (B) Gene View: search result page visualizing peptide regions within a
gene. (C) Region View: search result page displaying peptides within a peptide region. (D) Peptide View: PEPPI peptide information page. (E)
Protein View: search result page of PEPPI peptides mapped to an IPI protein. (F) Sequence Search: search result page of PEPPI peptides mapped
to a query peptide sequence. Figure 1 Web Interface Structure (A) Search Home: main search page allowing five types of query string: Ensembl gene ID, IPI protein
accession number, peptide sequence, PEPPI region ID and peptide ID. (B) Gene View: search result page visualizing peptide regions within a
gene. (C) Region View: search result page displaying peptides within a peptide region. (D) Peptide View: PEPPI peptide information page. (E)
Protein View: search result page of PEPPI peptides mapped to an IPI protein. (F) Sequence Search: search result page of PEPPI peptides mapped
to a query peptide sequence. Figure 1 Web Interface Structure (A) Search Home: main search page allowing five types of query string: Ensembl gene ID, IPI protein
accession number, peptide sequence, PEPPI region ID and peptide ID. (B) Gene View: search result page visualizing peptide regions within a
gene. (C) Region View: search result page displaying peptides within a peptide region. (D) Peptide View: PEPPI peptide information page. (E)
Protein View: search result page of PEPPI peptides mapped to an IPI protein. (F) Sequence Search: search result page of PEPPI peptides mapped
to a query peptide sequence. “PEP007847820”, the browser will be navigated to the
Peptide View. Case study 1: browsing PEPPI peptides and relating
information based on a query gene we provided a peptide sequence search function (Figure
1F) and the Protein View (Figure 1E). In this case study
we demonstrate that the PEPPI database can help iden-
tify the genomic origins of peptides detected from MS
data, and can help characterize the alternative splicing
events related to these peptides. In the Peptide View (Figure 4), detailed information of
the peptide region and a peptide-protein mapping is
shown in the “Peptide Region Overview” section. The
cDNA and peptide sequence is displayed in the same
pattern as the Region View. The “Protein Mapping” sec-
tion lists the proteins mapped to the current peptide. The result shows that IPI00847261 is the only protein
mapped to the peptide PEP007847820. The annotation
on IPI states that IPI00847261 is one of the protein pro-
ducts of PRH1. Since the peptide PEP007847820 con-
tains a mutant non-synonymous SNP allele, we can
infer that the mapped protein IPI00847261 is not the
wild-type. The MS peptides can be derived from Healthy Human
Individual’s Integrated Plasma Proteome Database (HIP-
2) [31] by inputting its protein ID. For this example, by
entering “IPI00023636” as the query, a mapping table
with several MS peptides identified by the MS data ana-
lysis program will be returned (Figure 5A). To identify
the genomic region that encodes a specific peptide
sequence, we can search the peptide sequence on the
PEPPI database’s search home. Case study 2: identifying genomic origins and alternative
splicing events from peptides detected in MS experiments
For users, especially MS proteomics scientists, who want
to start the query from a peptide sequence or a protein, As shown in Figure 5B and 5C, peptide 1 is mapped
to “PEP000841715”, which is an E_E_KB peptide, and
peptide 2 is mapped to “PEP000841692” which is an
EXON_KB peptide. This indicates peptide 1 is coded by Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 5 of 13 Figure 2 Gene View (A) Gene scale. Shows the user the chromosome coordinates and strand of the gene. With the gene scale, users can read
the approximate position of the peptide regions. (B) Peptide regions. Shows the user which five types of peptide regions within current given
gene that the peptide belong to. The coloring of the peptide regions indicates the ORF (Red: 0, Green: 1, Blue: 2). The solid bars indicate exons,
and the blank bars indicate introns. Case study 1: browsing PEPPI peptides and relating
information based on a query gene The curve between two exons means the exons are spliced with each other. Figure 2 Gene View (A) Gene scale. Shows the user the chromosome coordinates and strand of the gene. With the gene scale, users can read
the approximate position of the peptide regions. (B) Peptide regions. Shows the user which five types of peptide regions within current given
gene that the peptide belong to. The coloring of the peptide regions indicates the ORF (Red: 0, Green: 1, Blue: 2). The solid bars indicate exons,
and the blank bars indicate introns. The curve between two exons means the exons are spliced with each other. peptide mapping of the wild-type and the third iso-
form
of
MP2K7_HUMAN. In
the
wild-type
MP2K7_HUMAN (Figure 5D), “PEP000841715” con-
tains the splice junction of two exons (PEP000841690
and PEP000841692), and peptide 1 just crosses the
splice site. Nevertheless, in the MP2K7_HUMAN iso-
form 3 (Figure 5E), we found a unique cassette exon
(PEP000841691) spliced between the two exons,
which hampered the coding of sub-sequence map-
pable to peptide 1. Meanwhile, peptide 2 is only
mapped to a single exon (PEP000841692), which
exists in all five proteins and unaffected by any splice
events. Thus we have confirmed the suspicion that a
cassette exon event caused the protein mapping dif-
ference between two MS peptides, and have shown
the PEPPI database’s ability to help infer alternative
splicing events from peptides detected from MS
experiments. an exon-exon junction, and peptide 2 is coded by a sin-
gle exon. To study the related alternative splicing events, we
then compared the number of proteins which can be
mapped to these peptides. By clicking on the peptide
ID, we can get access to the proteins mapped to each
peptide. We found 4 proteins mapped to peptide 1, and
5 proteins mapped to peptide 2. Interestingly, only one
protein (IPI00745806) was differentially mapped. By
looking up the protein information in IPI, we found that
the proteins involved are five different alternatively
spliced isoforms of MP2K7_HUMAN, and IPI00745806
is the third isoform. Therefore, it is likely that only a
specific alternative splicing event that takes place is
annotated and can be mapped onto the protein
sequence IPI00745806. To verify our suspicion on the existence of the
alternative splicing event, we compared the protein- Zhou et al. Case study 1: browsing PEPPI peptides and relating
information based on a query gene BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 6 of 13 Figure 3 Region View (A) The different colors of the cDNA and peptide sequences indicate two different exons, or an exon and an intron. The
amino acid letter colored in red overlaps with the splice site. (B) Green and light cyan backgrounds are used to indicate SNP in cDNA and
peptide sequences. (C) By clicking on a SNP in sequence, users can see the details of the SNP. A link to the dbSNP database is provided. Figure 3 Region View (A) The different colors of the cDNA and peptide sequences indicate two different exons, or an exon and an intron. The
amino acid letter colored in red overlaps with the splice site. (B) Green and light cyan backgrounds are used to indicate SNP in cDNA and
peptide sequences. (C) By clicking on a SNP in sequence, users can see the details of the SNP. A link to the dbSNP database is provided. Figure 4 Peptide View (A) The cDNA and peptide sequences that the current PEPPI peptide is mapped to. Same color theme is used in the
region view. By clicking on SNP in sequence, users can access detailed information of the SNP. (B) In the protein mapping list, the view displays
all the proteins mapped to the current PEPPI peptide. The peptide sequence is highlighted from within the protein sequence. Figure 3 Region View (A) The different colors of the cDNA and peptide sequences indicate two different exons, or an exon and an intron. The
amino acid letter colored in red overlaps with the splice site. (B) Green and light cyan backgrounds are used to indicate SNP in cDNA and
peptide sequences. (C) By clicking on a SNP in sequence, users can see the details of the SNP. A link to the dbSNP database is provided. Figure 3 Region View (A) The different colors of the cDNA and peptide sequences indicate two different exons, or an exon and an intron. The
amino acid letter colored in red overlaps with the splice site. (B) Green and light cyan backgrounds are used to indicate SNP in cDNA and
peptide sequences. (C) By clicking on a SNP in sequence, users can see the details of the SNP. A link to the dbSNP database is provided. Case study 1: browsing PEPPI peptides and relating
information based on a query gene (E) The search result of the 3rd isoform of
MP2K7_HUMAN, the protein that is mapped to the peptide 2 but not mapped to peptide 1. That is because the insertion of a cassette exon
(PEP000841691) changed the sequence of the protein. Figure 5 Identifying The Genomic Origin of MS Detected Peptides and The Relating Alternative Splicing Event (A) The HIP-2 search
result page of protein IPI00023636, displaying the evidence peptides detected in MS experiments. (B) The PEPPI sequence search result page of
peptide 1, indicating the query peptide is produced from an exon-exon combination region. The corresponding PEPPI peptide can be mapped
to 4 proteins. (C) The sequence search result page of peptide 2, indicating the peptide comes from an exon, and can be mapped to 5 proteins. (D) The search result of the wild-type MP2K7_HUMAN, showing the regions mapped by the peptides. Peptide 1 crosses the splice site of two
exons (PEP000841690 and PEP000841692). Peptide 2 is produced from a single exon, PEP000841692. (E) The search result of the 3rd isoform of
MP2K7_HUMAN, the protein that is mapped to the peptide 2 but not mapped to peptide 1. That is because the insertion of a cassette exon
(PEP000841691) changed the sequence of the protein. Figure 5 Identifying The Genomic Origin of MS Detected Peptides and The Relating Alternative Splicing Event (A) The HIP-2 search
result page of protein IPI00023636, displaying the evidence peptides detected in MS experiments. (B) The PEPPI sequence search result page of
peptide 1, indicating the query peptide is produced from an exon-exon combination region. The corresponding PEPPI peptide can be mapped
to 4 proteins. (C) The sequence search result page of peptide 2, indicating the peptide comes from an exon, and can be mapped to 5 proteins. (D) The search result of the wild-type MP2K7_HUMAN, showing the regions mapped by the peptides. Peptide 1 crosses the splice site of two
exons (PEP000841690 and PEP000841692). Peptide 2 is produced from a single exon, PEP000841692. (E) The search result of the 3rd isoform of
MP2K7_HUMAN, the protein that is mapped to the peptide 2 but not mapped to peptide 1. That is because the insertion of a cassette exon
(PEP000841691) changed the sequence of the protein. Case study 1: browsing PEPPI peptides and relating
information based on a query gene Figure 4 Peptide View (A) The cDNA and peptide sequences that the current PEPPI peptide is mapped to. Same color theme is used in the
region view. By clicking on SNP in sequence, users can access detailed information of the SNP. (B) In the protein mapping list, the view displays
all the proteins mapped to the current PEPPI peptide. The peptide sequence is highlighted from within the protein sequence. Figure 4 Peptide View (A) The cDNA and peptide sequences that the current PEPPI peptide is mapped to. Same color
egion view. By clicking on SNP in sequence, users can access detailed information of the SNP. (B) In the protein mapping l
ll the proteins mapped to the current PEPPI peptide. The peptide sequence is highlighted from within the protein sequen Figure 4 Peptide View (A) The cDNA and peptide sequences that the current PEPPI peptide is mapped to. Same color theme is used in the
region view. By clicking on SNP in sequence, users can access detailed information of the SNP. (B) In the protein mapping list, the view displays
all the proteins mapped to the current PEPPI peptide. The peptide sequence is highlighted from within the protein sequence. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 7 of 13 Figure 5 Identifying The Genomic Origin of MS Detected Peptides and The Relating Alternative Splicing Event (A) The HIP-2 search
result page of protein IPI00023636 displaying the evidence peptides detected in MS experiments (B) The PEPPI sequence search result page of Figure 5 Identifying The Genomic Origin of MS Detected Peptides and The Relating Alternative Splicing Event (A) The HIP-2 search
result page of protein IPI00023636, displaying the evidence peptides detected in MS experiments. (B) The PEPPI sequence search result page of
peptide 1, indicating the query peptide is produced from an exon-exon combination region. The corresponding PEPPI peptide can be mapped
to 4 proteins. (C) The sequence search result page of peptide 2, indicating the peptide comes from an exon, and can be mapped to 5 proteins. (D) The search result of the wild-type MP2K7_HUMAN, showing the regions mapped by the peptides. Peptide 1 crosses the splice site of two
exons (PEP000841690 and PEP000841692). Peptide 2 is produced from a single exon, PEP000841692. Case study 1: browsing PEPPI peptides and relating
information based on a query gene Case study 3: identifying new peptide isoforms for human
Human fetal liver can evolve into a major site of
embryonic hematopoiesis; therefore, protein profiling
may help researchers understand how the interaction
between hepatic and hematopoietic systems and the
migration of the hematopoietic system during mamma-
lian development take place. We collected four human
fetal liver cytoplasm proteome data sets from the
human fetal liver project (http://hlpic.hupo.org.cn
/dblep). SDS-PAGE with different cross-linking percen-
tages 15%, 10%, and 7.5% was used for protein separa-
tion to obtain a full representation of proteins ranging
from 5 kDa to more than 300 kDa. After these gels
were stained with Colloidal Coomassie Blue R250 and
the gel lanes were manually excised from loading posi-
tion to the bottom of the gel, the extracted peptide mix-
tures were loaded onto nanoscale LC-ESI-Q-TOF MS or
micro-LC-ion trap MS systems for protein identification
[32]. In order to show that the PEPPI database can be used
to identify additional novel peptide isoforms than the
traditional protein database, we downloaded the protein
database IPI and created three datasets using the PEPPI
database: 1) annotated exonic peptides and exon-exon
combinations without SNP (PEPPI_KB), 2) all PEPPI
peptides without SNP (PEPPI_without_SNP), and 3) all
PEPPI peptides including peptides with SNP (PEPPI_-
with_SNP). PEPPI_KB consists of peptides of both the
EXON_KB and E_E_KB region types without additional
SNP permutations; PEPPI_without_SNP consists of pep-
tides of the EXON_KB, E_E_KB, E_I_TH, I_E_TH, and
E_E_TH region types without additional SNP permuta-
tions; PEPPI_with_SNP consists of peptides of all types,
with or without SNPs, in the PEPPI database. We also
created four corresponding inverse sequence datasets to
evaluate the false discovery rate with a target-decoy
search strategy [33]. The four peak list files of human
fetal liver from LC-ESI-Q-TOF MS or micro-LC-ion Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 8 of 13 trap MS raw files were searched by OMSSA [18] against
the four databases and their four inverse databases in
order to compare the results among them. and target PEPPI hits all increase while the correspond-
ing FDRs remained approximate. The overlap of genes
identified by each database is shown graphically by
Venn diagram in Figure 6. The results show that the
PEPPI database can be used to identify more peptides/
proteins under the same false positive rate than the tra-
ditional IPI database. p
g
OMSSA reports hits ranked by E-value. Case study 1: browsing PEPPI peptides and relating
information based on a query gene An E-value
for a hit is a score that is the expected number of ran-
dom hits from a search library to a given spectrum,
such that the random hits have an equal or better score
than the hit. For example, a hit with an E-value of 1.0
implies that one hit with a score equal to or better than
the hit being scored would be expected at random from
a sequence library search [18]. The search results with
OMSSA can vary substantially with differing search
parameters, sequence libraries, and samples [33]. There-
fore, we adopted the MS/MS false discovery rate (FDR)
instead of E-value as scoring criterion for evaluating the
four databases, and this method is based on commonly
used scoring methodologies and the target-decoy search
strategy [33]. All other OMSSA search parameters [18]
for the four databases are the same. To increase identifi-
cation accuracy, only peptides/proteins with at least two
hits of different samples was recognized as true pep-
tides/proteins. From the four human fetal liver MS data sets, we
identified 63 peptides which mapped to 74 PEPPI pep-
tides and 9 SNP events using PEPPI_with_SNP (See
additional file 1). Among the 74 PEPPI peptides, 55
EXON_KB type peptides were also annotated previously
in IPI, and 19 peptides were novel peptides uniquely
identified with the PEPPI database (13 E_E_KB type
peptides, 2 E_E_TH type peptides, 1 I_E_TH type pep-
tide, and 3 E_I_TH type peptides). The peptide hit matrix shows the number of PEPPI
peptides mapped to the peptides detected from the sam-
ples, and the number of samples (N) in which the pep-
tide is detected (See additional file 2). Discussion and perspectives A comparison of search results against four MS data-
bases, i.e., IPI, PEPPI_KB, PEPPI_without_SNP, and
PEPPI_with_SNP, is shown in Table 2. Results are
shown only at a commonly used 1% MS/MS FDR for
each database. Compared to the traditional IPI database,
the elapsed time for PEPPI_KB decreased although the
dataset size increased by two and a half times. And with
the increase of sizes, the elapsed time increases signifi-
cantly linearly from PEPPI_KB to PEPPI_without_SNP
to PEPPI_with_SNP (Intercept = 8.17021, slope=0.04738
, and adjusted R2= 0.9975). We created a comprehensive PEPPI database of both
annotated and hypothetical peptides representing
human protein isoforms for MS analysis. The PEPPI
database made it possible for high-throughput identifica-
tion of gene variations, exon expression, and alternative
splicing events at the proteome level. We also con-
structed a web-server for searching and visualizing the
peptides. With the user-friendly interface and powerful
search functions, users can easily study the alternative
splicing events and gene variations related to any gene,
protein, or peptide sequence of interest. Under the criteria of MS/MS FDR 0.01, the target
MS/MS hits markedly increases with the increase of
database size, and target peptide hits, target protein hits, A comparison between the PEPPI database and con-
ventional MS methods is shown in Table 3. An MS
approach with the PEPPI database uses the same Table 2 Summary of Search Results When MS/MS FDR ≤0.01 Table 2 Summary of Search Results When MS/MS FDR ≤0.01
IPI
PEPPI_KB
PEPPI_without_SNP
PEPPI_with_SNP
Size (M)
47
115.2
1181.1
1769.7
Elapsed Time(h:mm:ss)
0:11:05
0:10:39
1:02:32
1:33:04
MS2 FDR
0.01000
0.00992
0.00996
0.00999
Target MS2 hits
22685
21473
68137
116363
Decoy MS2 hits
114
107
341
584
Peptide FDR
0.01575
0.01527
0.01242
0.01571
Target peptide hits
125
129
159
188
Decoy peptide hits
2
2
2
3
Protein/gene FDR
0.02797
0.02778
0.02439
0.02339
Target protein/gene hits
368/141
142
162
169
Decoy protein/gene hits
5/2
2
2
2
PEPPI FDR
0.01376
0.01283
0.01376
Target PEPPI hits
433
1549
2886
Decoy PEPPI hits
3
10
20 Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 9 of 13 Figure 6 Overlap of Peptides/Genes Identified by Four Search Databases. (A) Peptides identified from two or more samples. (B) Proteins
identified from two or more samples. Figure 6 Overlap of Peptides/Genes Identified by Four Search Databases. (A) Peptides identified from two or more samples. (B) Proteins
identified from two or more samples. Discussion and perspectives samples, equipments and analysis software as a conven-
tional MS approach. To use the PEPPI database, users
just need to set the PEPPI database or a subset of the
PEPPI database as the user defined sequence database in
the MS search software. With the PEPPI database, users
can gain information on the expression of exons, alter-
native splicing events, SNPs, and protein existence from
the proteome, while the conventional MS approach can
only derive the protein existence information. Users can
opt to use different subsets of the PEPPI database for
different study purposes. The computational cost of
adopting the PEPPI database approach over a conven-
tional approach is kept low, due to the use of computing
cycles without human intervention. In the future, we plan to enhance the user interface of
the web application such as replacing the static down-
load page with an interactive batch-download interface,
where users can specify the peptide type, gene IDs and
protein IDs. We also plan to improve the performance
of peptide sequence search with parallel computing and
a more powerful database server. Genome data source The whole data generation process was divided into three steps: (A) deriving the genome data from
Ensembl; (B) pre-processing of the data to select protein-coding genes and SNPs within coding exons; and (C) generation of peptide regions
and PEPPI peptides. The result datasets are colored in red. Figure 7 Data Generation Process. The whole data generation process was divided into three steps: (A) deriving the genome data from
Ensembl; (B) pre-processing of the data to select protein-coding genes and SNPs within coding exons; and (C) generation of peptide regions
and PEPPI peptides. The result datasets are colored in red. and nucleotide shift. The PEPPI database incorporated
44,285 genes and 16,489,577 SNPs. considered as non-coding genes. The Coding Gene
Sequence and Coding Gene Structure table was derived
after filtering, and 21,351 protein-coding genes were
captured. Genome data source The PEPPI peptides were generated from the human
genome. The source genome data was downloaded from
Ensembl Version 55 [27] with BioMart[35]. As shown in
Figure 7A, four tables, including Un-Translated Region
(UTR), Gene Sequence, Gene-Protein Mapping and
Gene Structure, were pulled from the Ensembl Homo
sapiens Genes Dataset. The UTR table describes the
coordinates for all transcript UTRs. The Gene Sequence
table contains chromosome coordinates and sequences
in FASTA format. The Gene Structure table contains
the exon annotation information, including Exon ID,
Gene ID, Transcript ID, as well as the genome coordi-
nate and translation phase of the exons. The SNP table
was derived from the Ensembl Homo sapiens Variation
Dataset, and contains the SNP’s chromosome coordinate Since the database incorporated a large number of
hypothetical peptides, it is possible that the search result
contains false positives due to the noise. To solve this
problem, we will design an optimized routine for MS
data analysis. For example, users may analyze several
samples at one time, and only keep the peptides
detected in more than one sample. On the other hand, a
recently published article [34] reported tissue dependent
splicing patterns, which make it possible to generate tis-
sue specific PEPPI peptides and reduce the chance of
incorporating false positives. Table 3 Comparison with Conventional MS Methods
MS with PEPPI
Conventional MS Methods
Sample
Same as right
Ordinary proteome samples
Spectrum
Same as right
Ordinary MS equipments
Software
Same as right
SEQUEST, Mascot, OMSSA etc. Sequence Database
PEPPI or subset of PEPPI
Conventional protein sequence databases (IPI, UniProtKB, e.g.)
Detection Ability
1. Exonic region
2. Exon-Exon combinations (annotated transcripts)
3. Exon-Intron combinations
4. Intron-Exon combinations
5. Hypothetical Exon-Exon combinations
6. SNP peptides
Only proteins
Configuration
User configurable
Pre-defined by database producer
Cost
Same as right
Not very expensive Table 3 Comparison with Conventional MS Methods Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 10 of 13 Figure 7 Data Generation Process. The whole data generation process was divided into three steps: (A) deriving the genome data from
Ensembl; (B) pre-processing of the data to select protein-coding genes and SNPs within coding exons; and (C) generation of peptide regions
and PEPPI peptides. The result datasets are colored in red. Figure 7 Data Generation Process. Data pre-processing Then we compiled a C program with the SQLite3
library to extract the annotated transcription informa-
tion from the Coding Gene Structure table, and pro-
duced two tables. The Exon Knowledgebase table
describes all the protein-coding exons, and the Exon
Comb Knowledgebase table describes all the exon-exon
combinations found in the annotated transcripts. Then
the
SNP
table
was
searched
against
the
Exon A data pre-processing procedure (Figure 7B) was imple-
mented to remove non-coding genes and SNPs which
are not in exonic regions. Firstly we imported all the source tables into a
SQLite3 database with the SQLite3 command-line inter-
face, and then we used SQL statements to remove non-
coding genes. The Gene-Protein Mapping was utilized
as a filter, and genes not mapped to proteins were Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 11 of 13 Table 4 Data Generation Protocols
cDNA Sequence Length
Open Reading Frame (ORF)
Stop Codon Toleration
EXON_KB
Whole Length
Annotated ORF Only
Not Tolerated
E_E_KB
≤240 bp
Annotated ORF Only
Not Tolerated
E_I_TH
≤240 bp
All 3 ORFs
In 3’ end segment
I_E_TH
≤240 bp
All 3 ORFs
Not Tolerated
E_E_TH
≤240 bp
All 3 ORFs
In 3’ end segment
We limited the lengths of the combination transcripts to 240 bp, with a flanking sequence of 120 bp on each side of the splice site. Table 4 Data Generation Protocols Knowledgebase table, and 390,539 SNPs within the
annotated coding exons were retrieved for peptide
generation. cDNA sequence was captured from the gene sequence. Then the exon’s cDNA sequences were translated into
peptides according to the annotated ORF. In the peptide
estimation process, if a stop codon existed anywhere
except the end of the peptide, the corresponding region
was considered invalid and was discarded. Peptide region generation We compiled a pipeline program with C and the
SQLite3 library to generate peptide regions (Figure 7C). The program first generated the wild-type cDNA
sequences of the peptide region, and then translated the
cDNA sequences into peptides. The derived peptides
were estimated by the program according to a set of
protocols, and un-qualified peptides and the corre-
sponding region were discarded. Different cDNA gen-
eration procedures and peptide estimation protocols
were implemented on different types of peptide regions
(Table 4). Similar to the EXON_KB type, the chromosome coor-
dinates of the two exons in the E_E_KB type were
derived directly from the Exon Comb Knowledgebase
table. Then the derived cDNA sequences were translated
into peptides according to the annotated ORF of the
exon on the 5’ end. The same peptide estimation proto-
col used with the EXON_KB type was applied to the
E_E_KB type. For the E_I_TH and I_E_TH type, the program
derived the chromosome coordinates of exons from the
Exon Knowledgebase table and spliced them with the
adjacent introns. The cDNA flanking sequence on both
side of the splice site was limited to 120 nucleotides. If For the EXON_KB type, the chromosome coordinate
of the exons were derived directly from the Exon
Knowledgebase table, and the whole length of the exon Figure 8 The UML of Database Backend The datasets derived by the data generation pipeline are colored in red, and the datasets derived
from other databases are colored in black. Figure 8 The UML of Database Backend The datasets derived by the data generation pipeline are colored in red, and the datasets derived
from other databases are colored in black. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 12 of 13 mapping tables for genes and proteins enable users to
query the database with different IDs. the exon/intron is shorter than 120 nucleotides, the pro-
gram will pull out the actual sequence. This limit was
set according to the longest peptide in the HIP-2 data-
base [31], which had a length of 80 amino acids and
corresponded to 240 nucleotides in the cDNA sequence. This represents the length of the longest peptide that
can be identified from an MS experiment. In this way
we made sure that any MS identified peptide that
crosses the splice site can be captured by the PEPPI
database. Peptide region generation In the peptide estimation process, a stop
codon is tolerated in the intron of E_I_TH, but not tol-
erated anywhere expect the 3’ end in I_E_TH. Author details
1 After the generation of peptide region, PEPPI peptides
were produced by inserting non-synonymous SNPs into
the wild-type peptide of the corresponding region (Fig-
ure 7C). All the non-synonymous SNPs within a peptide
region were first captured in a list, and then inserted
into the wild-type cDNA according to their chromo-
some coordinates. Each cDNA sequence with SNP was
then translated into peptides. The peptides were then
estimated according to the peptide estimation protocol
of its own region type, and invalid ones were discarded. During peptide generation, a table of Peptide-SNP Map-
pings was also generated. The wild type peptides were
also deposited in the PEPPI Peptide table. 1School of Informatics, Indiana University, Indianapolis, IN 46202, USA . 2Department of Computer and Information Science, School of Science,
Purdue University, Indianapolis, IN 46202, USA . 3Indiana Center for Systems
Biology and Personalized Medicine, Indianapolis, IN 46202, USA . Authors’ contributions JYC conceived the initial work, designed the method for the database
construction. AZ implemented the design, generated the datasets, and
developed the database backend and the web-based interface from the
generated datasets. FZ collected and analyzed the MS data, performed the
statistical analyses of the case studies. All authors are involved in the
drafting and revisions of the manuscript. Acknowledgements g
This work was supported by a grant from the National Cancer Institute
(U24CA126480-01), which is a part of NCI’s Clinical Proteomic Technologies
Initiative (http://proteomics.cancer.gov). The grant was awarded to Dr. Fred
Regnier (PI) and Dr. Jake Chen (co-PI). We thank the support of Indiana
Center for Systems Biology and Personalized Medicine. We especially thank
David Michael Grobe from UITS at Indiana University for thoroughly
proofreading the manuscript. We also thank two anonymous reviewers for
comments that helped us improve this manuscript. This article has been published as part of BMC Bioinformatics Volume 11
Supplement 6, 2010: Proceedings of the Seventh Annual MCBIOS
Conference. Bioinformatics: Systems, Biology, Informatics and Computation. The full contents of the supplement are available online at
http://www.biomedcentral.com/1471-2105/11?issue=S6. This work was supported by a grant from the National Cancer Institute
(U24CA126480-01), which is a part of NCI’s Clinical Proteomic Technologies
Initiative (http://proteomics.cancer.gov). The grant was awarded to Dr. Fred
Regnier (PI) and Dr. Jake Chen (co-PI). We thank the support of Indiana
Center for Systems Biology and Personalized Medicine. We especially thank
David Michael Grobe from UITS at Indiana University for thoroughly
proofreading the manuscript. We also thank two anonymous reviewers for
comments that helped us improve this manuscript. This article has been published as part of BMC Bioinformatics Volume 11
Supplement 6, 2010: Proceedings of the Seventh Annual MCBIOS
Conference. Bioinformatics: Systems, Biology, Informatics and Computation. The full contents of the supplement are available online at
http://www.biomedcentral.com/1471-2105/11?issue=S6. Additional material Additional File 1: 63 Peptides Identified by PEPPI
Additional File 2: Peptide Hit MatrixN: number of samples in which
the peptide is detected The 2nd to 9th columns are 8 human fetal liver
samples marked by Pride accession numbers. The digits in the 8 columns
represent the numbers of PEPPI peptides mapped to the peptides
detected from the samples. Additional File 1: 63 Peptides Identified by PEPPI
Additional File 2: Peptide Hit MatrixN: number of samples in which
the peptide is detected The 2nd to 9th columns are 8 human fetal liver
samples marked by Pride accession numbers. The digits in the 8 columns
represent the numbers of PEPPI peptides mapped to the peptides
detected from the samples. When producing the E_E_TH type of peptide regions,
all possible exon-exon combinations were generated and
searched against the Exon Comb table. Any combina-
tions that cannot be found in the Exon Comb table
were captured as an E_E_TH type candidate. Then each
E_E_TH type cDNA was translated in all 3 ORFs, and if
a stop codon was found in the 5’ end exon, the peptide
was discarded. Note if more than one E_E_TH peptide
derived from the 3 ORFs were considered valid, then a
peptide region was created for each ORF. Competing interests The authors declare that they have no competing interests. The authors declare that they have no competing interests. 6.
Venables JP, Klinck R, Bramard A, Inkel L, Dufresne-Martin G, Koh C, Gervais-
Bird J, Lapointe E, Froehlich U, Durand M, et al: Identification of alternative
splicing markers for breast cancer. Cancer Res 2008, 68(22):9525-9531. Additional File 1: 63 Peptides Identified by PEPPI
Additional File 2: Peptide Hit MatrixN: number of samples in which
the peptide is detected The 2nd to 9th columns are 8 human fetal liver
samples marked by Pride accession numbers. The digits in the 8 columns
represent the numbers of PEPPI peptides mapped to the peptides
detected from the samples. 1.
Kim P, Kim N, Lee Y, Kim B, Shin Y, Lee S: ECgene: genome annotation for
alternative splicing. Nucleic Acids Res 2005, 33(Database issue):D75-79.
2.
Lixia M, Zhijian C, Chao S, Chaojiang G, Congyi Z: Alternative splicing of
breast cancer associated gene BRCA1 from breast cancer cell line. J
Biochem Mol Biol 2007, 40(1):15-21.
3.
Zhu Z, Xing S, Cheng P, Zeng F, Lu G: Modification of alternative splicing
of Bcl-x pre-mRNA in bladder cancer cells. J Huazhong Univ Sci Technolog
Med Sci 2006, 26(2):213-216.
4.
Ku TH, Hsu FR: Mining colon cancer specific alternative splicing in EST
database. AMIA Annu Symp Proc 2005, 1012.
5.
Ogawa T, Shiga K, Hashimoto S, Kobayashi T, Horii A, Furukawa T: APAF-1-
ALT, a novel alternative splicing form of APAF-1, potentially causes
impeded ability of undergoing DNA damage-induced apoptosis in the
LNCaP human prostate cancer cell line. Biochem Biophys Res Commun
2003, 306(2):537-543.
6.
Venables JP, Klinck R, Bramard A, Inkel L, Dufresne-Martin G, Koh C, Gervais-
Bird J, Lapointe E, Froehlich U, Durand M, et al: Identification of alternative
splicing markers for breast cancer. Cancer Res 2008, 68(22):9525-9531. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Koscielny G, Texier VL, Gopalakrishnan C, Kumanduri V, Riethoven JJ,
Nardone F, Stanley E, Fallsehr C, Hofmann O, Kull M, et al: ASTD: The
Alternative Splicing and Transcript Diversity database. Genomics 2008. 19. Koscielny G, Texier VL, Gopalakrishnan C, Kumanduri V, Riethoven JJ,
Nardone F, Stanley E, Fallsehr C, Hofmann O, Kull M, et al: ASTD: The Alternative Splicing and Transcript Diversity database. Genomics 2008. 20. Shepelev V, Fedorov A: Advances in the Exon-Intron Database (EID). Brief
Bioinform 2006, 7(2):178-185. 21. Saxonov S, Daizadeh I, Fedorov A, Gilbert W: EID: the Exon-Intron
Database-an exhaustive database of protein-coding intron-containing
genes. Nucleic Acids Res 2000, 28(1):185-190. 22. Castrignano T, D’Antonio M, Anselmo A, Carrabino D, D’Onorio De Meo A,
D’Erchia AM, Licciulli F, Mangiulli M, Mignone F, Pavesi G, et al: ASPicDB: a
database resource for alternative splicing analysis. Bioinformatics 2008,
24(10):1300-1304. 23. Lee Y, Kim B, Shin Y, Nam S, Kim P, Kim N, Chung WH, Kim J, Lee S:
ECgene: an alternative splicing database update. Nucleic Acids Res 2007,
35(Database issue):D99-103. 24. Mooney SD, Altman RB: MutDB: annotating human variation with
functionally relevant data. Bioinformatics 2003, 19(14):1858-1860. 25. Singh A, Olowoyeye A, Baenziger PH, Dantzer J, Kann MG, Radivojac P,
Heiland R, Mooney SD: MutDB: update on development of tools for the
biochemical analysis of genetic variation. Nucleic Acids Res 2008,
36(Database issue):D815-819. Submit your next manuscript to BioMed Central
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and take full advantage of: 26. Sherry ST, Ward MH, Kholodov M, Baker J, Phan L, Smigielski EM, Sirotkin K:
dbSNP: the NCBI database of genetic variation. Nucleic Acids Res 2001,
29(1):308-311. 27. Hubbard T, Barker D, Birney E, Cameron G, Chen Y, Clark L, Cox T, Cuff J,
Curwen V, Down T, et al: The Ensembl genome database project. Nucleic
Acids Res 2002, 30(1):38-41. 28. Apweiler R, Bairoch A, Wu CH, Barker WC, Boeckmann B, Ferro S,
Gasteiger E, Huang H, Lopez R, Magrane M, et al: UniProt: the Universal
Protein knowledgebase. Nucleic Acids Res 2004, 32(Database issue):
D115-119. 29. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 30. Chowbina SR, Wu X, Zhang F, Li PM, Pandey R, Kasamsetty HN, Chen JY:
HPD: an online integrated human pathway database enabling systems
biology studies. BMC Bioinformatics 2009, 10(Suppl 11):S5. 31. Saha S, Harrison SH, Shen C, Tang H, Radivojac P, Arnold RJ, Zhang X,
Chen JY: HIP2: an online database of human plasma proteins from
healthy individuals. BMC Med Genomics 2008, 1:12. 32. Ying W, Jiang Y, Guo L, Hao Y, Zhang Y, Wu S, Zhong F, Wang J, Shi R,
Li D, et al: A dataset of human fetal liver proteome identified by
subcellular fractionation and multiple protein separation and
identification technology. Mol Cell Proteomics 2006, 5(9):1703-1707. 33. Balgley BM, Laudeman T, Yang L, Song T, Lee CS: Comparative evaluation
of tandem MS search algorithms using a target-decoy search strategy. Mol Cell Proteomics 2007, 6(9):1599-1608. 34. Barash Y, Calarco JA, Gao W, Pan Q, Wang X, Shai O, Blencowe BJ, Frey BJ:
Deciphering the splicing code. Nature 465(7294):53-59. 35. Smedley D, Haider S, Ballester B, Holland R, London D, Thorisson G,
Kasprzyk A: BioMart–biological queries made easy. BMC Genomics 2009,
10:22. doi:10.1186/1471-2105-11-S6-S7
Cite this article as: Zhou et al.: PEPPI: a peptidomic database of human
protein isoforms for proteomics experiments. BMC Bioinformatics 2010 11
(Suppl 6):S7. 7. Shastry BS: SNP alleles in human disease and evolution. J Hum Genet
2002, 47(11):561-566. 30. Chowbina SR, Wu X, Zhang F, Li PM, Pandey R, Kasamsetty HN, Chen JY:
HPD: an online integrated human pathway database enabling systems
biology studies. BMC Bioinformatics 2009, 10(Suppl 11):S5. 8. Baenziger JU: A major step on the road to understanding a unique
posttranslational modification and its role in a genetic disease. Cell 2003,
113(4):421-422. 31. Saha S, Harrison SH, Shen C, Tang H, Radivojac P, Arnold RJ, Zhang X,
Chen JY: HIP2: an online database of human plasma proteins from
healthy individuals. BMC Med Genomics 2008, 1:12. 9. Bierhaus A, Nawroth PP: Posttranslational modification of lipoproteins–a
fatal attraction in metabolic disease? J Alzheimers Dis 2005, 7(4):315-317. 32. Ying W, Jiang Y, Guo L, Hao Y, Zhang Y, Wu S, Zhong F, Wang J, Shi R,
Li D, et al: A dataset of human fetal liver proteome identified by
subcellular fractionation and multiple protein separation and
identification technology. Mol Cell Proteomics 2006, 5(9):1703-1707. 10. Gyorgy B, Toth E, Tarcsa E, Falus A, Buzas EI: Citrullination: a
posttranslational modification in health and disease. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Int J Biochem Cell
Biol 2006, 38(10):1662-1677. 10. Gyorgy B, Toth E, Tarcsa E, Falus A, Buzas EI: Citrullination: a posttranslational modification in health and disease. Int J Biochem Cell
Biol 2006, 38(10):1662-1677. y
33. Balgley BM, Laudeman T, Yang L, Song T, Lee CS: Comparative evaluation
of tandem MS search algorithms using a target-decoy search strategy. Mol Cell Proteomics 2007, 6(9):1599-1608. 11. Wang JZ, Grundke-Iqbal I, Iqbal K: Glycosylation of microtubule-associated
protein tau: an abnormal posttranslational modification in Alzheimer’s
disease. Nature medicine 1996, 2(8):871-875. 12. Klampfl CW: Review coupling of capillary electrochromatography to mass
spectrometry. J Chromatogr A 2004, 1044(1-2):131-144. 34. Barash Y, Calarco JA, Gao W, Pan Q, Wang X, Shai O, Blencowe BJ, Frey BJ:
Deciphering the splicing code. Nature 465(7294):53-59. 35. Smedley D, Haider S, Ballester B, Holland R, London D, Thorisson G,
Kasprzyk A: BioMart–biological queries made easy. BMC Genomics 2009,
10:22. 13. Kersey PJ, Duarte J, Williams A, Karavidopoulou Y, Birney E, Apweiler R: The
International Protein Index: an integrated database for proteomics
experiments. Proteomics 2004, 4(7):1985-1988. 14. Wu CH, Apweiler R, Bairoch A, Natale DA, Barker WC, Boeckmann B, Ferro S,
Gasteiger E, Huang H, Lopez R, et al: The Universal Protein Resource
(UniProt): an expanding universe of protein information. Nucleic Acids Res
2006, 34(Database issue):D187-191. doi:10.1186/1471-2105-11-S6-S7
Cite this article as: Zhou et al.: PEPPI: a peptidomic database of human
protein isoforms for proteomics experiments. BMC Bioinformatics 2010 11
(Suppl 6):S7. 15. Eng JK, McCormack AL, Yates Iii JR: An approach to correlate tandem
mass spectral data of peptides with amino acid sequences in a protein
database. Journal of the American Society for Mass Spectrometry 1994,
5(11):976-989. 16. Koenig T, Menze BH, Kirchner M, Monigatti F, Parker KC, Patterson T,
Steen JJ, Hamprecht FA, Steen H: Robust prediction of the MASCOT score
for an improved quality assessment in mass spectrometric proteomics. J Proteome Res 2008, 7(9):3708-3717. 17. Bjornson RD, Carriero NJ, Colangelo C, Shifman M, Cheung KH, Miller PL,
Williams K: X!!Tandem, an improved method for running X!tandem in
parallel on collections of commodity computers. J Proteome Res 2008,
7(1):293-299. 18. Geer LY, Markey SP, Kowalak JA, Wagner L, Xu M, Maynard DM, Yang X,
Shi W, Bryant SH: Open mass spectrometry search algorithm. J Proteome
Res 2004, 3(5):958-964. 19. References The online version of PEPPI database is a typical 3-tier
web application, with a MySQL database at the backend
database service layer, Apache/PHP server scripts to the
middleware application web server layer, and CSS driven
web pages presented on the browser. The Javascript
library uuCanvas (http://uupaa-js-spinoff.googlecode. com/svn/trunk/uuCanvas.js/) is used to render the real-
time data visualizations in the gene view and the protein
view. 1. Kim P, Kim N, Lee Y, Kim B, Shin Y, Lee S: ECgene: genome annotation for
alternative splicing. Nucleic Acids Res 2005, 33(Database issue):D75-79. 1. Kim P, Kim N, Lee Y, Kim B, Shin Y, Lee S: ECgene: genome annotation for
alternative splicing. Nucleic Acids Res 2005, 33(Database issue):D75-79. 2. Lixia M, Zhijian C, Chao S, Chaojiang G, Congyi Z: Alternative splicing of
breast cancer associated gene BRCA1 from breast cancer cell line. J
Biochem Mol Biol 2007, 40(1):15-21. 3. Zhu Z, Xing S, Cheng P, Zeng F, Lu G: Modification of alternative splicing
of Bcl-x pre-mRNA in bladder cancer cells. J Huazhong Univ Sci Technolog
Med Sci 2006, 26(2):213-216. 4. Ku TH, Hsu FR: Mining colon cancer specific alternative splicing in EST
database. AMIA Annu Symp Proc 2005, 1012. 5. Ogawa T, Shiga K, Hashimoto S, Kobayashi T, Horii A, Furukawa T: APAF-1-
ALT, a novel alternative splicing form of APAF-1, potentially causes
impeded ability of undergoing DNA damage-induced apoptosis in the
LNCaP human prostate cancer cell line. Biochem Biophys Res Commun
2003, 306(2):537-543. The result tables derived from the data generation
step were imported into the MySQL database (Figure 8). The chromosome coordinate information was deposited
in the Peptide Region table, and the sequence informa-
tion was deposited in the PEPPI Peptide table. The ID 6. Venables JP, Klinck R, Bramard A, Inkel L, Dufresne-Martin G, Koh C, Gervais-
Bird J, Lapointe E, Froehlich U, Durand M, et al: Identification of alternative
splicing markers for breast cancer. Cancer Res 2008, 68(22):9525-9531. Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Page 13 of 13 Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Zhou et al. BMC Bioinformatics 2010, 11(Suppl 6):S7
http://www.biomedcentral.com/1471-2105/11/S6/S7 Chen JY, Mamidipalli S, Huan T: HAPPI: an online database of
comprehensive human annotated and predicted protein interactions. BMC Genomics 2009, 10(Suppl 1):S16.
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Journal of University of Garmian
10.24271/jgu.2023.1010014
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کۆنتۆڵکردن هەڵچوون و پەیوەندی بە گونجان پیشەییەوە الی بەرێوەبەران
ا
باخچەی منداڵن لە شاری سلێمانیدا
ی
مصطف ،ژینۆ عزیز محمد
صابر بکر
ا
ی
ی
کۆلیی پەروەردەی بنەڕەت ،زانکۆی سلێمان
بەش باخچەی منداڵن،
پوختە
ئ ا ااام ا ااانە لە ریتیینەوە ە ،بنی پەە لە زانپو پەۆنەن ا اادی نچنان کۆنی دن ە چنون و
ا
پەۆنەن اادی بە انن ااان ە الا ا ا ا ااەۆەەوە می بەرتنەبەران ب اااخچەی من ااداڵن ،ەروە ااا زانپو
ا
ئاسا ا ا ا ااو کۆنی دن ە چنون می بەرتنەبەران باخچەی منداڵن ،لە ەمان اردا زانپو
ا
اەن می بەرتنەبەران باخچەی منداڵن بە ەەو ەریەڕ لە اۆڕاوە ان
ئاس ا ااو انن ان ە ال ا ا ر
[رەاەز -جۆری با اااخچە ون ا و نا اااون ایه ،بۆ بەدۆ چنا ااان ئە ئا اااما ااان ا ااانە ریت ەران
مپتۆدی وەسا ا ا ا ااب پەۆنەنا اادۆەا ااان بە ا ااار چنا اااوە ،لە بەرئەوەی لەاە ئا اااما ااانە و و ا ا ا ا ااو
ریتیینەوەکە انن اوە و بەدۆ چنەری ئامان ە ان ریتیینەوە ەکە ە.کۆمە گەی ریتیینەوەکە
ا
ەێک ارنوە لە س ااەرجە بەرتنەبەران اااری س االێمان بۆ س ااا خیتندن 2022-2021ی ،کە
ژمارە ان 78ی بەرتنەبەرەو ریت ەران سااەرجە کۆمە گەی ریتیینەوەکە ان وەرا ت ،ئامزازی
راایتااییاانەوەکە باانیاتااو باانو لە بااۆڕر ڕاوەراا ی بااۆ ەریەڕ لە اااۆڕاوە ا ااان کااۆناای ا ا دن
اەنی ،ەچنەری کۆنی دن ە چنون لە 42ی بزاە ەێک اربنو
ە چنون -انن ان ە الا ا ا ا ا ر
اەن لە 48ی
ا
ا
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ال
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ان
انن
ەچنەری
ابنو،
ئامادەک
کنردی
زمان
ولە م ەن زبی ی یفی بە
ر
بزاە ەێک اربنو و لە م ەن وس ا ا ا ا ااا عدادی بە زمان عەرەن ئامادەک ابنو .لە ا نگیین ئەوە
ئامزازە ئاماریەانەی کە بە ار ارنون بنیتی لە ناوەندی ە
ژمی رەن ،مدان ەچنەری ،اوکۆل ەی
پەۆنەندی ەەیساۆن ،رایەک دنەوەی T-testی و ANOVAی .لەپا د نەابنو لە ڕاساو و
جێگیی ەچنەرە ا ااان ئەوە بە سا ا ا ا ااەر نمنونەی ریتیینەوەکەدا جپ ەجێک ا .بەمەبەس ا ا ا ا ااو
چارەس ااەری ئاماری و ااەک دنەوەی دارا و زانەاریەە ان ،ریت ەران ە ا ار ئاماری SPSSیی
بە ااار چن اااوە ،لە کۆر اااۆە اادا ریتیینەوەکە اەاال ا ا ا ا ا نە ئە ئەن ااام ااانە،ئ اااسا ا ا ا ااو کۆنی دن
ا
ە چنون لە ئاسا ا ا ا ا ێ بەرزدا ە می بەڕتنەبەران باخچەی منداڵن ا ا ا اااری س ا ا ا االێمان بە
ا ا ااچنە ەج االا ا ااو و جەاوازی بە گەداری ئاماری نەبنو بۆ ئاسا ا ااو کۆنی دن ە چنون
ا
منداڵن ا ا ا ا اااری سا ا ا ا االێمان بە ەەو اۆڕاوی ڕەاەزی ەنی و ە
ری و
می بەڕتنەبەران باخچەی
جە اااوازی بە گەداری ئ ااام اااری نەبنو بۆ ئ اااسا ا ا ا ااو کۆنی دن ە چنون می بەڕتنەبەران
ا
الەن لە ئاس ێ
باخچەی منداڵن اری سلێمان بە ەەو جۆری باخچە .ئاسو انن ان ە
ر
ا
بەرزدا ە می بەڕتنەبەران باخچەی منداڵن ا اااری سا االێمان بە ا ااچنە ەج االا ااو جەاوازی
ا
اەن می بەڕتنەبەران باخچەی منداڵن
بە گەداری ئاماری نەبنو لە ئاسا ا ا ا ااو انن ان ە الا ا ا ا ا ر
ا ا ا اااری س ا ا ا االێمان بە ەەو اۆڕاوی ڕەاەزی ەنی و ە
ری .جەاوازی بە گەداری ئاماری نەبنو لە
ا
ە
اەن می بەڕتنەبەران باخچەی منداڵن ا اااری سا االێمان بە ەو جۆری
ئاسا ااو انن ان ە الا ا ر
باخچە .پەۆنەند ەج ڕاسا ا ااتەوانەی مواز ە ە لە نچنان کۆنی دن ە چنون و انن ان
ا
الەن می بەڕتنەبەران باخچەی منداڵن اری سلێمان.
ە ر
کێشەی توێژینەوەکە
ەر ریتیینەوە ەڕ بنی پەە لە بنون ک ال ا ا ا ا ااە ەڕ،
دەس ا ا ا ا ا ەێ
د اردە ەڕ ،ان بابەرێک کە سا ا ا ا ااەرنک ریت ەر ڕادەک ال ا ا ا ا ا و
بیو زەی داگی دە ات ،بە جۆرتک ،کە ئەن امدان ریتیینەوە
Article Info
Received: November, 2022
Revised: January, 2023
Accepted: April, 2023
S
Keywords
کۆنی دن ە چنون ،بەرتنەبەری باخچەی
ا
ا
الەن ,باخچەی منداڵن.
منداڵن ,انن ان ە ر
Corresponding Author
دەربارەی ئەو بابەرە بە ا نگ و ەچییسا ا ا ا ا ا دەزان بۆ ئەمە
ئەو ک ال ا ا ا ا ااە ە ،ااان ئەو د اااردە ە لە ژت ناااون الا ا ا ا ا ااان ک ال ا ا ا ا ااەی
ریتیینەوە دەخارەڕوو .ک الااەی سااەرەج ئە ریتیینەوە ە بنی ەە
لە ئا ا ااا ا ا ااا کااۆناای ا ا دن ە اچاانون پەۆاانەنا ا اادی بە ااانن ا ا ا ااان
152
Journal of the University of Garmian 10 (1), 2023
ا
دروس دەب ،بەڵ بە بنون ئە انن انە ئەوە ئامان ە ان
بە جنان بەد اادێن و کە ا ا ا ا ااێ ئ ااارا لە ژینگەی ب اااخچەکەدا
اەن و کۆنی دن ە چنون
دروسا ا دەب .انن ان ە ال ا ر
لە پەۆنەند دان لەاە ەڕ ،بەو مانا ەی کە راە اەر بتنان
کۆنی دن ە چنونە ا ا ااان خۆی ب ا ا ااات بە ەەو وێس ا ا ا ا ااتگە
جاەا ا اااوازە ا ا ااان کە ڕووبەروی دەبایااتەوە ئەوە دەکانتا ا ا لەاە
ە الەکەاالەدا سازان ەب .
لەبەر ئە ۆ ارانە و لە ئەن ار ریبینەک دن ریت ەر بۆ ااچنازی
اری بەرتنەب دن کە ماوە ەڕ لەو ەۆس ااتەدا اری ک دووە ،بایە
ا
ریت ەر ەو داوە کە لە بارە ەوە ریتیینەوە ئەن ا بدات و و
ا
وەڵمێ زانس ەانە بۆ ک الەی سەرەج ریتیینەوەکە بد زتتەوە،
کە بنی ەە لە-:
ئا ا ااا ا ا ااا پەۆ اانەنا ا اادی ە ە لە ن اچ اانان ک ااۆن اای ا ا دن ە اچ اانون
ا
اەن می بەرتنەبەران باخچەی منداڵن ا ا اااری
وانن ان ە ال ا ا ا ر
سلێمان
:
بە ە ان ە سەاری سەرەج ک الەی ریتیینەوەکە -
ئا ا ااا ا ا ااا ک ااۆن اای ا ا دن ە اچ اانون می بەرت اانەبەران
-1
ا
باخچەی منداڵن اری سلێمان لە ئاس ێکدا ە
اەن می بەرتنەبەران ب اااخچەی
-2
ئ ااا ااا انن ااان ە ال ا ا ا ا ا ر
ا
منداڵن اری سلێمان لە ئاس ێکدا ە
ی
گرنگ توێژینەوەکە:
ەر ریتیینەوە ەج زانس ا ا ا ا ااو بە ەەو و ا ا ا ا ااو خۆی و ب ااابەن
ی
ریتیینەوەکەی ا ن ر اااۆ ەت بە خۆی ە ە .ریت ەر لە رت ااای
ئەن ااام اادان ریتیینەوەوە ەو اادەدات ک ال ا ا ا ا ااە و ئ اااریال ا ا ا ا ااە ااان
بناس ا ا ا ا ااینێ و بە دوای ئاسا ا ا ا ا ا ،ۆ ار و چارەس ا ا ا ا ااەرە ان ئە
ک ال ا ا ااانەدا بگەرت و لەاە ئەوە ا ا اادا بە ریتیینەوە ە ریت ەر
دەرنان ا ا س ا ا ا ا ااەرنک ئەوانەی ئا ااارەزووی ا اااروبا اااری پەروەردە
دەکەن بنروژتنێ ا ،لەوانە بەرپ س ا ا ا ا ا ااان و س ا ا ا ا ااەن ااد ااا ااان و
ی
ریت ەران ،بۆ ەریەکێ ا ااک لە ا ن ئە دوو اۆڕاوە کە ریت ەر
اری لە س ا ا ا ااەر دە ات ،لە م ەج ر ەوە زانپو ک ال ا ا ا ااە ان اری
ا
بەڕتاانەبەری با ا اااخااچەی مانا ا ااداڵن لە نا ا اااوەڕ ج ەا ال ا ا ا ا ااەکەدا و
ا
ەروە ا ااا زانپو داوا ا اااریە ا ااانەا ااان جا ااا داوا ا اااری کۆمەڵ ەن بن
اەن
وەڕ خاننوبەرە و با ا ا ا اایک دن منوچە ،ان داوا اری ە ال ا ا ا ا ر
وەڕ با ااا ا ا ا ا اایک دن با ااارود ن ا ااارک دن و چا ااام ک دن ...ا ااان
پەروەردەن باان بااۆ با ا ااا ا ا ا ا ا اایک ا دن م ەنە پەروەردەو
داوا ا ا اااری
ر
ە
بیک دن .ەروە ا س ا ا ااەرەڕای ب رەن ریتیینەوە ان لە س ا ا ااەر دوو
الەن کە ئەن ا
اۆراوی کۆنی دن ە چنون و انن ان ە ر
ا
دراوە بەڵ نەبەسا ا ا ا ا ا ا ا اایاوەرەوە ،بە بەڕتا ا ا اانەبەرەوە ،ئەمە
ا
وا اک ا دووە ئە ر اایت اایی اانەوە ە ب اب اچ ااتە خا ا ااا دەسا ا ا ا ا ا ا اە اێا ا ااک ب ااۆ
ل اێ اکااۆ اپاانەوە ا ا ااان دا ا ا اااراانو ،بە را ا اااۆ ا ەت بااۆ ژی انااگەی ەرتااا
کنردستان و ع اق بە االو.
ە ال ا ا ا ا ااەۆەەوە ە ە لەمی بەرتنەبەران باااخچەوە ەکێااک لەو
ۆ ااارانەی کە وای ک د ریت ەر ەسا ا ا ا ا ا ێ ا بە ئەن اااماادان ئە
ریتیینەوە ە ،ۆ اری خندی بنو ،وارە وەز و خنلەای ریت ەر بۆ
بابارەکە و ئەن امدان ە سااەکە بە االااو ،و ەروە ا ۆ اری
بااابەن بنو ،بەو مااانااا ەی ریت ەر ەو دەدات ئەوە بزان ا لە
ا
سااەردەر جەن ا و ە الااکەورنەدا ە چنونە ان ر لەان ە ە
لەوەی انن ا ااان رووب ا اادات لە دونە ا ااای ا ااارو ە ال ا ا ا ا ااەدا ،و بە
ەێچەوانە ا ا ا ا ااەوە دونەای ارو ە الا ا ا ا ااە اریگەریەج دەب لە
سەر ە چنونە ان م ڤ.
ە
لە ڕاس ا ا ەدا ئەوە ڕون و ئا ا ااک ا ە ژیان ئەم ن ە الا ااە و ار
ا
ن اااب ا ا ،وارە ەر ر ااا ێ ااک بە جۆرت ااک لە جۆرە ااان رێکەڵوی
ا
دونەااای ااارو ە ال ا ا ا ا ااە دەب ا ،بایە لە رێکەڵو بنونەدا دەب ا
بتناننتا انن ااان بیتەدی لەاە ااارەکەدا .ە ال ا ا ا ا ااە بە ا ا ا ا ااێ
س ا ا ا ا ااەرەج ژیااان ەمنو رااا ێکە ،بنون بە بەرتنەبەری باااخچەی
ا
منا ا ااداڵن یک ەێگە ەج ا ا ااارک دنە کە را ا ااا بەرتنەبەر بۆئەوەی
بتنان ئامان ە راۆ ەت و االا ا ا ا ا ا ەە ان پەروەردە بەدۆب چنێ
دەب ا ا انن ااان ەب ا ا لەاە ااارەکە اادا و دەب ا ا رت ەرو
ڕابەرت ااارامەو اااریگەر ب ا و کەسا ا ا ا ا اێااک دابیت ا کە رنانااا و
اتەن انن ا اااوی ا ااان ە ە و لە اە م ا ااا ەەن اۆرانە
ا ا ا ا ا ا ااااس ا ا ا ا ا ر
پەروەردەن و ە
بی اااریە ااان اااوئااا ەنگەااان ەب ا ،ەلیەوە بەوە
ر
دەاەۆن کە ە
بڵی دەب ا ا انن ا ااان ە ال ا ا ا ا ااەۆەا ااان ەب ا ا ،بەو
اەن بنن ەب ا ئەوە ئااامااان ە
وارااا ەی کە اەر انن ااان ە ال ا ا ا ا ا ر
ە
د اریک اوە ان پەروەردە و ە
بیک دن وەدی دێن و لیەدا کە کەش
بەرتنەبەر بۆئەوەی ئەو انن ااانە ب چنچتە ئ اااراوە وا ەچنس ا ا ا ا ا ا
دە ات کە رتکخسی بۆ ە چنونە ان ب ات بە جۆرتک بە ەەوە
ە یێس ا ا ا ا ااتە جەاااوازە ااان و مااامە ە جەاااوازە ااان کە ڕووبەڕووی
دەبیتەوە بتنان دروسا اایین و با ا اایین رەبتار ن الا ااان بدات را
د خە ااان بە با ی
ااش کۆنی ب ااات .ەلیەدا ە ا نگە بزاننت ا کە
بەرتنەبەر ر ااا چەن ااد رنان ااای ر ک دن ە ە لە اە ئە د خە
اەن لە کیتدا ە ،لە بەرئەوەی
جەاوازنە و ئاس ا ا ا ااو انن ان ە ال ا ا ا ا ر
ئەن ا دان ەر رەبتارتک بە ا ا ا ا ااچنەی ئۆرۆ اریگەری دەخارە
س ا ا ا ا ااەر ەمنو دەوروبەری ئەو بەرتنەبەرە ،ەر لە دەس ا ا ا ا ااتەی
ا
ااار ە
اییەوە بەگ ە رااا ەمنو مااامۆسا ا ا ا ا اتااا ااان و منااداڵن باااخچە و
ەریەکە لە خ ا ا ا ەایان ەم ا ا اانو ئەم ا ا ااانە ،لەبەر ئەوەی ئەو
ەێگە ەی کە اااری بەرتنەب دن رێ اادا ئەن ااا دەدات اااریگەری
ەمە م ەن دادەن ا و ەچییس ا ا ا ا ااو بە ە یێس ا ا ا ا ا ا و رەبتاااری
بەرپ سانە ە ە.
اەن نەبنو لە می راە وەڕ بەرتنەبەر
اەر ارنو انن ان ە ال ا ا ر
ە
پەروەردەن و بی اااریە ااان دەس ا ا ا ا ااتەبەر ن اااب ا ا ،
ئەوە ئ ااام ااان ە
ر
ا
ە
ون ااارایی ب اااخچەی من ااداڵن ئەرکە ااان خای ااان
ەروە ااا ا ر
ی
بەباش ڕ ران نا ەن ،وارە بە ااچنە ەج االااو ااچناندن و نارت
153
Journal of the University of Garmian 10 (1), 2023
ی
ا ن ئە ریتیینەوە ە لەوەدا ە کە ئە ارامەۆەە کۆنی دن
ە چنونی ااریگەری جۆراوجۆری ە ە لە م ەنە جەااوازە اان
ژیان م ڤ ،ارلێکە ان نچنان کەسە ان ،رەندروسو دەروون
اتەن م ڤ Dunham ,other
و رەندروس ا ااو بیی و جەس ا ا ر
:2008:248ی ە چنونە ا ااان لە ژیا ااان را ااا ا ادا چەنا اادۆن ڕ و
ە
دەایت ،وەڕ بە ەیک دن پەۆنەندی نچنان کەسە ان و
ئەرڕ
با ا ا اایک دن رەندروس ا ا ااو و اردانەوە چۆنا ەریەە ان بە راۆ ەت
مەعنیب ،بەو ەیەەی ڕتگە و ا ا ااچنازی جۆراوجۆر ە ە کە راە
دەرنان لە ڕتگە ەوە ەس ااتە ان ڕتک خات و دروسا ا ک دن
وتن ا ااا ەج زەۆو و ەو ا اادان بۆ اە ا ا ا ا اای بە ەمنو ئ ا ااام ا ااان ە
ڕتکخ اوە را اااە و کۆ ا ااان لە ا اااری بەرتنەب دنا اادا ،ەچیێس ا ا ا ا ااو بە
ی
ی
ا ا اااوئا ا ااا ەن ا ا ا و کا ا ااۆرەن ا ا ا را ا ااا بەرتا ا اانەبەر ە ە لە کا ا ااۆی
اااروبااارە ااانەاادا و بۆ وەدەۆ چنااان ئەمە ەچیێس ا ا ا ا ا ا بە زەۆنێ
رتکخ او و ئە نەن ە ە ،بە جۆرتا ا ااک بتناننتا ا ا ئا ا اااما ا ااان ە
ە
ەدێبی و ئەوەی ەچیێس ا ا ا ا ا ا ب ا ئەن ااا
د اااریک اوە ااان ااار ب
ی
بدرت کە ەمنو ئەمانە ڕون و ئا ک ا ە ا ن کۆنی دن
ە چانون دەردەخەن ،ەروەڕ چۆن ە چانون بە ا ا ا ا ااێ
و ا ا ا ا ا اااریا ا ا ا ا ااگەری خا ا ا ا ا ااۆی
دانەب ا ا ا ا ا ازاوی م ا ا ا ا ا ا ە و ڕ
ە ە Purnamaningsih,2017:53ی بە ا ااچنە ە اریگەری
ەسا ا ا ا ا و س ا ا ا ااۆزە نەرتنپەە ان دەردەکەوت ئەاەر لە ڕتگەی
ارییەە ئەرتنپەە ااانەوە بە ب ا ی
س ا ا ا ا اای ی
ااش ڕت ااک نەخنتن ،کە دەبیتە
ۆی جێگیبنون لە بەرام ەر رەوەدد ارە اندا و بەدەسا اات چنان
سەرکەورنە پەروەردەۆەە ان) Fredrickson,2003 :2015ی.
ی
ریتیین ا وە ولێكۆ پن ا وە جەاااوازەكااان ج ا ختەااان ل ا س ا ا ا ا ا ا ر ا ن
اەن د ر وە ل دوو م ن س ا ا ااەرەکەەوە ،ەکە
انن ان ە ال ا ا ا ر
ە
اەن
ب رمان ر :ئ م
ب ریامان دەربارەی انن ان ە ال ا ا ا ا ا ر
دە خ ااارا ا ن اااو دەروون ر ااا ا ا وە لا ا ئەن ااار اە ااان ما ا عنا ا وی
ب ا رزەوە و ەری دن ەچییسا ا ا ا ا ا ە ا كااان ا وە دروس ا ا ا ا ا ا دەب ا و لە
دواۆاەا ا اادا س ا ا ا ا ااەردەکا ال ا ا ا ا ا ا ا ا ا بااۆ اچاای ە
ج ودا اچانا ا ااان وچا ا ااام
سامەە35:2020،ی .و دووە ب ر م چنان :ركارێك انن ان
اەن زیادی د ،ئ وكات ەو و کۆ ا اایک ئەن ا دەدرت
ە ال ا ا ر
بۆ دەستکەوت و بەر ەم چنان زیار .منش65:2010 ،ی.
ئا ا ا ا ا ااک ا ە کە انن ان وارە ڕازیبنون لەخند و ەبنون ئارار
دەروون و د نە ااابنون .ەسا ا ا ا ا اتک دن بە رنان ااای خۆانن ااان اادن
لەاە ژینگە و ا ا ااارلێ ک دن لەاە کەسا ا ا ا ا ا ا ااان د کەدا و ئەو
ڕەوا ەی کە کۆمە گااا دا اادەن ا ،بە لەبەرچاااوا رو ژینگە وەڕ
ئام ازتک بۆ ە س ا ا ا ا ااەی ەریک دن ەێداویسا ا ا ا ا ا پەە ان راە ارێک
اەن
پا ا ااا نەرە ا ا ااانەا ا ااان دەوروژت ا ا ا .ەروە ا ا ااا انن ا ا ااان ە ال ا ا ا ا ا ر
ا نگەەکەی لە دوو م ەن دەردەکەوتا ا ا ەکەمەا ا ااان با ا ااا تەر
ۆ ا اااری کە ا نگپەەج ز ری ە ە لە انن ا ااان ە ال ا ا ا ا ااەۆەا اادا،
چننکە ئەل ام ەخالە لە را دا بە مۆڕا ێ بەرز بۆ بەدەست چنان
ان دەس ااتکەوت ە
وریک دن ەێداویسا ا پەە ان ،ئەمە پا نەرتکە
بۆ دەس ە الخەری و دا چنان ک دن .و دووەمەان دەرئەن ا :را
ە الا ا ا ا ا اەکە انن اااوی زی ااار ب ا ،زی ااار دەبیتە ۆی زی ااادبنون
بەر ەما ا ا ا ا ا ا اچا ا ا ان ا ا ااان ،لە ڕووی چ ا ا ااۆن ا ا ااا ەن و لە ڕووی
چەن اادا ەریەەوە ،ەروە ااا پ ااا ا ا ا ا ااەکەورک دن ەو و ااات و
رێچنون .الزبە اادی320:2018،ی کەوارە بە ەەو ئە دەربنین ااانە
ی
الەن بۆ را ێک کە بەرتنەبەری باخچەی
ب ا ن انن ان ە ر
ا
منداڵنە ڕوون و ئا ااک ا ە .ەروەڕ چۆن بەرتنەبەرا ەرەە ان
ا
پەروەردەی ە یک ینرااابخااانە باااخچەی منااداڵنی لە و ا ا ا ا ااو
یۆنا ااام رەمەن منا اادا ەوە س ا ا ا ا ااەرچا اااوە دەانتا ا .ئە یۆنا ااا ە
ەکێکە لە ەرە ا نگ و مەر سەداررنین سەردەر ژیان م ڤ،
بایە ەچییس ا ا ا ااو بە چاودێ ی راۆ ەت ە ە بەلەبەرچاوا رو ئەو
بااارود خەی ەێاادا ریدەر دەب ا ،ەروە ااا جەاااوازی رااا ااا ەن لە
ی
ا
نچنان من ا ااداڵن ا اادا لەبەرچ ا اااو دەانتا ا ا ،ئە یۆن ا ااا ە ا ن
راۆ ەن خۆی ە ە عدس (366:2009.،بەرتنەبەری باخچەی
ا
ا
اەڵن ااار ە
ایی دە ااات لە
من ااداڵن نیتنەرا ەن بەرزرنین دەس ا ا ا ا ا
ا
اوەن لە ناااو باااخچەی منااداڵناادا،
چنارچچنەی ەێک ااارەی ڕتکخ ر
بایە بەرپ ش ەکەمە لە ڕادەی بەدۆ چناان ئەو ئااماان اانەی کە
ا
ا
سا ا ا ا ا اە اااس ا ا ا ا ااەن خیتن اادن ب اااڵ دا اادەن ا ا بۆ ب اااخچەی من ااداڵن
ا
ەروە ا بەرپ سە لە پەرەەێدان بەرنامە ان باخچەی منداڵن،
ەروە ا بەرپ س ااە لە ئاس ااو ئەدای ئەندامان لە ەر ارێکدا کە
ا
ب اکاانتا ا ا ،بەرتاانەبەران با ا اااخااچەی م انا ا ااداڵن دەزاناان کە ئەوان
بەرپ س اان لە پنندانان و دەر چنان و کۆنی دن ە س ااەکە بۆ
ئەوەی بەرپ سا ا ا ا ا اەاااربن لە ئەن اااماادان پەروەردەک دن مناادا بە
ئا ا اااما ا ااان ااک پەروەردەک ا دن اەا ا ااان بە ە ا ر ە
او ب اانەما ا اااپەروەردەۆ ااەە ا ا ااان
وەمە9:2021،ی
راایت ا ەر وای دەب ای ان اێا ا ا کە ئە راایتااییاانەوە ە ا ا نااگە بااۆ زان اپااو
ب ااارود ن ئەدای بەڕتنەبەرە ااان لە ااارە ااانە ااان و ەروە ااا بۆ
ا
بینپو وایەیع پەروەردە لە باخچەی منداڵن اااری ساالێمان و
ەروە ا ا ااا لە نا اازیا ااکەوە بەرکەورا اان بە ە ا ا ال ا ا ا ا ااەی بەڕتا اانەبەری
ا
با ا اااخااچە ا ا ااان م انا ا ااداڵن و زان اپااو ا ا ن اگااییاان ئا ا اااس ا ا ا ا ا ااتەنا ا ااگ و
ئاس ا ا ا ااتەنگە ان بەردە بەڕتنەبەر لە ان ئەن امدان ارە انەدا،
بەراۆ ەت نەبنون ڕوون و ا ا ا ااەباە س ا ا ا ااەبارەت بەوەی کە لە
سەردەمەدا اۆڕان اریەە پەروەردەۆەە ان ئەمز رن دەخنازرت .
ی
لە ژت ر ا ا ا ا ا ان ا ا راان س ا ا ا ا ااەرچ ا اااوەو ریتیینەوە ا ااان ا اادا ریت ەر ا ن
ا
ئەن امدان ریتیینەوەکە لە خاڵنەدا دەخارە ڕوو-:
لە ریتیینەوە ەدا ەچنەرتک کە ە گ ی راۆ ەرمەندی
-1
اەن
س ا ا ااا کۆمەرنیە بۆ کۆنی دن ە چنون او انن ان ە ال ا ا ا ر
دەخنتتە ڕوو بۆ بەرتنەبەران باخچەی منداڵن.
ریتیینەوەکە ا نگە بۆ ریت ەران بناری پەروەردەی و
-2
دەروون لە دا ارنودا ریت ەران ئە بنارانە س ا ااندی لچنەردەا ن
بۆ ئەن امدان ریتیینەوەی او چنە.
154
Journal of the University of Garmian 10 (1), 2023
ا
ە چنونەە ا ااان ،و وەڵم ا اادانەوەی ە چنونە ا ااان بەرام ەر ،
ەروە ا ااا کۆنی دن ە چنون دە گنتتەوە ۆ ا ا ا ا ا اەا اااری و
رێگەاالا ااتو ە چنونە ان و یەبن ک دنەان .و رنانای بایاردانە
لە س ا ا ا ا ااەر پ ااا نەرە ااان ،و رنان ااای بە ااار چن ااان س ا ا ا ا اای ی
ارییە ااان
ا
کۆنی دن ە چنون بۆ چااا سا ا ا ا ا ااازی ک دن لە وەڵماادانەوە
س ا ا ا ا ااۆزداریە ااان بۆ اە ا ا ا ا اای بە ئااامااان ە ااان راااە & Gratz
Romer, 2004, 45ی و پێناس ااەی رێ:اری:بنی ەە لەو نم ە ەی
ا
کە ئەندامان نمنونەی ریتیینەوە لە وەڵمدانەوە اندا لەس ا ا ا ا ااەر
باازاە ا ا ااان ئا ا ااامازازی راایتااییاانەوەکە کە را ا اااۆا ەرە بە ەاچاانانەکا دن
کۆنی دن ە چنون وەریدەانت .
ی
گونجان پیشەن
ریتیینەوە ەج ا نگە بۆ دەو ەمەندک دن و زیادک دن
-3
س ا ااەرچاوەی زانس ا ااو ،وەڕ ریتیینەوەی ە ال ا اانو لە ریتیینەوەی
ئە اد مەدا بە ارب ا چیی .
ر اایت اایی اانەوە ەج ا ا ن ااگە ب ااۆ م ەن پەۆ اانەنا ا ااد ا ا اادار لە
-4
وەزارەن پەروەردە ،بە دانااان کۆمە ە ەچنەرتااک بۆ د اااری ک دن
الەن بەرتنەبەران
ئاسو کۆنی دن ە چنون و انن ان ە ر
نا ا اااوەنا ا اادە پەروەردەۆ ااەە ا ا ااان و ەروە ا ا ااا ک ا دنەوەوی ک ااۆمە ە
خنلێ ااک ،بۆ زی اااد ک دن ئ اااس ا ا ا ا ااو ئ ااا ا راان بەرتنەبەران لە س ا ا ا ا ااەر
الەن.
چۆنەەن کۆنی دن ە چنون و انن ان ە ر
ی
ئامانجەکان توێژینەوەکە:
ا
ئە ریتیینەوە ە لە ەو بەدۆ چنان ئە ئامان انەدا ە:
ئ ااام ااانک ەکە :زانپو ئ اااس ا ا ا ا ااو کۆنی دن ە چنون می
ا
بەرتنەبەران باخچەی منداڵن اری سلێمان.
ئامانک دووە :زانپو جەاوازی ئاسو کۆنی دن ە چنون
ا
اداڵن ا ا ا ا ا اااری س ا ا ا ا االێمااان ە
بەەو
می بەرتنەبەران باااخچەی منا
اۆڕاوی:
ا .ڕەاەز ن ەیو ە
ری .
ب .جۆری باخچە وکنر و ناوکنری.
الەن می بەرتنەبەران
ئامانک سیەە ا :زانپو ئاسو انن ان ە ر
باخچەی منداڵن اری سلێمان.
اەن می
ئامانک چنارە :زانپو
جەاوازی ئاس ا ا ااو انن ان ە ال ا ا ا ر
ا
بەەو ە
منداڵن ا ا ا ا اااری س ا ا ا ا االێمان ە
بەەو
بەرتنەبەران باخچەی
اۆڕاوی:
ە
ە
ا .ڕەاەز نیو ری .
ب .جۆری باخچە وکنر و ناوکنری.
ئااامااانک ەین ە :د زینەوەی پەۆنەناادی لە نچنان کۆنی دن
اەن می بەرتنەبەران با ا اااخچەی
ە اچنون وانن ا ا ااان ە ال ا ا ا ا ا ر
منداڵن اری سلێمان.
سنووری توێژینەوەکە:
س ا ا ا ا ااننوری ب ا ااابەت :کۆنی دن ە چنون و پەۆنەن ا اادی بە
ا
انن ااان ە ال ا ا ا ا ااەۆەەوە می بەرتنەبەران ب اااخچەی من ااداڵن لە
اری سلێمانەدا.
ا
سننوری م رن :بەرتنەبەران باخچەی منداڵن اری سلێمان
لە ەر دوو ڕەاەزی ن ا ا ا ەایو ە
ر ،لە ەردوو بەرت ا ا اانەبەرا ەن
ا
ر ژ ەڵت و ر ژئاوا وکنر و ناوکنری.
سننوری ات :سا ا خیتندن ).(2021-2022
ا
س ا ا ا ااننوری ا ا ا اایتن :باخچە ان منداڵن ا ا ا اااری س ا ا ا االێمان ،لە
ا
سننری ەر دوو بەرتنەبەرا ەن پەروەردەی ر ژ ەڵت و ر ژئاوا
وکنر و ناوکنری.
ی
پێناسەی چەمک و زاراوەکان توێژینەوەکە
پێناس ا ا ا ااەی ندی و ال کر :(2017،ب ادی دە ێ کە بنی ەە لە
ە س ااە ەج داۆنامە و بەردەوا کە راە ەەو ە دەس ا ێ ،بە
ی
ئ ااام ااانک اە ا ا ا ا اای بە انن ااان و اااوئ ااا ەن لە اە ژینگەی
ە الا ا ا ا ا اەو اوپ ال ا ا ا ا ااە اندا و پارتز اری ک دن ەلو ندی و ال ک ،
15:2017ی و بنج2001 ،ی :انن ا ااان را ااا ە لەاە دونەا ااای
اردا .انن ان راە لەاە ئەو ۆ ارە ژینگەۆەە جۆراوجۆرانەی
کە لە ا ا ا ا اایتو ااارەکە اادا دەوری دەدەن ،انن ااان لەاە ئەو
اۆڕان اریانەی کە لە ۆ ارانەدا ڕوودەدەن بەدرت ران ماوە ەڕ،
و انن اویەەکەی لەاە راۆ ەرمەندۆەە ان خایدا دەانتتەوە،
خندی ااارەکە ،انن ااانەکەی لەاە اۆڕان ب ااارود ن ب ااازاڕدا
ر اااۆ ەت بە ااارەکە ،انن اااوی لەاە رنان ااا ااان خۆی ،لەاە
مە لە ااان و لەاە میاجەکەی بنج74:2001،ی پێناااسا ا ا ا ا ااەی
رێ:اااری :بنی ەە لەو نم ە ەی کە ئەناادامااان نمنونەی ریتیینەوە
ا
لە وەڵمدانەوە اندا لەس ا ا ا ا ااەر بزاە ان ئامزازی ریتیینەوەکە کە
الەن وەریدەانت .
راۆ ەرە بە ەچنانەک دن انن ان ە ر
ا
بەرێوەبەری باخچەی منداڵن
پێناسەی محمد:)2000،
ا
بەرپ سێکە کە دەستەی بەرتنەبەری باخچەی منداڵن داۆناوە
ا
ەر ئەو دەستە ە دەسەڵرە ان د اری دەکەن و دەدرت
ارەز ران ەب لە بنارە ان بەرتنەب دن
ەەو ،ەروە ا دەب
پەروەردەن و
سەرەران مندا ەدا لە ڕووی
پەروەردەن و
ر
ر
ر
محمد90:2000،ی.
زانس پەەوە ڕ نبی ب
ا
باخچەی منداڵن
ا
ی
بۆکان :(2020باخچەی منداڵن دەز ا ەج پەروەردەی
ا
کۆمەڵ ەریەە ئامانک اە ە ەج رەواوو اوسەنگە لە ەمنو
ا
جەستەن و دەروون و کۆمەڵ ەن و
م ەنە جۆراوجۆرە ان
ر
ەروە ا ئامانک بەرزک دنەوەی رناناو و بە ە جەاوازە انە لە
رتگەی اری و چام ئازادانەوە .بۆ ان56:2020،ی
ی
ی
ر
هەڵچوون
ۆڵکردن
کۆنت
پێنا ا اااسا ا ا ا ا ااەی :)2004،Gratz & Romerبنی ەە لە رننا ا ااای
ڕووبەڕوو بننەوەی ە چنونە ا ااان ،و کۆنی ک دن ەوا ە
ی
توێژینەوەکان پێشوو
چوارچێوەی تیۆری توێژینەوەکە و
155
Journal of the University of Garmian 10 (1), 2023
ی
ی
ر
هەڵچوون
ۆڵکردن
کۆنت
ە چنونە ان لە بارود خە جەاوازەكاندا بناسینەوە و دەریانبین
ارنون ۆنی ك دن ە چنونە ان
و ۆنی ەان بكەۆن .لچ
ر
كاریگەری لەسەر م ەنە جۆربەجۆرەكان ژیان م ڤ ە ە و
دەبیتە ۆی جێگیی وسەیامگیی و اە ە دن ەسا ەن
ا
م ڤ .)Li L,other:2015:51لە ە سەی کۆنی
ە چنوندا ەمنو وارا مەعنیفەە ان وەڕ اداە ،ە اری
رەدەخنل ب ات و ئەاەری ە ە
بابەت ،و تد ،دەرنان
ا
ە چنون خۆنەویس وکۆنی ک او ا ئا ا
ە سەی کۆنی
ان نائا ا ب .لەبەرئەوەی ە چنونە ان ە سەاەلێ چەند
ا
ە چنون
م ەنن کە لە ەر ارێکدا ئا ار دەبن .کۆنی
دەبیتە ۆی ڕودان کۆمە ە اۆڕان اریەڕ لە داۆنامە
ە چنون ان دەبیتە ۆی اۆران لە اردا ،بز و ماوە و چا سازی
ا
وەڵمدانەوە لە بنارە ان رەبتاری،ئەزمنن ان ب سپۆلۆژی
ا
ە چنون لەوانە ە لە سەر بنەمای ئامانک
دەبیتەوە .کۆنی
را ،رتکخسی لە ە چنونەکەدا ب ات ،ازو رپو ە
بان ان بە
ا
ە چنون لەوانە ە
ئاسان ب رستتەوە .ەروە ا کۆنی
ا
ئاسو راۆ ەرمەندی پەۆنەند دار لە س ستەر وەڵمدەرەوەی
ە چنون کە دەبیتە ۆی ئا ار بنون ە چنون بگۆرت
)(Thompson,2009:879
چنون كان ئەزمنون ان د خێکە کە سەما ەج وی دان
ە ەو لە بنچپنەدا دەروونیەە و لە رەبتارو ئەرکە
بسپۆلۆجپەە اندا دەردەکەوت .وو ەی وی دان ئاماژە ە بۆ
ا
چی و ی
م ەن ە ی
خۆش و ئازارو ژان ،بەڵ دەستەواژەی لە
بنچپنەدا دەروونیەە وارا لە دەروونەوە سەرچاوە دەانت و
م ەن ب سپۆلۆن ناگنتتەوە وەڕ ب سچوی .ئاستەمە لە
ە چنوندا اۆڕان اری لطفلە ڕەبتارو لە ئەرکە بسپۆلۆجپەە ان
ەناسەدان و لێدان د و سنڕان خیتن و بەرزبنونەوەی
پلەی اەرما ..تدی جەابکنتنەوەو ەریەکە ان لە سننری
خایاندا دابیتن چننکە جەستە وەڕ ەکە ەج سەربەخۆو
ا
االتگی وەڵ بە ە چنونە ان دەدارەوەو رەن ا لە ڕوی
ی
بۆکان)366:2020،
رپۆریەوە ئەو جەا اریەە ئەن ا دەدرت
بنچپنەن ژیان م ە،
ە چنونە ان بە ێ ا نگ و
ر
بەجۆرتک زەومەرە ژیان ە
بەن ئەوان خە ا بکە .
راۆ ەرمەندی و اۆڕان ە چنونە ان ،چۆنەەن پەۆنەندی
سۆزداری و رێگەاالی و لێکدانەوەی ەسو ئەوان ر ڕ ێ
ا نگەان ە ە لە اە ەک دن و ڕتکخستو کەسا ەن،
ا
پەرەسەندن ئەخنە پەۆنەندۆەە کۆمەڵ ەریەە ان،
دروس بنون نناس و چەم خند لطف
ابادی)651:2001
ی
پرۆسەی ر
ۆڵکردن هەڵچوون
کۆنت
کۆنی دن ە چنون ئاماژە ە بۆ ئەو سی ی
ارییانەی کە
بە اردە چیتن بۆکەمک دنەوە ،زیادک دن ان پاراستو ئەزمنونە
ی
ڕەج سی ی
سۆزداریەە ان.
ارییەە ان کۆنی ل ک دن
ا
ە چنونە ان اۆڕان سۆزداری و مەعنیب و کۆمەڵ ەریەە.
ک دەوەی خ اپ لە سی ی
اریانەدا دەرنان ڕ ێ ە ن ەرەوە
ە
بگیت لە دروستک دن و پاراستو رێکچنون دەروون .لە
وایە دا چەم کۆنی دن ە چنون ز ر ب اوان و االتگیە
و کۆمە ێک ە سەی بییۆلۆژی و ڕەبتار و دەروون ۆ ەار و
نائا ا لەخۆدەانت )191:2002،Grossمۆدێیل ە سەی
کۆنی دن ە چنون رتگە ەج نیتەە بۆ رێگەاالی لە
ا
سی ی
ارییە ان رتکخستو ە چنون ،لە ساڵن ڕاب دوو لە
لەم ەن زانا ا س ناسیندرا ،کە لە نمنونە ەدا چەند
ە ە،ئەوان یک:
بنون
سەرەج
انیمانە ەج
)551:2002،Gross
ل ڕاس ەدا پچ اودەنگە ك نیە ل نچنان زانا اندا دەربارەی
ا
ی ،ب ڵ ب چنە ی
چنون وناوەڕ
االتنون
ەێگ
ر
االو دەرنانی ل س ر ۆم ێك ەێك ار ڕتك ك وین ئ ا ر
االتنون چنون دێ
ابنون وە ئ وكات ب وارای ەێگ
ر
:
چنونو ش ەێگ االتنو
بنیتی ل -:ەکە :انن اوی
ا
ەچییست وەڵمدان وەی ب بۆ ئ و بارود خان ی دێن
ە یش ب چنە ج انن او وارا ن زیادەڕەوی بكات ن
وارە
چنون كان،
ل
من نرر یک بنیتنێ
ا
بارود خ ۆم ڵ رە كان
چنون كان ەچییست ل ا
ی بارەی وروژتن رەكان ئ
بین وە ،و انن اوبن ل ا
چنون :رناناكان راك
چنون .دووە :کۆنی دن
چنون كان وبایاردان
دەردەخات ل س ر ڕتكخستو
ل س ریان ،وە رنانای م یک ری ك ل ئاوار كان ان
ل ئ ستادا
دواخستو ەری دن ەچییس ە كان دەردە وت
دەورنت بایاردان ل
س ەان ەێدەكات ،وە ەلیەدا
کۆنی دندا التحكم ە الض طی ب وارای بایاردان ل س ر
ی ان
ئ ندازەی چنون ونزر چنون ل ڕووی رنند
سننرە ی سمور .)73 :2012 ،مەبەس لە ۆنی ك دن
و سۆز و ە چنونە ان ئەوە ە ە بتنانی
ەس
آ.بابەن کۆنی دن ە چنونە ان باسێ زیار ە لە زا بنون
بەسەر ە چنونە نەرتنپەە ان ان رەن ا اۆڕیو ئەزمنونە
سۆزداریەە ان ،بۆ نمنونە با یک دن باری دەروون خ اپ
ب .کۆنی دن ە چنونە ان ئاماژە ە بۆ ئەو ە سانەی کە
بە ایانەوە د اری دەکنت م ە ان ا ەس و سۆزیان لە
156
Journal of the University of Garmian 10 (1), 2023
ارێک دەربین و چۆن ئە
دەریان بین .
،ەروە ا بەڕتنەبەری ینرابخانە اردە ات بۆ دابینک دن
ەمنو ەێداویسو و کەرەستە ان بەمەبەسو ئاسان اری لە
پننە ان وانەورنەوە ،پاراستو ڕتکیپێ ەۆل بۆ جچ ەجێک دن
ە
بیک دنێ ارا و چامە.سیەە :با یک دن ئەدای مامۆستا ان
ا
و اە ەەێدان رنانا انەان :ا نگەدان ار ە
ایی باخچەی منداڵن
الەن مامۆستا و بەرزک دنەوەی ئاستەکەی
بۆ اە ەەێدان ە ر
ەکێکە لە ئەرکە سەرەکپەە ان بەڕتنەبەری ینرابخانە،
لەڕتگەی کابننەوە و سەمپنار و خنلە انەوە دەرناننت ئەدای
مامۆستا پەرەەی درت و رنانا انەان پەرەەی درت ،کە لە
بەرام ەردا لە بەڕتنەب دن ەۆل و ڕتکخس ندا ڕەنگ دەدارەوە.
چنارە :دەستەبەرک دن و بە ار چنان ئام از و کەرەستە
ارمەرەدەرە ان:بە ار چنان ئام از و کەرەستە ارمەرەدەرە ان
ەکێکە لەو ۆ ارە ا ن انەی کە اریگەری لەسەر بەڕتنەب دن
ەۆلە ان ە ە ،سەرن دان بەوەی کە مامۆستا ەندێک جار
ڕووبەڕووی ک الەی چاوەڕواننەک او دەبیتەوە لە بەدەست چنان
ە
بەڕتنەبەر ار ب ات بۆ
ئامیە ان ،بایە دەب
ئام از و
ئامادەک دن ئام ازە ان بۆ مامۆستا لە ان خایدا و بە یەبارەی
مامۆستا ان بە
ەچییس بۆ ارە پەروەردەۆەە ان ،و دەب
راۆ ەت نیت ان ئاراستە بکنتن بۆ چۆنەەن بە ار چنان ئام ازە ان
و سنودمەندبنون لچەان.ەین ە :سەردان ەۆل ،ە سەن اندن
ا
مامۆستا و بەدواداچنون بۆ منداڵن لە ەۆلدا :سەردان ەۆل ڕتگە
بە بەڕتنەبەر دەدات وتنە ەج ڕوون ەریەڕ لە مامۆستا ان
ا
سەبارەت بە منداڵن باخچەکەی و ارلێک و
ەب
مامە ە ان لە ەۆلە انەان و دەربەت دەدات بە با یک دن
ە یێستە ە
بی اری و پەروەردەۆەە ان بە ارمەرەدان مامۆستا ان
ە
بۆ با ی ک دن م ەن جچ ەجێک دنەان لە ڕتکخستو بیبنون
ا
خیتند اران .ە ە :ا نگەدان بە اروباری منداڵن :بەڕتنەبەر
ا
بەرپ سەارتو لە ئەستۆدا ە بەرام ەر بە ئا اداربنون لە منداڵن
و ئا اداربنونەان ،ەروە ا ا نگیین ئەرکە ان بەڕتنەبەر لە
ا
ڕووەوە ەچییسو رێگەاال نە لە منداڵن لە ڕووی دەروون و
ا
کۆمەڵ ەریەەوە ،و ارلێ ک دن لەاە ەاندا بە چنە ەڕ کە وا
دە ات ەس ەان ەەو ب ات و ەەیانپو ەب و ار ب ات بۆ
تنمان و ڕاوت اری بە چنە ەج االتگی
ڕتکخستو بەرنامەی ڕ ر
ا
بۆ م ەنە دەروون و کۆمەڵ ەن و ئە اد ا و ئا اریەە ان ان
بەدواداچنون ب ات بۆ ئەو ک الانەی کە دێینە سەر رت ای بە
چامە و اریگەر .وەورە :اە ەەێدان ە الەی
چنە
مامۆستا :اە ەەێدان ە الەی مامۆستا و بەدواداچنون
اە ەەێدان و بەرزک دنەوەی ئاسو کە دوو چنە لە خۆی
دەانت :ا .اە ەەێدان مامۆستا لە بابەن پسەۆڕیەەکە دا :ان
بەردەوامبنون لە بابەن پسەۆڕی ئە اد ا وەڕ مامۆستای
پەروەردەن مامۆستا:
بابەرێ د اریک او.ب .اە ەەێدان م ەن
ر
ە چنونانە ئەزمنون بکەن و
ج .سی ی
ارییەە ان کۆنی دن ە چنون ە بە چنەی
ۆ ەاری و کۆنی او ،و ە بە چنەی نا ۆ ەاری نائا ای
و لەخۆوە بە اردە چیتن .)551:2002،Gross
ی
گونجان پیشەن
انن ان ئەو د خە ە کە ڕەچاوی ەێداویسو و داوا اریەە ان
راە دە ات و بە ەەو ئەو ژینگە ەی کە ەریبنون رەواوەن خۆی
قبقوب ،زوقة )67:2017،ەروە ا
بەدەس دە چنێ
ی
اپلیی ەەو وا ە انن ان پەۆنەندۆەەج اوئا ەن م ە لە
ا
وکۆمەڵ ەرەەی ریەدا دەژت
اە ئەو ژینگە بیی
الداهری .)15:2008،و زانا سیپەر چەم انن ان بە
چنە ە کنرت دە ارەوە :دەستکەورێ االو ان رێکە دن
چەند جۆرتک لە م ەنە راۆ ەرە ان انن اندنە سازانەی ،کە
دوو چنە لە خۆی دەانت ،ئەوان یک بنیتی لە خۆانن اندن
انن ان خندیی کە پەۆنەندی بە خۆڕتکخستو دەروونو
ا
را ەوە ە ە و ئەوی د کە انن ان کۆمەڵ ەرەە بە وارای
پەۆنەندۆەە ان نچنان خند و ئەوان د کەوە دێ
الخالدی. )99:2009،
ی
ی
ی
می:انتیم بەدەستهێنان گونجان پیشەن بۆ بەڕێوەبەری
ا
باخچەی منداڵن و دیسیپلینەکەی
پەروەردەن جچ ەجێ ار لە
بەڕتنەبەر وەڕ سەرپەر ەاری
ر
بەڕتنەب دندا اردە ات و ڕتکیپێ دەپارتزت بە ئەن امدان ئە
ئەر انەی خنارەوە :ەکە :پنندانان و ڕتکخستو اری
ا
باخچەی منداڵن :اری ەۆل اریگەری لەسەر اری باخچەی
ا
و بە ەێچەوانە ەوە ەر راستە ،پاراستو
منداڵن دەب
ا
ڕتکیپێ االو باخچەی منداڵن اریگەری لەسەر ڕەون اری
ەۆل و ئە پاراس نە ەچنسو بە ڕتکخسی و ،ەچییسو بە
پنندانان ە ە ەروە ا ،ەچییستە بەڕتنەبەر پەر یش ئەوە ب
کە ە یک دەس ەێک دن دەوا زوو ئامادە ب بۆ ئەوەی بتنان
پەروەردەن
اری ڕ ژانەی دەوا ڕتک خات و ژینگە ەج
ر
رەندروس دروس ب ات ببێ بە نمننە ەڕ بۆ ارەکە را
ئەوانپی چاوی ە
ل بکەن .دووە :ئاڕاستەک دن و بەدواداچنون
ا
بۆ اری باخچەی منداڵن :بەز ری ئاراستەک دن دروس بە
ڕ وێ م د ستانە ئەن ا دەدرت کە کە ێ دەروون و
ا
کۆمەڵ ەن ب خسینێ و ان ەمنوان دەدات بۆ ارک دن و
د نەابنون لەوەی کە ارەکە چنە ەج رەواو ئەن ا دەدرت
بەڕتنەبەر ەێداچنونەوە بە پنن وانە ان مامۆستا ان دە ات و
وانە انەان ئامادە دە ات ،د نەا دەبیتەوە لەوەی کە مامۆستا ان
پنن با ەان بۆ ئەدارە ک دن ەۆل و پاراستو ڕتکیپێکەەکەی
157
Journal of the University of Garmian 10 (1), 2023
بەو ارو چام ەانە دەورنت کە ەچییسی بۆ بەرتنەبەرە ان لە
بنارە جەاجەا ان ارک دندا ،ارەزای و زانەاری ەچییس ەان بۆ
دابی ب ات بۆئەوەی ئاسو رنانا انەان و ئەدا ان بەرزب ارەوە بۆ
بەدۆ چنان ئامان ە ان دەز ا ە .ا نگیین ئەو بنارانە وەڕ:
ەکە :بناری پنندانان :پنن دانان ەکێکە لە ڕەاەزە
ا نگە ان ە سەی ار ە
ایی ە یک ە سە ان ر دەکەوت ،
چننکە سەرکەورو ەر ارتک بە چنە ەج سەرەج لەسەر
پنن با دارت راوە ،پنن دانان یک بەمانای دانان ئامانە و
سەاسەن نەخالەک الان و دانان مە انزر انن او و بایان و
چۆنەەن ان ەچییس بۆ جچ ەجەک دنەان .وەڕ سەرکەورو
پننەکە لە د اریک دن جۆروچۆنەەن بەر ەمە اندا .ڕادەی
اوئا ەنگەان لەاە ەێداویس ەە ان کۆمە گە بەژداری دە ات
ا
لە ڕەخساندن بابەت و بارود ن زیار لە وەڵر ڕتکخ اوەکە
بۆ ەێداویسو ژینگە و رنانای بەدۆ چنان ئامان ە دان اوە ان
وەڕ ەچییس .دووە :بناری ڕتکخسی :ڕتکخسی ەکێکە لە
رنخمە بنەڕەرەە ان ە سەی ار ە
ایی ،ئەوییک ەێک ارەی
ڕتکخ اوەی ئەداریە ان ئەو چنارچچنە ە ە کە ەو ە ان رێدا بۆ
بەدۆ چنان ئامان ە دان اوە انە ،ەروەڕ دابە اریە ان اری
ا
ئەداری ڕوون دە ارەوە وئاماژە بەو دەسەڵرانە دە ات کە ەیەان
دراوە .ز رجارییک دەز ای ار ە
ایی لە ەر دەز ا ەڕ لە ە
ش
ا
ئاسو ار ە
ئاسو ار ە
ایی باڵ ،ناوەند ،خناروو
ایی ەێک دێ
ان جچ ەجێ اری ەریەڕ لەو ئاستانە ئەرڕ و بەرپ سەارتو
خۆی ە ە کە جەاوازی ە ە لە ئاستە ان ر وسن،
تنمان :ئاڕاستەکە پەۆنەندی بە
53:2015ی سچ ە :بناری ر ر
رتنمان وئاڕاستەک دن ژتنبەژت ە ان ە یک و لە ان
ر
جچ ەجێک دن ارە انەدا ە ە لەڕووی ەێدان رتنمای ەچییس
بۆ جچ ەجێک دن و چۆنەەن مامە ەک دن لەاە ئەوزەومەن و
ک الانەی کە ڕووبەڕوویان دەبیتەوە ،چننکە ەرکەس
اردە ات لە ەر دەز او ڕووبەرت ژیاندا ەچییس ەان بە کەسێکە
بۆ ئاڕاستەک دن و رتنماۆەک دنەان.چنارە :بناری کۆنی :
ە
بەەو
ارەکە
کۆنی دن زامنک دنە بۆئەوەی
ە
و د نەابی لەوەی
ەن بکنت
نەخالەک الک اوەکە جچ
کە ارمەندان ار بە اسا ان ارو ڕەبتارە و س سیتەر
رتکخ اوەکە پەۆنەسی ەکێک لە ارە بنەڕەرەە ان کۆنی
ەچنانەک دن ئاسو ئەدا و ڕاستک دنەوەی ئەو مدانانە ە کە لە
ان ارک دندا ڕوودەدەن .ەین ە :بناری رەنسپق :ەکێکە لە
ئامانک بە ەکەو ئەدارەکە .رەنسەب اریگەر لە نچنان
چام ەە ان دامەزراوەکەدا لە ئەن ار ئەدای اریگەرە لە
ەمنو ارو چام ەە اندا وسن56:2015،ی ە ە :بناری
ە سەن اندن :ە سەن اندن ئەوە دەردەخات کە ئا ا ئەدارەی
باخچە سەرکەورنو بنوە لە بەدۆ چنان ئامان ە پەرووەردەۆەە
پەۆزەوک دن کۆمە ێک چناز بۆ ڕا چنان مامۆستا لە م ەنە
جۆراوجۆرە ان پەروەردەدا ،وەڕ چنازە ان وانەورنەوە،
بە ار چنان ەندێک ئام از و پەرەەێدان رنانا ان لە بناری
ە سەن اندن و چام پەە ان ەۆل ئازادنە ،د نەا بنونەوە لە
بنون رنانای ڕتکخستو رۆماری نم ە ان و رنانای ەک دنەوە
و ڕەخنەا رن لە مەن ەج و کتچو خیتندن و دەربایو بۆچنون
لەسەر خا ە بە ەی و موازە ان رنانا ان و پەرەەێدانەان بۆ
مامە ەک دن لەاە ەمنو کەسێک کە بە دارە لە ارە انەدا،
وەڕ خیتند ار و ار ە
ای و دا ک و باوڕ و کەسان ر .
ال جیم)220-21:2000،
ی
گونجان پیشەن:
پەیوەندی بەرێوەبەر بە
ا
ڕ بەڕتنەبەر ەکێکە لە ئەرکە ەرە رەوەدا و ڕازیکەرە ان
اریگەری لەسەر
جپ ان ار ،چننکە بەڕتنەبەر دەرنان
کەسان ر ب و ببچتە ما ەی ڕەزامەندی لە ار ،لە بەرام ەردا
دەرنان ببچتە ما ەی ەبیاری و نائنمێدی لە یتو اردا ئەاەر
ب نەرنان مامە ە لەاە ک الە ان ئەو را انەدا ب ات کە بە
اوەن د ،داوا
ژی ی لەاە ەدا اردەکەن ،ی ئ ستدمل دن و ک ر
دە ات کە بەڕتنەبەر ا ن بە ەسو ئەو را انە بدات کە
سەرک دا ەریەان دەکەن و ئەو بارود خانە با ی بکەن کە ارەکە
ا
لەژت دا بە ئەن ا دە ات و بەرزک دنەوەی ...مۆڕا ئەو را انەی
کە لەاە ەدا اردەکەن ،و وەزیان لە ڕازیک دنەان ب لە یتو
ی
دەدات بە ارەکە.
ەمان ا ن
ارەکەدا ،و ئەمە
عداد)91:2017،
الەن ،چننکە
ە ش سەرک دا ەن ز ر ا نگە بۆ انن ان ە ر
ژینگەی ارک دن انن او لەم ەن بەڕتنەبەرەوە دابی دەکنت ،
وبەرتنەبەر ەر چنازتک ان رت ا ەج بەرتنەبەردن کە لەاە
ئەو را انەی کە ەێکەوە ار دەکەن پەۆزەوی دە ات ئەوە
اریگەری لەسەر ڕادەی بالارە ان دەب کە ڕووبەڕوویان
دەبیتەوە ان ئاسو انن ان ە الەۆەان لەاە ارە انەاندا،
ی
بەرینەبەر بۆ کەسانەی می ار دەکەن ەسو ا ن
دەب
ی
روخۆش و زەردەخەنە ان ەیب ەخال ،ڕوخساری ا ژ
ەەدان ،
و ەی ک دن ،نەب و ار ک دن ەمنو ێک نەب بە ن
ا
کەنا انن اوی پەۆنەندی نچنان خۆی و ئەوانەان بۆ دابی
ب ات ،و لە مامە ە ان لەاە ەاندا بەدوای دادپەروەریدا
دەاەڕت ،و ب ەیاری و خەمۆج لە کە ن ەوای ار دوور
دەخارەوە عداد)91:2017،
ی
ی
گەشەپێدان پیشەن الی بەرێوەبەر یان باخچەی
بوارەکان
158
Journal of the University of Garmian 10 (1), 2023
)(OBQ
Obsessive
وەسناسەە ان belief
questionnaireو رتکخستو مەعنیفەە ارنۆ س و
او اران ی بە ار چیاون .دەرئەن امە ان بە چییە بنون
کە پەۆنەند ەج بە ەی ە ە لە نچنان لۆمە ک دن خند لە
اە باورە وەسناسەە ان و ەکێک بنو لە ا نگیین
ۆ ارە ان بۆ ە البپنەک دن بیوباوەڕە وەسنەسەۆەە ان،
لە نچنان دوو اۆڕاوە ە البپنەکەرەکەی ر دا ،یبن دن،
دووبارە ە سەن اندن و ڕا چنان ە البپنەکەررنین
اۆڕاوە ان بنون کە پەۆنەندۆەان بە بیوباوەڕە
وەسنەسەۆەە انەوە ەبنو.
2016ی :پالکنپو
.3ریتیینەوەی ع دلملیک وئەوانپی
پەۆنەندی نچنان ژینگەی سۆزداری ە
خیان و کۆنی دن
ە چنون ە الان ئالنودەبنون .ا نگیین ئامانک
ریتیینەوە زانپو پەۆنەندی نچنان ژینگەی سۆزداری ە
خیان
وکۆنی دن ە چنون لەاە ە الان ئالنودەبنون
ە
التەن یەزای یل ە سەر بە
)323ی کەش دان التنان ن
ار چکەی ی وەی ەئیانە،کە بە نمننەی ریتیینەوەکە بە
ە ییت درابنو .ەچنەری
ەڕەمەج سادە
چنەی
ئامادەک اویان بۆ ەریەکە لە ،ژینگەی سۆزداری ە
خیان
نۆدر اە بنتد یو ەچنەری کۆنی دن ە چنون
ە
سەلڤی ،ڕ ف،ئپنرسۆن ،بارس وب و ک و ا اران یو
منسەوی،
ئالندەبنون
ە الان
ەچنەری
دوستقنین،رو نفک و دزبنل ی .ریت ەران ئەن امەکە ان
ی
بۆ دەرکەوت بە بنون پەۆنەندی ا ن ئاماری بە گەدار لە
ە
خیان لە اە وەزی
نچنان ژینگەی سۆزداری
ئالنودەبنون .و ەروە ا بنون پەۆنەندی بە گەداری
ئاماری لە نچنان کۆنی دن ە چنون و ە الان
ئالنودەبنون بە جۆرتک ئە پەۆنەند ە بە گەدارە بۆ
ەمنو بنارە ان ەچنەری کۆنی دن ە چنونەە بێ گە
لە رنڕەبنونی .ەروە ا ئەن امە ان ن الان دەدەن
ژینگەی سۆزداری ە
ە البپو ە الان
خیان دەرنان
ا
ئالنودەبنون ب ات ،بەڵ نارنان ە البپو کۆنی دن
ە چنون ب ات.
ی
ی
توێژینەوەکان تایبەت بە گونجان پیشەن
بەرنامە بۆ دارت راوە ان ان ئەاەر کسو چناوە نەۆتنانپنە
ا ی و
ئەن ا و ئامان ە خناسیاوانە بەدۆب چنێ
صیاف16،ی
ی
توێژینەوەکان پێشوو
ی
ی
ی
توێژینەوەکان تایبەت بە ر
هەڵچوون
ۆڵکردن
کۆنت
.1ریتیینەوەی ومدەللا 2020ی-ئنردن :کۆنی دن
ە چنون می بەرتنەبەران ینرابخانە ئە لپەە ان لە
عەممان و پەۆنەندی بەئاسو رەبتاری ار ە
ایی نەخنازراو
لە ڕوانگەی مامۆستا انەوە .ا نگیین ئامانک ریتیینەوە،
زانپو ئاسو جچ ەجێک دن کۆنی دن ە چنون
بەرتنەبەری ینرابخانە ئە لپەە ان لە روانگەی
مامۆستا انەوە .نمننەی ریتیینەوە بە رت ای ەڕەمەج
سادە ە ییت درابنو ،ەێک اربنو لە (204مامۆستا لە ەر
دوو رەاەزی ەنیو ە
ر ،لە ینرابخانە ئە لەە ان عمان/اردن
ا
بۆ سا خیتندن) 2019-2020ی .ریت ەر بۆرر ڕاە ش
بە ار چناوە ،ودەرئەن ار ریتیینەوەکە بە چنە ە بنو
کە ئاسو کۆنی دن ە چنون لە ینرابخانە
ئە لپەە ان اری عەممان اەاالتە پلە ەج بەرز و
بەاالو و لە ەمنو بنارە اندا،و ەروە ا نم ەی ئاسو
رەبتاری ار ە
ایی نەخنازراو بە نم ە ەج نز ات ،و
ئەن امە ان یک بەوە ات ،بە بنون پەۆنەند ەج نەرتو
بەلگەداری ئاماری لە نچنان کۆنی دن ە چنون و
رەبتاری ار ە
ایی نەخنازراو.
ە
.2ریتیینەوەی واودی و ئەوانپی 2013ی-رە -ئیان:
پالکنپو پەۆنەندی لە نچنان کۆنی دن ە چنون و
باورە
رتکخستو مەعنیب -ە چنون لە اە
کک یۆنام ناوەندی
وەسناسەە ان لە می خیتند اران ر
اری رە -ەئیان .ا نگیین ئامانک ریتیینەوە زانپو
پەۆنەندی لە نچنان کۆنی دن ە چنون و رتکخستو
مەعنیب -ە چنون لە اە باورە وەسناسەە ان لە می
کک یۆنام ناوەندی اری رە -ەئیان.
خیتند اران ر
کک یۆنام
نمننەی ریتیینەوەکە )302ی خیتند اری ر
ناوەندی خیتندن ا ون مەە ان اری ڕە تە ،کە رت ای
ە ییاردن نمننەکە بە رتگەی ەڕەمەج ب ە یۆناغ ان
النون بنو .ئام ازی ریتیینەوە ە سەارنامەی
ر
کۆنی دن ە چنون راج و ن اریان ی و باوڕە
.1ریتیینەوەی ع نة و ابن طی 2020ی :بیک دنەوەی ئەرتو و
پەروەردەن لە
الەن می رتنماۆە اران
ر
پەۆنەندی بە انن ان ە ر
ینرابخانە ان سەر بە بەرتنەبەرا ەن پەروەردەی دەوروبەری
یندس .ا نگیین ئامانە زانپو بیک دنەوەی ئەرتو و
پەروەردەن لە
الەن می رتنماۆە اران
ر
پەۆنەندی بە انن ان ە ر
ینرابخانە ان سەر بە بەرتنەبەرا ەن پەروەردەی دەوروبەری
پەروەردەن لە ینرابخانە ان
یندس ،سەرجە رتنماۆە اران
ر
سەر بە بەرتنەبەرا ەن پەروەردەی دەوروبەری یندس کە
ا
ژمارە ان 66رتنماۆە ارە لە ەردوو رەاەزەکە بۆ سا
159
Journal of the University of Garmian 10 (1), 2023
خیتندن) .(2019-2020ریت ەر ەردوو ەچنەری بیک دنەوەی
پەروەردەن
الەن بۆ سەرجە رتنماۆە اران
ر
ئەرتو ،انن ان ە ر
بە ار چناوە .ئە ریتیینەوە ە اە تە ئە ئەن امانە بنون
پەۆنەندی راستەوانەی بە گەداری ئاماری لە نچنان
الەن ،ەروە ا لە ئەن امدا
بیک دنەوەی ئەرتو و انن ان ە ر
دەرکەورنە کە ئاسو بیک دنەوەی ئەرتو می رتنماۆە اران
پەروەردەن لە ینرابخانە ان سەر بە بەرتنەبەرا ەن
ر
ا
پەروەردەی دەوروبەری یندس لە ئاس ێ باڵدا بنوە .و پچ
جەاوازیەج بە گەداری ئاماری بنون نەبنوە لە نچنان ناوەندی
ە
ژمی رەن لە ئاسو بیک دنەوەی ئەرتو می رتنماۆە اران
پەروەردەن لە ینرابخانە ان سەر بە بەرتنەبەرا ەن
ر
پەروەردەی دەوروبەری یندس بە ەەو اۆڕاوی رەاەز.
الەن
ەروە ا لە ئەن امدا دەرکەورنە کە ئاسو انن ان ە ر
پەروەردەن لە ینرابخانە ان سەر بە
می رتنماۆە اران
ر
بەرتنەبەرا ەن پەروەردەی دەوروبەریب یندس لە ئاس ێ
ا
باڵدا بنوە.
.2ریتیینەوەی ما و ونة ) :(2018خۆ ار ران و پەۆنەندی بە
انن ان ە الەن می مامۆستا ان ە
بیک دن یۆنام ناوەندی"
ر
ریتیینەوە ەج مە دانیەە لە خیتند ای ناوەندی ە ەد
س دی صالح لە سەدی عام -المسەلة ،جزائ .ئامانک
ریتیینەوەکە زانپو ئاسو خۆ ار ران ،ئاسو انن ان ە الەۆەە
می مامۆستا ان ە
بیک دن یۆنام ناوەندی ،ەروە ا ئامانک
د اریک دن و و پەۆنەندی لە نچنان نم ەی االو ،و
الەن .نمننەی
ڕە ەندە ان بۆ ەچنەری خۆ ار ران ،و انن ان ە ر
ریتیینەوەکە ەێک اربنو لە )30ی مامۆستا لە ینرابخانەی
ناوەندی ە ەد سەعدی سا ح لە سەدی عام ،لە ماوەی
ا
سا خیتندن .(2017-(2018ریت ەر لە ریتیینەوەکە دا بۆ
الەن ەچنەری
ەردووڕ اۆڕاوی خۆ ار ران و انن ان ە ر
کۆران ریتیینەوەکەدا ئەن امە ان اە نە
ئامادەک د .لە
ر
پالەن اەورە ە ،و
ئەوەی کە ئاسو خۆ ار ران و انن ان
ر
ەروە ا پەۆنەند ەج بە گەداری ئاماری اەورە بنون ە ە لە
نچنان نم ەی االو و رە ەندە ان ەچنەری خۆ ار ران ،و نم ەی
الەن ،و نم ەی االو ،و ەچنەری
االو ،و ەچنەری انن ان ە ر
الەن،ونم ەی االو ،و بنون جەاوازی بە گەداری
انن ان ە ر
ئاماری لە نچنان ناوەندە ان نم ەی مامۆستا ان ە
بیک دن
یۆنام ناوەندی.
.3ریتیینەوەی ولەمە و امیة :(2020بالاری دەروون و
الەن لەمی ڕا چنەران باخچەی
پەۆنەندی بە انن ان ە ر
ا
منداڵن ،ریتیینەوە ەج مە دانەە لە اری المسەلة -
جزائ .ئامانک ریتیینەوەکە بنیو بنو لە زانپو ئاسو بالاری
الەن لە می ڕا چنەران باخچەی
دەروون و ئاسو انن ان ە ر
ا
منداڵن ،نمنونەی ریتیینەوەکە 40ی ڕا چنەر بنون ،لە
ا
ماوەی سا خیتندن )2019-2020ی .سەبارەت بە ئامزازی
ریتیینەوە ،ریت ەر ەستاوە بە بننەاد نان ەچنەر بۆ بالاری
الەن ەچنەری ئامادەک اوی
دەرون و ەروە ا بۆ انن ان ە ر
ا مان محمند عبەدی یبە ار چناوە .ئەن امە ان بە چییە
بنون ،بنون پەۆنەند ەج بە گەداری ئاماری لە نچنان بالاری
الەن لە می ڕا چنەران باخچەی
دەرون و انن ان ە ر
ا
منداڵن.
.4ریتیینەوەی خلن 2019ی :بالاری دەروون و پەۆنەندی بە
سەرەران ،ریتیینەوە ەج
الەن لەمی مامۆستا ان
ر
انن ان ە ر
مە دانەە لە ەندێک لە ینرابخانە سەرەراۆەە ان اری
رق ب-جزائ .ئامانک ریتیینەوە دەس ن الانک دن ئاسو
بالاری دەروون بنوە لە نچنان مامۆستا ان ینرابخانە
الەن لە نچنان
سەرەراۆەە ان ،ەروە ا ئاسو انن اوی ە ر
سەرەران لە ەندێک لە ینرابخانە
مامۆستا ان خیتندن
ر
سەرەراۆەە ان رق ت ،ەروە ا زانپو پەۆنەندۆەانە ،نمننەی
ریتیینەوەکە بنیو بنون لە 120ی مامۆستا ،ریت ەر بۆ اۆڕاوی
الەن
بالاری دەرون ەچنەری بنەات ناو و بۆاۆڕاوی انن ان ە ر
ەچنەری ئامادەک اوەی منری امەلەا 2017ی بە ار چنا.
وئەن امە ان بە چنە ە بنون :ئاسو بالاری دەروون می
سەرەران بەرزە ،ئاسو انن اوی
مامۆستا ان خیتندن
ر
الەن لە نچنان مامۆستا ان خیتندن سەرەراۆەدا بەرزە.
ە ر
پەۆنەندن لە نچنان بالاری دەروون و
ەروە ا بنون
ر
الەن لە نچنان مامۆستا ان ینرابخانە
خۆانن اندن ە ر
.
جەاوازن ئاماری لە نچنان بالاری
ە
سەرەراۆەە اندا ە
ر
الەن لە نچنان مامۆستا ان ینرابخانە
دەروون و انن اندن ە ر
ە
.
سەرەراۆەە اندا بنون نیەە بە ەو اۆڕاوی ڕەاەزیەەوە جەاوازی
ئاماری بنون نیەە لە نچنان بالاری دەروون و انن اندن
سەرەران بە ەەو
الەن لە نچنان مامۆستا ان خیتندن
ر
ە ر
اۆڕاوی پلەو ئاس .
ی
ی
توێژینەوەکان پێشوو
گفتوگۆکردن
ا
لە ڕووی ئامانک ریتیینەوەوە ز ربەی ریتیینەوە ان لە ەو
زانپو ئاسو جچ ەجێک دن ەریەکە لە اۆراوە انن لە سەر
کۆمە گای ریتیینەوە ،ەروە ا زانپو پەۆنەندی نچنان
اۆراوە ان.ئامانک ریتیینەوەی ریت ەران یک بە ەمان چنە
بنی پەە لە زانپو ئاسو کۆنی دن ە چنون و پەۆنەندی بە
ا
انن ان ە الەۆەەوە لە می بەرتنەبەران باخچەی منداڵن
اری سلێمانەدا .سەرجە ریتیینەوە ان و او ات ریت ەران یک
مپتۆدی وەسفپەان بە ار چناوە .لە ڕووی سامدڵەوە ەری کە لە
ریتیینەوە ان بە ەەو کۆمە گای ریتیینەوەکەو جۆری
ریتیینەوەکە ە ی
ەانیاردووە ەروەڕ لە سەرەوە ئاماژە دراوە بە
ا
رت ەکەی ،و سامدڵ ریتیینەوەی ئێمە بنیتو بنو لە ەمنو
کۆمە گای ریتیینەوەکە ،وارە 78ی بەرتنەبەر .سەرجە
ریتیینەوە ان بۆ بەدۆ چنان ئامان ە انەان ئامزازی انن اویان
ا
ی
اوبەش نچنان ەمنویان ئەوە ە ان
بە ار چناوە و خا
ەچنەریان بنەات ناوە ان یه ئامادەک اویان بە ار چناوە ،او ات
ریت ەرییک لە ریتیینەوەکە دا بۆ بەدۆ چنان ئامانک
160
Journal of the University of Garmian 10 (1), 2023
جەا اری -اوکۆلكەی پەۆنەندی نم ەی ەر بزاە ەڕ بە کۆی
استگۆن روا ەت – جێگیی ی بۆ بزاە ان
االو نم ە ان -ڕ
ر
استگۆن وجێگیی
ەچنانەکە ئەن امدا .ریت ەران دوای ئەوەی ڕ
ر
بۆ ەچنانەی کۆنی دن ە چنونی د اریک د ،ەچنانەکەی بە
کۆران (42بزاە ما ەوە ،بە چنە ەج االو بزاە ان
چنەی
ر
ا
ڕوون بنون لەمی بەرتنەبەران باخچەی منداڵن و ان
ا
ەچییس بۆ وەڵمدانەوە 6ی خنلەڕ بنو ،ەروە ا ب اردە ان
ا
وەڵمدانەوە لە ناوەڕ ج بزاە ان بە جۆری ەینە ب اردە
دارت رابنو ،وارە)5یب اردە لەبەرام ەر بزاە ان ە ە ،کە بنیتی
لە بەبەردەوا ،ز رجار ،ەندێک ار،کەم ار ،ەرایی وبە ای
ب اردە ان بنی ەە لە 1،2،3،4،5یبە ەمان ڕیزبەندی بەرام ەر
بزاەنەرتنپەە ان نم ە ان ەێچەوانە ،دەبنەوە ،وارە بەرزرنین
نم ەی ەچنەرەکە 210ی نم ە ە و نزمیین 42ینم ە ە.
الەن :لەبەر نەبنون
بۆرر ڕاوەرا ی بۆ ەچنانەی انن ان ە ر
الەن
ەچنانە ەج انن او بەزمان کنردی بۆ ەچنان انن ان ە ر
ا
می بەرتنەبەران باخچەی منداڵن،ریت ەران پەنا ان ب دە بەر
الەنی بە زمان
بە ار چنان ەچنانە ک دن اۆڕاوی انن ان ە ر
ەستا بە [ دار نەوەی بزاە انی
عەرەن بۆ ئە مەبەستە
الەن-
ەک دنەوەی ئاماری بۆ بزاە ان ەچنانەی انن ان ە ر
ەیی جەا اری -اوکۆلكەی پەۆنەندی نم ەی ەر بزاە ەڕ
استگۆن روا ەت – جێگیی یه
بە کۆی االو نم ە ان -ڕ
ر
استگۆن وجێگیی بۆ
ریت ەران دوای ئەوەی ڕ
ر
ەچنانەی کۆنی دن ە چنونی د اریک د ،ەچنانەکەی بە
کۆران (48بزاە ما ەوە ،بە چنە ەج االو بزاە ان
چنەی
ر
ا
ڕوون بنون لەمی بەرتنەبەران باخچەی منداڵن و ان
ا
ەچییس بۆ وەڵمدانەوە 7ی خنلەڕ بنو ،ەروە ا ب اردە ان
ا
ە
ش ب اردە
وەڵمدانەوە لە ناوەڕ ج بزاە ان بە جۆری
دارت رابنو ،وارە)3ی ب اردە لەبەرام ەر بزاە ان ە ە ،کە بنیتی
لە ەم الە ،ەندێک ار ،ەرایی وبە ای ب اردە ان بنی ەە
لە 1،2،3یبە ەمان ڕیزبەندی بەرام ەر بزاەنەرتنپەە ان
نم ە ان ەێچەوانە ،دەبنەوە ،وارە بەرزرنین نم ەی ەچنەرەکە
144ی نم ە ە و نزمیین 48ینم ە ە .دوای د نەابنون ریت ەر لە
ڕاسو و جێگیی ئامزازی ریتیینەوەکەی ،ریت ەران لە ڕتکەون
27-4-2022ی بە چنەی دەسو و ئەلەکی ن دەس پەان ک د
بە جپ ەجێک دن ەچنانە ان ریتیینەوەکەی بەسەر کۆمە گەی
ریتیینەوەکە دا ،کە ەێک اربنو لە 78ی بەرتنەبەران باخچەی
ا
منداڵن اری سلێمان لە ەر دوو ڕەاەزی ەنیو ە
ر ،لە ەردوو
ا
بەرتنەبەرا ەن ر ژ ەڵت و ر ژئاوا وکنر و ناون ای،دوای
ەێدان ڕوونک دنەوە لەم ەن ریت ەرانەوە دەربارەی ریتیینەوەکە
ا
داوا ان لە بەرتنەبەران ک د بە وردی وڕوون وەڵر اال
بزاە ان بدەنەوە ،دوار سەرجە بۆرر ڕاە سەە ان کۆک دەوە،
ریتیینەوەکەی و اەاالی بە ئەن ا ،بۆڕر ڕاوەرا ی راۆ ەت بە
الەن بە ار چناوە.
کۆنی دن ە چنون و انن ان ە ر
سەبارەت بە ئەن ار ریتیینەوە ان ،ەریەکە ان ئەن امێک
دەرچنو،بە جۆرتک لە ەمنویاندا ئاسو کۆنی دن
الەن بە ەەو اۆڕاوە ان خایان بەرز بنو
ە چنون وانن ان ە ر
و لە ەمان اردا لە ز ربە اندا پەۆنەندی بە گەداری ئاماری
ەبنو ان بە ئەرتو ان نەرتو ەروەڕ لە ی
بەش سەرەوە بە
وردی ئاماژەی ەێدراوە
ی
ڕێ:ارییەکان توێژینەوەکە
میتۆدی توێژینەوە:ریتیینەوەکە ریتیینەوە ەج وەسبی
ە،باسەکە ەو دەدات پەۆنەندی نچنان کۆنی لك دن
ە چنون و انن ان ە الەۆەدا لە می بەرتنەبەران باخچەی
ا
منداڵن بد زتتەوە.
کۆمەڵگەی توێژینەوە:کۆمە گەی ریتیینەوەکە ەێک اربنو
ا
لەسەرجە بەرتنەبەران باخچەی منداڵن لە سەرجە
باخچە ان ون ا و ناون ای سەر بە ەردووبەرتنەبەرا ەن
ا
ا
پەروەردەی ر ژئاوا و ر ژ ەڵت اری سلێمان .بۆ سا
خیتندن 2021-2022ی و ژمارە ان 78ی بەرتنەبەرە10 ،ی
بەرتنەبەر لە ڕەاەزی ەنی و 68ی بەرتنەبەر لە ڕەاەزی ە
ر،
وەڕ لە خالتەی 1ی دا خ اوەرەڕوو.
خشتەی ژمارە )1کۆمەڵگەی توێژینەوە
ی
ازەکان توێژینەوە
ئامر
ژمارەی بەرتنەبەر
ب ڕتنەب را ن
باخچ ی
وكنر
بهرێوەبهرایه رن
پهروەردەی
ڕۆژئاوا
37
ڕەا ز
ەنی
ە
ر
6
31
باخچ ی
ناوكنر
21
ڕەا ز
ەنی
ە
ر
0
21
بهرێوەبهرایه رن
پهروەردەی
ا
ڕۆژههڵت
14
3
11
6
1
5
ر
گشت
كۆی
51
9
42
27
1
26
ۆی
االو
ژمارەی
بەرتنەبەر
78
بۆڕر ڕاوەرا ی بۆ ەچنانەی کۆنی دن ە چنون :ریت ەران
پەنای ب دە بەر بە ار چنان ەچنانەی کۆنی ک دن ە چنون
زبی ی یفی کە بە زمان کنردی ئامادەک ابنو ،و ژمارەی بزاە ان
42ی بزاە بنون .پا ان بۆ ئەوەی ەچنانەکە بگنن ێ لە اە
ەیی
کۆمە گەی ریتیینەوەکە ئەوە ەک دنەوەی ئاماری
161
Journal of the University of Garmian 10 (1), 2023
کۆران ەچ ات.
ئەن امدانەکە لەبەرواری ) 26-5-2022ی
ر
ریت ەران ارە ئاماریەە انیەان لە ڕتگەی بە ار چنان ە ا ار
ا
SPSSی ەا ەی ئاماری بۆ زانستە کۆمەڵ ەرەە ان ەیژن
Cronbach’s Alphaی
25ی بۆ بە ار چنان ئە ئامزازانە
ئەلفا ک ن اخ بۆ د زینەوەی جێگیی ەچنانەOne sample ،
T-testی بۆ دەرخستو ئاسو کۆنی دن ە چنون و
الەن بە چنە ەج االوIndependent ،
انن ان ە ر
sample T-testی بۆ مەبەسو زانپو جەاوازی بە گەداری
الەن بە ەەو
ئاماری کۆنی دن ە چنون و انن ان ە ر
اۆڕاوی ڕەاەز و جۆری باخچە (Pearson Correlation)،بۆ
زانپو پەۆنەندی نچنان کۆنی دن ە چنون و انن ان
الەن.
ە ر
78
ەوارە ە
بەەو ئەو ئەن امەی لە س ا ااەرەوە دەرچنوە دەریدەخات
ا
بەڕتنەبەران باخچەی منداڵن ا ا اااری س ا ا االێمان کۆنی دن
ە چنونە ا ااان ە ە بە ئ ا اااسا ا ا ا ا ا ێ بەرز ،ریت ەر ۆ ا اااری ئە
اتنون
ئەن امە دەاەڕتنچتەوە بۆ ئاس ا ا ااو ر ا ا اانبیی و رێگەاال ا ا ا ر
بەرتنەبەران ،ەروە ا ااا ئەو کۆمە ە خنل و دورار ا ااانەی کە لە
م ەن وەزارەن پەروەردەوە دەکنتتەوە اااریگەری اەورەی ە ە
لە س ا ا ا ا ااەر رااا بەرتنەبەر ،بەو مااانااا ەی ڕەچاااوی ڕتکخس ا ا ا ا اای و
کۆنی دن ەسا ا ا و ە چنونەان خایان دەکەن و دەزانن
بە ەا ەاو ە اایێسا ا ا ا ا ااتە جاەا ا اااوازە ا ا ااان چااۆن رەباتا ا ااار بااکەن ،و بە
افتناایەج ئاارا و ڕتزدارانە لەاە کەسا ا ا ا ا ااان د کەدا و ڕەخنە
ی
یبن ک دن و لە ڕتگەی دا ااالۆج ب ااابەریەەوە ب اااس لە ە س ا ا ا ا ااە
راۆ ەت و اال ا ا ا پەە ان بکەن و بۆچنونە انەان بەڕتزەوە دەربین
و ااان لە بااۆچاانون و باایوڕای بەرام ا ەر ب اگ ا ن.ئەن ا ا ا ااار ئەو
راایتااییاانەوە ە ەکا ا اادەااانتااتەوە لەاە راایتااییاانەوە و اما ا اادەللا و
الرصاۆ ة2020 ،ی.
ی
ی
ر
ر
ی
کۆنتۆڵکردن هەڵچوون الی
ئامانج دووەم :ا .زانیت ئاسات
ی
ڕ
ا
ی
ی
ی
بەڕێوەبەران باخچەی منداڵن شاری سلێمان بەپت گۆراوی
ڕەگەزی نت ویم).
ە
بۆ اەاال ا ا ا ا اای بە ئ ا ااام ا ااان ە ریت ەر ن ا اااوەن ا اادی ژمی رەن و مدان
ا
ەچنەرن نم ە ا ااان بەرتنەبەران ب ا اااخچەی من ا ااداڵن نمنونەی
ر
را ا اایتا ا ااییا ا اانەوەکەی بە ەا ا ا ەاو اا ا ااۆڕاوی ڕەاەز لەس ا ا ا ا ااەر ە ا ا اچا ا اانەری
کۆنی دن ە چنون دەر چنا ،بە بەكار چنان رایەک دنەوەی
ی
ران بۆ دوو نمنونەی س ا ااەربەخۆ independent sample T-
)testی بە پال بەسی بە بەرنامەی ئاماری SPSSی دەرکەوت
ە ن ن tی ئەژمارک او 0.61ی نم ە ە بچنکیە لە ن ن tی
یران
اتەن 1.69ی بە نم ەی ئاازادی 76ی ،لە س ا ا ا ا ااەر ئااس ا ا ا ا ااو
خال ا ا ا ا ا ر
بە گەداری 0.05ی ،وەڕ لە خالتەی ژمارە 8ی د ارە.
خستنەڕووی ئەنجامەكان و شیكردنەوەیان :
ئە بە ا ا ا ااە راۆ ەرە بە ا ا ا ااەک دنەوەی دارا ان و خسا ا ا ا ا نەڕووی
ئەن امە ان بە ایت ەی ڕیزبەندی ئامان ە ان ریتیینەوە کە لە
ی
بەش ەکەر ریتیینەوەکەدا د اااری ک اوە و ڕا ەک دنە ااان و لە
کۆراۆەدا راسداردەو پالنەار خ اونەرەڕوو.
ی
ی
انیت ئاسا ا ا ا ا ا رات ر
ئامانج یەكەم :ز ی
کۆنتۆڵکردن هەڵچوون الی
ی
ڕ
ا
ی
ی
ی
بەڕێوەبەران باخچەی منداڵن شاری سلێمان.
دوای کۆک دنەوەی دار ااا ااان و بە ااار چن ااان بەرن ااامەی SPSSی
ئ ا ااامزازی ئ ا ااام ا اااری One Sample T-testی بابەراورد ک دن
ناااوەناادی ە
ژمی رەن نمنونەی ریتیینەوەکە بەناااوەناادی انیمااانە رن.
ە
لە ئەن امدا دەرکەوت ،کەناوەندی ژمی رەن 162.46یبنو .ئە
ن خە اەورەر ە لە ناااوەناادی انیمااانەی ەچنانەکە کە بنیو بنولە
126ی بە مدان ەچنەری . (1.57ەروە ااا دەرکەوت بە ااای
tی ەژمارک او بنی ەە لە 20.82ی لە ئاسا ااو بە گەداری 0.05
ی ەروەڕ لە خالا ا ا ا ا ااتەی 7ی ڕووناکا اوەرەوە وارە جاەا ا اااوازی
بە گەداری ئاماری بەد دەکنت وناوەندە ە
ژمی رەن اەورەر ە لە
انیمانەن ئەمە ئەوە دەردەخات ئاسو کۆنی دن
ناوەندە
ر
ا
ە چنون بەرینەبەران باخچەی منداڵن لە ئاس ێ بەرزدا ە.
خشتەی ژمارە )7
ی
ی
ی
ئەنجامەکان تاقیکردنەوەی تان یەک نموونە) بۆ نمرەکان
ا
بەرێوەبەر یان باخچەی منداڵن لە ناوەندی شاری سلێمانیبە
ی
ی
گشت لە پێوەری ر
ر
هەڵچوون
ۆڵکردن
کۆنت
شێوەیەیک
نموونە
ناوەندی
ژمتەن
ناوەندی
گریمانەن
ی
الدان پێوەری
هەژمارکراو
خشتەن
خشتەی ژمارەی )8
تان )tدوو نموونە) بۆ نمرەکانی
ئەنجایم تاقیکردنەوەی ی
ی
بەرێوەبەر یان باخچە لەسەر پێوەری ر
ۆڵکردن
کۆنت
ی
هەڵچوون بەپت گۆڕاوی ڕەگەزی نت و یم)
ی
بەهای تان
ئ
ا
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ب
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ە
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ە
ەز
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نمرەی ئازادی
بەهای ی
تان
ر
ئاست
بەڵگەداری
0.05
162.46
126
1.57
77
20.82
1.69
بەڵگەدارە
162
Journal of the University of Garmian 10 (1), 2023
هەژمارکرا
و
خشتەن
نت
10
165.
30
5.81
76
0.61
بەڵگەدار نیە
)0.538
1.69
یم
68
162.04
16.40
بە بەكااار چنااان One Sample T-testی ریت ەر ەسا ا ا ا ا اتااا بە
بەراورک دن ناوەندی ە
ژمی رەن نمنونەی ریتیینەوەکە بە ناوەندی
انیمااانەی .لە ئەن اااماادا دەرکەوت ،کەناااوەناادی ە
ژمی رەن بنی ەە
لە 110.47ی .ئە نا خە اەورەرا ە لە نا ا اااوەنا ا اادی ااانیاما ا ااانەی
ە اچاانانەکە کە باانیااو باانو لە 96ی بە مدان ە اچاانەری . (9.43
ەروە ااا دەرکەوت بە ااای tی ەژمااارک او بنی ەە لە 13.55ی
لە ئاااس ا ا ا ا ااو بە گەداری 0.05ی ەروەڕ لە خال ا ا ا ا ااتەی 10ی
ڕوونک اوەرەوە وارە جەاااوازی بە گەداری ئاااماااری بەد اادەکنت ا
ە
اانەن ئەمە ئەوە
وناااوەناادە ژمی رەن اەورەر ە لە ناااوەناادە انیما ر
اەن می بەرینەبەران باخچەی
دەردەخات ئاس ااو انن ان ە ال ا ر
ا
منداڵن لە ئاس ێ
لەبەر ئەوەی بە ا ا ااای را ا ا یاان ئەژما ا ااارک ا او ب اچ اانک اایە لە بە ا ا ااای
اتەن ئەمە ئەوە دەردەخا ا ااات کە جاەا ا اااوازی لە ناچاانان
خالا ا ا ا ا ا ر
ە
ە
ن اااوەن اادی ژمی رەن نم ە ااان ڕەاەزی نی و نم ە ااان ڕەاەزی ە
ر
لەس ا ا ا ا ااەر ەاچانەری کاۆنای ا ا دن ە اچانون ناەە .بە باۆچنون
ریت ەر ۆ ااارەکەی دەاەڕتنچتەوە بۆ ئەوەی کە ەردوو ڕەاەز
لە ژینگەی اااو ا ا ا ا ااچنەدا ژیااان دەانزەرتی .ئە دەرئەن ااامە
ە انگی نەە لەاە پچ ا لە ریتیینەوە ان ە الن.
ی
ی
انیت ئاسا ا ا ا ا ا رات ر
ئامانج دووەم :ب .ز ی
هەڵچوون
ۆڵکردن
کۆنت
ی
ڕ
ا
ی
ی
الی بەڕێوەبەر یان باخچەی منداڵن ش ا ا ا ا اااری س ا ا ا ا االێمان بەپت
جۆری باخچە حکویم و ناحکویم)
ە
ەچنەرن
بۆ زانپو ئە جەااوازیە ریت ەر نااوەنادی ژمی رەن و مدان
ر
ا
بۆ نم ە ا ااان بەڕتنەبەران با اااخچەی منا ااداڵن لەس ا ا ا ا ااەر ەچنەری
کۆنی دن ە چنون دەر چنا ااا پا ااا ا ا ا ا ا ا ااان بە بەكا ااار چنا ااان
ر ا ا ااای ا ا اە ا ا اک ا ا ا دنەوەی ر ا ا ا یان ب ا ا ااۆ دوو ن ا ا ام ا ا اانونەی سا ا ا ا ا ااەربەخ ا ا ااۆ
)independent sample T-testی بە پال ا ا ا ا ا ا بەس ا ا ا ا اای بە
بەرن ااامەی ئ ااام اااری SPSSی دەرکەوت ە ن ن tی ئەژم ااارک او
1.08ی بە نم ەی ئازادی 76ی ،لە س ا ا ا ا ااەر ئاس ا ا ا ا ااو بە گەداری
0.05ی ،وەڕ لە خالتەی ژمارە 9ی خ اوەرە ڕوو.
بەرزدا ە.
خشتەی ژمارە )10
تان یەک نموونە) بۆ نمرەکانی
ئەنجامەکان تاقیکردنەوەی ی
ی
ا
ی
سلێمان
بەرێوەبەر یان باخچەی منداڵن لە ناوەندی شاری
ی
ر
گونجان پیشەن
گشت لە پێوەری
بە شێوەیەیک
ەوارە ە
بەەو ئەو ئەن امەی لە س ا ااەرەوە دەرچنوە دەریدەخات
نموونە
ناوەندی ژمتەی
ناوەندی
گریمانەن
ی
الدان پێوەری
نمرەی ئازادی
هەژمارکراو
بەهای ی
تان
خشتەن
بەهای ی
تان
9.4
3
ر
ئاست بەڵگەداری
0.05
78
110.4
7
96
77
13.5
5
1.6
9
بەڵگەدار
ە
ا
بەڕتنەبەران ب اااخچەی من ااداڵن ا ا ا ا ا اااری س ا ا ا ا االێم ااان انن ااان
ەا ال ا ا ا ا ااەۆاەا ا ااان ە ە بە ئا ا اااس ا ا ا ا ا ا اێا بەرز .بە بااۆچاانون راایتا ەر
ۆ ارەکەی لێکتێگەاالا ا ا اای و او اری و خۆ ا ا ا ااەویسا ا ا ااو نچنان
مامۆستا ان و ستاە ار ە
ایی و خیتند ارانەوە ب ،وە ەبنون
اەان او اری و دەسا ا ا ا ا ە الا ا ا ا ااخەری لە ا ا ا ا اایتو اردا و زا بنون
بەس ا ااەر بارود خە بال ا اااراویە ان و ڕووبەڕووبننەوە ان ،وە خۆ
انن اندن لەاە ژینگەی ئەرتو و نەرتو لە ناوەوە و دەرەوەی
ژینگەن باخچە و ەبنون ئارەزووی ارک دنەان ئەمە پا نەرت
ر
اەورە ە بۆ ئەوان ،ەروە ا ااا بنون لێکتێگەاال ا ا ا ا اای لە نچنان
ئەن اادام ااان ە
خیان و ئەمە ڕەنگە انن ااان اادنێکە ااان ەی اادات لە
ە ال ا ا ا ا ااەکەدا .ئە ئەن ااامە ەك دەانتتەوە لەاە ئەن ااار
ریتیینەوەی ع نة و ابن طی2020 ،ی ،ریتیینەوەی ما ا ااا و
ونة2018 ،ی ،ریتیینەوەی الال ا ا ا ا اااع و س ا ا ا ا اابەحة2019 ،ی ئە
اەن بەرزە می
ریتیینەوانە دەریانخس ا ا ا ئاسا ا ااو انن ان ە الا ا ا ر
نمنونەی ریتیینەوەکە ان.
ئامانج چوارەم:
ی
لەبەر ئەوەی بە ا ا ااای را ا ا یاان ئەژما ا ااارک ا او ب اچ اانک اایە لە بە ا ا ااای
اتەن بە جۆرە دەردەکەوتا کە جەاااوازی بە گەداری
خال ا ا ا ا ا ر
ە
نەە لە نچنان ناااوەناادی ژمی رەن نم ە ااان بەڕتنەبەران باااخچەی
ا
منداڵن لەس ااەر ەچنەری کۆنی دن ە چنون بە ەەو جۆری
باخچە .لە دوای سەردانەک دن خندی ریت ەر بۆ باخچە ان بە
ەر دوو جۆرەکە ەوە ۆ اااری ئە ئەن ااامە دەاەڕتنچتەوە بۆ
ەبنون ئا اااما ااانە و پە ا ااار ڕوون وئا ااا ا ا ا ا ااک ای با اااخچە ا ااان بە
جۆرتک کە ەریەکە ان بە ە
ن جەاوازی ەو بۆ بەرەوپ الیدن
باخچەکە ان دەدەن ،وارە ز ر بە ڕوون بەر ئەو ەو و ماندوو
بنونەی بەرتنەبەر و ەمنو س ا ا ا ا ااتابە ان باخچە ان کەورم ،کە
چەند بەپەر و د س ا ااۆزانە ار دەکەن بە ە
ن پچ جەاوازیەڕ
لە ەر دوو جۆر وکنر و ناوکنمەەوە.
ئامانک سیەە :
ی
ی
ز ی
انیت ئاس ا ا ا ا رات گونجان پیش ا ا ا ااەن الی بەڕێوەبەران باخچەی
ی
ا ی
منداڵن شاری سلێمان)
163
Journal of the University of Garmian 10 (1), 2023
ی
ز ی
گونجان پیشا ا ا ااەن الی بەڕێوەبەر یان
انیت ئاسا ا ا ا رات
أ.
ا
ی
ی
باخچەی منداڵن شاری سلێمان بەپت گۆراوی ڕەگەز)
بۆ اەاال ا ا ا ا اای بە ئ ا ااام ا ااان ە ریت ەر ن ا اااوەن ا اادی ە
ژمی رەن و مدان
ا
ەچنەرن نم ە ان بەرتنەبەران باخچەی منداڵن بە ەەو اۆڕاوی
ر
اەن دەر چنا ،پا ا ا ا ا ااان بە
ڕەاەز لەسا ا ا ا ااەر ەچنەری انن ان ە الا ا ا ا ا ر
بەك ااار چن ااان ر ااایەک دنەوەی ر ا یاان بۆ دوو نمنونەی س ا ا ا ا ااەربەخۆ
)independent sample T-testی بە پال ا ا ا ا ا ا بەس ا ا ا ا اای بە
بەرن ااامەی ئ ااام اااری SPSSی دەرکەوت ە ن ن tی ئەژم ااارک او
بنی ەە لە 1.58ی بە نم ەی ئ ااازادی 76ی ،لە س ا ا ا ا ااەر ئ اااس ا ا ا ا ااو
بە گەداری 0.05ی ،وەڕ لە خالتەی ژمارە 11ی د ارە.
لەبەر ئەوەی بە ا ا ااای را ا ا یاان ئەژما ا ااارک ا او ب اچ اانک اایە لە بە ا ا ااای
اتەن بە جۆرە دەردەکەوتا کە جەاااوازی بە گەداری
خال ا ا ا ا ا ر
نەە لە نچنان ناااوەناادی ە
ژمی رەن نم ە ااان بەڕتنەبەران باااخچەی
ا
من ااداڵن لەس ا ا ا ا ااەر ەچنەری انن ااان ە ال ا ا ا ا ااەۆو بە ەەو اۆڕاوی
ڕەاەز ،ریت ەر ۆ ا ااارەکەی دەاەڕتنچتەوە بۆ ئەوەی ە ال ا ا ا ا ااەی
ی
ە ە لە ەس ا ا ا ا ااتک دن بە
بەڕتنەبەری با ا اااخچە ڕ ێ ا ن
اندەن و سا ااەممەن و د نەا رن می ەردوو ڕەاەز ،ەروە ا
ئاسا ا ر
ەبنون ەمان ئاس ااو رمیح و کۆ نەدان و جددی لە ارک دندا
و پەۆنەنادۆەان بە ە ال ا ا ا ا ااەکە اانەوە و پااپەنادبنونەان ەیەەوە می
ەردوو ڕەاەز وەک اان ەکە ،وە دابا ایا انا اکا ا دن ەا اێا ا ااداویسا ا ا ا ا ا ا ااەە
مادد ە ان و بنون اەان او اری و متمانە و خۆ ەویس ەان بۆ
ارەکە ان می ەردوو ڕەاەز وا لێک دن وەڕ رەمێک اربکەن
او چنەی
و بگنن ەی لە ڕووی ە الەۆەەوە .ئە دەرئەن امە
دەرئەنا ا ا ا ااار ر اایت اایی اانەوەی خا ال اان2019،ی ئە ر اایت اایی اانەوە
الەن جەاوازی نەە بە ەەو اۆڕاوی
دەریخس ئاسو انن ان ە
ر
ڕەاەز.
گونجان پیشا ا ا ااەن الی بەڕێوەبەرانی
ی
ز ی
انیت ئاسا ا ا ا رات
ب.
ا
ی
ی
باااخچەی منااداڵن شا ا ا ا ا ا اااری سا ا ا ا ا االێمااان بەپت جۆری باااخچە
حکویم و ناحکویم)
ە
بۆ اەاال ا ا ا ا اای بە ئ ا ااام ا ااان ە ریت ەر ن ا اااوەن ا اادی ژمی رەن و مدان
ا
ەچنەرن نم ە ااان بەرتنەبەران باااخچەی منااداڵن بە ەەو جۆری
ر
اەن دەر چنا ،پا ا ا ا ااان بە
باخچە لەس ا ا ا ااەر ەچنەری انن ان ە ال ا ا ا ا ر
بەك ااار چن ااان ر ااایەک دنەوەی ر ا یاان بۆ دوو نمنونەی س ا ا ا ا ااەربەخۆ
)independent sample T-testی بە پال ا ا ا ا ا ا بەس ا ا ا ا اای بە
بەرن ااامەی ئ ااام اااری SPSSی دەرکەوت ە ن ن tی ئەژم ااارک او
بنی ەە لە 1.036ی بە نم ەی ئااازادی 76ی ،لە س ا ا ا ا ااەر ئاااس ا ا ا ا ااو
بە گەداری 0.05ی ،وەڕ لە خالتەی ژمارە 12ی د ارە.
خشتەی ژمارەی )12
تان بۆ دوو نموونە بۆ نمرەکانی
ئەنجامەکان تاقیکردنەوەی ی
ی
ا
ی
گونجان
بەڕێوەبەر یان باخچەی منداڵن لەسەر پێوەری
پیشەن بەپت جۆری باخچە
لەبەر ئەوەی بە ا ا ااای را ا ا یاان ئەژما ا ااارک ا او ب اچ اانک اایە لە بە ا ا ااای
اتەن بە جۆرە دەردەکەوتا کە جەاااوازی بە گەداری
خال ا ا ا ا ا ر
ە
نەە لە نچنان ناااوەناادی ژمی رەن نم ە ااان بەڕتنەبەران باااخچەی
ا
من ااداڵن لەس ا ا ا ا ااەر ەچنەری انن ااان ە ال ا ا ا ا ااەۆو بە ەەو جۆری
باخچە.بە بۆچنون ریت ەر ۆ ارەکەی دەاەڕتنچتەوە بۆ ئەوەی
کە بەڕتنەبەران لە ەردوو جۆری بااخچە وکنر و نااوکنری
ی
ئاسندەن و سەممەن
نەان و
ر
وەڕ ەڕ ەس بەخۆش و د ر
و جێگیو ڕتزا رن دەکەن لە ژینگەی اردا ،ەروە ا دابینک دن
ا ا ااانا ا اادانە ما ا اااددی و ئەخنیپەە ا ا ااان و ریدەڕانا ا اادن با ا ااارود ن
دەوروبەری ا ااان کە ئەوانە بەر ەر س ا ا ا ا ااەرکەورن و انن ا ااان لە
اەن بە دەس ا ا دە چنێ لە ەردوو جۆری باخچە
چام ە الا ا ر
وەکن ەکە،ئە دەرئەن امە ە انگی نەە لەاە پچ ا لە
ریتیینەوە ان ە النو.
ئامانج پێنجەم :
ی
ی
ی
ر
ی
اتۆڵ اک ااردن هەڵ اچ ااوون و
زان ای اات پەی ااوەنا ا اادی لە ن اێ ااوان ک ااۆن ا ڕ
ا
ی
گونجان پیش ااەن الی بەڕێوەبەر یان باخچەی منداڵ ین ش اااری
ی
سلێمان
بەمەبەس ا ا ا ا ااو زانپو و ا ا ا ا ااو پەۆنەناادی نچنان کۆنی دن
اەن می بەڕتنەبەران ب ا اااخچەی
ە چنون و انن ا ااان ە ال ا ا ا ا ا ر
ا
منداڵن ریت ەر اوکۆل ەی پەۆنەندی ەەیسا ااۆن م امل ارر اط
بیسا ا ا ا ااننی بە ار چنا بە پال ا ا ا ا ا بەسا ا ا ا اای بە بەرنامەی ئاماری
SPSSی .لە ئەن ا ا اااما ا اادا دەرکەوت ن ن پەۆنەنا ا اادی لە نچنان
ەردوو اۆڕاوەکە ەکس ا ا ا ا ا ا ااانە بە 0.34ی .وارە پەۆنەن ا ااد ەج
ە ااۆزەر اە ااب مواز ە ە لە ن اچ اانان ک ااۆن اای ا ا دن ە اچ اانون و
اەن .کە ئەن امەکەی لە خال ا تە ەی ژمارە 13ی
انن ان ە ال ا ر
خ اوەرەڕوو.
خشتەی ژمارە (13
ی
ئەنجامەکان دۆزینەوەی هاوکۆلکەی پەیوەندی لە نێوان
ی
ی
ی
ر
گونجان پیشەن
هەڵچوون و
ۆڵکردن
کۆنت
ڕ
گۆڕاوەکان
ی
ر
ۆڵکردن
کۆنت
ڕ
ی
هەڵچوون
ی
گونجان پیشەن
نموونەی
توێژینەوە
ی
نرخ هاوکۆلکەی
پەیوەندی
پتسۆن
ر
ئاست بەڵگەداری
ئاماری 0.05
78
0.34
o. o1بەڵگەدارە
ئە خالا ا ا ا ا ااتە ەی س ا ا ا ا ااەرەوە پەۆاانەنا ا اادی ناچاانان کااۆناای ا ا دن
اەن می بەڕتنەبەران ب ا اااخچەی
ە چنون و انن ا ااان ە ال ا ا ا ا ا ر
ا
ما انا ا ااداڵن روون دە ا ا ااارەوە وارە پەۆ اانەنا ا ااد ەکە پەۆ اانەنا ا ااد ەج
ڕاس ا ااتەوانە ە ئەاەر کۆنی دن ە چنون بەرز ب ئاس ا ااو
انن ان ە ال ا ا ااەایک بەرز دەب وە بە ەێچەوانە ا ا ااەوە ،ریت ەر
ااۆ ا ا اااری ئە ئەن ا ا ا ااامە بااۆ ئەوە دەاەڕت ان اچااتەوە کە ئا ا اااسا ا ا ا ا ااو
کۆنی دن ە چنون دەبیتە ۆی بەرزبنونەوەی انن ان
164
Journal of the University of Garmian 10 (1), 2023
اەن لەناااو بەڕتنەبەران باااخچە وە بە ەێچەوانەوە ا ا ا ا ااەوە
ە ال ا ا ا ا ا ر
انن ان ە ال ا ا ا ااەۆ یک دەبیتە ۆی بەرزبنونەوەی کۆنی دن
ە اچ اانون ،چ اانن ااکە ک ااۆن اای ا ا دن ە اچ اانون ب اانی ا اپ ااەە لە
ڕتکخساتو خند کە ارمەن راە دەدات بە ئا اۆەەوە ڕووبەووی
بارود خە ان و بال ا ا ا ا ااارو س ا ا ا ا ااەختەە ان ژیان ببچتەوە وە بایاری
دروس ا بدات ،ئەمە ئەاەری سااەرکەورو راە زیاد دە ات
اەن
لە ئەن ااام اادان ااارە ااان وا لە ر اااە دە ااات انن ااان ە ال ا ا ا ا ا ر
ە
کەورنن لە
ەب لەاە اوڕ و اوپ الا ا ااە ان داو وە سا ا ااەر
ما ا ااامە ا ا ا ا دن و پەۆ ا اانەنا ا ااد ا اک ا ا دن لەاە کەسا ا ا ا ا ا ا ااان ر ا ا دا...
اەن رااۆ ەرمەنادی ئەو
کۆنی دن ە چنن و انن اان ە ال ا ا ا ا ا ر
کەس ا ا ا ا ااانە ە کە کەس ا ا ا ا ااا ەریەەج بە ەیو رەندروس ا ا ا ا ااو دەروون
با ا ااا ا ا ا ا ا اەا ا ااان ە ە .ئە دەرئەن ا ا ا ااامە لەاە اپااچ ا ا ااا لە
ریتیینەوە ان ە النو ە انگی نەە.
ڕاسپاردەکان
بە ەا ا ەاو دەرئەن ا ا ا ا ااامە ا ا ااان ئە را اایتا ااییا اانەوە ە را اایت ا ا ەر چەنا ا ااد
ڕاسا ا ا ا ا ادا اااردە ەڕ بۆ دەز ا ااا پەۆنەنا ااد اادارە ا ااان وکنمەن ەرتم
دەخارەڕوو ،بە چنە ەی خنارەوە:
ەرچەنا ا ااد کە بە ە ا ەاو دەرئەنا ا ا ا ااامە ا ا ااان ئا ا اااسا ا ا ا ا ا ااو
.1
ا
اەن بەرزە
بەرینەبەران بۆ کۆنی
ەل نون و انن ان ە ال ا ا ا ا ا ر
ا
بەڵ دەکنت ا بۆ زیااار پەرەەێاادان رنانااای بەڕتنەبەران باااخچە
بە او اری س ا ا ا ا ااەرپەر ا ا ا ا ا ا ەاران بەرپ س بەڕتگەی ەێدانەان بۆ
زانپو ئەن ار ریتیینەوەی زانسا ا ا پەانە ان و بانگ ال ا ااتک دنەان
بۆ کۆنف انس و س ا ا ا ا ااەمپنااارە ااان بۆ ئااا ااادارک دنەوە ااان لە نیتیین
ڕەورە ان.
ەروە ااا ئەن اااماادان خنل بۆ پەرەەێاادان رنانااا اان
.2
بەرتنەبەران لە س ا ا ا ا ااەر پنناادانااان و جچ ەجێک دن ااارامەۆەە ااان
ە
بیک دن و بەرتنەب دن بە ەەو سپ ستەر بەرتنەب دن و سا نامە.
ا
ەێدان پادا ا ا ا ا ااو س ا ا ا ا اااڵنە بە بەرتنەبەران باخچە بە
.3
مەبەس ا ا ا ا ااو ا ااان ا اادانە ا ااان بۆ م ا ااانەوە لە ئ ا اااس ا ا ا ا ااتە ب ا ااا ا ا ا ا ااەی
لچ ارنویەە انەان لە ارک دن بۆ کەررە پەروەردەۆەە ان.
زیا ااادک دن ا اااو ا اااری لە نچنان بە ا ا ا ا ااە ا ااان وەزارەن
.4
ا
بەش چاودێ ی ،ی
باڵی کنردسا ا ااتان ،ی
بەش
پەروەردە و خیتندن
ار ە
ایی باخچە ان ،لەاە سا ا ا ا ااەرپەر ا ا ا ا ااو رەکنە و ڕا چنان
بەڕتنەبەران باخچە و مامۆستا ان.
رەرخانک دن ا ا اایتن لەناو دامەزراوە پەروەردەۆەە ان
.5
ا
باخچەی منداڵنی بۆ نە ال ا ااتو ا ژی و رە ا ااەنیج و بال ا ااار،
وەڕ ژووری راۆ ەت بۆ ئ رساوەن دەروون.
پێشنیارەکان:
لەبەر ر ا ا ا ا اانەا ا ا راان ئا ا اااما ا ااان ە ا ا ااان ریتیینەوەکە ریت ەر چەن ا ااد
پەروەردەن خستە ڕوو ئەوان یک بنیتی لە:
ە النەارت
ر
دەرئەنجامەکان
دوای خس ا نەڕووی ئەن امە ان ریتیینەوەکە و ااەک دنەوە ان
ریت ەر بە ئەن امانە اەاال :
-1ئاس ا ا ا ااو کۆنی دن ە چنون لە ئاس ا ا ا ا ێ بەرزدا ە می
ا
بەڕتنەبەران باخچەی منداڵن ا اااری س ا االێمان بە ا ااچنە ەج
االو.
-2أ.جەاوازی بە گەداری ئاماری نەبنو بۆ ئاسا ااو کۆنی دن
ا
ە چنون می بەڕتنەبەران باخچەی منداڵن اااری س االێمان
بە ەەو اۆڕاوی ڕەاەزی ەنی و ە
ری .
ب .جەاوازی بە گەداری ئاماری نەبنو بۆ ئاس ا ا ااو کۆنی دن
ا
ە چنون می بەڕتنەبەران باخچەی منداڵن اااری س االێمان
بە ەەو جۆری باخچە وکنر و ناوکنری .
اەن لە ئ ا اااسا ا ا ا ا ا ێ بەرزدا ە می
-3ئ ا اااس ا ا ا ا ااو انن ا ااان ە ال ا ا ا ا ا ر
ا
بەڕتنەبەران باخچەی منداڵن ا ا اااری س ا ا االێمان بە ا ا ااچنە ەج
االو.
-4أ.جە اااوازی بە گەداری ئ ااام اااری نەبنو لە ئ اااس ا ا ا ا ااو انن ااان
ا
اەن می بەڕتنەبەران باخچەی منداڵن اااری س االێمان بە
ە ال ا ر
ە
ەەو اۆڕاوی ڕەاەزی نی و ە
ری .
ب .جەا اااوازی بە گەداری ئا اااما اااری نەبنو لە ئا اااس ا ا ا ا ااو انن ااان
ا
اەن می بەڕتنەبەران باخچەی منداڵن اااری س االێمان بە
ە ال ا ر
ەەو جۆری باخچە وکنر و ناوکنری
-5پەۆنەنا ا ااد ەج ڕاس ا ا ا ا ااتەوانەی ە ە لە نچنان کۆنی دن
اەن می بەڕتنەبەران ب ا اااخچەی
ە چنون و انن ا ااان ە ال ا ا ا ا ا ر
ا
منداڵن اری سلێمان.
ئەنا ا ا ا ا ااار ر ا اایت ا اایی ا اانەوە ەڕ لەس ا ا ا ا ااەر پەرەەا ا اێا ا اادان
.1
ا
بەرن ااامە ااان بۆ ئ ااام ااادەک دن بەڕتنەبەری ب اااخچەی من ااداڵن لە
دوان باخچە اندا.
بەر ر
نان ە ال ارە ان ر
ر
ئەم ا ا ا ا اااما ا اادان را اایتا ااییا اانەوەی ا ا اااو ا ا ا ا ا ا اچا اانە لەاە
.2
ب اوانک دن نمنونەی ریتیینەوەکە وارە ن ا اااوچەو پ ا ااارتز ا ااا ا ااانپی
بگنتتەوە.
ئەنا ا ا ا اااما ا اادان ر اایت ااییا انەوە لەس ا ا ا ا ااەر ک ااۆن اای ا ا ا ا دن
.3
ە چنون و پەۆنەندی بە انن ان ە الەۆەەوە می مامۆستا ان
ا
باخچەی منداڵن.
ئەن ااام اادان ریتیینەوە لەس ا ا ا ا ااەر ئەو ک ال ا ا ا ا ا ااانەی کە
.4
ڕووبەڕوی بەرتنەبەرە ان باخچە دەبیتەوە.
165
Journal of the University of Garmian 10 (1), 2023
ئەن ا ا ا اااما ا اادان ر اایت اایی اانەوە ەڕ لەس ا ا ا ا ااەر ا ا اااری ااگەری
.5
بەرنااامە ااان ئااامااادەک دن و ڕا چنااان مااامۆسا ا ا ا ا اتااا ااان لە باااخچەی
ا
نان ڕەون سەردەمدا.
منداڵن لە ژت ڕ
ر
سەرچاوە ان
.1
.1
.2
.3
.4
.1
.2
.3
.4
.5
.6
ەکە :سەرچاوە کنرد ە ان
بۆ ان ،صاب مصطب 2020ی :ئپنس لاپەد ای زانستە دەروونەە ان،
1ی ،چاپخانەی چنارچ ا ،سلێمان ،ەرتا کنردستان.
دووە :سەرچاوە عەرەبەە ان
کتی ە ان
ا ،محمد وسنی 2000ی :اإلدارة المدرسەة ،دار الفك ال رن،
ال
ر
القا ة.
الالا ی و ع دل زیز و باطمە محمد رصاف -ی ،الدورة التدریبەة
ی
للمرسوات للنظائف ام ی ابەةوظەفة مدۆ و مساعد ،ط.1
الدا ی ،وسن 2005ی :سەکنلنجەة التنجی الم و و نظنیارە،ط،1
دار وائل ،عمان .نقل عن ضغنط ال مل و عنیت ا بالتنابق الم و
لدی المم ضی ،ننارة رەنۆپە ،ن ەمەمخلنە ،٢٠١٧،جام ة ال ن
بن م ەدی ،ا البناە ،لەة ال لن امجتماعەة و امنسانەة ،یسم
ال لن امجتماعەةی.
:
:
الخالدی ،اد ب 2002ی الم جع ە الصحة النفسەة ط ،2الدار
ال نبەة ی
للنرس و التنزیا اع ،المکت ة ال ام ەة ،نیان :لپبەا نقل عن:
ریان ،محمنس اسماعەل محمد 2006ی :امرزان امنف ال و عنیتە
ب ل من الرسعة امدرا ەة و التفکی امبت اری لدی طل ة الصف الحادی
ی
عرس بمحابظات زةی
ریتیینەوە ان:
ال واوية ،بدرية محمد ينسف 2016ی :التنابق الم رو وعنیت
بالفاعلية الذارية المدر ة لدى عينة من المنظفی رە المدينية ال امة
للیبية والت ليم بمحابظة الداخلية .رسالة مستكمال متطل ات
عیل درجة الماجيسی رە اال اد والتنجي .كلية ال لن
الحصنل ر
واآلداب .جام ة نزوى.
زرویة ،الا و ی قنب ،ع ش الثقابة التنظيمية وعالقت ا بالتنابق
منظب مؤسسة ارصاال ال زائ – بنع
الم رو دراسة ميدانية عیل
ر
بسك ة .
سمنر،اون 2012ی:المساۆ ة-المغاۆ ة و عنیت ا بالتنکەد ة و
امرزان امنف ال لدی طل ة الصف الحادی ی
عرس،رساالة ماجستی ی
منالنرة ،لەة الیبەة،ال ام ة امسنمەة بغزة.
عداد،وسا 2017ی :امم اض الم و و عنیت ا بالتنابق الم و لدی
مدراء الت لەم المتنسط و الثاننی ،دراسة مەدانەة ە ومۆن ا البناە-
ال زائ .
وسن ،وسا محمد 2015ی :نمنذج مقیح لتطیی وایع التنمی
الم نی لدی مدۆ ریاض امطفال ە ال م نریة ال نبی السنرین ە
ضنء مدخل ال ندة المة و الت نبتی اممنیکپنە و الیطانی و الدارة
الیبی ،امط ووة الدکتنراة ،جام ة دمالق ،لەة الیبەة ،یسم الیبەە
المقارنن .دمالق.
زرویة ،الا و ی قنب ،ع ش (2017:الثقابة التنظيمية وعالقت ا
منظب مؤسسة ارصاال ال زائ
بالتنابق الم رو دراسة ميدانية عیل
ر
– بنع بسك ة
سەرچاوە بارسەە ان:
.1لطف ابادی 2015ی :ر د ارب دی ننجنان و جنان سازمان میل
جنانان ،ر ان .وەرایاوە لە:
سامر ع دلملیک و ئەوان
عاطب خاننادە و نیل عناطف با
رش رابط جن
ر
ر 2015ی:ب ر
ا ايیک ب اعتياد ،م لە خاننادە ە و یک،65.2016،ژ48.ی.
سیەە :زمان ئین لیی
Gratz, K. L., & Roemer, L. (2004). Multidimensional
assessment of emotion regulation and
dysregulation: Development, factor structure, and
initial validation of the difficulties in emotion
regulation scale. Journal of Psychopathology and
Behavioural Assessment, 26(1), 41–54
Gross JJ (2002): . Emotion regulation: Affective,
cognitive, and social consequences.
Psychophysiology; 39: 191-281
Thompson, R.J., Dizén, m, Berenbaum, H (2009): The
unique relations between emotional awareness and
facets of affective instability. Journal of Research in.
Personality. 43: 875–9
Yiğit, A., Özpolat, A., & Kandemir, M (2014): Emotion
regulation strategies as a predictor of life. satisfaction
in university students. Psychology, 5, 523-532
Li L, Zhu X, Yang Y, He J, Yi J, Wang Y(2015): Cognitive
Emotion Regulation: Characteristics and Effect on
Quality of Life in Women with Breast Cancer. Health
Qual Life Outcomes; 13(1): 51.
Dunham Y, Baron AS, Banaji MR((2008): the
Development of Implicit Intergroup Cognition.
Trends Cong Sci 12(7): 248 -53
وەرایاوە لە سمەە جان نثاری،عیل ا دولق :٢٠١٨:نقیک کنیل
عناطف ،ب زیسو روان و ربتار ای خندم ایبو در ە البپو کەفە
ی
زندج بەماران یلو ع وە ،م لە علا ەزو یش دانال اە علن
ەد صدوە ۆزد،
27).ەز
166
1.
2.
3.
4.
5.
6.
Journal of the University of Garmian 10 (1), 2023
خشتەی ژمارەی )9
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نمرەکان بەڕێوەبەر یان باخچەی منداڵن لەسەر پێوەری
تان بۆ دوو نموونە بۆ
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بە پت جۆری باخچە
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بەهای ی
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خشتەی ژمارەی )11
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ئەنجامەکان تاقیکردنەوەی ی
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ئاماری 0.05
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1.69
0.303
|
|
https://openalex.org/W2102373577
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https://aacr.figshare.com/articles/journal_contribution/Supplementary_Table_2_from_Interferon_Regulatory_Factor-1_Signaling_Regulates_the_Switch_between_Autophagy_and_Apoptosis_to_Determine_Breast_Cancer_Cell_Fate/22406499/1/files/39852369.pdf
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unk
| null |
Interferon Regulatory Factor-1 Signaling Regulates the Switch between Autophagy and Apoptosis to Determine Breast Cancer Cell Fate
|
Cancer research
| 2,015
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cc-by
| 25
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Supplemental Table 2 ER status
Negative
Positive
IRF1-nuc positive
13/35 (37%)
1/48 (2%)
IRF1-cyto positive
26/35 (74%)
34/48 (71%)
ATG7 positive
3/28 (11%)
1/38 (3%)
|
https://openalex.org/W586865457
|
https://link.springer.com/content/pdf/10.1007/s10951-015-0432-2.pdf
|
English
| null |
Decentralized subcontractor scheduling with divisible jobs
|
Journal of scheduling
| 2,015
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cc-by
| 13,764
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1 Introduction Abstract
Subcontracting allows manufacturer agents to
reduce completion times of their jobs and thus obtain sav-
ings. This paper addresses the coordination of decentralized
scheduling systems with a single subcontractor and several
agents having divisible jobs. Assuming complete informa-
tion, we design parametric pricing schemes that strongly
coordinate this decentralized system, i.e., the agents’ choices
of subcontracting intervals always result in efficient sched-
ules. The subcontractor’s revenue under the pricing schemes
depends on a single parameter which can be chosen to make
the revenue as close to the total savings as required. Also, we
give a lower bound on the subcontractor’s revenue for any
coordinating pricing scheme. Allowing private information
about processing times, we prove that the pivotal mechanism
is coordinating, i.e., agents are better off by reporting their
true processing times, and by participating in the subcon-
tracting. We show that the subcontractor’s maximum revenue
with any coordinating mechanism under private information
equals the lower bound of that with coordinating pricing
schemes under complete information. Finally, we address
the asymmetric case where agents obtain savings at different
rates per unit reduction in completion times. We show that
coordinating pricing schemes do not always exist in this case. As a common supply chain management practice, manufac-
turers take advantage of external resources to alleviate the
burden of internal operations through subcontracting and
outsourcing. While outsourcing externalizes some internal
operations, subcontracting allows manufacturers to carry out
jobs both internally and externally (Van Mieghem 1999). In this manner, subcontracting enables a manufacturer to
speed up the completion times of his jobs. Instances of
subcontracting practices can be found in quick-response
industries characterized by volatile demand and inflexi-
ble capacities, e.g., metal fabrication industry (Parmigiani
2003), electronics assembly (Webster et al. 1997), high-tech
manufacturing (Aydinliyim and Vairaktarakis 2011), textile
production, and engineering services (Taymaz and Kiliçaslan
2005). Although a considerable number of papers in the literature
analyzes the subcontracting strategies in production planning
and scheduling problems of manufacturers (Kamien and Li
1990; Tan and Gershwin 2004; Chen and Li 2008; Lee and
Sung 2008), the subcontractors’ scheduling problems have
received less attention. In reality, a subcontractor by itself
faces a limited capacity while providing service to several
manufacturers. Given the time-sensitive nature of subcon-
tracting operations, the subcontractor’s schedule has critical
impact on the performance of manufacturers as well as the
supply chain. Decentralized subcontractor scheduling with divisible jobs Behzad Hezarkhani1,2 · Wiesław Kubiak2 Published online: 2 June 2015 Published online: 2 June 2015 Published online: 2 June 2015
© The Author(s) 2015. This article is published with open access at Springerlink.com J Sched (2015) 18:497–511
DOI 10.1007/s10951-015-0432-2 J Sched (2015) 18:497–511
DOI 10.1007/s10951-015-0432-2 1
Department of Industrial Engineering, Eindhoven Technical
University, Eindhoven, The Netherlands 2
Faculty of Business Administration, Memorial University,
St. John’s, NL, Canada B Behzad Hezarkhani
b.hezarkhani@tue.nl
Wiesław Kubiak
wkubiak@mun.ca 1 Introduction The lack of due attention to the subcontrac-
tors’ operations can cause significant complications in the
extended supply chain. A well-documented real-life exam-
ple of this issue has been reported in Boeing’s Dreamliner
supply chain where the overloaded schedules of subcontrac-
tors, each working with multiple suppliers, resulted in long
delays in the overall production due dates (see Vairaktarakis
(2013) and the references therein). Keywords
Scheduling · Divisible jobs · Subcontracting ·
Coordination · Mechanism design B Behzad Hezarkhani
b.hezarkhani@tue.nl
Wiesław Kubiak
wkubiak@mun.ca 12 3 3 J Sched (2015) 18:497–511 498 for every agent. In particular, Sect. 3 characterizes efficient
allocations of the centralized solution. Section 4 provides
sufficient conditions for the existence of coordinating pric-
ing schemes and it introduces a family of pricing schemes
that are strongly coordinating. With a strongly coordinating
pricing scheme, the efficient allocations in the centralized
solutions are uniquely optimal for all agents. Moreover, we
show a lower bound on the total payments for any coor-
dinating pricing scheme. Finally we show that with the
appropriate choice of a single parameter, our proposed pric-
ingschemesenablethesubcontractortoobtainatotalrevenue
anywhere between the lower bound and the maximum total
savings. An important feature of subcontractor’s scheduling prob-
lem is that the jobs belong to different manufacturers
who are concerned with the processing of their own jobs
only. Unlike centralized systems where a single decision maker
controls all the relevant decision variables and possesses
all the necessary information, the agents in a decentralized
system have some control over their individual decisions
and/or are privately informed about some aspects of the
system. Therefore, in order for the system to achieve a
particular objective a mechanism is needed that motivates
the agents to make their decisions and reveal their private
information in a way that the system’s ultimate objective is
attained indirectly. In this paper, we focus on the efficiency
objective, that is, we are seeking mechanisms that result
in subcontracting schedules that maximize the total savings
obtained by all manufacturers. In other words, we address
the problem of coordination in decentralized subcontracting
systems. In Sect. 5, we allow the true processing time of each job
to be a private information of its agent and we address the
intricacies resulting from agents possibly lying by report-
ing false processing times in order to obtain their preferred
subcontracting intervals. 1 Introduction In order to achieve efficiency, how-
ever, the subcontractor elicits the true processing times of
jobs using certain mechanism. We draw upon the class of
efficient and incentive compatible mechanisms and on the
pivotal mechanism (Vickrey 1961; Clarke 1971; Groves
1973) in particular. The underlying reason for this choice
is that the pivotal mechanism is the only efficient and
incentive compatible mechanism that always results in non-
negative payments from agents to the subcontractor. This
is a desirable property as agents must not be paid if their
jobs are processed by the subcontractor in the subcontrac-
tor scheduling problem. We obtain a simple closed-form
formula for the payments in the pivotal mechanism and
prove that the pivotal mechanism results in truth-telling
being the unique optimal choice of all agents except the
one scheduled last on the subcontractor’s machine who
can possibly exaggerate his processing time without affect-
ing anyone’s utility. This result is particularly interesting
as “uniqueness of equilibrium might be thought of as the
exception rather than the rule” (Jackson 2000). Since we
also show that the mechanism guarantees that all agents
are better off by subcontracting, we actually prove that the
pivotal mechanism coordinates the decentralized subcon-
tracting problem under private information. Finally, we show
that under any coordinating mechanism, the subcontractor’s
revenue is equivalent to the lower bound of that with the
coordinating pricing schemes. Therefore, coordinated sys-
tem under private information never generates higher total
revenue for the subcontractor than that under complete infor-
mation. The mechanisms considered in this paper are pricing and
payment schemes that the subcontractor announces before
the manufacturers choose their most desirable subcontract-
ing intervals. Such mechanisms are in fact common in
practice. An example is the online reservation system imple-
mented by the Semiconductor Product Analysis and Design
Enhancement (SPADE) center of the Hong Kong Univer-
sity of Science and Technology1 wherein the semiconductor
companies choose service time intervals in a first-come-first-
book manner and in consideration of an announced price list
for services in different time intervals. Naturally, the design of mechanisms in the decentral-
ized subcontracting systems must consider the utility of
agents, i.e., savings due to subcontracting minus payments,
as well as the subcontractor’s revenue to ensure that all par-
ties are sufficiently motivated to participate and operate in the
system. 1 http://www.ust.hk/spade 2 Related work Aydinliyim and Vairaktarakis (2010) study a cooperative
game where coalitions of agents reschedule their reserved
time intervals to obtain savings. They prove non-emptiness
of the core and the convexity of the corresponding game. Cai
and Vairaktarakis (2012) investigate a problem with over-
time and tardiness costs where the subcontractor announces
the prices of time intervals before agents book their most
preferred time intervals in a first-come-first-book manner. They show the balancedness of the corresponding coopera-
tive game and implement the VCG mechanisms to elicit the
private information of agents. Bukchin and Hanany (2007)
compare the costs of a scheduling system comprised of mul-
tiple capacitated agents and an uncapacitated subcontractor
in decentralized and centralized systems. Qi (2012) investi-
gates a subcontractor’s pricing problem with a single agent
having multiple jobs which can be subcontracted (though not
partially) to reduce the tardiness costs. Thedecentralizedschedulingproblemshavebeenconsidered
in cooperative and non-cooperative settings. In the former, agents (jobs) are able to communicate and
coordinate strategies. The early work of Curiel et al. (1989)
studies the cost allocation problem in a cooperative game
based on the perennial scheduling problem of Smith (1956). A survey of related research is given by Curiel et al. (2004). In the non-cooperative settings agents choose their strate-
gies individually and in competition with other agents. This
paper falls in this category. In the former, agents (jobs) are able to communicate and
coordinate strategies. The early work of Curiel et al. (1989)
studies the cost allocation problem in a cooperative game
based on the perennial scheduling problem of Smith (1956). A survey of related research is given by Curiel et al. (2004). In the non-cooperative settings agents choose their strate-
gies individually and in competition with other agents. This
paper falls in this category. Heydenreich et al. (2007) provide an introduction to and a
literature review of problems arising in the non-cooperative
decentralized scheduling. One important problem pertains
to determining the equilibria of individual decisions and the
quality of the corresponding solution compared with that
of the centralized optimal solution. The pioneering work of
KoutsoupiasandPapadimitriou(1999),whichgaverisetothe
literature on price of anarchy, analyzes the worst-case per-
formance of a decentralized scheduling system with parallel
machines in comparison with that in the centralized system. The subcontracting problem related to the one addressed
in this paper was first studied by Vairaktarakis and Aydin-
liyim (2007) where they compare the performance in decen-
tralized and centralized settings. 2 Related work Building upon the same
model, Vairaktarakis (2013) analyzes the outcomes of a
decentralized subcontracting system under different proto-
cols announced by the subcontractor. However, both papers
assume complete information and neither provides coordi-
nating pricing schemes for the problem. The model consid-
ered in this paper generalizes the model of Vairaktarakis and
Aydinliyim (2007) by allowing an agent to use more than one
interval on the subcontractor’s machine. This generalization
is critical for a coordinating pricing schemes which need to
give the agents freedom in choosing how many intervals on
the subcontractor’s machine to buy—the Vairaktarakis and
Aydinliyim (2007) model would a priori limit this choice to
at most a single interval which does not make their model
adequate for the study of pricing schemes. As the outcomes of a decentralized system depend on the
“policies” employed to handle the agents, another impor-
tant problem addresses a better design of such policies. The
coordination mechanisms discussed by Christodoulou et al. (2004) seek policies which improve the performance of a
decentralized parallel sequencing system—Immorlica et al. (2005) review and extend this line of research. Ideally, such
policies could make the decentralized system as efficient as
the centralized system. Wellman et al. (2001) study pricing
schemesforaschedulingproblemthatcouldachievethisgoal
and show that such pricing schemes might not exist in gen-
eral. Kutanoglu and Wu (1999) report similar non-existence
results for another scheduling problem. Even if the existence
of such pricing schemes could be proven, the problem of find-
ing the pricing scheme might be NP-hard (Chen et al. 2004). It is worth noticing that the models in Vairaktarakis and
Aydinliyim (2007) and Vairaktarakis (2013) borrow from the
concept of divisible jobs introduced in the context of job
shops by Anderson (1981), and in the context of distributed
computer systems scheduling by Bharadwaj et al. (1996), see
also Drozdowski (2009) for a more recent review. g
p
g
g
Private information further complicates the coordination
problem. The well-known incentive compatible mechanisms
draw upon payment schemes to truthfully elicit the pri-
vate information of the agents. The Vickery–Clarke–Groves
(VCG) mechanisms (Vickrey 1961; Clarke 1971; Groves
1973) characterize all efficient mechanisms that make truth-
telling an undominated strategy of all agents. For single
machine sequencing, Suijs (1996) shows that there exists
no incentive compatible and individually rational mecha-
nism that results in the total payment of zero. 1 Introduction Inthispaper,westudyasubcontractorschedulingproblem
with several manufacturer agents and a single subcontractor
that carries out the agents’ jobs on a single machine. Of par-
ticular interest to this paper is the scenario where a divisible
job can be processed simultaneously on the manufacturer’s
private machine as well as on the subcontractor’s machine. The reduction in completion time of an agent’s job obtained
by such parallel processing provides monetary saving for that
agent. The paper is organized as follows. Section 2 contains
a review of related work. In Sects. 3 and 4, we assume
complete information and give pricing schemes that coor-
dinate the decentralized system. That is the pricing schemes
enforce a choice of subcontracting time intervals that coin-
cides with efficient allocations of the centralized solution In Sect. 6, we address the asymmetric case where the
agents obtain savings at different rates. The efficient central-
ized allocations in this case are more difficult to characterize. Moreover, we show that it is impossible to devise a coordinat-
ing pricing scheme in general for this case. Section 7 contains
the concluding remarks. 3 3 J Sched (2015) 18:497–511 499 2 Related work Nisan and
Ronen (2007) propose payment schemes that guarantee a
certain performance for a decentralized scheduling problem
for which the payment schemes of VCG mechanisms are
NP-hard to compute. The distributed computer systems provide another impor-
tant application area for the results obtained in this paper,
where agents carry out their computations on their private
machines as well as buy computational time on shared CPUs
with available capacity. 2 We refer to i as a job or an agent depending on the context. 3 The problem Consider a set of agents N = {1, . . . , n}. At time t = 0, agent
i ∈N has a divisible job with processing time pi > 0.2 Let The decentralized subcontracting and outsourcing prob-
lems have also been addressed in a number of papers. 3 500 J Sched (2015) 18:497–511 Fig. 1 Valuation in subcontracting p = (p1, . . . , pn) be the vector of processing times. We
assume, except in Sect. 5, that p is given. An agent i has its
own private machine to do its job in time pi, besides private
machines a subcontractor is available that can process any
portionof jobi onits machinethat canbesharedbyall agents. Thus, by subcontracting, agent i can reduce the completion
time of its job to less than pi. Let Ti = ∪mi
k=1T k
i be the total
time allocated to agent i consisting of mi non-overlapping
subintervals T k
i = [tk
i , tk
i + ¯tk
i ) where tk
i ≥0 and ¯tk
i > 0 are
the start time and the duration of the kth subinterval, respec-
tively. The subintervals of agent i are indexed by the order
of their start times. An allocation T = {Ti|i ∈N} is a set of
allocations Ti on subcontractor’s machine. Allocation T is
feasible if and only if for any i, j, k, and k′ the subintervals
[tk
i , tk
i + ¯tk
i ) and [tk′
j , tk′
j + ¯tk′
j ) do not overlap. Let T denote
the set of all feasible allocations T for the agents in N. Fig. 1 Valuation in subcontracting Fig. 1 Valuation in subcontracting Our model allows preemptions on subcontractor’s
machine, that is the portion of a job allocated to the sub-
contractor’s machine (or the subcontracted part of a job) is
allowed to be executed in more than one disjoint time interval
on that machine. This renders our model to be more general
and arguably closer to real-life than the one in Vairaktarakis
and Aydinliyim (2007) where only at most one time interval
on subcontractor’s machine is allowed for any subcontracted
part. 3 The problem The total saving If Ti = {[ti, ¯ti)} is a single interval, the Eq. (2) simplifies to
υi(Ti) = max
min
(pi −ti) /2, ¯ti
, 0
. The total saving
of a feasible allocation T is the sum of savings of all agents,
that is υ(T ) =
i∈N υi(Ti). 3 The problem Consequently two main decisions need to be made for
each job in the model: one is the size of the subcontracted
part of a job (this part can be executed on the subcontractor’s
machine simultaneously with the remaining part of the job
executed on private machine—thus the term divisible jobs),
the other as to how to execute the subcontracted part (this part
can possibly be executed in several disjoint time intervals—
thus the term preemptions on the subcontractor’s machine). processing time of job i is pi −υi(T 1
i ) on i’s private machine. Thus the saving due to the kth subinterval T k
i to agent i is
obtained recursively by υi(T k
i ) = max
min
pi −k−1
l=1 υi
T l
i
−tk
i
2
, ¯tk
i
, 0
(1) (1) total saving due to the allocation Ti is calculated by summing
up the savings obtained by all of its subintervals: total saving due to the allocation Ti is calculated by summing
up the savings obtained by all of its subintervals: υi(Ti) =
mi
k=1
υi
T k
i
. (2) (2) The saving obtained by agent i from an allocation Ti is
calculated recursively as follows. Assume that initially, agent
i uses its private machine only in the interval [0, pi], i ∈N. Take the earliest interval allocated to i, T 1
i . If the start time
t1
i < pi, then a portion of the remainder of job i done after
t1
i , i.e., pi −t1
i , on i’s private machine can be transferred
to the subcontractor. The most efficient way to do this is for
agent i to split the remainder equally between its private and
subcontractor’s machines, unless the duration of the interval
is too short (see Fig. 1). If the duration of the interval is too
short, i.e., ¯t1
i < (pi −t1
i )/2, then T 1
i is fully utilized by i
on the subcontractor’s machine. Therefore, by utilizing the
allocated interval T 1
i , agent i can reduce the finish time of its
job by an amount equal to If Ti = {[ti, ¯ti)} is a single interval, the Eq. (2) simplifies to
υi(Ti) = max
min
(pi −ti) /2, ¯ti
, 0
. 3.1 Characterization of efficient (centralized)
allocations The objective of the centralized problem is to find efficient
allocations on the subcontractor machine for N. An efficient
allocation T is a feasible allocation that maximizes the total
saving, that is T ∈arg max
T ∈T υ(T ). (3) (3) T ∈arg max
T ∈T υ(T ). υi(T 1
i ) = max
min
pi −t1
i
2
, ¯t1
i
, 0
. Let T = {Ti|i ∈N} be an efficient allocation. We have the
following two simple observations that hold for any efficient
allocation. Clearly, the allocation Ti cannot be utilized at all by agent
i if t1
i ≥pi. The saving obtained by the next interval can
be calculated in the same manner considering that the new Observation 1 For i ∈N, job i does not finish on the sub-
contractor’s machine later than on agent’s i private machine. 123 J Sched (2015) 18:497–511 501 Observation 2 The subcontractor’s machine is never idle
when some agent’s private machine is busy. Aydinliyim (2007) observe that, for any efficient allocation
T with mi = 1, i ∈N, each job finishes simultaneously on
its own private and subcontractor’s machines, that is We now prove that all efficient allocations are non-
preemptive. pi −¯ti = ti + ¯ti for i ∈N. (4) (4) Lemma 1 No
efficient
allocation
on
subcontractor’s
machine is preemptive. Lemma 1 No
efficient
allocation
on
subcontractor’s
machine is preemptive. They also show that for mi = 1, i ∈N, the agents’ effi-
cient allocations Ti are ordered in non-decreasing order of
pi. Thus, we assume hereafter in this section and in Sect. 4
that N is arranged in the non-decreasing order of processing
times. In this manner, job i would be sequenced in ith posi-
tion on subcontractor’s machine. Finally, by Observation 2,
there is no idle time on the subcontractor machine in efficient
allocations, thus we have They also show that for mi = 1, i ∈N, the agents’ effi-
cient allocations Ti are ordered in non-decreasing order of
pi. Thus, we assume hereafter in this section and in Sect. 4
that N is arranged in the non-decreasing order of processing
times. In this manner, job i would be sequenced in ith posi-
tion on subcontractor’s machine. Finally, by Observation 2,
there is no idle time on the subcontractor machine in efficient
allocations, thus we have Proof By contradiction. Let T be an efficient and preemp-
tive allocation and let n′ ≤n be the number of agents with
allocations on the subcontractor’s machine. We show that
then there exists another feasible allocation with higher total
saving. Suppose that mi > 1 for some i ∈N. T ∈arg max
T ∈T υ(T ). Without
loss of generality we take the largest such i. Let T
m j
j
=
[t
m j
j , t
m j
j
+ ¯t
m j
j ) be the allocation immediately preceding
T mi
i
. We have i ̸= j, and t
m j
j
+ ¯t
m j
j
= tmi
i
by Observa-
tion 2. Consider the following modification: [Step 1] delay
T mi−1
i
by tmi
i
−(tmi−1
i
+ ¯tmi−1
i
); speed up all the alloca-
tions between T mi−1
i
and T mi
i
by ¯tmi−1
i
. Thus job i would
be preempted one less time. By Observation 1 this mod-
ification does not change the completion time of any job. Therefore, total saving remains unchanged. [Step 2] Increase
the duration of the last allocation of j by ¯tmi−1
i
/2, so that by
Observation 1 the private machine of agent j finishes ear-
lier by ¯tmi−1
i
/2. For k = i, . . . , n′, i.e., jobs including and
after i, start the last allocation of k by ¯tmi−1
i
/2k−i+1 later
and finish it min
¯tmi−1
i
/2k−i+2, ¯tk
later on the subcontrac-
tor’s machine (observe that if ¯tmi−1
i
/2k−i+2 ≥¯tk then k will
no longer be executed on the subcontractor’s machine) and
min
¯tmi−1
i
/2k−i+2, ¯tk
later on agent k private machine. t1 = 0 and ti = ti−1 + ¯ti−1 for i > 1. (5) (5) The unique solution of the recursive equations (4) and (5)
is given in the following theorem. Theorem 1 (Efficient allocation) (Vairaktarakis and Aydin-
liyim 2007) For efficient allocations with mi = 1 for i ∈N,
we have ¯ti = pi
2 −
i−1
k=1
¯tk
2 = pi
2 −
i−1
k=1
pk
2i+1−k . (6) (6) By this theorem υi(T ) = υi(Ti) = ¯ti
(7) υi(T ) = υi(Ti) = ¯ti (7) The resulting allocation is feasible. Furthermore, jobs in
N \ { j, i, . . . , n′} complete as before Step 2, and for the jobs
in { j, i, . . . , n′} the total saving increases by and thus, υ(T ) =
i∈N ¯ti. Equations (6) and (5) define
vectors of efficient durations ¯t = (¯t1, . . . , ¯tn) and start times
t = (t1, . . . T ∈arg max
T ∈T υ(T ). , tn) on subcontractor’s machine. Finally, we let
tn+1 = tn + ¯tn denote the completion time of the efficient
allocations, i.e., the makespan of efficient allocations. ¯tmi−1
i
2
−
¯tmi−1
i
4
−· · · −min
¯tmi−1
i
2n′−i+2 , ¯tn′
≥
¯tmi−1
i
2
−
¯tmi−1
i
4
−· · · −
¯tmi−1
i
2n′−i+2 > 0. Though multiple efficient allocations exist as long as there
are jobs with equal processing times, in each one of them
the jobs in the same position on subcontractor’s machine
start at the same time and have the same efficient durations. This observation is key to the coordinating pricing scheme
developed in the next section. Hence, the alternative allocation has a higher total saving
which contradicts the efficiency of T . ⊓⊔ The lemma excludes allocations with preemptions on sub-
contractor’s machine from the set of efficient allocations. This result is key for our coordinating pricing scheme in
Sect. 4 since the efficient allocations with preemptions on
subcontractor’s machine could make the existence of coordi-
nating pricing scheme questionable or possibly more difficult
to prove. 4 Strongly coordinating pricing schemes The fact that ti + 2¯ti = pi and q
is non-increasing, implies that agent i cannot choose another
interval to increase its valuation and, at the same time, reduce
its payment. In order to improve its utility, the agent i may be
able to choose another interval to: (a) increase its valuation
as well as payment such that the added valuation is greater
than the additional payment, or (b) decrease its valuation as
well as payment such that the saving in payment is greater
than the reduction in valuation. We enforce conditions on q
such that neither (a) nor (b) could possibly happen for any
job. Definition 1 (Coordinating pricing scheme) The pricing
scheme q is coordinating if for any T
= (T1, . . . , Tn),
T ∈E, and any T = (T1, . . . , Tn), T ∈T \ E, πq(Ti) −πq(Ti) ≤υi(Ti) −υi(Ti)
(10) (10) foreachi ∈N.Thepricingschemeq isstrongly coordinating
if (10) holds strictly for each i ∈N. A coordinating pricing scheme results in the situation where
no agent would be worse off by choosing an efficient alloca-
tion. However, the implementation of a coordinating pricing
scheme may not necessarily result in the efficiency of the
system. This is due to the possibility that an agent chooses
an interval which is not a part of any efficient allocation. Such
a choice could hinder forthcoming agents to select their effi-
cient allocations. Therefore, the strong coordination requires
all agents to exclusively choose efficient allocations. (a) Suppose that the agent i chooses Ti in a way that
υi(Ti) −υi(Ti) = ϵ, for some ϵ > 0. Note that this is
not an option for i = 1. As q is non-increasing, Ti has the
cheapest payment if it starts as late as possible. Therefore,
Ti = [ti −2ϵ, ti+1 −ϵ) is the cheapest alternative interval
for agent i which results in ϵ improvement in its valuation. Note that i cannot have negative start time, thus ϵ ≤ti/2. From Definition 1 it follows that for the pricing scheme q to
be coordinating, it must hold for any i = 2, . . . , n and for
every 0 < ϵ ≤ti/2 that A natural class of pricing schemes to consider for schedul-
ing consists of those with non-increasingq where agents have
to pay a higher price for earlier intervals. 4 Strongly coordinating pricing schemes . , n −1 and every ϵ, 0 < ϵ ≤¯ti/2,
and for i = n and every ϵ, 0 < ϵ ≤¯tn:
πq(ti, ti + 2ϵ) −πq(ti+1, ti+1 + ϵ) ≤ϵ. (12) C1. For any i = 2, . . . , n and every ϵ, 0 < ϵ ≤¯ti−1/2:
πq(ti −2ϵ, ti) −πq(ti+1 −ϵ, ti+1) ≥ϵ;
(11) (11) The subcontractor announces its pricing scheme, and subse-
quentlyagenti buys Ti inafirst-come-first-servemanner.The
agent makes its decision so as to maximize its utility, which
for a given q, and assuming quasilinear utilities, equals C2. For any i = 1, . . . , n −1 and every ϵ, 0 < ϵ ≤¯ti/2,
and for i = n and every ϵ, 0 < ϵ ≤¯tn: πq(ti, ti + 2ϵ) −πq(ti+1, ti+1 + ϵ) ≤ϵ. (12) (12) uq
i (Ti) = υi(Ti) −πq(Ti),
(8) (8) where where Proof All T ∈E define the same start times t = (t1, . . . , tn)
and durations ¯t = (¯t1, . . . , ¯tn) as shown in the previous sec-
tion. πq(Ti) =
t∈Ti
q(t)dt
(9) (9) The individual rationality requires that for 0 ≤t < tn+1,
q(t) must be less than 1, otherwise jobs would be either
better off by not selecting the time with subcontracting price
exceeding one or indifferent if the price equals one. Since q is
non-increasing, the individual rationality holds if q(0) < 1. is the agent i’s payment for Ti made to the subcontractor. We
require q to be a locally integrable function so that (9) always
exists. Though each agent maximizes its utility with respect to
q, the choice of q must ensure coordination in the decentral-
ized system. That is q must guarantee that the agents choose
their subcontracting intervals in the exact same manner as in
some efficient allocation T . We call such pricing schemes
coordinating. Let E be the set of all efficient allocations. We
formally define. For q to be a coordinating pricing scheme, it must be
that no agent can deviate from an efficient allocation and
improve its utility. The first-come-first-booked order breaks
ties between jobs with equal processing times, if any, and
picks a unique efficient allocation T from E. In T agent i has
the utility υi(Ti) −q(Ti). 4 Strongly coordinating pricing schemes When the choice of
agent i consists of single interval only, i.e., Ti = [ti, ti + ¯ti),
we let πq(Ti) = πq(ti, ti +¯ti). We now show that the class of
non-increasing pricing schemes contain coordinating pricing
schemes. πq (ti −2ϵ, ti+1 −ϵ) −πq (ti, ti+1) ≥ϵ. By the definition of πq in (9), the last inequality can be
rewritten as (11) (see Fig. 2). We use induction and show
that the latter would be the case if for any i = 2, . . . , n, (11) 4 Strongly coordinating pricing schemes In contrast to a centralized system where allocations are cho-
sen for the agents so as to maximize the total saving, in a
decentralized system the decisions are made by the agents in
a distributed fashion. Though the agents are self-interested
they need, by definition of coordinating mechanism, to col-
lectively converge to an efficient allocation. The convergence By Lemma 1, mi = 1 for i ∈N in any efficient allocation
T that is Ti = [ti, ti + ¯ti) for i ∈N. Vairaktarakis and 12 3 502 J Sched (2015) 18:497–511 depends on a mechanism used in the collective decision mak-
ing. In this section we design such a mechanism based on a
pricing scheme. A pricing scheme is a function q, defined
on t ≥0, which determines a price q(t) ≥0 for acquiring
the time t on the subcontractor’s machine by any agent. The
mechanism based on a pricing scheme q works as follows. The subcontractor announces its pricing scheme, and subse-
quentlyagenti buys Ti inafirst-come-first-servemanner.The
agent makes its decision so as to maximize its utility, which
for a given q, and assuming quasilinear utilities, equals depends on a mechanism used in the collective decision mak-
ing. In this section we design such a mechanism based on a
pricing scheme. A pricing scheme is a function q, defined
on t ≥0, which determines a price q(t) ≥0 for acquiring
the time t on the subcontractor’s machine by any agent. The
mechanism based on a pricing scheme q works as follows. The subcontractor announces its pricing scheme, and subse-
quentlyagenti buys Ti inafirst-come-first-servemanner.The
agent makes its decision so as to maximize its utility, which
for a given q, and assuming quasilinear utilities, equals Theorem 2 (Sufficientconditions)Anon-increasingpricing
scheme q is coordinating if q(0) < 1 and the following two
conditions are met: depends on a mechanism used in the collective decision mak-
ing. In this section we design such a mechanism based on a
pricing scheme. A pricing scheme is a function q, defined
on t ≥0, which determines a price q(t) ≥0 for acquiring
the time t on the subcontractor’s machine by any agent. The
mechanism based on a pricing scheme q works as follows. C1. For any i = 2, . . . , n and every ϵ, 0 < ϵ ≤¯ti−1/2:
πq(ti −2ϵ, ti) −πq(ti+1 −ϵ, ti+1) ≥ϵ;
(11)
C2. For any i = 1, . . 3 3 123 J Sched (2015) 18:497–511 503 Fig. 2 Non-increasing pricing schemes Thus, (13) would be the case if for every ϵ′ such that
0 < ϵ′ ≤¯ti−j−1/2 we have, πq
ti−j −2ϵ′, ti−j
−πq
ti−j+1 −ϵ′, ti−j+1
≥ϵ′. Condition C1 for the job i −j ensures that the latter holds. Therefore, if for any i = 2, . . . , n, (11) holds (strictly) for
every 0 < ϵ ≤¯ti−1/2, then (11) holds (strictly) for every
0 < ϵ ≤ti/2. (b) It is straightforward to see that the interval which
reducesthevaluationoftheagenti byϵ > 0,whilehavingthe
largest decrease in its payment, is Ti = (ti + 2ϵ, ti+1 + ϵ),
as long as ϵ ≤¯ti. Therefore, for q to be coordinating it
must hold for every i = 1, . . . , n and for every ϵ such that
0 < ϵ ≤¯ti that, πq (ti, ti+1) −πq (ti + 2ϵ, ti+1 + ϵ) ≤ϵ. By the definition of πq in (9), the last inequality can be
rewritten as (12). We use induction to show that for i =
1, . . . , n −1 the latter would be the case if (11) holds for
every 0 < ϵ ≤¯ti/2, i.e., the condition stated in C2. Fix
i = 1, . . . , n −1 and suppose that for j, 1 ≤j < i, (12)
holds for every ϵ such that, Fig. 2 Non-increasing pricing schemes holds for every 0 < ϵ ≤¯ti−1/2, i.e., the condition stated in
C1. This holds trivially for i = 2 as t2 = ¯t1. Fix i = 3, . . . , n
and suppose that for j, 1 ≤j < i, (11) holds for every ϵ
such that holds for every 0 < ϵ ≤¯ti−1/2, i.e., the condition stated in
C1. This holds trivially for i = 2 as t2 = ¯t1. Fix i = 3, . . . , n
and suppose that for j, 1 ≤j < i, (11) holds for every ϵ
such that 0 < ϵ ≤min
⎧
⎨
⎩
j
k=1
¯ti+k−1/2, ¯ti
⎫
⎬
⎭. 0 < ϵ ≤
j
k=1
¯ti−k/2. 3 qO(t)=
⎧
⎪⎨
⎪⎩
1 −2i−1δ
+κi
1 −2(t −ti)/¯ti
if ti ≤t < ti + ¯ti, i ∈N
1 −2n−1δ −κn
if t ≥tn + ¯tn Condition C2 for the job i + j ensures that the latter holds. Therefore, if for i = 1, . . . , n −1, (12) holds (strictly) for
every 0 < ϵ ≤¯ti/2, then (12) holds (strictly) for every
0 < ϵ ≤¯ti. ⊓⊔ (15) (15) ⊓⊔ The conditions in Theorem 2 are designed to make the
deviations from t = (t1, . . . , tn) undesirable for all agents in
the sense that the agent’s utilities would be reduced if they
choose any intervals other than those defined by t. Clearly
with quasilinear utilities any agent can increase its utility
either by choosing an interval that either increases its valua-
tion (saving due to reduction in completion time) or reduces
its payment (see Fig. 2). With a non-increasing pricing
scheme attaining both of these at the same time is impos-
sible. Therefore, a deviation which increases (decreases) an
agent’s valuation, simultaneously increases (decreases) its
payment. Proof The assumptions on κ ensure that: (a) qO is non-
increasing, (b) qO(0) < 1, and (c) qO(t) ≥0 for t ≥0. To verify (a), it suffices to consider the points of (possible)
discontinuity, i.e., t = ti+1 for i = 1, . . . , n −1. There, it
must hold that 1 −2i−1δ −κi ≥1 −2iδ + κi+1 or κi + κi+1 ≤2i−1δ. (16) (16) κi + κi+1 ≤2i−1δ. By extending the assumption κi < κi+1/2 we get Only strongly coordinating pricing schemes can guarantee
efficient schedules in the decentralized system. In order to
introduce a family of strongly coordinating pricing schemes,
we need the following technical lemma which states that the
efficientdurationofanyjobonsubcontractor’smachineisnot
longer than twice the efficient duration of the job proceeding
it. κi < κn/2n−i
(17) (17) κi < κn/2n−i for i = 1, . . . , n −1. Thus, κi +κi+1 < 3κn/2n−i. It follows
that for (16) to hold, we need Lemma 2 For i = 1, . . . , n −1, ¯ti ≤2¯ti+1. Lemma 2 For i = 1, . . . , n −1, ¯ti ≤2¯ti+1. κn ≤2n−1δ/3. (18) κn ≤2n−1δ/3. 3 We show that (12) holds as well for every ϵ such that, We show that (11) holds as well for every ϵ such that, 0 < ϵ ≤min
⎧
⎨
⎩
j+1
k=1
¯ti+k−1/2, ¯ti
⎫
⎬
⎭. 0 < ϵ ≤
j+1
k=1
¯ti−k/2. In case j
k=1 ¯ti+k−1/2 < ¯ti, observe that the latter would
hold if for every 0 < ϵ′ ≤min
¯ti+ j/2, ¯ti
we have, Observe that this would be the case if for every ϵ′ such
that 0 < ϵ′ ≤¯ti−j−1/2 we have, πq
ti+ j, ti+ j + 2ϵ′
−πq
⎛
⎝ti+1+
j
k=1
¯ti+k−1/2, ti+1 +
j
k=1
¯ti+k−1/2 + ϵ′
⎞
⎠
≤ϵ′. (14) πq
ti−j −2ϵ′, ti−j
−πq
⎛
⎝ti+1 −
j
k=1
¯ti−k/2 −ϵ′, ti+1 −
j
k=1
¯ti−k/2
⎞
⎠≥ϵ′. (13) ≤ϵ′. (14) (13) As q is non-increasing, we have
As q is non-increasing, we have As q is non-increasing, we have
As q is non-increasing, we have As q is non-increasing, we have As q is non-increasing, we have As q is non-increasing, we have As q is non-increasing, we have πq
⎛
⎝ti+1 −
j
k=1
¯ti−k/2 −ϵ′, ti+1 −
j
k=1
¯ti−k/2
⎞
⎠
≤πq
ti−j+1 −ϵ′, ti−j+1
πq
⎛
⎝ti+1 +
j
k=1
¯ti+k−1/2, ti+1 +
j
k=1
¯ti+k−1/2 + ϵ′
⎞
⎠
≥πq
ti+ j+1, ti+ j+1 + ϵ′ πq
⎛
⎝ti+1 −
j
k=1
¯ti−k/2 −ϵ′, ti+1 −
j
k=1
¯ti−k/2
⎞
⎠
≤πq
ti−j+1 −ϵ′, ti−j+1
πq
⎛
⎝ti+1 +
j
k=1
¯ti+k−1/2, ti+1 +
j
k=1
¯ti+k−1/2 + ϵ′
⎞
⎠
≥πq
ti+ j+1, ti+ j+1 + ϵ′ 3 504 504 J Sched (2015) 18:497–511 κn ≤2n−1δ/3 where 0 < δ ≤3/2n+1. The following pricing
scheme is strongly coordinating: κn ≤2n−1δ/3 where 0 < δ ≤3/2n+1. The following pricing
scheme is strongly coordinating: Thus, (14) would be the case if for every ϵ′ such that
0 < ϵ′ ≤min
¯ti+ j/2, ¯ti
we have πq
ti+ j, ti+ j + 2ϵ′
−πq
ti+ j+1, ti+ j+1 + ϵ′
≤ϵ′. 3 (18) Proof From (6) we get ¯ti −2¯ti+1 = pi
2 −
i−1
k=1
¯tk
2 −pi+1
+
i−1
k=1
¯tk +
pi
2 −
i−1
k=1
¯tk
2
= pi −pi+1. In order for (b) to hold we must have 1 −δ + κ1 < 1
or κ1 < δ. Note that (17) and (18) yield κi < 2i−1δ/3 for
i = 1, . . . , n −1 which implies that κ1 < δ/3. Thus (b)
holds. Given that qO is non-increasing, to verify (c) we must
check the non-negativity of qO(t) at t ≥tn + ¯tn. Note that
from (17) we get The agents in N are sequence according to non-decreasing
order of processing times, thus we have pi ≤pi+1 which
obtains ¯ti ≤2¯ti+1. ⊓⊔ 1 −2n−1δ −κn ≥1 −2n−1δ −2n−1δ/3. Note that in Lemma 2, the equality holds for jobs with
equal processing times. More precisely, pi = pi+1 if and
only if ¯ti = 2¯ti+1. Hence, for (c) to hold we need δ ≤3/2n+1. Hence, for (c) to hold we need δ ≤3/2n+1. We now check the conditions in Theorem 2. Observe that
qO is piecewise linear and has a constant slope in between
any consecutive points of possible discontinuity. We are now ready to give a family of non-increasing
pricing schemes that are strongly coordinating, that is, any
deviation from efficient allocation by any agent results in
utility loss for that agent. With regard to condition C1, note that for 0 < ϵ ≤
¯ti−1/2 both πqO (ti −2ϵ, ti) and πqO (ti+1 −ϵ, ti+1) can
be obtained by calculating the areas of the corresponding
trapezoids. Let t−= limϵ→0+(t −ϵ). For any i = 2, . . . , n Theorem 3 Consider the coefficient set κ = {κ1, . . . , κn}
such that for i = 1, . . . , n −1, 0 < κi < κi+1/2 and 0 < 123 123 J Sched (2015) 18:497–511 505 we have (20) πqO (ti, ti + 2ϵ) −πqO (ti+1, ti+1 + ϵ) < ϵ πqO (ti −2ϵ, ti) −πqO (ti+1 −ϵ, ti+1)
= 1
22ϵ
qO (ti −2ϵ) + qO
t−
i
−1
2ϵ
qO (ti+1 −ϵ) + qO
t−
i+1
= 1
22ϵ
1−2i−2δ−κi−1
1−4ϵ
¯ti−1
+1−2i−2δ−κi−1
! −1
2ϵ
1 −2i−1δ −κi
1 −2ϵ
¯ti
+ 1 −2i−1δ −κi
! 3 = ϵ
1 −2κi−1
1 −2ϵ
¯ti−1
+ κi
1 −ϵ
¯ti
! . If ¯ti/2 ̸= ¯ti+1 then the latter also holds for ϵ = ¯ti/2. In
case of ¯ti/2 = ¯ti+1, (20) would hold as equality for ϵ =
¯ti/2. However, this requires pi = pi+1 which implies the
existence of an alternative efficient allocation. Hence, the
choice of any later intervals for a given agent i which is not
part of an efficient allocation results in the loss of utility for
that agent. Also, for jobs with equal processing times the
choice of a later alternative efficient intervals does not alter
the utility to the corresponding agents. Consideringtheabove,weconcludethatqO isacoordinat-
ing pricing scheme where for any T ∈E and every T ∈T\E,
it holds for all i ∈N that πq(Ti)−πq(Ti) < υi(Ti)−υi(Ti). ⊓⊔ ⊓⊔ From Lemma 2 we know that ¯ti−1 ≤2¯ti and consequently
1 −2ϵ/¯ti−1 ≤1 −ϵ/¯ti. By assumption we have 2κi−1 < κi
which leads to the observation that for every 0 < ϵ < ¯ti−1/2, To see how the pricing scheme introduced in Theorem 3
can coordinate the subcontractor scheduling problem first
note that for all agents with unequal processing times, corre-
sponding efficient allocations are exclusively the best choices
of subcontracting intervals. For agents with equal processing
time jobs, however, the best choices are multiple. Neverthe-
less, qO would result in the situation where the number of
best choices for the jobs with equal processing times are
exactly the same as the number of those jobs. Therefore, a
first-come-first-serve rule would result in strict coordination
of individual choices. (19) πqO (ti −2ϵ, ti) −πqO (ti+1 −ϵ, ti+1) > ϵ
(19) with regard to ϵ = ¯ti−1/2 we consider two cases. If ¯ti−1/2 ̸=
¯ti then at ϵ = ¯ti−1/2, (19) holds strictly as well which implies
that (19) holds strictly for every 0 < ϵ ≤ti. Otherwise, if
¯ti−1/2 = ¯ti, then at ϵ = ¯ti−1/2, (19) holds as equality. However, this requires that pi−1 = pi which corresponds to
an alternative efficient allocation wherein job i is allocated
with the interval allocated to job i −1. Hence, the choice of
any earlier intervals for a given agent i which is not part of
an efficient allocation results in loss of utility for that agent. 3 Also, for jobs with equal processing times the choice of an
earlier alternative efficient intervals does not alter the utility
to the corresponding agents. 4.1 Subcontractor’s revenue with coordinating pricing
schemes Let Πq =
i∈N πq(Ti) be the total payment from agents
to the subcontractor under the pricing schemes q. We call
Πq the subcontractor’s revenue under q. In this section we
characterize the range of Πq with q being a coordinating
pricing scheme. With regard to condition C2, note that for 0 < ϵ ≤¯ti/2
both πqO (ti, ti + 2ϵ) and πqO (ti+1, ti+1 + ϵ) can also be
obtained by calculating the areas of the corresponding trape-
zoids. for any i = 1, . . . , n −1 we have The coordinating pricing schemes introduced in Theo-
rem 3 can extract (almost) all of the total saving υ(T ) from
the agents by selecting δ small enough which is shown in the
following theorem. πqO (ti, ti + 2ϵ) −πqO (ti+1, ti+1 + ϵ)
= 1
22ϵ [qO (ti) + qO (ti + 2ϵ)]
−1
2ϵ
qO (ti+1) + qO (ti+1 + ϵ)
= 1
22ϵ
1 −2i−1δ + κi + 1 −2i−1δ + κi
1 −4ϵ
¯ti
! −1
2ϵ
1 −2iδ + κi+1 + 1 −2iδ + κi+1
1 −2ϵ
¯ti+1
! = ϵ
1 + 2κi
1 −2ϵ
¯ti
−κi+1
1 −
ϵ
¯ti+1
! . Theorem 4 ΠqO = υ(T ) −δ
i∈N 2i−1¯ti. Theorem 4 ΠqO = υ(T ) −δ
i∈N 2i−1¯ti. Proof For every i ∈N we have, πqO (Ti) = ¯ti
1 −2i−1δ + κi + 1 −2i−1δ + κi −2κi
/2
= ¯ti
1 −2i−1δ
. Therefore ΠqO =
i∈N ¯ti −δ
i∈N 2i−1¯ti. Therefore ΠqO =
i∈N ¯ti −δ
i∈N 2i−1¯ti. ⊓⊔ ⊓⊔ Hence, the total payments can be made arbitrary close to
the maximum possible which is the total saving υ(T ). From Lemma 2 we know that ¯ti ≤2¯ti+1 and consequently
1−2ϵ/¯ti ≤1−ϵ/¯ti+1. By assumption we have κi < κi+1/2. Therefore, for 0 < ϵ < ¯ti−1/2 we would have We now provide a lower bound for the total subcon-
tractor’s revenue attainable under any coordinating pricing 123 3 506 J Sched (2015) 18:497–511 By induction on i it is easily verifiable that under the
pricing scheme that satisfies the condition (21) and has the
lowest possible price, every agent i ∈N pays an amount
equal to ¯ti(1 −1/2n−i) to the subcontractor. Thus for every
coordinating pricing scheme q, it must be the case that
Πq ≥
i∈N ¯ti
1 −1/2n−i
. ⊓⊔ scheme. We show in Corollary 1 that this bound is an upper
bound on the subcontractor’s revenue attainable by any coor-
dinating mechanism with private information. scheme. We show in Corollary 1 that this bound is an upper
bound on the subcontractor’s revenue attainable by any coor-
dinating mechanism with private information. Theorem 5 (Lower bound) For any coordinating pricing
scheme q, we have Πq ≥
i∈N ¯ti
1 −1/2n−i
. Theorem 5 (Lower bound) For any coordinating pricing
scheme q, we have Πq ≥
i∈N ¯ti
1 −1/2n−i
. ⊓⊔ Proof Let T ∈E be an efficient allocation. If q is coordinat-
ing, then for all i ∈N there is no Ti which results in higher
utility than Ti. In particular, for any agent i = 2, . . . , n, the
following deviation from efficient allocation should not be
profitable: construct Ti by removing the last ϵ > 0 interval
at the end of Ti and add instead another interval with dura-
tion 2ϵ starting at time ti −2ϵ (to have feasible allocations it
must be that ϵ ≤ti/2). With the new allocation, i finishes ϵ
units of time earlier, i.e., υi(Ti)−υi(Ti) = −ϵ. Theorem 4 ΠqO = υ(T ) −δ
i∈N 2i−1¯ti. To make this
deviation unprofitable, the condition in (10) requires that We close with the observation that the lower bound in
Theorem 5 is attainable by the following pricing scheme qL(t) =
1 −1/2n−i
if ti ≤t < ti+1, i ∈N;
0
if t ≥tn. (26) (26) Clearly qL is non-increasing, and coordinating. To see the
latter we check the conditions in Theorem 2: C1 holds since
we have
1 −1/2n−i+1
2ϵ −
1 −1/2n−i
ϵ = ϵ. Also,
we have
1 −1/2n−i
2ϵ −
1 −1/2n−i−1
ϵ = ϵ. Thus C2
holds as (0) 2ϵ −(0) ϵ ≤ϵ. Clearly, qL(0) < 1. Finally we get ΠqL (T ) =
i∈N ¯ti
1 −1/2n−i
. Clearly qL is non-increasing, and coordinating. To see the
latter we check the conditions in Theorem 2: C1 holds since Clearly qL is non-increasing, and coordinating. To see the
latter we check the conditions in Theorem 2: C1 holds since
we have
1 −1/2n−i+1
2ϵ −
1 −1/2n−i
ϵ = ϵ. Also,
we have
1 −1/2n−i
2ϵ −
1 −1/2n−i−1
ϵ = ϵ. Thus C2
holds as (0) 2ϵ −(0) ϵ ≤ϵ. Clearly, qL(0) < 1. Finally we get ΠqL (T ) =
i∈N ¯ti
1 −1/2n−i
. we have
1 −1/2n−i+1
2ϵ −
1 −1/2n−i
ϵ = ϵ. Also,
we have
1 −1/2n−i
2ϵ −
1 −1/2n−i−1
ϵ = ϵ. Thus C2
holds as (0) 2ϵ −(0) ϵ ≤ϵ. Clearly, qL(0) < 1. ( )
( )
y qL( )
Finally we get ΠqL (T ) =
i∈N ¯ti
1 −1/2n−i
. y
Finally we get ΠqL (T ) =
i∈N ¯ti
1 −1/2n−i
. πq (ti −2ϵ, ti) −πq (ti+1 −ϵ, ti+1) ≥ϵ. (21) (21) We construct a pricing scheme qL which satisfies the
above condition for every i = 2, . . . , n and every 0 < ϵ ≤
ti/2, and has the lowest possible total revenue. We construct a pricing scheme qL which satisfies the
above condition for every i = 2, . . . , n and every 0 < ϵ ≤
ti/2, and has the lowest possible total revenue. 5 Private processing times Section 4 shows how to coordinate a set of self-interested
agents through a coordinating pricing scheme under the
assumption that the vector of true processing times p is
given and known to the subcontractor. In this section, we
relax this assumption by allowing true processing times to
be private information of agents. Thus reporting an untruth-
ful processing time by an agent can deceive the subcontractor
who consequently moves the agent’s job in the sequence of
jobs in efficient allocations which can potentially increase
the agent’s time saving or reduce his payment. Let qL(t) = 0 for t ≥tn. Observe that in the latter range
qL has the lowest possible prices, so under qL the agent n
pays 0 for its efficient allocation. The condition in (21) for
i = n and any 0 < ϵ ≤tn/2 requires that πqL (tn −2ϵ, tn) ≥ϵ. (22) (22) To obtain the cheapest pricing scheme we require qL to
yield πqL (tn −2ϵ, tn) = ϵ for every 0 < ϵ ≤¯tn−1/2. In
particular for ϵ = ¯tn−1/2 we get πqL (tn−1, tn) = ¯tn−1/2. This means that under qL the agent i = n −1 pays ¯tn−1/2. Next, the condition (21) for agent i = n −1 and every
0 < ϵ ≤tn−1/2 requires that To obtain the cheapest pricing scheme we require qL to
yield πqL (tn −2ϵ, tn) = ϵ for every 0 < ϵ ≤¯tn−1/2. In
particular for ϵ = ¯tn−1/2 we get πqL (tn−1, tn) = ¯tn−1/2. This means that under qL the agent i = n −1 pays ¯tn−1/2. This section presents a mechanism that guarantees that the
agents are always better off by reporting their true process-
ing times, and that they are also better off by participating
in the subcontracting—such mechanism is refereed to as the
coordinating mechanism for the subcontractor scheduling
problem under private information. Finally, the section cal-
culates the amount the subcontractor forfeits to the agents to
extract the true processing times from them. Next, the condition (21) for agent i = n −1 and every
0 < ϵ ≤tn−1/2 requires that πqL (tn−1 −2ϵ, tn−1) −πqL (tn −ϵ, tn) ≥ϵ. 5 Private processing times (23) (23) To obtain the cheapest pricing scheme we can consider
qL to be such that (23) holds as equality for every 0 < ϵ ≤
¯
¯ To obtain the cheapest pricing scheme we can consider
qL to be such that (23) holds as equality for every 0 < ϵ ≤ We draw upon mechanism design theory (Nisan 2007;
Jackson 2000) and introduce a payment scheme that moti-
vates agents to report true processing times knowing the
subcontractor’s intention to maximize the total savings. ¯tn−2/2. In this case, for ϵ = ¯tn−2/2 we get πqL (tn−2, tn−1) −πqL
tn −¯tn−2/2, tn
= ¯tn−2/2. (24) (24) A pricing scheme in Sect. 4 determines payments made by
agents to the subcontractor for time intervals that they choose
to utilize on the subcontractor’s machine. In this section the
payments are made for reporting particular processing times
by the agents to the subcontractor. Formally, each agent
reports a processing time ri from its individual processing
time space Pi ⊂R+. We use pi to denote the true process-
ing time of agent i. Let P = P1 ×· · ·× Pn be the processing
time space of all agents. By Lemma 2, we know that ¯tn−2/2 ≤¯tn−1 so tn −
¯tn−2/2 ≥tn−1. Hence we have πqL
tn −¯tn−2/2, tn
=
¯tn−2/4 and eventually πqL (tn−2, tn−1) = 3¯tn−2/4. (25) (25) The latter implies that agent i = n −2 under qL pays
¯tn−2(3/4) to the subcontractor. 123 123 J Sched (2015) 18:497–511 507 πVCG
i
(r) = hi
r−i
−
j∈N\{i}
υ j (T (r)) , Definition 2 A mechanism M is defined by a (n + 1)-tuple
( f M, π M
1 , . . . , π M
n ) consisting of an allocation function
f M : P →T , and a payment scheme π M : P →Rn. where hi is a function independent of agent i’s reported
processing time ri. Among the class of VCG mechanisms,
the pivotal mechanism with Given a vector of reported processing times r and the
sequence in which the agents report them (to break ties in
the allocation), the payment scheme of a mechanism deter-
mines the monetary amount π M
i (r) that i ∈N pays in return
for receiving the allocation prescribed for i by f M. Lemma 3 For all i ∈N, we have Although incentive compatibility implies that agents are
not better off by lying about their true processing times, Although incentive compatibility implies that agents are
not better off by lying about their true processing times,
it does not generally imply that the agents are better off
by reporting their true processing times—there could gen-
erally exist untruthful agent reports that result in the same
utility as the truthful ones. Therefore, unfortunately, agents
may generally choose to be untruthful after all even with
the incentive compatible mechanisms. This is generally the
case for VCG mechanisms, in particular the pivotal mecha-
nism, which characterize the class of efficient and incentive
compatible mechanisms for quasilinear utilities (Green and
Laffont 1977). However, we show later in Theorem 6 that for
the subcontractor scheduling problem studied in this paper
the pivotal mechanism makes the agents always better off by
reporting their true processing times. π PM
i
(r) = ¯ti(r)
1 −1/2n−[i]
. (31) (31) Proof We start by showing that for any i, j ∈N, we have
¯t j(r−i) −¯t j(r) = 0 if [ j] < [i] and ¯t j(r−i) −¯t j(r) =
¯ti(r)/2[ j]−[i] if [ j] > [i]. By (6) ri does not appear in ¯t j(r) for [ j] < [i]. Therefore,
¯t j(r−i) −¯t j(r) = 0 for [ j] < [i]. By (6) ri does not appear in ¯t j(r) for [ j] < [i]. Therefore,
¯t j(r−i) −¯t j(r) = 0 for [ j] < [i]. If [ j] > [i], then the exclusion of i affects the duration of
allocated time to jobs j without altering the relative position
of other jobs. By (4) and (5), we have ¯t j(r) = 1
2
⎛
⎝r j −
⎡
⎣ti(r) + ¯ti(r) +
[i]<[k]<[ j]
¯tk(r)
⎤
⎦
⎞
⎠ 5 Private processing times hi
r−i
=
j∈N\{i}
υ j
T
r−i
(29) (29) With quasilinear utilities, a mechanism M would result in
the utility guarantees that all payments from the agents to the mecha-
nism are non-negative. Here T (r−i) is an efficient allocation
for the set of jobs excluding job i and for processing time
vector r. Thus, the payment by pivotal mechanism for i ∈N
equals uM
i
f M(r)
= υi
f M(r)
−π M
i (r)
(27) (27) for i ∈N. π PM
i
(r) =
j∈N\{i}
"
¯t j
r−i
−¯t j(r)
#
,
(30) (30) Thesubcontractorisseekingtoallocatethesubcontracting
intervals efficiently, thus we focus on mechanisms whose
allocation functions yield efficient allocations, i.e., f M ≡T . We call such mechanisms efficient. where ¯t j(r) is the duration of subcontracting time allocated
to j by the efficient (optimal) allocation for the reportedr and
¯t j(r−i) is the duration of subcontracting time allocated to j
by the efficient allocation for the reported r−i that excludes
i. We concentrate on incentive compatible mechanism since
they have the potential to motivate the agents to report their
true processing times. By (30) the payment π PM
i
(r) charged by the pivotal mech-
anism to agent i is the total subcontracting time that could
have been allocated to all other agents had not i asked for
subcontracting and reported ri. It follows from the charac-
terization of efficient solutions that the exclusion of an agent
i reporting ri would only affect the agents that follow i in
T (r). Let σ be the permutation of jobs in T (r) and let [i],
for i ∈N, be the position of i in T (r). Definition 3 A mechanism M is incentive compatible if for
every reported processing time vector r = (r1, . . . ,rn) and
for every agent i ∈N uM
i
f M
pi,r−i
≥uM
i
f M(r)
,
(28) (28) where r−i is the vector r without its ith coordinate. where r−i is the vector r without its ith coordinate. Lemma 3 For all i ∈N, we have Lemma 3 For all i ∈N, we have Lemma 3 For all i ∈N, we have 5.1 Payment scheme u PM
i
(T (r)) = max
( pi −ti (r)
2
, 0
)
−ri −ti (r)
2
1 −
1
2n−l
,
(33) /
j
Based on the above observation, the total payment in (30)
becomes
π PM
i
(r) =
¯ti(r)/2[k]−[i]
u PM
i
(T (r)) = max
( pi −ti (r)
2
, 0
)
−ri −ti (r)
2
1 −
1
2n−l
, Based on the above observation, the total payment in (30)
becomes
u PM
i
(T (r)) = max
( pi −ti (r)
2
t ( ) Based on the above observation, the total payment in (30)
becomes (33) π PM
i
(r) =
[k]>[i]
¯ti(r)/2[k]−[i]
= ¯ti(r)
[k]>[i]
1/2[k]−[i]
= ¯ti(r)
1 −1/2n−[i]
. where n > l ≥h and ti(r) is the start time of job i in T (r). Suppose l = h. In this case we have ti(r) = ti(p). Since h < n, it directly follows from (32) and (33) that
u PM
i
(T (r)) < u PM
i
(T (p)). where n > l ≥h and ti(r) is the start time of job i in T (r). Suppose l = h. In this case we have ti(r) = ti(p). Since h < n, it directly follows from (32) and (33) that
u PM
i
(T (r)) < u PM
i
(T (p)). where n > l ≥h and ti(r) is the start time of job i in T (r). Suppose l = h. In this case we have ti(r) = ti(p). Since h < n, it directly follows from (32) and (33) that
u PM
i
(T (r)) < u PM
i
(T (p)). i
i
Next, suppose l > h. Let σ(k) be the job in position k in
T (p). By (4) and (5) and induction on l −h we have, ⊓⊔ ti (r) = ti (p) +
l
k=h+1
rσ(k) −ti (p)
2l+1−k
= rσ(l)
2
+ · · · + rσ(h+1)
2l−h
+ ti (p)
2l−h 5.2 Coordinating meachanism Lemma 3 provides a closed-form formula for the pivotal
mechanism payments. With these payments, each agent pays
an amount directly proportional to the duration of its alloca-
tion on subcontractor’s machine and inversely proportional to
its order in the sequence of jobs on subcontractor’s machine. Therefore if an agent announces a shorter than true process-
ing time, which could possibly precipitate its position in the
sequence and thus result in the agent’s higher time saving,
then the agent pays more. We show that as a result of this
misrepresentation, the agent’s utility decreases. At the same
time, we show that reporting longer than true processing time
reduces agent’s utility as well, unless the agent comes in the
last position in the sequence. This position is special since it
neither incurs any payment by (31) nor it affects any other
agent. Therefore, whether the agent in this position lies or not
is irrelevant. Alternatively, one can assume that the longest
job always belongs to the subcontractor—this dummy job
could represent the continuation of subcontractor’s opera-
tions. Consequently, the mechanism enforces agents to report
their actual processing time which we now formally prove. Using the fact that rσ(k) ≥pi for k ≥h we get ti (r) ≥
l
k=h+1
pi
2l+1−k + ti(p)
2l−h = pi −
pi
2l−h + ti(p)
2l−h
(34) For a contradiction assume u PM
i
(T (r)) ≥u PM
i
(T (p)),
i.e., by (32) and (33) assume that max
( pi −ti (r)
2
, 0
)
−ri −ti (r)
2
1 −
1
2n−l
≥pi −ti (p)
2
1
2n−h . If pi −ti (r) ≤0, then the contradiction readily follows. Otherwise, suppose pi −ti (r) > 0. Then, we have pi −ti (r)
2
−ri −ti (r)
2
1 −
1
2n−l
≥pi −ti (p)
2
1
2n−h . Theorem 6 Let r = (r1, . . . ,rn) be the reported processing
times and let pi be true processing time of agent i. Then
u PM
i
(T (pi,r−i)) > u PM
i
(T (r)), provided that pi ̸= ri and
i is not in the last position of T (r). The last inequality simplifies to 2l−h [ri −ti (r)] −[pi −ti (p)] ≥2n−h [ri −pi] . Using (34), note that the last inequality remains valid
if ti(r) is replaced with pi −pi/2l−h + ti(p)/2l−h. 5.1 Payment scheme and We draw upon the VCG mechanisms to obtain a desirable
payment scheme for the subcontractor scheduling problem. The payment scheme for VCG mechanisms is defined as
follows ¯t j
r−i
= 1
2
⎛
⎝r j −
⎡
⎣ti(r) +
[i]<[k]<[ j]
¯tk
r−i
⎤
⎦
⎞
⎠ 3 3 J Sched (2015) 18:497–511 508 Thus
By (27), (31), (7), and (4), for pi, the utility of agent i is By (27), (31), (7), and (4), for pi, the utility of agent i is Thus By (27), (31), (7), and (4), for pi, the utility of agent i is Thus ¯t j
r−i
−¯t j(r)
= 1
2
⎛
⎝¯ti(r) −
[i]<[k]<[ j]
"
¯tk
r−i
−¯tk(r)
#
⎞
⎠
u PM
i
(T (p)) = pi −ti (p)
2
−pi −ti (p)
2
1 −
1
2n−h
= pi −ti (p)
2
1
2n−h . (32)
Th
f
( )
d (b) u PM
i
(T (p)) = pi −ti (p)
2
−pi −ti (p)
2
1 −
1
2n−h
= pi −ti (p)
2
1
2n−h . (32) ¯t j
r−i
−¯t j(r)
= 1
2
⎛
⎝¯ti(r) −
[i]<[k]<[ j]
"
¯tk
r−i
−¯tk(r)
#
⎞
⎠
= 1
2
⎛
⎝¯ti(r) −
[i]<[k]<[ j]
"
¯tk
r−i
−¯tk(r)
#
⎞
⎠ (32) There are two cases for ri: (a) ri > pi, and (b) ri < pi. (a) With ri > pi we have There are two cases for ri: (a) ri > pi, and (b) ri < pi. (a) With ri > pi we have By induction on [ j] −[i] we obtain ¯t j(r−i) −¯t j(r)
= ¯ti(r)/2[ j]−[i] if [ j] > [i]. By induction on [ j] −[i] we obtain ¯t j(r−i) −¯t j(r)
= ¯ti(r)/2[ j]−[i] if [ j] > [i]. 5.3 Subcontractor’s revenue with coordinating
mechanisms ti (p) = ti (r) +
h−1
k=l
rσ(k) −ti (r)
2h−k
= rσ(h−1)
2
+ · · · + rσ(l)
2h−l + ti (r)
2h−l . The payment scheme π PM provides the subcontractor with
a positive revenue for any given r. Let us define Π PM(r) =
i∈N π PM
i
(r) as the total payment from agents to the sub-
contractor in pivotal mechanism. By Theorem 6 all agents
except the last in T (r) report their true processing times
while the last one pays nothing to the subcontractor regard-
less of his report. Therefore, we focus on the subcontractor’s
revenue for the true processing times p. Using the fact that rσ(k) ≤pi for k ≤h we get ti (p) ≤
h−1
k=1
pi
2h−k + ti(r)
2h−l = pi −
pi
2h−l + ti(r)
2h−l
(36) (36) Although the subcontractor’s services result in the total
savings of υ(T (p)) for all agents, it follows from Lemma 3
that the mechanism (T , π PM) can only achieve revenue
Π PM(p) for the subcontractor which is always less than
v(T (p)). In fact, instances can be found for which the ratio
of subcontractor’s revenue to total savings obtained via sub-
contracting, i.e., Π PM(p)/υ(T (p)), is arbitrarily close to
zero. For example, consider a set of two jobs with p1 = 2
and p2 = 101. Despite having a total saving of 51, we
have π PM
1
= 0.5 and π PM
2
= 0 resulting in the ratio
υ(T (p))/Π PM(p) < 0.01. For a contradiction assume u PM
i
(T (r)) ≥u PM
i
(T (p))
or, by (32) and (35), ri −ti (r)
2
1
2n−l ≥pi −ti (p)
2
1
2n−h . The last simplifies to ri −ti (r) ≥2h−l[pi −ti (p)]. Nevertheless, Moulin (1986) shows that if for all agents
it holds that minT υi(T ) = 0—which is the case in subcon-
tractor’s subcontracting problem with divisible jobs—then
among all efficient, incentive compatible, and individually
rational mechanisms, the pivotal mechanism generates the
highest total payment. Therefore, the subcontractor cannot
gain a higher revenue from any other efficient, incentive com-
patible, and individually rational mechanisms than it does
from (T , π PM). Thus, by the juxtaposition of Lemma 3 and
Theorem 5 we get the following observation. where 1 ≤l ≤h. Suppose h = l. Then we have ti(r) = ti(p), and it follows
from (32) and (35) that u PM
i
(T (r)) < u PM
i
(T (p)). i
i
Next, suppose 1 ≤l < h. By (4) and (5) and induction on
h −l 5.2 Coordinating meachanism The
inequality then simplifies to 2l−h [ri −pi] ≥2n−h [ri −pi]. Proof Assume pi ̸= ri ∈Pi for some agent i. Let p =
(pi,r−i). Suppose job i is in position h and l in efficient
solutions T (p) and T (r), respectively, and assume l ̸= n. 12 123 509 J Sched (2015) 18:497–511 This is a contradiction since we have 2l−h < 2n−h. Thus
u PM
i
(T (r)) < u PM
i
(T (p)) for ri > pi. (b) With ri < pi we have This is a contradiction since we have 2l−h < 2n−h. Thus
u PM
i
(T (r)) < u PM
i
(T (p)) for ri > pi. (b) With ri < pi we have subcontracting. Therefore the mechanism coordinates the
subcontractor scheduling problem under private information. One possible disadvantage of coordination based on
mechanism design, the VCG mechanisms in particular, is
that this coordination is implicitly centralized—the efficient
schedule is computed by the subcontractor and then reported
to the agents. Although distributed implementations of the
pivotal mechanism where the schedule is determined by the
self-interested agents themselves are beyond the scope of this
paper, we refer the reader to Parkes and Shneidman (2004)
where guidelines for the distributed implementations of the
VCG mechanisms are proposed. u PM
i
(T (r)) =ri −ti (r)
2
−ri −ti (r)
2
1 −
1
2n−l
=ri −ti (r)
2
1
2n−l ,
(35) (35) where 1 ≤l ≤h. 5.3 Subcontractor’s revenue with coordinating
mechanisms Using (36), the last inequality remains valid if ti(p) is
replaced with pi −pi/2h−l + ti(r)/2h−l. The inequality
then simplifies to ri ≥pi which is a contradiction. Thus
u PM
i
(T (r)) < u PM
i
(T (p)) for ri < pi. ⊓⊔ ⊓⊔ Finally, to ensure agents’ participation in subcontracting,
the efficient mechanism M must satisfy the strict indi-
vidual rationality condition requiring that for all agents,
truth-telling results in positive utility, irrespective of the
reported processing times of other agents. That is, for every
r = (r1, . . . ,ri = pi, . . . ,rn) and all i ∈N, uM
i (T (r)) > 0. The efficient mechanism (T , π PM) satisfies the strict indi-
vidual rationality condition since, by (27), (31) and (7), we
have u PM
i
(T (r)) = ¯ti(r)/2n−[i] > 0, for ri = pi. Corollary 1 Subcontractor’s revenue with any efficient,
incentive compatible, and individually rational mechanisms
under private information never exceeds that with a coordi-
nating pricing scheme under complete information. i
Thus we showed the mechanism (T , π PM) guarantees,
by Theorem 6, that the agents are always better off by
reporting their true processing times, and that, by strict indi-
vidual rationality, they are better off by participating in the However, the construction of a coordinating pricing
scheme q requires the knowledge of true processing times
p, thus the difference Πq(p) −Π PM(p) may be considered 123 12 3 J Sched (2015) 18:497–511 510 scheme, we must have q(t) > 2 for 0 ≤t < 18 so that job 2
would not be able to choose any interval on subcontractor’s
machine. as the amount the subcontractor forfeit to the agents to extract
the true processing times from them. scheme, we must have q(t) > 2 for 0 ≤t < 18 so that job 2
would not be able to choose any interval on subcontractor’s
machine. The condition in (38) for job i = 4 and ϵ = 0.25 requires
that, (37) υw
i (T ) = wiυi(T ). The condition in (38) for job i = 3 and ϵ = 0.5 requires
that, The total saving for all agents is defined as the sum of indi-
vidual savings, that is υw(T ) =
i∈N υw
i (T ). The efficient
allocation is T = arg maxT υw(T ). Unlike the symmetric
case where each job in N is allocated a non-empty inter-
val on subcontractor’s machine, in asymmetric case efficient
allocations may exclude some jobs from the subcontractor’s
schedule. Let I = {i ∈N|¯ti > 0} be the set of jobs that
receive non-empty allocations, and O = {i ∈N|¯ti = 0} the
set of jobs that receive no such allocations. We denote the
cardinality of I with l. q (2, 3) −q(10.5, 11) ≥6. (40) (40) q (2, 3) −q(10.5, 11) ≥6. We already know that q (10.5, 11) > 3.25 thus it must be
that q (2, 3) > 9.25. This implies that in the cheapest coor-
dinating pricing scheme, agent 1 must pay 9.25 for acquiring
the time interval [2, 3) on subcontractor’s machine. However,
since the valuation of agent 1 is only 9, this means that he
would be better off by not accepting that interval. This contra-
dicts the fact that q is coordinating. Therefore, in situations
with asymmetric valuations, coordinating pricing schemes
may be impossible to find. ⊓⊔ In the remainder of this section, we focus on coordinating
pricing schemes in situations with asymmetric valuations. In
these situations, any coordinating pricing scheme q meets
the following conditions: for ti ≤t < ti+1 it holds that
q(t) < wi, that is, it is required that subcontracting price
across the allocation of job i do not exceed its unit saving
from subcontracting. ⊓⊔ 6 Asymmetric valuations q (10.5, 11) −q(17.75, 18) ≥2.75. (39) (39) We now relax the assumption of symmetric valuations and
assume that the value of a unit time saving for agent i is wi. Let w = (wi|i ∈N). The saving to agent i resulting from
the allocation T thus equals assume that the value of a unit time saving for agent i is wi. Let w = (wi|i ∈N). The saving to agent i resulting from
the allocation T thus equals Considering that we need q(t) > 2 for 0 ≤t < 18, it must
be that q(17.75, 18) > 0.5 and consequently q (10.5, 11) >
3.25. Considering that we need q(t) > 2 for 0 ≤t < 18, it must
be that q(17.75, 18) > 0.5 and consequently q (10.5, 11) >
3.25. υw
i (T ) = wiυi(T ). (37) (37) 7 Final remarks and conclusions We studied the decentralized subcontractor scheduling prob-
lem under complete and private information. We designed
the coordinating pricing schemes in case of complete infor-
mation and studied the range of subcontractor’s revenue for
these schemes. Our coordinating pricing schemes are piece-
wise linear and non-increasing. We show by a counterexample that it is generally impos-
sible to construct coordinating pricing schemes in the asym-
metric case. Without loss of generality we assume I =
{1, . . . ,l} and that the jobs are sequenced in efficient solu-
tions by their index order. We also devised a mechanism that is incentive compatible,
individually rational, and efficient in case of private informa-
tion. The mechanism is based on the pivotal mechanism and
it is moreover coordinating. Another desirable property of
the mechanism, that immediately follows from Theorem 6,
is Envy-Freeness (Foley 1967) which is defined as the con-
dition where no agent prefers another agent’s allocation to
its own, that is ui(Ti(p)) ≥ui(T j(p)) for all j and all i. The mechanism produces the highest subcontractor revenue
among efficient, incentive compatible, and individually ratio-
nal mechanisms. Theorem 7 There exists no coordinating pricing scheme in
the asymmetric valuation case. Theorem 7 There exists no coordinating pricing scheme in
the asymmetric valuation case. Proof To construct coordinating pricing schemes, we must
ensure that agents would not benefit by deviating from the
efficient allocations. In particular, deviations of the similar
type as in Theorem 5 must be unprofitable for any agent
who receives non-zero allocations on the subcontractor’s
machine. That is for every i = 2, . . . ,l and every 0 < ϵ < ti
it must hold that, (38) q (ti −2ϵ, ti) −q(ti+1 −ϵ, ti+1) ≥wiϵ. (38) For the asymmetric case, we showed that the coordination
through pricing schemes is not always possible. Consider the following example. There are four jobs
p = (p1 = 6, p2 = 18, p3 = 19, p4 = 25) with w =
(w1 = 9, w2 = 2, w3 = 12, w4 = 11). The unique efficient
allocation is I = {1, 3, 4} with T1 = [0, 3), T3 = [3, 11),
T4 = [11, 18), and O = {2}. For any coordinating pricing Consider the following example. There are four jobs
p = (p1 = 6, p2 = 18, p3 = 19, p4 = 25) with w =
(w1 = 9, w2 = 2, w3 = 12, w4 = 11). The unique efficient
allocation is I = {1, 3, 4} with T1 = [0, 3), T3 = [3, 11),
T4 = [11, 18), and O = {2}. For any coordinating pricing An open problem is the complexity of finding the efficient
allocations for the asymmetric case. Several other extensions are possible for this problem:
job’s release dates and due dates, setup times required for
subcontractor to prepare for processing different jobs, and 123 123 511 J Sched (2015) 18:497–511 transportation costs for transportation from and to manu-
facturers. Finally, the divisibility of jobs can be altered by
requesting that only certain parts of jobs with fixed dura-
tions can be subcontracted. We leave these issues for future
research. Groves, T. (1973). Incentives in teams. Econometrica, 41, 617–631. Heydenreich, B., Muller, R., & Uetz, M. (2007). Games and mech-
anism design in machine schedulingan introduction. Production
and Operations Management, 16(4), 437–454. Immorlica, N., Li, L., Mirrokni, V.S., & Schulz, A. (2005). Coordina-
tion mechanisms for selfish scheduling. In Internet and network
economics, Springer, pp 55–69. Jackson, M. (2000). Encyclopedia of life support systems, chap Mech-
anism theory, London: EOLSS Publishers. References Nisan,N.(2007).Algorithmicgametheory,chapIntroductiontomecha-
nismdesign(forcomputerscientists),CambridgeUniversityPress,
pp 209–242. Anderson, E. J. (1981). A new continuous model for job–shop schedul-
ing. International Journal of System Science, 12(12), 1469–1475. Nisan, N., & Ronen, A. (2007). Computationally feasible VCG mech-
anisms. Journal of Artificial Intelligence Research, 29, 19–47. Aydinliyim, T., & Vairaktarakis, G. L. (2010). Coordination of out-
sourced operations to minimize weighted flow time and capacity
booking costs. Manufacturing & Service Operations Management,
12(2), 236–255. Parkes, D.C., & Shneidman, J. (2004). Distributed implementations of
Vickery–Clarke–Groves mechanisms. In Proceedings of the Third
International Joint Conference on Autonomous Agents and Multi-
agent Systems, 2004. AAMAS 2004, pp. 261–268. Aydinliyim, T., & Vairaktarakis, G. L. (2011). Planning production and
inventories in the extended enterprise, chap Sequencing Strate-
gies and Coordination Issues in Outsourcing and Subcontracting
Operations, Springer, pp 269–319. Parmigiani, A.E. (2003). Concurrent sourcing: When do firms both
make and buy? PhD thesis, University of Michigan. Qi, X. (2012). Production scheduling with subcontracting: The subcon-
tractors pricing game. Journal of Scheduling, 15(6), 773–781. Bharadwaj,V.,Ghose,D.,Mani,V.,&Robertazzi,T.(1996).Scheduling
divisible loads in parallel and distributed systems. Los Alamitos:
IEEE Computer Society Press. Smith, W. (1956). Various optimizers for single-stage production. Naval
Research Logistics Quarterly, 3(1–2), 59–66. Suijs, J. (1996). On incentive compatibility and budget balancedness in
public decision making. Review of Economic Design, 2(1), 193–
209. Bukchin, Y., & Hanany, E. (2007). Decentralization cost in scheduling:
A game-theoretic approach. Manufacturing & Service Operations
Management, 9(3), 263–275. Tan, B., & Gershwin, S. (2004). Production and subcontracting strate-
gies for manufacturers with limited capacity and volatile demand. Annals of Operations Research, 125(1), 205–232. Cai, X., & Vairaktarakis, G. L. (2012). Coordination of outsourced oper-
ations at a third-party facility subject to booking, overtime, and
tardiness costs. Operations Research, 60(6), 1436–1450. f
p
Taymaz, E., & Kiliçaslan, Y. (2005). Determinants of subcontracting
and regional development: An empirical study on turkish textile
and engineering industries. Regional Studies, 39(5), 633–645. Chen, N., Deng, X., & Sun, X. (2004). On complexity of single-minded
auction. Journal of Computer and System Sciences, 69(4), 675–
687. Vairaktarakis, G. L. (2013). Noncooperative games for subcontracting
operations. Manufacturing & Service Operations Management,
15(1), 148–158. Chen, Z., & Li, C. (2008). Scheduling with subcontracting options. IIE
Transactions, 40(12), 1171–1184. Christodoulou, G., Koutsoupias, E., & Nanavati, A. (2004). Coordi-
nation mechanisms. In Automata, languages and programming,
Springer (pp. 345–357). Vairaktarakis, G.L., & Aydinliyim, T. (2007). Theorem 7 There exists no coordinating pricing scheme in
the asymmetric valuation case. Acknowledgments
This research has been supported by the Nat-
ural Sciences and Engineering Research Council of Canada Grant
OPG0105675. The authors are grateful to the associate editor and
two anonymous referees whose suggestions substantially improved the
paper. Kamien, M. I., & Li, L. (1990). Subcontracting, coordination, flexibil-
ity, and production smoothing in aggregate planning. Management
Science, 36(11), 1352–1363. Koutsoupias, E., & Papadimitriou, C. (1999). Worst-case equilibria. In
STACS 99, Springer, pp 404–413. Open Access
This article is distributed under the terms of the Creative
CommonsAttribution4.0InternationalLicense(http://creativecommons. org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to
the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. Open Access
This article is distributed under the terms of the Creative
CommonsAttribution4.0InternationalLicense(http://creativecommons. org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to
the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. Kutanoglu, E., & Wu, S. (1999). On combinatorial auction and
lagrangean relaxation for distributed resource scheduling. IIE
Transactions, 31(9), 813–826. Lee, I., & Sung, C. (2008). Single machine scheduling with outsourcing
allowed. International Journal of Production Economics, 111(2),
623–634. Moulin, H. (1986). Characterizations of the pivotal mechanism. Journal
of Public Economics, 31(1), 53–78. References Centralization versus
competition in subcontracting operations, technical Memorandum
Number 819, Case Western Reserve University. Clarke, E. (1971). Multipart pricing of public goods. Public Choice,
11(1), 17–33. Van Mieghem, J. (1999). Coordinating investment, production, and sub-
contracting. Management Science, 45(7), 954–971. Curiel, I., Pederzoli, G., & Tijs, S. (1989). Sequencing games. European
Journal of Operational Research, 40(3), 344–351. Vickrey, W. (1961). Counterspeculation, auctions, and competitive
sealed tenders. The Journal of finance, 16(1), 8–37. Curiel, I., Hamers, H., & Klijn, F. (2004). Sequencing games: a survey. In Chapters in game theory (pp. 27–50). US: Springer. Webster, M., Alder, C., & Muhlemann, A. (1997). Subcontracting
within the supply chain for electronics assembly manufacture. International Journal of Operations & Production Management,
17(9), 827–841. Drozdowski, M. (2009). Scheduling for parallel processing. London:
Springer. Foley, D. (1967). Resource allocation and the public sector. Yale Eco-
nomic Essays, 7(1), 45–98. Wellman, M., Walsh, W., Wurman, P., & MacKie-Mason, J. (2001). Auction protocols for decentralized scheduling. Games and Eco-
nomic Behavior, 35(1–2), 271–303. Green, J., & Laffont, J. (1977). Characterization of satisfactory mech-
anisms for the revelation of preferences for public goods. Econo-
metrica, 45(2), 427–438. 12 123
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Aspergillus fumigatus Transcription Factors Involved in the Caspofungin Paradoxical Effect
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Aspergillus fumigatus Transcription Factors Involved in the
Caspofungin Paradoxical Effect Clara Valero,a Ana Cristina Colabardini,a Jéssica Chiaratto,a Lakhansing Pardeshi,b,c Patrícia Alves de Castro,a
Jaire Alves Ferreira Filho,a Lilian Pereira Silva,a Marina Campos Rocha,d
Iran Malavazi,d
Jonas Henrique Costa,e
Taícia Fill,e Mário Henrique Barros,f Sarah Sze Wah Wong,g
Vishukumar Aimanianda,g Koon Ho Wong,b,h
Gustavo H. Goldmana aFaculdade de Ciências Farmacêuticas de Ribeirão Preto, Universidade de São Paulo Ribeirão Preto, Ribeirão Preto, Brazil aFaculdade de Ciências Farmacêuticas de Ribeirão Preto, Universidade de São Paulo Ribeirão Preto, Ribeirão Preto, Brazil
bFaculty of Health Sciences, University of Macau, Macau SAR, China
cGenomics and Bioinformatics Core, Faculty of Health Sciences, University of Macau, Macau SAR, China
dDepartamento de Genética e Evolução, Centro de Ciências Biológicas e da Saúde, Universidade Federal de São Carlos, São Carlos, São Paulo, B
eInstituto de Química, Universidade de Campinas, Campinas, São Paulo, Brazil
fDepartamento de Microbiologia, Instituto de Ciências Biomédicas, Universidade de São Paulo, São Paulo, Brazil
gUnité Mycologie Moléculaire, Institut Pasteur, UMR2000, CNRS, Paris, France
hInstitute of Translational Medicine, University of Macau, Macau SAR, China ABSTRACT
Aspergillus fumigatus is the leading cause of pulmonary fungal diseases. Azoles have been used for many years as the main antifungal agents to treat and
prevent invasive aspergillosis. However, in the last 10 years there have been several
reports of azole resistance in A. fumigatus and new strategies are needed to combat
invasive aspergillosis. Caspofungin is effective against other human-pathogenic fun-
gal species, but it is fungistatic only against A. fumigatus. Resistance to caspofungin
in A. fumigatus has been linked to mutations in the fksA gene that encodes the tar-
get enzyme of the drug -1,3-glucan synthase. However, tolerance of high caspofun-
gin concentrations, a phenomenon known as the caspofungin paradoxical effect
(CPE), is also important for subsequent adaptation and drug resistance evolution. Here, we identified and characterized the transcription factors involved in the re-
sponse to CPE by screening an A. fumigatus library of 484 null transcription factors
(TFs) in CPE drug concentrations. We identified 11 TFs that had reduced CPE and
that encoded proteins involved in the basal modulation of the RNA polymerase II
initiation sites, calcium metabolism, and cell wall remodeling. One of these TFs,
FhdA, was important for mitochondrial respiratory function and iron metabolism. The ΔfhdA mutant showed decreased growth when exposed to Congo red or to
high temperature. RESEARCH ARTICLE
Molecular Biology and Physiology
crossm RESEARCH ARTICLE
Molecular Biology and Physiology
crossm RESEARCH ARTICLE
Molecular Biology and Physiology RESEARCH ARTICLE
Molecular Biology and Physiology May/June 2020
Volume 11
Issue 3
e00816-20 Citation Valero C, Colabardini AC, Chiaratto J,
Pardeshi L, de Castro PA, Ferreira Filho JA, Silva
LP, Rocha MC, Malavazi I, Costa JH, Fill T, Barros
MH, Wong SSW, Aimanianda V, Wong KH,
Goldman GH. 2020. Aspergillus fumigatus
transcription factors involved in the
caspofungin paradoxical effect. mBio
11:e00816-20. https://doi.org/10.1128/mBio
.00816-20. Aspergillus fumigatus Transcription Factors Involved in the
Caspofungin Paradoxical Effect These TFs encode proteins in-
volved in the basal modulation of the RNA polymerase II initiation sites, calcium me-
tabolism or cell wall remodeling, and mitochondrial respiratory function. The study
of those genes regulated by TFs identified in this work will provide a better under-
standing of the signaling pathways that are important for caspofungin tolerance and
resistance. KEYWORDS Aspergillus fumigatus, calcium, caspofungin, cell wall, transcription
factors, mitochondria I
nfections by human-pathogenic fungal species are a major cause of morbidity and
mortality in immunosuppressed patients. It is estimated that more people die from
the 10 main invasive fungal diseases than from tuberculosis or malaria. Among them,
invasive aspergillosis is the most common human systemic infection caused by fila-
mentous fungi, with approximately 200,000 infections by year worldwide and a high
rate of mortality that can reach 95% (1). Despite of the continuous increase of
populations susceptible to fungal infections, the availability of antifungal drugs is still
very limited. Azoles have been used for many years as the main antifungal agents to
treat and prevent invasive aspergillosis (2, 3). Their mode of action relies on inhibition
of ergosterol biosynthesis, which, coupled with the accumulation of a toxic interme-
diate, disrupts cell membrane integrity (4). However, in recent decades, a steady
increase in worldwide reports of azole resistance in Aspergillus fumigatus, resulting in
therapeutic failures, has been a matter of serious clinical concern (5). Resistant pheno-
types have been found to be associated with exposure to azole formulations during
both antifungal therapy in patients and fungicide application in the environment (6). g
py
p
g
pp
Due to the limited availability of effective antifungal agents and the emergence of
azole resistance, new strategies are needed to combat invasive aspergillosis (7). Since
fungal cell wall is absent in humans and is essential to fungal viability, drugs disrupting
cell wall biosynthesis have gained more attention. Echinocandins, such as caspofungin
(CSP), are the newest class of antifungal drugs approved to treat invasive fungal
infections. They target the fungal cell wall by inhibiting 1,3--D-glucan synthase, which
is responsible for the assembly of -D-glucan, a major component of the fungal cell wall
(8). As a result, treatment with echinocandins leads to hyphae with defects in growth
and morphology (9). These antifungal agents are also effective against Candida species,
exhibiting fungicidal activity. In contrast, they are fungistatic against A. Aspergillus fumigatus Transcription Factors Involved in the
Caspofungin Paradoxical Effect Transcriptome sequencing (RNA-seq) analysis and further experi-
mental validation indicated that the ΔfhdA mutant showed diminished respiratory
capacity, probably affecting several pathways related to the caspofungin tolerance
and resistance. Our results provide the foundation to understand signaling pathways
that are important for caspofungin tolerance and resistance. Citation Valero C, Colabardini AC, Chiaratto J,
Pardeshi L, de Castro PA, Ferreira Filho JA, Silva
LP, Rocha MC, Malavazi I, Costa JH, Fill T, Barros
MH, Wong SSW, Aimanianda V, Wong KH,
Goldman GH. 2020. Aspergillus fumigatus
transcription factors involved in the
caspofungin paradoxical effect. mBio
11:e00816-20. https://doi.org/10.1128/mBio
.00816-20. Editor J. Andrew Alspaugh, Duke University
Medical Center
Copyright © 2020 Valero et al. This is an open-
access article distributed under the terms of
the Creative Commons Attribution 4.0
International license. Address correspondence to Gustavo H. Goldman, ggoldman@usp.br. Received 6 April 2020
Accepted 15 May 2020
Published 16 June 2020 Citation Valero C, Colabardini AC, Chiaratto J,
Pardeshi L, de Castro PA, Ferreira Filho JA, Silva
LP, Rocha MC, Malavazi I, Costa JH, Fill T, Barros
MH, Wong SSW, Aimanianda V, Wong KH,
Goldman GH. 2020. Aspergillus fumigatus
transcription factors involved in the
caspofungin paradoxical effect. mBio
11:e00816-20. https://doi.org/10.1128/mBio
.00816-20. IMPORTANCE Aspergillus fumigatus, one of the most important human-pathogenic
fungal species, is able to cause aspergillosis, a heterogeneous group of diseases that
presents a wide range of clinical manifestations. Invasive pulmonary aspergillosis is
the most serious pathology in terms of patient outcome and treatment, with a high
mortality rate ranging from 50% to 95% primarily affecting immunocompromised
patients. Azoles have been used for many years as the main antifungal agents to
treat and prevent invasive aspergillosis. However, there were several reports of evo-
lution of clinical azole resistance in the last decade. Caspofungin, a noncompetitive
-1,3-glucan synthase inhibitor, has been used against A. fumigatus, but it is fungi-
static and is recommended as second-line therapy for invasive aspergillosis. More in- ®
mbio.asm.org
1 ®
mbio.asm.org
1 ® Valero et al. formation about caspofungin tolerance and resistance is necessary in order to refine
antifungal strategies that target the fungal cell wall. Here, we screened a transcrip-
tion factor (TF) deletion library for TFs that can mediate caspofungin tolerance and
resistance. We have identified 11 TFs that are important for caspofungin sensitivity
and/or for the caspofungin paradoxical effect (CPE). May/June 2020
Volume 11
Issue 3
e00816-20 RESULTS Eleven transcriptional factors govern caspofungin paradoxical effect (CPE). To
assess if any other TF plays a role in CPE, a library of 484 A. fumigatus TF null mutants
(25) was screened for sensitivity to high concentrations of caspofungin (16 g/ml). At
this concentration, the CPE is induced in the CEA17 parental strain (22, 23). Eleven null
mutants, including the ΔzipD mutant (ΔAFUB_020350), exhibited increased sensitivity
to caspofungin at a concentration of 16 g/ml (the other 10 mutants included
ΔAFUB_009970 [cbfA], ΔAFUB_029870 [nctA], ΔAFUB_045980 [nctB], ΔAFUB_058240
[nctC], ΔAFUB_091020 [fhdA], ΔAFUB_064180 [znfA], ΔAFUB_037850 [atfA], ΔAFUB_
040580 [rlmA], ΔAFUB_08249 [zfpA], and ΔAFUB_054000) (Fig. 1A). Except for the ΔnctA
and ΔrlmA mutants, all also showed sensitivity to lower caspofungin concentrations,
suggesting a high correlation between caspofungin sensitivity and reduced CPE
(Fig. 1B). The ΔnctA and ΔnctB mutant strains were previously described (25) in a report
from a study whose results indicated that loss of the negative cofactor 2 complex led
to resistance to most clinically used antifungals, including azoles and terbinafine. We
have confirmed these results for the ΔnctA mutant, but there were no differences in
antifungal drug susceptibility seen for any other TF mutant in comparison with the
wild-type strain (Table 1). CbfA is the putative homologue of Saccharomyces cerevisiae DPB4, a putative
subunit of the DNA polymerase epsilon and the ISW2 chromatin accessibility complex
(identity, 34%; similarity, 55%; E value, 4e09). NctA and NctB, together with CbfA and
NtcC, are members of the evolutionarily conserved CBF/NF-Y family of TFs (Fig. 1C; Pfam
PF00808, histone-like transcription factor CBF/NF-Y and archaeal histone). This family
encompasses archaebacterial histones and histone-like TFs from eukaryotes, which
include the CBC transcription regulator complex (26). NctC is a putative A. fumigatus
paralogue of the NctA and HapE CCAAT-binding factor complex subunit (26). FhdA and
ZnfA encode novel TFs with fork-head-associated domains and zinc-finger-associated
domains, respectively. AtfA is important for viability of conidia, and several kinds of
stress, including oxidative, osmotic, and cell wall damage stress, while RlmA is required
for the regulation of the cell wall integrity (CWI) pathway; both proteins have already
been shown to be important for CPE (23, 27–30). We also previously found ZfpA
transcripts upregulated in the presence of calcium and voriconazole (31, 32). However,
AFUB_054000 is not known to have identity with any other known TF. Aspergillus fumigatus Transcription Factors Involved in the
Caspofungin Paradoxical Effect fumigatus,
promoting the lysis of the apical tips of expanding hyphae, altering hyphal morphol-
ogy, and modifying cell wall composition and organization (10). Regardless, they are
recommended for second-line therapy against invasive aspergillosis due to excellent
tolerability and synergistic potential in combination with other antifungals (11). Resis-
tance to echinocandins in A. fumigatus has been linked to mutations in the fksA gene
(coding for 1,3--D-glucan synthase, the drug-target), representing a well-documented
mechanism in Candida species (12, 13). Nevertheless, FKS1-independent resistance
mechanisms have also been reported to exist (14, 15). A phenomenon different from
resistance is known to occur when A. fumigatus is exposed to high concentrations of
caspofungin, called the caspofungin paradoxical effect (CPE), which relies on the ability
of the fungus to restore growth at suprainhibitory drug concentrations (16). Several
studies have been performed to elucidate the mechanisms underlying this process,
showing links between CPE and components of signaling pathways responsible for the
fungal response to environmental stresses such as those imposed by Hsp90, calcineu-
rin, or mitogen-activated protein kinases (MAPKs) (17–19). In Candida albicans, aneu-
ploidy also enables the CPE by altering the copy number of several genes involved in
cell wall remodeling or calcium metabolism (20, 21). Recently, our group identified a May/June 2020
Volume 11
Issue 3
e00816-20 mbio.asm.org
2 ® Regulation of Caspofungin Tolerance in Aspergillus novel basic leucine zipper ZipD transcription factor (TF) that was found to play a role
in the calcium-calcineurin pathway and to be involved in CPE (22, 23). Moreover, it has
been suggested that reactivation of -1,3-glucan synthase is essential for CPE mainte-
nance (24). Given the polygenic and complex nature of CPE, a better understanding of mech-
anisms of echinocandin resistance and tolerance in A. fumigatus has become manda-
tory. Accordingly, in order to identify possible regulatory mechanisms controlling CPE,
we screened an A. fumigatus library of null TFs in various CPE concentrations. In this
work, we identified and characterized several TFs involved in the response to CPE. We
identified 11 TF mutants that have reduced CPE, and 9 of them were more sensitive to
caspofungin than the wild-type strain. The TFs identified encode proteins involved in
the basal modulation of the RNA polymerase (Pol) II initiation sites, in calcium metab-
olism, or in cell wall remodeling. Additionally, one of these TFs (FhdA) encodes a novel
protein important for mitochondrial respiratory function and iron metabolism. RESULTS To obtain insight into the TF signaling networks governing caspofungin tolerance,
we generate functional gene networks using STRING (https://string-db.org/) analysis. The TF interaction network showed two distinct networks that are highly connected
and composed as follows: (i) CbfA (AFUB_009970), NctA (AFUB_029870), NctB
(AFUB_045980), and NctC (AFUB_058240) and (ii) AtfA (AFUB_037850) and RlmA
(AFUB_040580) (data not shown). These results suggest that the different TF members
of the CBF/NF-Y family interact under conditions of caspofungin tolerance. In addition, mbio.asm.org
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e00816-20 ® Valero et al. FIG 1 Identification of A. fumigatus transcription factor null mutants that have reduced caspofungin paradoxical
effect (CPE). A collection of A. fumigatus 484 null transcription factor mutants was screened for sensitivity to
caspofungin by growing them on MM plus 16 g/ml of caspofungin. (A and B) Eleven mutants that displayed
reduced CPE had their radial growth quantified on MM plus 16 g/ml of caspofungin (A) or MM plus 0.5 g/ml of
caspofungin (B). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control
condition (*, P 0.05). (C) Protein domains in NctA, NctB, NctC, and CbfA determined by the use of SMART
(http://smart.embl-heidelberg.de/). FIG 1 Identification of A. fumigatus transcription factor null mutants that have reduced caspofungin paradoxical
effect (CPE). A collection of A. fumigatus 484 null transcription factor mutants was screened for sensitivity to
caspofungin by growing them on MM plus 16 g/ml of caspofungin. (A and B) Eleven mutants that displayed
reduced CPE had their radial growth quantified on MM plus 16 g/ml of caspofungin (A) or MM plus 0.5 g/ml of
caspofungin (B). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control
condition (*, P 0.05). (C) Protein domains in NctA, NctB, NctC, and CbfA determined by the use of SMART
(http://smart.embl-heidelberg.de/). RlmA and AtfA interact for cell wall remodeling under conditions of caspofungin
tolerance. Here, we characterized in more detail the ΔcbfA, ΔnctC, and ΔfhdA mutants. CbfA and NctC are required for optimal growth under conditions of stresses
and suppress production of secondary metabolites (SM). The ΔcbfA mutant showed
reduced radial growth on minimal medium (MM) (about 50% of the levels seen with the
wild-type and complemented strains; Fig. 2A), and it was more sensitive to higher temper-
ature (44°C), CaCl2, caspofungin, and increased osmotic pressure (Fig. 2A to E). mbio.asm.org
4 RESULTS CbfA:GFP
(CbfA:green fluorescent protein) was constitutively present in the nucleus (Fig. 2F) since
there was no change in its location or in the level of fluorescence intensity seen upon
exposure to all stressing conditions described above (data not shown). Interestingly, growth
of the ΔcbfA mutant in liquid MM for up to 48 h at 37°C resulted in the secretion of
compounds that gave a reddish color to the culture medium (Fig. 3A). Mass spectrometry
analysis revealed that the ΔcbfA mutant showed increased production of fumiquinazoline
A, C, and F and of pyripyropene A (Fig. 3B to E). Reverse transcription-quantitative PCR
(RT-qPCR) confirmed that two genes in the fumaquinazoline pathway, fmqB (AFUB_078050) May/June 2020
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4 ® Regulation of Caspofungin Tolerance in Aspergillus TABLE 1 MIC values and ranges obtained by CLSI antifungal susceptibility testing method
for the A. fumigatus mutant strains identified in the caspofungin screening and the
corresponding wild-type strain
Strain
MIC (g/ml)a
Amphotericin B
Voriconazole
Itraconazole
Posaconazole
Wild-type A. fumigatus
2
0.25
0.5–1
1
A. fumigatus ΔcbfA
2
0.5
0.5
1
A. fumigatus ΔzipD
2
0.25
0.5
1
A. fumigatus ΔnctA
2
2
16
4
A. fumigatus ΔnctB
2
0.5
0.5
1
A. fumigatus ΔnctC
2
0.25
0.25
1
A. fumigatus ΔfhdA
2
0.25
0.5
1
A. fumigatus ΔznfA
2
0.25–0.5
0.5
1
A. fumigatus ΔatfA
2
0.25
0.5
1
A. fumigatus ΔrlmA
2
0.5
1.0
1
A. fumigatus ΔzfpA
2
0.5
0.25–0.5
1
A. fumigatus ΔAFUB_054000
2
0.25–0.5
0.25
1
aReference MIC values for A. fumigatus ATCC 204305 (g/ml): amphotericin B, 0.5 to 2; voriconazole, 0.5 to 4;
itraconazole, 0.12 to 1; posaconazole, 0.06 to 0.5. TABLE 1 MIC values and ranges obtained by CLSI antifungal susceptibility testing method
for the A. fumigatus mutant strains identified in the caspofungin screening and the
corresponding wild-type strain and fmqD (AFUB_047560), and one in the pyripyropene A biosynthesis pathway, pypC
(AFUB_081560), were upregulated by about 2-fold to 10-fold in the ΔcbfA strain (Fig. 3F),
suggesting that CbfA has a negative role in these SM gene clusters. The ΔnctC mutant showed (about 30%) reduced growth in MM compared to the
wild-type and complemented strains (Fig. 4A). It also displayed reduced growth in high
osmotic concentrations and at a high temperature (44°C) (Fig. 4B to D). May/June 2020
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e00816-20 RESULTS Growth phenotypes of the wild-type, ΔcbfA, and ΔcbfA::cbfA strains grown for 5 days in MM at different
temperatures (A), in MM plus CaCl2 500 mM at 37°C (B), in MM plus 16 g/ml of caspofungin at 37°C (C), in MM plus NaCl 500 mM at 37°C (D), and in MM plus
sorbitol 1.2 M (E). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***,
P 0.001; ****, P 0.0001). (F) CbfA:GFP germlings (16 h old) were constitutively present in the nuclei. FIG 2
Molecular characterization of CbfA. Growth phenotypes of the wild-type, ΔcbfA, and ΔcbfA::cbfA strains grown for 5 days in MM at different
temperatures (A), in MM plus CaCl2 500 mM at 37°C (B), in MM plus 16 g/ml of caspofungin at 37°C (C), in MM plus NaCl 500 mM at 37°C (D), and in MM plus
sorbitol 1.2 M (E). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***,
P 0.001; ****, P 0.0001). (F) CbfA:GFP germlings (16 h old) were constitutively present in the nuclei. FIG 2
Molecular characterization of CbfA. Growth phenotypes of the wild-type, ΔcbfA, and ΔcbfA::cbfA strains grown for 5 days in MM at different
temperatures (A), in MM plus CaCl2 500 mM at 37°C (B), in MM plus 16 g/ml of caspofungin at 37°C (C), in MM plus NaCl 500 mM at 37°C (D), and in MM plus
sorbitol 1.2 M (E). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***,
P 0.001; ****, P 0.0001). (F) CbfA:GFP germlings (16 h old) were constitutively present in the nuclei. FIG 2
Molecular characterization of CbfA. Growth phenotypes of the wild-type, ΔcbfA, and ΔcbfA::cbfA strains grown for 5 days in MM at different
temperatures (A), in MM plus CaCl2 500 mM at 37°C (B), in MM plus 16 g/ml of caspofungin at 37°C (C), in MM plus NaCl 500 mM at 37°C (D), and in MM plus
sorbitol 1.2 M (E). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***,
P 0.001; ****, P 0.0001). RESULTS NctC:GFP was
constitutively present in the nuclei, and its localization was not affected by switching
the temperature or exposure to the aforementioned stressing conditions (Fig. 4E and
data not shown). Interestingly, the ΔnctC mutant also secreted reddish compounds in
the culture medium under conditions of growth at 37°C for 48 h (Fig. 5A). Mass
spectrometry analysis showed that the ΔnctC mutant had increased production of
fumitremorgin C and tryprostatin A (Fig. 5B and C). Surprisingly, three genes in the
fumitremorgin biosynthesis pathway, ftmE (AFUB_086320), ftmD (AFUB_086340), and
ftmA (AFUB_060400), did not shown mRNA accumulation in the ΔnctC mutant (Fig. 5D). There are differences in the cell wall composition of these strains (Fig. 6). The ΔcbfA
and ΔnctA strains had higher levels of alkali-insoluble glucosamine (AI-glucosamine)
(representing chitin) and lower levels of alkali-soluble glucose (AS-glucose) (indicating
-1,3-glucan content) than the wild-type and complemented strains (Fig. 6). The ΔnctC
strain had higher levels of AS-glucose whereas the ΔnctA strain had lower levels of
AS-glucose and of AI-glucose (representative of -1,3-glucan) than the wild-type and
complemented strains (Fig. 6). In a neutropenic mouse model, the ΔcbfA mutant was as virulent as the wild-type
strain whereas the ΔnctC mutant was avirulent (see Fig. S1A and S1B at doi.org/
10.6084/m9.figshare.12315230). Overall, these results strongly indicate that CbfA and NctC are important regulators
of genes that have an impact not only on caspofungin sensitivity and cell wall
composition but also on the responses that occur under several stress conditions. FhdA, containing a forkhead-associated domain, is involved in stress toler-
ance. The fhdA gene encodes a putative transcription factor of 513 amino acids in length
with a molecular weight of 57.1 kDa and a forkhead-associated domain (SM00240; https://
smart.embl.de/) (between amino acids 108 and 166). Phylogenetic analysis of FhdA
across fungal species representing the 13 different taxonomic classes or subphyla
within Dikarya (https://www.fungidb.org) revealed that orthologues were restricted to
Pezizomycotina (Eurotiomycetes, Sordariomycetes, Leotiomycetes, and Dothideomyce-
tes), Saccharomycotina (Saccharomycetes), and Taphrinomycotina (Schizosaccharomy-
cetes) (Fig. 7A; see also Table S1 at doi.org/10.6084/m9.figshare.12315230). FhdA
orthologues were identified in other important fungal pathogens, such as Coccidioides
spp., Fusarium spp., and Ajellomyces capsulatus (see Table S1). May/June 2020
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5 ® Valero et al. FIG 2
Molecular characterization of CbfA. May/June 2020
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e00816-20 RESULTS Standard deviations represent averages
Statistical analysis was performed using one-way ANOVA for comparisons to the wild-type condition FIG 3 The ΔcbfA mutant has increased production of several secondary metabolites. (A) Cultures (left column) and supernatants separated from the sam
cultures (right column) were grown with agitation for 5 days at 37°C. (B to E) Secondary metabolites were extracted from the wild-type and ΔcbfA cultures from
those supernatants, and mass spectrometry was performed, identifying pyripyropene A (B), fumiquinazoline A (C), fumiquinazoline F (D), and fumiquinazolin
C (E). WT, wild type; EIC, extracted ion chromatogram. (F) Determination of the expression of fmqB, fmqD, pypE, and pypC by RT-qPCR. tub, -tubulin. Th
wild-type and ΔcbfA strains were grown for 48 h at 37°C. Gene expression was normalized using tubA (Afu1g10910). Standard deviations represent average
of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA for comparisons to the wild-type conditio
(*, P 0.05). RESULTS (F) CbfA:GFP germlings (16 h old) were constitutively present in the nuclei. The FhdA:GFP was constantly present in the nucleus even after caspofungin expo-
sure (about 100 germlings exposed or not to 0.006 g/ml of caspofungin for 30 min;
data not shown). There were no differences in the radial growth among the ΔfhdA
mutant and wild-type and complemented strains in both MM and YAG medium (2%
[wt/vol] glucose, 0.5% [wt/vol] yeast extract, trace elements) (Fig. 7B). However, the
ΔfhdA mutant showed some conidiation defects since it produced about 10-fold to
100-fold less conidia depending on the culture media (Fig. 7C). The ΔfhdA mutant was
very sensitive to low caspofungin concentrations and had reduced CPE. Furthermore, it
exhibited decreased growth when exposed to Congo red or at higher temperature
(Fig. 1, 7D to G). In a neutropenic mouse model, the ΔfhdA mutant is as virulent as the mbio.asm.org
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e00816-20 ® FIG 3 The ΔcbfA mutant has increased production of several secondary metabolites. (A) Cultures (left column) and supernatants separated from the same
cultures (right column) were grown with agitation for 5 days at 37°C. (B to E) Secondary metabolites were extracted from the wild-type and ΔcbfA cultures from
those supernatants, and mass spectrometry was performed, identifying pyripyropene A (B), fumiquinazoline A (C), fumiquinazoline F (D), and fumiquinazoline
C (E). WT, wild type; EIC, extracted ion chromatogram. (F) Determination of the expression of fmqB, fmqD, pypE, and pypC by RT-qPCR. tub, -tubulin. The
wild-type and ΔcbfA strains were grown for 48 h at 37°C. Gene expression was normalized using tubA (Afu1g10910). Standard deviations represent averages
of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA for comparisons to the wild-type condition
(*, P 0.05). Regulation of Caspofungin Tolerance in Aspergillus
® Regulation of Caspofungin Tolerance in Aspergillus everal secondary metabolites. (A) Cultures (left column) and supernatants separated from the same
ys at 37°C. (B to E) Secondary metabolites were extracted from the wild-type and ΔcbfA cultures from
ed, identifying pyripyropene A (B), fumiquinazoline A (C), fumiquinazoline F (D), and fumiquinazoline
) Determination of the expression of fmqB, fmqD, pypE, and pypC by RT-qPCR. tub, -tubulin. The
Gene expression was normalized using tubA (Afu1g10910). FIG 3 The ΔcbfA mutant has increased production of several secondary metabolites. (A) Cultures (left column) and supernatants separated from the same
cultures (right column) were grown with agitation for 5 days at 37°C. (B to E) Secondary metabolites were extracted from the wild-type and ΔcbfA cultures from
those supernatants, and mass spectrometry was performed, identifying pyripyropene A (B), fumiquinazoline A (C), fumiquinazoline F (D), and fumiquinazoline
C (E). WT, wild type; EIC, extracted ion chromatogram. (F) Determination of the expression of fmqB, fmqD, pypE, and pypC by RT-qPCR. tub, -tubulin. The
wild-type and ΔcbfA strains were grown for 48 h at 37°C. Gene expression was normalized using tubA (Afu1g10910). Standard deviations represent averages
of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA for comparisons to the wild-type condition
(*, P 0.05). FIG 3 The ΔcbfA mutant has increased production of several secondary metabolites. (A) Cultures (left column) and supernatants separated from the same
cultures (right column) were grown with agitation for 5 days at 37°C. (B to E) Secondary metabolites were extracted from the wild-type and ΔcbfA cultures from
those supernatants, and mass spectrometry was performed, identifying pyripyropene A (B), fumiquinazoline A (C), fumiquinazoline F (D), and fumiquinazoline
C (E). WT, wild type; EIC, extracted ion chromatogram. (F) Determination of the expression of fmqB, fmqD, pypE, and pypC by RT-qPCR. tub, -tubulin. The
wild-type and ΔcbfA strains were grown for 48 h at 37°C. Gene expression was normalized using tubA (Afu1g10910). Standard deviations represent averages
of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA for comparisons to the wild-type condition
(*, P 0.05). wild-type strain (see Fig. S1C at doi.org/10.6084/m9.figshare.12315230). Taken to-
gether, these data strongly suggest that FhdA is a TF important for caspofungin, Congo
red, and high-temperature tolerance. Transcriptional profiling of the fhdA mutant after caspofungin exposure. To
identify FhdA-dependent gene expression under conditions of extensive exposure to mbio.asm.org
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e00816-20 caspofungin, the wild-type and ΔfdhA transcriptomes were assessed postexposure to
FIG 4 Molecular characterization of NctC. (A to D) Growth phenotypes of the wild-type, ΔnctC, and ΔnctC::nctC strains grown for 5 days in MM at 37°C (A),
MM plus sorbitol 1.2 M (B), MM plus NaCl 500 mM (C), and MM at 44°C (D). Standard deviations represent averages of results from three independent biological
repetitions Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***, P 0.001;
****, P 0.0001). (E) NctC:GFP germlings (16 h old) were constitutively present in the nuclei at 30°C and 37°C. Valero et al. ® ® Valero et al. FIG 4 Molecular characterization of NctC. (A to D) Growth phenotypes of the wild-type, ΔnctC, and ΔnctC::nctC strains grown for 5 days in MM at 37°C (A),
MM plus sorbitol 1.2 M (B), MM plus NaCl 500 mM (C), and MM at 44°C (D). Standard deviations represent averages of results from three independent biological
repetitions Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***, P 0.001;
****, P 0.0001). (E) NctC:GFP germlings (16 h old) were constitutively present in the nuclei at 30°C and 37°C. FIG 4 Molecular characterization of NctC. (A to D) Growth phenotypes of the wild-type, ΔnctC, and ΔnctC::nctC strains grown for 5 days in MM at 37°C (A),
MM plus sorbitol 1.2 M (B), MM plus NaCl 500 mM (C), and MM at 44°C (D). Standard deviations represent averages of results from three independent biological
repetitions Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01; ***, P 0.001;
****, P 0.0001). (E) NctC:GFP germlings (16 h old) were constitutively present in the nuclei at 30°C and 37°C. caspofungin, the wild-type and ΔfdhA transcriptomes were assessed postexposure to
2 g/ml caspofungin for 48 h (Fig. 7G). Differentially expressed genes were defined as
those with a minimum of 2-fold change (FC) in gene expression (log2FC greater than
or equal to 1.0 and less than or equal to 1.0) with a false-discovery rate (FDR) of less
than 0.05 (see Table S2 at doi.org/10.6084/m9.figshare.12315230) compared to the
wild-type strain under the equivalent conditions. In the wild-type strain, 1,720 and
1,411 genes were upregulated and downregulated, respectively, after 48 h of growth in mbio.asm.org
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e00816-20 ® Regulation of Caspofungin Tolerance in Aspergillus FIG 5 The ΔnctC mutant has increased production of several secondary metabolites. (A) Cultures (left column) and supernatants
separated from the same cultures (right column) were grown with agitation for 5 days at 37°C. Secondary metabolites were extracted
from the wild-type and ΔnctC cultures from those supernatants, and mass spectrometry was performed, identifying tryprostatin A (B)
and fumitremorgin C (C). (E) Determination of the expression of ftmE, ftmD, and ftmA by RT-qPCR. The wild-type and ΔnctC strains were
grown for 48 h at 37°C. Gene expression was normalized using tubA (Afu1g10910). Standard deviations represent averages of results
from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA for comparisons to the
wild-type condition (*, P 0.05). FIG 5 The ΔnctC mutant has increased production of several secondary metabolites. (A) Cultures (left column) and supernatants
separated from the same cultures (right column) were grown with agitation for 5 days at 37°C. Secondary metabolites were extracted
from the wild-type and ΔnctC cultures from those supernatants, and mass spectrometry was performed, identifying tryprostatin A (B)
and fumitremorgin C (C). (E) Determination of the expression of ftmE, ftmD, and ftmA by RT-qPCR. The wild-type and ΔnctC strains were
grown for 48 h at 37°C. Gene expression was normalized using tubA (Afu1g10910). Standard deviations represent averages of results
from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA for comparisons to the
wild-type condition (*, P 0.05). the presence of caspofungin. FunCat (https://elbe.hki-jena.de/fungifun/fungifun.php)
enrichment analyses performed for the wild-type strain demonstrated a transcriptional
upregulation of genes coding for proteins involved in C-compound and carbohydrate
metabolism; sugar, glucoside, polyol, and carboxylate catabolism; lipid, fatty acid, and
isoprenoid metabolism; secondary metabolism; flavin adenine dinucleotide/flavin
mononucleotide (FAD/FMN) and NAD/NADP binding; and electron transport (Fig. 8A). On the other hand, there was a downregulation of genes coding for proteins involved
in rRNA processing, tRNA processing, RNA binding, ribosome biogenesis, secondary
metabolism, and degradation of serine (Fig. 8A). This implies that under conditions of
extensive exposure to CPE drug concentrations, A. fumigatus upregulates energy
production, carbon blocks for carbohydrate and lipid biosynthesis, and secondary
metabolism while downregulating RNA metabolism and part of the secondary metab-
olism. the presence of caspofungin. May/June 2020
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e00816-20 FunCat (https://elbe.hki-jena.de/fungifun/fungifun.php)
enrichment analyses performed for the wild-type strain demonstrated a transcriptional
upregulation of genes coding for proteins involved in C-compound and carbohydrate
metabolism; sugar, glucoside, polyol, and carboxylate catabolism; lipid, fatty acid, and
isoprenoid metabolism; secondary metabolism; flavin adenine dinucleotide/flavin
mononucleotide (FAD/FMN) and NAD/NADP binding; and electron transport (Fig. 8A). On the other hand, there was a downregulation of genes coding for proteins involved
in rRNA processing, tRNA processing, RNA binding, ribosome biogenesis, secondary
metabolism, and degradation of serine (Fig. 8A). This implies that under conditions of
extensive exposure to CPE drug concentrations, A. fumigatus upregulates energy
production, carbon blocks for carbohydrate and lipid biosynthesis, and secondary
metabolism while downregulating RNA metabolism and part of the secondary metab-
olism. Comparisons of the ΔfhdA mutant to the wild-type strain under basal conditions
(without exposure to caspofungin) revealed enrichment of the transcriptional
upregulation of genes encoding proteins related to C-compound and carbohydrate
metabolism, transport facilities, siderophore-iron transport, and secondary metab- mbio.asm.org
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e00816-20 ® Valero et al. FIG 6 Composition of monosaccharides in the cell walls of the wild-type and mutant strains. Standard deviations represent
averages of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA
for comparisons to the wild-type condition (*, P 0.05). FIG 6 Composition of monosaccharides in the cell walls of the wild-type and mutant strains. Standard deviations represent
averages of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA
for comparisons to the wild-type condition (*, P 0.05). FIG 6 Composition of monosaccharides in the cell walls of the wild-type and mutant strains. Standard deviations represent
averages of results from three independent biological repetitions. Statistical analysis was performed using one-way ANOVA
for comparisons to the wild-type condition (*, P 0.05). olism (Fig. 8B). Under conditions of constant exposure to caspofungin, the ΔfhdA
mutant showed enrichment of the upregulation of genes related to amino acid
metabolism, aerobic respiration, heat shock response, and mitochondrial transport
(Fig. 8C); in addition, enrichment was observed for downregulated genes related to the
tricarboxylic acid (TCA) cycle; metabolism of pyruvate; electron transport; alcohol
fermentation; lipid, fatty acid, and isoprenoid metabolism; secondary metabolism; and
C-compound and carbohydrate metabolism. Taken together, the data suggest that the
ΔfhdA mutant evidenced some defects in the mitochondrial function that probably
affected several pathways related to caspofungin tolerance. May/June 2020
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e00816-20 (A) Phylogenetic distribution of FhdA across fungal genomes. Sequences were aligned through ClustalW
implemented in the MEGA7 software (77). Phylogenetic analyzes were performed using MEGA7 software and the neighbor-joining method (78) and 1,000
bootstrap replications (79) for each analysis. The phylogenetic tree was visualized using the Figtree program (http://tree.bio.ed.ac.uk/software/figtree/). The
asterisk (*) indicates FhdA. (B) Growth phenotypes of the wild-type, ΔfhdA, and ΔfhdA::fhdA strains grown for 5 days at 37°C. (C) Number of conidia in the
wild-type, ΔfhdA, and ΔfhdA::fhdA strains grown for 5 days at 37°C on MM and YAG medium. (D to F) Growth phenotypes on MM plus Congo red grown at
37°C (D) and at the higher temperature of 44°C (E) and on MM plus caspofungin (F). (G) Growth in MM plus caspofungin 2 g/ml for 48 h at 37°C. Standard
deviations represent averages of results from three independent biological repetitions. Statistical analysis was performed using one-tailed, paired t tests for
comparisons to the control condition (*, P 0.05; **, P 0.01; ***, P 0.001; ****, P 0.0001). FIG 7 Molecular characterization of FhdA null mutant. (A) Phylogenetic distribution of FhdA across fungal genomes. Sequences were aligned through ClustalW
implemented in the MEGA7 software (77). Phylogenetic analyzes were performed using MEGA7 software and the neighbor-joining method (78) and 1,000
bootstrap replications (79) for each analysis. The phylogenetic tree was visualized using the Figtree program (http://tree.bio.ed.ac.uk/software/figtree/). The
asterisk (*) indicates FhdA. (B) Growth phenotypes of the wild-type, ΔfhdA, and ΔfhdA::fhdA strains grown for 5 days at 37°C. (C) Number of conidia in the
wild-type, ΔfhdA, and ΔfhdA::fhdA strains grown for 5 days at 37°C on MM and YAG medium. (D to F) Growth phenotypes on MM plus Congo red grown at
37°C (D) and at the higher temperature of 44°C (E) and on MM plus caspofungin (F). (G) Growth in MM plus caspofungin 2 g/ml for 48 h at 37°C. Standard
deviations represent averages of results from three independent biological repetitions. Statistical analysis was performed using one-tailed, paired t tests for
comparisons to the control condition (*, P 0.05; **, P 0.01; ***, P 0.001; ****, P 0.0001). FIG 7 Molecular characterization of FhdA null mutant. (A) Phylogenetic distribution of FhdA across fungal genomes. Sequences were aligned through ClustalW
implemented in the MEGA7 software (77). Independent validation that iron depletion impacts the fhdA mutant upon
CPE. RT-qPCR experiments validated the transcriptome sequencing (RNA-seq) results
determined for all seven genes selected from the caspofungin stress response exper-
iments (Fig. 9A to G). We selected genes involved in iron starvation, such as hapX
(AFUB_052420), which encodes a bZIP transcription factor required for adaptation to both
iron depletion and excess and for transcriptional activation of the siderophore system (33);
sidA (AFUB_023720), encoding an L-ornithine N5-oxygenase, representing the first commit-
ted step in siderophore biosynthesis (34); sidI (AFUB_016580), encoding a putative long-
chain-fatty-acid–coenzyme A (CoA) ligase, mevalonyl-CoA ligase (35); amcA (AFUB_
083830), encoding a putative mitochondrial ornithine carrier protein whose expression was
upregulated under low-iron conditions (36); mrsA (AFUB_078550), which encodes a mito-
chondrial iron transporter (37); cycA (AFUB_028740), encoding a cytochrome c whose
transcript was derepressed during iron starvation in a hapX mutant (37); and aoxA
(AFUB_022090), encoding an alternative oxidase that mediates the activity of the cyanide-
insensitive respiratory pathway that was transcriptionally induced in response to oxidative
stress (38) (Fig. 9A to G). The actA A. fumigatus 6g04740 (Afu6g04740) gene, which codes
for -actin, was used as a normalizer due to its consistent expression in all strains during
caspofungin stress (see Table S3 at doi.org/10.6084/m9.figshare.12315230). The expression
levels of these seven genes showed a high degree of correlation with the RNA-seq data
(Pearson correlation values ranging from 0.7737 to 0.9878; Fig. 9H). Iron is important for resistance to caspofungin and CPE for the wild-type and
ΔfhdA::fhdA strains since they grew proportionally less extensively in iron-depleted
MM (AMM) than in non-iron-depleted MM (MM plus caspofungin [CSP]; Fig. 10A,
compare the middle graph to the left graph). Comparisons of growth in AMM and MM
showed that there were no growth differences for the ΔfhdA mutant (Fig. 10A, compare
the middle graph to the left graph). In contrast, iron excess in MM (MM plus Fe)
improved ΔfhdA growth at lower caspofungin and CPE concentrations, while there
were no differences for the wild-type and complementing strains (Fig. 10A, compare
the right graph to the left graph). May/June 2020
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10 ® Regulation of Caspofungin Tolerance in Aspergillus The ΔmrsA strain (mrsA encodes a mitochondrial iron transporter [39]) was more
sensitive to 0.25 and 2.0 g/ml of caspofungin in MM and 0.25 g/ml of caspofungin
FIG 7 Molecular characterization of FhdA null mutant. Phylogenetic analyzes were performed using MEGA7 software and the neighbor-joining method (78) and 1,000
bootstrap replications (79) for each analysis. The phylogenetic tree was visualized using the Figtree program (http://tree.bio.ed.ac.uk/software/figtree/). The
asterisk (*) indicates FhdA. (B) Growth phenotypes of the wild-type, ΔfhdA, and ΔfhdA::fhdA strains grown for 5 days at 37°C. (C) Number of conidia in the
wild-type, ΔfhdA, and ΔfhdA::fhdA strains grown for 5 days at 37°C on MM and YAG medium. (D to F) Growth phenotypes on MM plus Congo red grown at
37°C (D) and at the higher temperature of 44°C (E) and on MM plus caspofungin (F). (G) Growth in MM plus caspofungin 2 g/ml for 48 h at 37°C. Standard
deviations represent averages of results from three independent biological repetitions. Statistical analysis was performed using one-tailed, paired t tests for
comparisons to the control condition (*, P 0.05; **, P 0.01; ***, P 0.001; ****, P 0.0001). The ΔmrsA strain (mrsA encodes a mitochondrial iron transporter [39]) was more
sensitive to 0.25 and 2.0 g/ml of caspofungin in MM and 0.25 g/ml of caspofungin
in AMM than the wild-type and complementing strains (Fig. 10B). It also had a lower
CPE in both MM and AMM (Fig. 10B). Iron excess in MM did not improve the growth of mbio.asm.org
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e00816-20 FIG 8 A summary of the FunCat terms overrepresented and upregulated or downregulated (adjusted P value, 0.05) upon growth in MM and MM plus
caspofungin 2 g/ml for 48 h at 37°C. (A) Wild-type strain treated with 2 g/ml caspofungin versus (x) wild-type control. (B) ΔfhdA control strain x wild-type
control. (C) ΔfhdA mutant treated with 2 g/ml caspofungin x wild-type strain treated with 2 g/ml caspofungin. FIG 9 Independent validation of the RNA-seq results. The wild-type and ΔfhdA strains were grown for 48 h at 37°C in the presence or absence of caspofungin
2 g/ml. Gene expression data were obtained for hapX (A), sidA (B), sidI (C), aoxA (D), mrsA (E), cycA (F), and amcA (G) and were normalized by using actA
(Afu6g04740). Standard deviations represent averages of results from three independent biological repetitions (each with 2 technical repetitions). Statistical
analysis was performed using one-way ANOVA for comparisons to the wild-type condition (*, P 0.05). (H) The expression levels of these seven genes
measured by RT-qPCR showed a high degree of correlation with the RNA-seq data (Pearson correlation ranging from 0.77 to 0.98). FIG 8 A summary of the FunCat terms overrepresented and upregulated or downregulated (adjusted P value, 0.05) upon growth in MM and MM plus
caspofungin 2 g/ml for 48 h at 37°C. (A) Wild-type strain treated with 2 g/ml caspofungin versus (x) wild-type control. (B) ΔfhdA control strain x wild-type
control. (C) ΔfhdA mutant treated with 2 g/ml caspofungin x wild-type strain treated with 2 g/ml caspofungin. FIG 8 A summary of the FunCat terms overrepresented and upregulated or downregulated (adjusted P value, 0.05) upon growth in MM and MM plus
caspofungin 2 g/ml for 48 h at 37°C. (A) Wild-type strain treated with 2 g/ml caspofungin versus (x) wild-type control. (B) ΔfhdA control strain x wild-type
control. (C) ΔfhdA mutant treated with 2 g/ml caspofungin x wild-type strain treated with 2 g/ml caspofungin. the ΔmrsA mutant in medium containing 0.25 g/ml of caspofungin; in contrast, it did
improve the growth in medium containing 2 and 8 g/ml of caspofungin (Fig. 10B). Taken together, these data indicate that FhdA connects iron repletion to caspofun-
gin resistance and CPE. FhdA is important for the mitochondrial respiratory function. The RNA-seq
analysis suggested that FhdA was also important for the mitochondrial function upon
CPE (Fig. 8). Thus, we verified the state of mitochondria in living cells by using
Mitotracker green as a mitochondrial fluorescent probe. When A. fumigatus wild-type
and ΔfhdA germlings were left unexposed to caspofungin, they displayed an intact mbio.asm.org
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e00816-20 ® Regulation of Caspofungin Tolerance in Aspergillus FIG 9 Independent validation of the RNA-seq results. The wild-type and ΔfhdA strains were grown for 48 h at 37°C in the presence or absence of caspofungin
2 g/ml. Gene expression data were obtained for hapX (A), sidA (B), sidI (C), aoxA (D), mrsA (E), cycA (F), and amcA (G) and were normalized by using actA
(Afu6g04740). Standard deviations represent averages of results from three independent biological repetitions (each with 2 technical repetitions). Statistical
analysis was performed using one-way ANOVA for comparisons to the wild-type condition (*, P 0.05). (H) The expression levels of these seven genes
measured by RT-qPCR showed a high degree of correlation with the RNA-seq data (Pearson correlation ranging from 0.77 to 0.98). FIG 9 Independent validation of the RNA-seq results. The wild-type and ΔfhdA strains were grown for 48 h at 37°C in the presence or absence of caspofungin
2 g/ml. Gene expression data were obtained for hapX (A), sidA (B), sidI (C), aoxA (D), mrsA (E), cycA (F), and amcA (G) and were normalized by using actA
(Afu6g04740). Standard deviations represent averages of results from three independent biological repetitions (each with 2 technical repetitions). Statistical
analysis was performed using one-way ANOVA for comparisons to the wild-type condition (*, P 0.05). (H) The expression levels of these seven genes
measured by RT-qPCR showed a high degree of correlation with the RNA-seq data (Pearson correlation ranging from 0.77 to 0.98). May/June 2020
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13 ® Valero et al. i
h
d i l
k I
h
li
f b
h h
i
d
FIG 10
Iron is important for caspofungin resistance and CPE. Growth phenotypes were determined for the
wild-type, ΔfhdA (A), and ΔmrsA (B) strains and the corresponding complementing strains grown for 5 days in MM,
AMM, and AMM plus FeSO4 200 M at 37°C with and without CSP. Standard deviations represent averages of
results from three independent biological repetitions. Statistical analysis was performed using one-tailed, paired t
tests for comparisons to the control condition, MM plus CSP (*, P 0.05; **, P 0.01; ***, P 0.001; ****,
P 0.0001). CSP, caspofungin; Fe, FeSO4. FIG 10
Iron is important for caspofungin resistance and CPE. Growth phenotypes were determined for the
wild-type, ΔfhdA (A), and ΔmrsA (B) strains and the corresponding complementing strains grown for 5 days in MM,
AMM, and AMM plus FeSO4 200 M at 37°C with and without CSP. Standard deviations represent averages of
results from three independent biological repetitions. Statistical analysis was performed using one-tailed, paired t
tests for comparisons to the control condition, MM plus CSP (*, P 0.05; **, P 0.01; ***, P 0.001; ****,
P 0.0001). CSP, caspofungin; Fe, FeSO4. FIG 10
Iron is important for caspofungin resistance and CPE. Growth phenotypes were determined for the
wild-type, ΔfhdA (A), and ΔmrsA (B) strains and the corresponding complementing strains grown for 5 days in MM,
AMM, and AMM plus FeSO4 200 M at 37°C with and without CSP. Standard deviations represent averages of
results from three independent biological repetitions. Statistical analysis was performed using one-tailed, paired t
tests for comparisons to the control condition, MM plus CSP (*, P 0.05; **, P 0.01; ***, P 0.001; ****,
P 0.0001). CSP, caspofungin; Fe, FeSO4. mitochondrial network. In contrast, when germlings of both the strains were exposed
to caspofungin, they showed a mitochondrial network fragmentation process, revealed
by an intense punctuated fluorescent distribution in the cytoplasm, in 100% and 60%
of the germlings, respectively. g
g
y
Alternatively, we subjected cellular extracts from wild-type and ΔfhdA strains to
mitochondrial fractionation and evaluated their respiratory competence by measuring
the activities of mitochondrial complexes I to IV (Fig. 11; see also Fig. S2 at doi.org/
10.6084/m9.figshare.12315230). NADH cytochrome c reductase (NCCR, representing
complexes I and III), succinate-cytochrome c reductase (SCRR, representing complexes
II and III), and cytochrome c oxidase (COX, representing complex IV) exhibited 4-fold,
2-fold, and 7-fold lower activities in the ΔfhdA mutant than in the wild-type strain,
respectively (Fig. 11). The wild-type NCCR, SCCR, and COX activities were also reduced
about 2-fold to 7-fold when the strain was exposed for 48 h to caspofungin 2 g/ml
(Fig. 11). The decrement in the activity of the tested respiratory complexes of
caspofungin-treated wild-type cells is in agreement with the observed organellar
fragmentation. In contrast, the NCCR, SCCR, and COX activities were the same or were
increased or reduced about 2-fold under conditions of exposure of the ΔfhdA mutant
to caspofungin 2 g/ml for 48 h (Fig. 11). In this case, the fragmentation of the
mitochondrial network did not result in an additive effect in the respiratory impairment
of the ΔfhdA cells. Mitochondrial network fragmentation is frequently associated with May/June 2020
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14 ® Regulation of Caspofungin Tolerance in Aspergillus FIG 11 FhdA is important for mitochondrial respiratory function in A. fumigatus. Enzymatic activities were determined for NADH cytochrome c reductase (NCCR,
representing complexes I and III) (A), succinate-cytochrome c reductase (SCRR, representing complexes II and III) (B), and cytochrome c oxidase (COX,
representing complex IV) (C). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01;
***, P 0.001; ****, P 0.0001). FIG 11 FhdA is important for mitochondrial respiratory function in A. fumigatus. NctA, NctB, NctC, and CbfA are members of the evolutionarily conserved CBF/NF-Y Enzymatic activities were determined for NADH cytochrome c reductase (NCCR,
representing complexes I and III) (A), succinate-cytochrome c reductase (SCRR, representing complexes II and III) (B), and cytochrome c oxidase (COX,
representing complex IV) (C). Statistical analysis was performed using one-tailed, paired t tests for comparisons to the control condition (*, P 0.05; **, P 0.01;
***, P 0.001; ****, P 0.0001). the organellar quality control and mitophagy (40); therefore, the removal of damaged
mitochondria can provide some compensation for the already prejudiced respiration
observed in ΔfhdA cells. May/June 2020
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e00816-20 DISCUSSION The echinocandin caspofungin, considered a second-line therapy for use in com-
batting IA, is a -1,3-glucan synthase inhibitor and, when used in high concentrations,
restores the anticipated A. fumigatus growth inhibition, a phenomenon called the
“caspofungin paradoxical effect” (CPE). CPE has been widely associated with increased
chitin content in the cell wall due to a compensatory upregulation of chitin synthase-
encoding genes (16, 41). We have previously demonstrated that CPE depends on the
cell wall integrity (CWI) mitogen-activated protein kinase MpkA and its associated TF
RlmA, which regulates chitin synthase gene expression in response to different con-
centrations of caspofungin (23, 29). Moreover, we found that the calcium- and
calcineurin-dependent TF CrzA binds to and regulates the expression of specific chitin
synthase genes in the absence of caspofungin and under CPE conditions (23). We also
identified a novel basic leucine zipper TF, ZipD, that is also involved in CPE. Here, we
have identified 11 TFs that are involved in the A. fumigatus CPE. Among these TFs, nine
are important not only for caspofungin tolerance but also for resistance. Six of them
(ΔcbfA, ΔzipD, ΔnctC, ΔznfA, ΔatfA, and ΔrlmA) have been previously identified as being
associated with calcium sensitivity and caspofungin sensitivity and displaying reduced
CPE (22, 23, 28, 42). ZipD and RlmA are important for osmotic and cell wall stresses,
collaborating for cell wall construction and the activation of several pathways impor-
tant for osmotic stability (22, 23). Here, we demonstrated that there were increased
levels of chitin composition in the cell wall of the ΔcbfA and ΔnctA mutants but not in
that of the ΔnctC mutant. We previously demonstrated that the ΔzipD and ΔrlmA
mutants have altered chitin composition (22, 23). It remains to be determined if the
chitin concentration is altered in the ΔnctB, ΔfhdA, ΔznfA, ΔatfA, ΔzfpA, and
ΔAFUB_054000 mutants. The identification of these TFs increases the number of
genetic determinants known for caspofungin resistance and CPE and provides new
opportunities for the identification of signaling pathways important for caspofungin
resistance and tolerance. NctA, NctB, NctC, and CbfA are members of the evolutionarily conserved CBF/NF- mbio.asm.org
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e00816-20 ® Valero et al. family of transcription factors (26). ΔcbfA not only was more sensitive to caspofungin
and displayed reduced CPE but also was more sensitive to osmotic, cell wall, high
temperature, and calcium stresses. DISCUSSION CbfA was constantly present in the nucleus, and its
localization was not affected by different stimuli. Interestingly, derepression of several
secondary metabolites was seen in the ΔcbfA mutant, suggesting that CbfA is impor-
tant for the regulation of the biosynthesis of A. fumigatus secondary metabolites. CbfA
is the homologue of Dpb4p, one of the subunits of the S. cerevisiae DNA polymerase
epsilon (43). Loss of the DPB4 gene in S. cerevisiae is not lethal but disturbs DNA
replication (43). On the other hand, a C. albicans Dpb4p homologue has been identified
as one of the regulators of Goa1p, a protein required for respiratory growth and
resistance to oxidative agents (44, 45). C. albicans Δdpb4 is more sensitive to cell wall
inhibitors, including caspofungin, and shows defects in mitochondrial function (45). NctA (AFUB_029870) is the putative homologue of the S. cerevisiae negative cofactor
2 (NC2) complex -subunit Bur6p. NctA has two paralogues in A. fumigatus, NctC and
HapE. In addition, NctB is a putative homologue of the S. cerevisiae NC2 complex
-subunit Ncb2p. It has been shown that, as in the case of S. cerevisiae (Bur6p and
Ncb2p), A. fumigatus NctA and NctB physically interact (25). These two TFs are subunits
of the heterotrimeric NC2 complex that acts as a negative regulator of RNA polymerase
II transcription by inhibiting formation of the preinitiation complex (46, 47). Genome-
wide studies in S. cerevisiae, C. albicans, A. fumigatus, and Homo sapiens have shown
that the N-chlorotaurine (NCT) complex interacts with 20% to 30% of all RNA Pol II gene
promoters (25, 48–51). Similarly to the ΔcbfA mutant, the ΔnctC mutant not only was more sensitive to
caspofungin and exhibited a reduced CPE but also was more sensitive to several
different stresses, such as osmotic stress and higher temperature. NctC was also
constantly present in the nucleus, and its localization was not affected by different
stimuli. In this mutant, derepression of several secondary metabolites was also ob-
served, suggesting that not only CbfA but also NctC is important for the regulation of
the synthesis of secondary metabolites in A. fumigatus. Recently, A. fumigatus nctA and
nctB null mutants were shown to phenocopy each other, being more resistant to
itraconazole, voriconazole, posaconazole, terbinafine, miltefosine, and amphotericin
and more sensitive to cell wall-perturbing agents such as Congo red, calcofluor white,
caspofungin, and micafungin (25). May/June 2020
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16 mbio.asm.org
16 DISCUSSION We were not able to observe caspofungin sensitivity
in the ΔnctA mutant or resistance to azoles in the ΔnctB mutant, which could have been
due to the different conditions used for the MIC and growth assays. It was reported
previously that, in azole-resistant isolates of C. albicans, the azole transporter CDR1,
which is regulated by the Ncb2 homologue, was overexpressed (52). Conditional NCB2
null mutants displayed decreased susceptibility toward azole drugs and enhanced
transcription of CDR1 (52). Four TFs, ZnfA, FhdA, ZfpA, and AFUB_054000, are completely novel and have not
yet been characterized. In addition to its sensitivity to caspofungin and reduced CPE,
the ΔznfA mutant is more sensitive to calcium than the wild-type strain (22). The ZfpA
mutant has increased mRNA accumulation in the presence of voriconazole or calcium
(31, 32, 53). We investigated in more detail the FhdA TF; the ΔfhdA mutant not only was
sensitive to caspofungin and had reduced CPE but also was more sensitive to Congo
red exposure and high temperature. RNA-seq experiments performed with the ΔfhdA
mutant in the absence or presence of caspofungin suggested that this strain had some
defects in the mitochondrial function. Mitochondrial pathways such as those associated
with amino acid degradation, electron transport chains, some mitochondrial lipids, fatty
acids, and isoprenoid metabolism were downregulated when the ΔfhdA mutant was
exposed to caspofungin in comparison with the wild-type strain. The ΔfhdA mutant had
reduced mitochondrial fragmentation and lower levels of mitochondrial enzymatic
activities, indicating its involvement in the functioning of mitochondria. The connection
between mitochondrial function and caspofungin tolerance has been widely reported
in the literature (15, 39, 54–58). Addition of respiratory inhibitors results in significant
decreases of the caspofungin MICs for C. parapsilosis (39). Caspofungin exposure mbio.asm.org
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e00816-20 ® Regulation of Caspofungin Tolerance in Aspergillus induces expression of A. fumigatus mitochondrial respiratory chain genes, specifically
NADH-ubiquinone oxidoreductases (complex I), while CPE is abolished by addition of
rotenone, a complex I inhibitor (58). Interestingly, those authors also described a
connection between rotenone inhibition and increases in intracellular calcium concen-
trations. Recently, it has been reported that caspofungin induced mitochondrion-
derived reactive oxygen species (ROS) and that inhibition of ROS formation eliminated
caspofungin-induced resistance (15). Those authors proposed a novel mechanism of
caspofungin resistance through ROS production, as well as integrated oxidative stress
and sphingolipid alterations (15). DISCUSSION We have extended those studies by demonstrating
that caspofungin induced mitochondrial fragmentation and inhibited all the tested
respiratory complexes in the wild-type strain. A link between iron chelation and caspofungin susceptibility has also been observed
(59, 60). Gallium is a metal compound that can be taken up by cellular iron transport
systems, replacing it in iron-containing proteins. However, it cannot be reduced under
physiological conditions, inhibiting the functionality of gallium-complexed proteins
and arresting growth (59). We demonstrated previously that gallium nitrate III
[Ga(NO3)3] has a synergistic effect with caspofungin but not with azoles and that it
impairs CPE (59). We have observed several genes that encode proteins important for
iron assimilation were more highly expressed in the ΔfhdA mutant, suggesting prob-
lems involving iron deficiency in this mutant. Mitochondria employ the majority of
cellular iron and therefore have a central role in its homeostasis. Actually, addition of
iron together with caspofungin improved the CPE in the ΔfhdA mutant whereas iron
depletion in the presence of caspofungin increased caspofungin sensitivity and de-
creased CPE. Interestingly, the same effect was observed in the ΔmrsA mutant (mrsA
encodes a mitochondrial iron transporter), suggesting that iron deficiency in mitochon-
dria affects caspofungin sensitivity and CPE. Our work opens new possibilities for understanding caspofungin tolerance and
resistance in fungi. Although the clinical significance of CPE remains unclear (16, 61),
those pathways that are modulated during caspofungin responses could be considered
to be promising targets for drug development. The implementation of the use of drugs
targeting these pathways together with caspofungin could help to improve caspofun-
gin efficacy and, ultimately, aspergillosis treatment. May/June 2020
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e00816-20 MATERIALS AND METHODS analyses were used to verify homologous cassette integration into the A. fumigatus genome (see Fig. S3
at doi.org/10.6084/m9.figshare.12315230). The primers used in this work are listed in Table S5. Microscopy. Conidiospores were grown on coverslips in 4 ml of liquid MM for 16 h at 30°C. After
incubation, coverslips with adherent germlings were left untreated or treated with Hoechst 33342 dye
(Molecular Probes, Eugene, OR, USA) 20 g/ml or MitoTracker green FM dye (Molecular Probes) (250 nM)
for 10 min. For caspofungin experiments, after overnight incubation, cells were exposed to caspofungin
for 1 h (0.003 or 0.006 g/ml) for 30 min or left unexposed. Subsequently, the coverslips were rinsed with
phosphate-buffered saline (PBS; 140 mM NaCl, 2 mM KCl, 10 mM NaHPO4, 1.8 mM KH2PO4, pH 7.4) and
mounted for examination. Slides were visualized on an Observer Z1 fluorescence microscope using a
100 objective oil immersion lens objective. For GFP and MitoTracker green conditions, filter set 38 (high
efficiency [HE]) was used with an excitation wavelength of 450 to 490 nm and emission wavelength of
500 to 550 nm. For Hoechst/DAPI [4,6-diamidino-2-phenylindole] staining, filter set 49 was used with an
excitation wavelength of 365 nm and emission wavelength of 420 nm to 470 nm. DIC (differential
interference contrast) images and fluorescent images were captured with an AxioCam camera (Carl Zeiss,
Oberkochen, Germany) and processed using AxioVision software (version 4.8). RNA extraction and qRT-PCR. After the stated treatments were performed, mycelia were collected
and ground to a fine powder in liquid N2. RNA was extracted with using TRIzol reagent (Invitrogen, Life
Technologies, Camarillo, CA, USA) following DNA digestion with RQ1 RNase-free DNase (Promega,
Fitchburg, WI, USA) according to the manufacturer’s instructions. Total RNA was reverse-transcribed into
cDNA by using an ImProm-II reverse transcription system (Promega) and oligo(dT). The amplification
assay was carried out in a model 7500 real-time PCR system (Applied Biosystems). qPCRs were performed
in a 10-l final volume containing Sybr green PCR master mix (Applied Biosystems) under the following
conditions: an initial step of 2 s at 50°C, followed by 10 min at 95°C and 40 cycles at 95°C for 15 s and
60°C for 1 min. Three independent biological replicates were used, and mRNA quantity relative fold
change data were calculated using standard curves (67) and normalized by -tubulin or -actin
expression. All the primers used for RT-qPCR experiments are described in Table S5 at doi.org/10.6084/
m9.figshare.12315230. MATERIALS AND METHODS RNA sequencing. A. fumigatus conidia (5 107) from the parental CEA17 and ΔfhdA mutant strains
were inoculated in triplicate into liquid MM and cultured for 8 h at 37°C prior to the addition or not of
2 g/ml caspofungin and left to grown for 48 h. Mycelia were harvested, frozen, and ground in liquid
nitrogen. Total RNA was extracted using TRIzol (Invitrogen), treated with RQ1 RNase-free DNase I
(Promega), and purified using an RNeasy kit (Qiagen) according to manufacturer’s instructions. RNA from
each treatment was quantified using a Qubit fluorometer and analyzed using an Agilent 2100 Bioanalyzer
system to assess the integrity of the RNA. RNA integrity number (RIN) values were calculated and ranged
from 7.0 to 9.5. An Illumina TruSeq stranded mRNA sample preparation kit was used to construct cDNA libraries
following the manufacturer’s instructions. Libraries were sequenced (2 100 bp) at the next-generation
sequencing (NGS) facility of the Brazilian Bioethanol Science and Technology Laboratory (CTBE) using a
HiSeq 2500 instrument, generating approximately 11 106 fragments per sample. Obtained fastq files were quality checked with FastQC (http://www.bioinformatics.babraham.ac.uk/
projects/fastqc/) and cleaned (quality trim, adaptor removal, and minimum length filtering) with Trim-
momatic (68). rRNA was removed using SortMeRNA (69). High-quality RNA-seq reads were mapped
against the A. fumigatus genome using CLC Genomics Workbench software (CLC bio—v4.0; Finlands-
gade, Denmark) and the following parameters: for the mapping settings, minimum length fraction 0.7,
minimum similarity fraction 0.8, and maximum number of hits for read 1; for the alignment settings,
minimum distance 180 and maximum distance 1,000. All samples achieved saturation of known
exon-exon junctions. Reproducibility among biological replicates was assessed by exploring a principal-
component-analysis (PCA) plot of the top 500 genes that had the largest biological variation between the
libraries and by pairwise measuring of the Pearson correlations among the replicates over the whole set
of genes. In order to assess transcript abundance, exonic reads were counted in a strand-specific way
using the featureCounts function from the Rsubread Bioconductor package (70). Calling of differentially
expressed genes was carried out using DESeq2 (71) and, as the threshold, an adjusted P value of 0.01
(72) Extraction of secondary metabolites and high-resolution mass spectrometry (HRMS) analyses. For mass spectrometry analyses, extractions were performed following a previously described method-
ology (73) with few modifications. May/June 2020
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e00816-20 MATERIALS AND METHODS Strains and media. Strains were grown at 37°C in either complete medium (YAG medium) (2%
[wt/vol] glucose, 0.5% [wt/vol] yeast extract, trace elements) or minimal medium (1% [wt/vol] glucose,
nitrate salts, trace elements, pH 6.5). Solid YAG medium and MM were the same as described above
except that 1.7% (wt/vol) or 2% (wt/vol) agar was added. Trace elements, vitamins, and nitrate salts
compositions were as described previously (62). For iron limitation experiments, strains were growth in
solid AMM (containing glucose 1% [wt/vol], trace elements without FeSO4, agar 1.7% [wt/vol]). Wherever
required, MM was supplemented, at the stated concentrations, with calcium chloride (CaCl2), sorbitol,
sodium chloride (NaCl), Congo red, iron sulfate (FeSO4), and caspofungin. For phenotype characterization, solid-medium plates were inoculated with 104 spores per strain and
the spores were left to grow for 120 h at 37, 30, or 44°C. Values representing levels of radial growth were
expressed as ratios, determined by dividing colony radial diameter of growth under the stress condition
by colony radial diameter under the control (no stress) condition. All the strains used in this work are
described in Table S4 at doi.org/10.6084/m9.figshare.12315230. Construction of A. fumigatus mutant strains. TF deletion mutants of A. fumigatus were described
previously (25) and were obtained as described in reference 63. All GFP fusion constructions were
performed by in vivo recombination in S. cerevisiae as previously reported (64), and all methods were
adapted to A. fumigatus as previously described (65). Approximately 1 kb from the 5= untranscribed
region (5=-UTR)- and 3=-UTR-flanking sequences of the targeted genes were selected for primer design. The 5F and 3R primers contained a short sequence homologous to the multiple-cloning site of the
pRS426 plasmid. For NctC:GFP constructions, the pyrG gene was used as a marker for prototrophy and
was amplified from the pCDA21 plasmid (66). For CbfA:GFP and FhdA:GFP constructions, the GFP-pyrG-
trpC fragment was amplified from the pOB435 plasmid. Cassettes used for A. fumigatus transformation
were amplified directly from yeast genomic DNA using TaKaRa Ex Taq DNA polymerase (Clontech TaKaRa
Bio). MM was used as selective media for positive transformants. All complemented strains were obtained by cotransformation of the open reading frame (ORF) and
plasmid pPTRI containing the gene that confers resistance to pyrithiamine. MM supplemented with
pyrithiamine (1 g/ml) was used as selective media for positive transformants. Southern blotting and PCR mbio.asm.org
17 ® Valero et al. MATERIALS AND METHODS Briefly, 100 mg of the lyophilized fungal supernatant was extracted
with 1 ml of MeOH during 1 h in an ultrasonic bath. The extracts were centrifuged at 13,000 rpm for 5
min, and the supernatants were collected and dried under N2. Crude extracts were resuspended in 1 ml
MeOH and filtered using a 0.22-m-pore-size filter. All the extractions were performed in triplicate. The liquid chromatography-HRMS (LC-HRMS) analyses were performed in a LC Agilent 1200 liquid
chromatography mass spectrometer coupled to an Agilent iFunnel 6550 quadrupole-time of flight
(Q-ToF) LC-MS system with an electrospray ionization (ESI) source. All operations and spectrum analyses
were conducted using Agilent Mass Hunter Workstation software. The parameters of MS analysis were set
as follows: ESI source in positive mode; nebulizing gas temperature at 290°C; capillary voltage at 3,000
V; nozzle voltage at 320 V; drying gas flow of 12 ml min1; nebulization gas pressure at 45 lb/in2; auxiliary
gas temperature at 350°C; auxiliary gas flow at 12 ml min1; m/z mass range of 50 to 1,700. The
chromatography was performed on a Thermo Scientific Accucore C18 column (2.6-m pore size, 2.1 mm
by 100 mm). For the gradient elution, 0.1% formic acid (solvent A) and acetonitrile (solvent B) were used,
and the eluent profile (A:B) was as follows: 0 to 10 min, gradient from 95:5 to 2:98; 10 to 15 min and final mbio.asm.org
18 ® Regulation of Caspofungin Tolerance in Aspergillus isocratic elution at 2:98. The flow rate was set at 0.2 ml min1, and a 6-l volume of sample was injected
in each injection. isocratic elution at 2:98. The flow rate was set at 0.2 ml min1, and a 6-l volume of sample was injected
in each injection. j
Mycelial cell wall analysis. Conidia (1 108) were inoculated into 30 ml liquid MM. After 24 h of
growth at 37°C, mycelia were harvested by filtration, washed extensively with and suspended in Milli-Q
water, and disrupted using a FastPrep homogenizer (MP Biomedicals) at 4°C with 0.5-mm-diameter glass
beads. MATERIALS AND METHODS The mycelial suspension obtained after disruption was centrifuged (5,000 rpm, 10 min at 4°C), and
the pellet (cell wall) was washed with Milli-Q water (three times); boiled in a water bath upon suspension
of the pellet in Tris-HCl buffer (50 mM; pH 7.5) supplemented with EDTA (50 mM), SDS (2%), and
-mercaptoethanol (-ME, 40 mM) for 15 min (two times); and washed with Milli-Q water (five times;
centrifugation at 5,000 rpm for 10 min). The pellet (cell wall) obtained was subjected to alkali fraction-
ation by incubation of the pellet in NaOH (1 M) containing NaBH4 (0.5 M) at 65°C for 1 h (two times). The
insoluble fraction (alkali insoluble; AI) obtained after centrifugation of the alkali-fractionated cell wall was
washed with Milli-Q water (six times; centrifugation at 5,000 rpm for 10 min) and freeze-dried. Excess of
NaBH4 in the supernatant (alkali-soluble fraction; AS) was neutralized with acetic acid (2%), dialyzed
against water until neutrality was reached, and freeze-dried. The AI and AS fractions were then subjected
to gas chromatography (GC)-liquid chromatography (Perichrom, France) using an instrument equipped
with a flame ionization detector and a fused silica capillary column of 30 m and 0.32 mm internal
diameter filled with BP1. In brief, AI and AS suspensions (100 g; 10 mg/ml stock), containing 4 g
myo-inositol (internal standard), were hydrolyzed with trifluoroacetic acid (4 N; to determine levels of
hexoses) and hydrochloric acid (8 N; to determine levels of hexosamines) at 100°C for 4 h, dried under
vacuum using NaOH pellets, reduced with NaBH4 (10 mg/hydrolyzed sample in 1 ml of 0.1 M NH4OH) for
8 to 10 h, dried under vacuum, and washed with methanol (two times). Acetic anhydride (200 l) and
pyridine (50 l) were added to each of these samples followed by incubation for 10 to 12 h for
derivatization of hydrolyzed monosaccharides into alditol acetates. They were then subjected to
chloroform-water fractionation, and the derivatives extracted in the chloroform fractions were dried,
suspended in methanol, and subjected to GC analyses. The monosaccharide composition was deter-
mined from the GC peak area in comparison with the peak area of the internal standard (myo-inositol). The analysis was performed with three biological replicates. Cell fractionation and mitochondria isolation. Mitochondria were isolated from A. fumigatus
mycelium (10 g moist mass) based on a previously described protocol (74). MATERIALS AND METHODS Wild-type and ΔfhdA conidia
(1 108) were precultured on 100 ml of MM for 8 h at 37°C prior to addition of 2 g/ml caspofungin and
left to grown for 48 h to induce cell wall stress. The control was left untreated. Mycelia were harvested
by filtration in Miracloth (Calbiochem), frozen in liquid nitrogen, and subjected to cell fractionation
methods. Mitochondrial extracts were quantified by the use of a modified Lowry method (75) and loaded
on 12% SDS-PAGE, electroblotted to PVDF (polyvinylidene difluoride) membranes (GE Health Care), and
subsequently analyzed by Western blotting. Monoclonal VDAC1/porin antibody (16G9E6BC4) from S. cerevisiae (Thermo Scientific) and polyclonal homemade anti-CytC antibody (a gift from Mário H. Barros)
were used to confirm mitochondrial membrane enrichment. Mitochondrial enzymatic activities. Mitochondrial succinate-cytochrome c reductase (SCCR),
NADH-cytochrome c reductase (NCCR), and cytochrome c oxidase (COX) were all assayed spectropho-
tometrically at 23°C, as previously described (76). Briefly, NCCR and SCCR activities were measured by
following the increase in absorbance at 550 nm due to the reduction of cytochrome c in the presence
of 10 mM NADH (NCCR) or 10 mM succinate (SCCR). COX was assayed by following the oxidation of
ferro-cytochrome c at 550 nM. The specific activity was calculated using an extinction coefficient of
18 mM1 cm1 for cytochrome c. Murine model of pulmonary aspergillosis. Outbred female BALB/c mice (body weight, 20 to 22 g)
were housed in vented cages containing 5 animals. Mice were immunosuppressed with cyclophosph-
amide (150 mg/kg of body weight) administered intraperitoneally on days 4 and 1 prior to infection
and day 2 postinfection. Hydrocortisone acetate (200 mg/kg of body weight) was injected subcutane-
ously on day 3. A. fumigatus conidia grown in YAG plates for 2 days prior to infection were harvested
in PBS and filtered through a Miracloth (Calbiochem). Conidial suspensions were washed three times with
PBS, counted using a hemocytometer, and resuspended at a concentration of 5 106 conidia/ml. The
viability of the administered inoculum was determined by incubating a serial dilution of the conidia on
YAG medium, at 37°C. Mice were anesthetized by halothane inhalation and infected by intranasal
instillation of 105 conidia in 20 l of PBS. As a negative control, a group of five mice received PBS only. Mice were weighed every 24 h from the day of infection and visually inspected twice daily. May/June 2020
Volume 11
Issue 3
e00816-20 Valero et al. Valero et al. Valero et al. Antifungal susceptibility testing. The MIC of azole drugs (voriconazole, itraconazole, and po-
saconazole; Sigma-Aldrich, St. Louis, MO, USA) and amphotericin B (Sigma-Aldrich) was determined using
increasing concentrations of the aforementioned compounds in RPMI 1640 based on protocol M38
(2017) of the antifungal microdilution test proposed by the Clinical and Laboratory Standards Institute
(CLSI) (https://clsi.org/media/1711/clsistandardsdevelopmentpoliciesandprocessesfinal.pdf). Statistical analysis. Grouped column plots with standard deviation error bars were used for
representations of data. For comparisons with data from wild-type or control conditions, we performed
one-tailed, paired t tests (Fig. 1, 2, 4, 7, 10, and 11) and one-way analysis of variance (ANOVA) (Fig. 3, 5,
6, and 9). P values of 0.05 were considered significant. P values are indicated by asterisks as follows: *,
P 0.05; **, P 0.01; ***, P 0.001; ****, P 0.0001. Graphs were constructed and t tests performed by
using 2010 Excel 14.0 software (Microsoft Office, 2011), while each ANOVA was performed by using
GraphPad Prism 5.00 (GraphPad Software). Data availability. Short reads were submitted to the NCBI’s Short Read Archive under BioProject
accession no. PRJNA622251. REFERENCES Ullmann AJ, Aguado JM, Arikan-Akdagli S, Denning DW, Groll AH, Lagrou
K, Lass-Flörl C, Lewis RE, Munoz P, Verweij PE, Warris A, Ader F, Akova M,
Arendrup MC, Barnes RA, Beigelman-Aubry C, Blot S, Bouza E, Brügge-
mann RJM, Buchheidt D, Cadranel J, Castagnola E, Chakrabarti A,
Cuenca-Estrella M, Dimopoulos G, Fortun J, Gangneux J-P, Garbino J,
Heinz WJ, Herbrecht R, Heussel CP, Kibbler CC, Klimko N, Kullberg BJ,
Lange C, Lehrnbecher T, Löffler J, Lortholary O, Maertens J, Marchetti O,
Meis JF, Pagano L, Ribaud P, Richardson M, Roilides E, Ruhnke M,
Sanguinetti M, Sheppard DC, Sinkó J, Skiada A, et al. 2018. Diagnosis and
management of Aspergillus diseases: executive summary of the 2017
ESCMID-ECMM-ERS guideline. Clin Microbiol Infect 24(Suppl 1):e1–e38. https://doi.org/10.1016/j.cmi.2018.01.002. 13. Walker LA, Gow NA, Munro CA. 2010. Fungal echinocandin resistance. Fungal Genet Biol 47:117–126. https://doi.org/10.1016/j.fgb.2009.09.003. 14. Fortwendel JR, Juvvadi PR, Perfect BZ, Rogg LE, Perfect JR, Steinbach WJ. 2010. Transcriptional regulation of chitin synthases by calcineurin con-
trols paradoxical growth of Aspergillus fumigatus in response to caspo-
fungin. Antimicrob Agents Chemother 54:1555–1563. https://doi.org/10
.1128/AAC.00854-09. 15. Satish S, Jimenez-Ortigosa C, Zhao Y, Lee MH, Dolgov E, Kruger T, Park S,
Denning DW, Kniemeyer O, Brakhage AA, Perlin DS. 2019. Stress-induced
changes in the lipid microenvironment of beta-(1,3)-d-glucan synthase
cause clinically important echinocandin resistance in Aspergillus fumigatus. mBio 10:e00779-19. https://doi.org/10.1128/mBio.00779-19. 4. Nett JE, Andes DR. 2016. Antifungal agents: spectrum of activity, phar-
macology, and clinical indications. Infect Dis Clin North Am 30:51–83. https://doi.org/10.1016/j.idc.2015.10.012. 16. Steinbach WJ, Lamoth F, Juvvadi PR. 2015. Potential microbiological
effects of higher dosing of echinocandins. Clin Infect Dis 61(Suppl
6):S669–S677. https://doi.org/10.1093/cid/civ725. 5. Chowdhary A, Sharma C, Meis JF. 2017. Azole-resistant aspergillosis:
epidemiology, molecular mechanisms, and treatment. J Infect Dis 216:
S436–S444. https://doi.org/10.1093/infdis/jix210. 17. Altwasser R, Baldin C, Weber J, Guthke R, Kniemeyer O, Brakhage AA,
Linde J, Valiante V. 2015. Network modeling reveals cross talk of map
kinases during adaptation to caspofungin stress in Aspergillus fumigatus. PLoS One 10:e0136932. https://doi.org/10.1371/journal.pone.0136932. 6. Meis JF, Chowdhary A, Rhodes JL, Fisher MC, Verweij PE. 2016. Clinical
implications of globally emerging azole resistance in Aspergillus fumiga-
tus. Philos Trans R Soc B 371:20150460. https://doi.org/10.1098/rstb.2015
.0460. ne 10:e0136932. https://doi.org/10.1371/journal.pone.0136932 18. Juvvadi PR, Munoz A, Lamoth F, Soderblom EJ, Moseley MA, Read ND,
Steinbach WJ. 2015. Calcium-mediated induction of paradoxical growth
following caspofungin treatment is associated with calcineurin activa-
tion and phosphorylation in Aspergillus fumigatus. Antimicrob Agents
Chemother 59:4946–4955. https://doi.org/10.1128/AAC.00263-15. ACKNOWLEDGMENTS We thank São Paulo Research Foundation (FAPESP) (grants 2016/07870-9 [to G.H.G.],
2018/00715-3 [C.V.], 2016/12948-7 [P.A.D.C.], 2016/22062-6 [J.C.], 2016/21392-2 [L.P.S.],
and 2017/07536-4 [A.C.C.]) and Conselho Nacional de Desenvolvimento Científico e
Tecnológico (CNPq) (G.H.G.), both in Brazil, for financial support. We also thank Ling Lu for providing us with the A. fumigatus mrsA mutants and the
two anonymous reviewers for their comments and suggestions. REFERENCES 10. Perlin DS. 2015. Mechanisms of echinocandin antifungal drug resistance. Ann N Y Acad Sci 1354:1–11. https://doi.org/10.1111/nyas.12831. 1. Brown GD, Denning DW, Gow NA, Levitz SM, Netea MG, White TC. 2012. Hidden killers: human fungal infections. Sci Transl Med 4:165rv13. https://doi.org/10.1126/scitranslmed.3004404. 1. Brown GD, Denning DW, Gow NA, Levitz SM, Netea MG, White TC. 2012. Hidden killers: human fungal infections. Sci Transl Med 4:165rv13. https://doi.org/10.1126/scitranslmed.3004404. 11. Aruanno M, Glampedakis E, Lamoth F. 2019. Echinocandins for the
treatment of invasive aspergillosis: from laboratory to bedside. Antimi-
crob Agents Chemother 63:e00399-19. https://doi.org/10.1128/AAC
.00399-19. 2. Patterson TF, Thompson GR, III, Denning DW, Fishman JA, Hadley S,
Herbrecht R, Kontoyiannis DP, Marr KA, Morrison VA, Nguyen MH, Segal
BH, Steinbach WJ, Stevens DA, Walsh TJ, Wingard JR, Young JA, Bennett
JE. 2016. Practice guidelines for the diagnosis and management of
aspergillosis: 2016 update by the Infectious Diseases Society of America. Clin Infect Dis 63:e1–e60. https://doi.org/10.1093/cid/ciw326. 12. Jimenez-Ortigosa C, Moore C, Denning DW, Perlin DS. 2017. Emergence
of Echinocandin resistance due to a point mutation in the fks1 gene of
Aspergillus fumigatus in a patient with chronic pulmonary aspergillosis. Antimicrob Agents Chemother 61:e01277-17. https://doi.org/10.1128/
AAC.01277-17. g
3. Ullmann AJ, Aguado JM, Arikan-Akdagli S, Denning DW, Groll AH, Lagrou
K, Lass-Flörl C, Lewis RE, Munoz P, Verweij PE, Warris A, Ader F, Akova M,
Arendrup MC, Barnes RA, Beigelman-Aubry C, Blot S, Bouza E, Brügge-
mann RJM, Buchheidt D, Cadranel J, Castagnola E, Chakrabarti A,
Cuenca-Estrella M, Dimopoulos G, Fortun J, Gangneux J-P, Garbino J,
Heinz WJ, Herbrecht R, Heussel CP, Kibbler CC, Klimko N, Kullberg BJ,
Lange C, Lehrnbecher T, Löffler J, Lortholary O, Maertens J, Marchetti O,
Meis JF, Pagano L, Ribaud P, Richardson M, Roilides E, Ruhnke M,
Sanguinetti M, Sheppard DC, Sinkó J, Skiada A, et al. 2018. Diagnosis and
management of Aspergillus diseases: executive summary of the 2017
ESCMID-ECMM-ERS guideline. Clin Microbiol Infect 24(Suppl 1):e1–e38. https://doi.org/10.1016/j.cmi.2018.01.002. g
3. May/June 2020
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e00816-20 MATERIALS AND METHODS The
experiments were repeated at least twice, and 10 animals were used for each strain. The statistical
significance of the comparative survival values was calculated using log rank analysis and the Prism
statistical analysis package (GraphPad Software Inc.). The principles that guide our studies are based on the Declaration of Animal Rights ratified by
UNESCO 27 January 1978 (articles 8 and 14). All protocols adopted in this study were approved by the
local ethics committee for animal experiments of the University of São Paulo, Campus of Ribeirão Preto
(permit 08.1.1277.53.6; studies on the interaction of Aspergillus fumigatus with animals). Groups of five
animals were housed in individually ventilated cages and were cared for in strict accordance with the
principles outlined by the Brazilian College of Animal Experimentation (COBEA) and in the Guiding
Principles for Research Involving Animals and Human Beings, American Physiological Society. All efforts
were made to minimize suffering. Animals were clinically monitored at least twice daily and humanely
sacrificed if moribund (defined by lethargy, dyspnea, hypothermia, and weight loss). All stressed animals
were sacrificed by cervical dislocation. mbio.asm.org
19 ® REFERENCES Magnani T, Soriani FM, Martins VP, Nascimento AM, Tudella VG, Curti C,
Uyemura SA. 2007. Cloning and functional expression of the mitochon-
drial alternative oxidase of Aspergillus fumigatus and its induction by
oxidative stress. FEMS Microbiol Lett 271:230–238. https://doi.org/10
.1111/j.1574-6968.2007.00716.x. 39. Chamilos G, Lewis RE, Kontoyiannis DP. 2006. Inhibition of Candida
parapsilosis mitochondrial respiratory pathways enhances susceptibility
to caspofungin. Antimicrob Agents Chemother 50:744–747. https://doi
.org/10.1128/AAC.50.2.744-747.2006. 23. Ries LNA, Rocha MC, de Castro PA, Silva-Rocha R, Silva RN, Freitas FZ, de
Assis LJ, Bertolini MC, Malavazi I, Goldman GH. 2017. The Aspergillus
fumigatus CrzA transcription factor activates chitin synthase gene ex-
pression during the caspofungin paradoxical effect. mBio 8:e00705-17. https://doi.org/10.1128/mBio.00705-17. g
40. Tatsuta T, Langer T. 2008. Quality control of mitochondria: protection
against neurodegeneration and ageing. EMBO J 27:306–314. https://doi
.org/10.1038/sj.emboj.7601972. 24. Loiko V, Wagener J. 2017. The paradoxical effect of echinocandins in
Aspergillus fumigatus relies on recovery of the beta-1,3-glucan synthase
Fks1. Antimicrob Agents Chemother 61:e01690-16. https://doi.org/10
.1128/AAC.01690-16. 41. Walker LA, Lee KK, Munro CA, Gow NA. 2015. Caspofungin treatment of
Aspergillus fumigatus results in chsg-dependent upregulation of chitin syn-
thesis and the formation of chitin-rich microcolonies. Antimicrob Agents
Chemother 59:5932–5941. https://doi.org/10.1128/AAC.00862-15. 25. Furukawa T, van Rhijn N, Fraczek M, Gsaller F, Davies E, Carr P, Gago S,
Fortune-Grant R, Rahman S, Gilsenan JM, Houlder E, Kowalski CH, Raj S, Paul
S, Cook P, Parker JE, Kelly S, Cramer RA, Latge JP, Moye-Rowley S, Bignell E,
Bowyer P, Bromley MJ. 2020. The negative cofactor 2 complex is a key
regulator of drug resistance in Aspergillus fumigatus. Nat Commun 11:427. https://doi.org/10.1038/s41467-019-14191-1. 42. Mattos EC, Silva LP, Valero C, de Castro PA, Dos Reis TF, Ribeiro LFC,
Marten MR, Silva-Rocha R, Westmann C, da Silva C, Taft CA, Al-Furaiji N,
Bromley M, Mortensen UH, Benz JP, Brown NA, Goldman GH. 2020. The
Aspergillus fumigatus phosphoproteome reveals roles of high-osmolarity
glycerol mitogen-activated protein kinases in promoting cell wall dam-
age and caspofungin tolerance. mBio 11:e02962-19. https://doi.org/10
.1128/mBio.02962-19. 26. Hortschansky P, Haas H, Huber EM, Groll M, Brakhage AA. 2017. The
CCAAT-binding complex (CBC) in Aspergillus species. Biochim Biophys
Acta Gene Regul Mech 1860:560–570. https://doi.org/10.1016/j.bbagrm
.2016.11.008. 43. Ohya T, Maki S, Kawasaki Y, Sugino A. 2000. Structure and function of the
fourth subunit (Dpb4p) of DNA polymerase epsilon in Saccharomyces
cerevisiae. Nucleic Acids Res 28:3846–3852. https://doi.org/10.1093/nar/
28.20.3846. 27. Hagiwara D, Suzuki S, Kamei K, Gonoi T, Kawamoto S. 2014. REFERENCES 7. Steinbach WJ. 2013. Are we there yet? Recent progress in the molecular
diagnosis and novel antifungal targeting of Aspergillus fumigatus and
invasive aspergillosis. PLoS Pathog 9:e1003642. https://doi.org/10.1371/
journal.ppat.1003642. 19. Lamoth F, Juvvadi PR, Gehrke C, Asfaw YG, Steinbach WJ. 2014. Transcrip-
tional activation of heat shock protein 90 mediated via a proximal promoter
region as trigger of caspofungin resistance in Aspergillus fumigatus. J Infect
Dis 209:473–481. https://doi.org/10.1093/infdis/jit530. 8. Onishi J, Meinz M, Thompson J, Curotto J, Dreikorn S, Rosenbach M,
Douglas C, Abruzzo G, Flattery A, Kong L, Cabello A, Vicente F, Pelaez F,
Diez MT, Martin I, Bills G, Giacobbe R, Dombrowski A, Schwartz R, Morris
S, Harris G, Tsipouras A, Wilson K, Kurtz MB. 2000. Discovery of novel
antifungal (1,3)-beta-D-glucan synthase inhibitors. Antimicrob Agents
Chemother 44:368–377. https://doi.org/10.1128/aac.44.2.368-377.2000. 20. Suwunnakorn S, Wakabayashi H, Rustchenko E. 2016. Chromosome 5 of
human pathogen Candida albicans carries multiple genes for negative
control of caspofungin and anidulafungin susceptibility. Antimicrob Agents
Chemother 60:7457–7467. https://doi.org/10.1128/AAC.01888-16. 9. Bowman JC, Hicks PS, Kurtz MB, Rosen H, Schmatz DM, Liberator PA,
Douglas CM. 2002. The antifungal echinocandin caspofungin acetate kills
growing cells of Aspergillus fumigatus in vitro. Antimicrob Agents Che-
mother 46:3001–3012. https://doi.org/10.1128/aac.46.9.3001-3012.2002. 9. Bowman JC, Hicks PS, Kurtz MB, Rosen H, Schmatz DM, Liberator PA,
Douglas CM. 2002. The antifungal echinocandin caspofungin acetate kills
growing cells of Aspergillus fumigatus in vitro. Antimicrob Agents Che-
mother 46:3001–3012. https://doi.org/10.1128/aac.46.9.3001-3012.2002. 21. Yang F, Zhang L, Wakabayashi H, Myers J, Jiang Y, Cao Y, Jimenez-
Ortigosa C, Perlin DS, Rustchenko E. 2017. Tolerance to caspofungin in ® Regulation of Caspofungin Tolerance in Aspergillus Candida albicans is associated with at least three distinctive mechanisms
that govern expression of FKS genes and cell wall remodeling. Antimi-
crob Agents Chemother 61 https://doi.org/10.1128/AAC.00071-17. 37. Long N, Xu X, Qian H, Zhang S, Lu L. 2016. A putative mitochondrial iron
transporter mrsa in Aspergillus fumigatus plays important roles in azole-,
oxidative stress responses and virulence. Front Microbiol 7:716. https://
doi.org/10.3389/fmicb.2016.00716. 22. de Castro PA, Colabardini AC, Manfiolli AO, Chiaratto J, Silva LP, Mattos
EC, Palmisano G, Almeida F, Persinoti GF, Ries LNA, Mellado L, Rocha MC,
Bromley M, Silva RN, de Souza GS, Loures FV, Malavazi I, Brown NA,
Goldman GH. 2019. Aspergillus fumigatus calcium-responsive transcrip-
tion factors regulate cell wall architecture promoting stress tolerance,
virulence and caspofungin resistance. PLoS Genet 15:e1008551. https://
doi.org/10.1371/journal.pgen.1008551. 38. REFERENCES The role of
AtfA and HOG MAPK pathway in stress tolerance in conidia of Aspergillus
fumigatus. Fungal Genet Biol 73:138–149. https://doi.org/10.1016/j.fgb
.2014.10.011. 44. Bambach A, Fernandes MP, Ghosh A, Kruppa M, Alex D, Li D, Fonzi WA,
Chauhan N, Sun N, Agrellos OA, Vercesi AE, Rolfes RJ, Calderone R. 2009. Goa1p of Candida albicans localizes to the mitochondria during stress
and is required for mitochondrial function and virulence. Eukaryot Cell
8:1706–1720. https://doi.org/10.1128/EC.00066-09. 28. Pereira Silva L, Alves de Castro P, Dos Reis TF, Paziani MH, Von Zeska
Kress MR, Riano-Pachon DM, Hagiwara D, Ries LN, Brown NA, Goldman
GH. 2017. Genome-wide transcriptome analysis of Aspergillus fumigatus
exposed to osmotic stress reveals regulators of osmotic and cell wall
stresses that are SakA(HOG1) and MpkC dependent. Cell Microbiol 19
https://doi.org/10.1111/cmi.12681. 45. Khamooshi K, Sikorski P, Sun N, Calderone R, Li D. 2014. The Rbf1, Hfl1
and Dbp4 of Candida albicans regulate common as well as transcription
factor-specific mitochondrial and other cell activities. BMC Genomics
15:56. https://doi.org/10.1186/1471-2164-15-56. p
g
29. Rocha MC, Fabri JH, Franco de Godoy K, Alves de Castro P, Hori JI,
Ferreira da Cunha A, Arentshorst M, Ram AF, van den Hondel CA,
Goldman GH, Malavazi I. 2016. Aspergillus fumigatus MADS-box tran-
scription factor rlmA is required for regulation of the cell wall integrity
and virulence. G3 (Bethesda) 6:2983–3002. https://doi.org/10.1534/g3
.116.031112. 46. Inostroza JA, Mermelstein FH, Ha I, Lane WS, Reinberg D. 1992. Dr1, a
TATA-binding protein-associated phosphoprotein and inhibitor of class
II gene transcription. Cell 70:477–489. https://doi.org/10.1016/0092
-8674(92)90172-9. 47. Meisterernst M, Roeder RG. 1991. Family of proteins that interact with
TFIID and regulate promoter activity. Cell 67:557–567. https://doi.org/10
.1016/0092-8674(91)90530-c. 30. Valiante V, Baldin C, Hortschansky P, Jain R, Thywißen A, Straßburger M,
Shelest E, Heinekamp T, Brakhage AA. 2016. The Aspergillus fumigatus
conidial melanin production is regulated by the bifunctional bHLH DevR
and MADS-box RlmA transcription factors. Mol Microbiol 102:321–335. https://doi.org/10.1111/mmi.13462. 48. Albert TK, Grote K, Boeing S, Stelzer G, Schepers A, Meisterernst M. 2007. Global distribution of negative cofactor 2 subunit-alpha on human
promoters. Proc Natl Acad Sci U S A 104:10000–10005. https://doi.org/
10.1073/pnas.0703490104. 31. da Silva Ferreira ME, Malavazi I, Savoldi M, Brakhage AA, Goldman MH,
Kim HS, Nierman WC, Goldman GH. 2006. Transcriptome analysis of
Aspergillus fumigatus exposed to voriconazole. Curr Genet 50:32–44. https://doi.org/10.1007/s00294-006-0073-2. 49. Gómez-Navarro N, Jordán-Pla A, Estruch F, E Pérez-Ortín J. 2016. May/June 2020
Volume 11
Issue 3
e00816-20 REFERENCES horo N, Rupasinghe T, Tull DL, McConville M, Beaurepaire C, Nantel A,
Lithgow T, Mitchell AP, Traven A. 2011. Cell wall integrity is linked to
mitochondria and phospholipid homeostasis in Candida albicans through
the activity of the post-transcriptional regulator Ccr4-Pop2. Mol Microbiol
79:968–989. https://doi.org/10.1111/j.1365-2958.2010.07503.x. 67. Semighini CP, Marins M, Goldman MH, Goldman GH. 2002. Quantitative
analysis of the relative transcript levels of ABC transporter Atr genes in
Aspergillus nidulans by real-time reverse transcription-PCR assay. Appl
Environ Microbiol 68:1351–1357. https://doi.org/10.1128/aem.68.3.1351
-1357.2002. 55. Sarinová M, Tichá E, Obernauerová M, Gbelská Y. 2007. Impact of mito-
chondrial function on yeast susceptibility to antifungal compounds. Folia Microbiol (Praha) 52:223–229. https://doi.org/10.1007/BF02931302. 68. Bolger AM, Lohse M, Usadel B. 2014. Trimmomatic: a flexible trimmer for
Illumina sequence data. Bioinformatics 30:2114–2120. https://doi.org/10
.1093/bioinformatics/btu170. 56. Shirey K, Stover KR, Cleary J, Hoang N, Hosler J. 2016. Membrane-
anchored cyclic peptides as effectors of mitochondrial oxidative phos-
phorylation. Biochemistry 55:2100–2111. https://doi.org/10.1021/acs
.biochem.5b01368. 69. Kopylova E, Noe L, Touzet H. 2012. SortMeRNA: fast and accurate
filtering of ribosomal RNAs in metatranscriptomic data. Bioinformatics
28:3211–3217. https://doi.org/10.1093/bioinformatics/bts611. 57. Yu Q, Zhang B, Li J, Zhang B, Wang H, Li M. 2016. Endoplasmic reticulum-
derived reactive oxygen species (ROS) is involved in toxicity of cell wall
stress to Candida albicans. Free Radic Biol Med 99:572–583. https://doi
.org/10.1016/j.freeradbiomed.2016.09.014. 70. Liao Y, Smyth GK, Shi W. 2013. The Subread aligner: fast, accurate and
scalable read mapping by seed-and-vote. Nucleic Acids Res 41:e108. https://doi.org/10.1093/nar/gkt214. 58. Aruanno M, Bachmann D, Sanglard D, Lamoth F. 2019. Link between
heat shock protein 90 and the mitochondrial respiratory chain in the
caspofungin stress response of Aspergillus fumigatus. Antimicrob Agents
Chemother 63:e00208-19. https://doi.org/10.1128/AAC.00208-19. 71. Love MI, Huber W, Anders S. 2014. Moderated estimation of fold change
and dispersion for RNA-seq data with DESeq2. Genome Biol 15:550. https://doi.org/10.1186/s13059-014-0550-8. 72. Benjamini Y, Drai D, Elmer G, KafkafiN, Golani I. 2001. Controlling the
false discovery rate in behavior genetics research. Behav Brain Res
125:279–284. https://doi.org/10.1016/s0166-4328(01)00297-2. 59. Bastos RW, Rossato L, Valero C, Lagrou K, Colombo AL, Goldman GH. 2019. Potential of gallium as an antifungal agent. Front Cell Infect
Microbiol 9:414. https://doi.org/10.3389/fcimb.2019.00414. 73. Smedsgaard J. 1997. Micro-scale extraction procedure for standardized
screening of fungal metabolite production in cultures. J Chromatogr A
760:264–270. https://doi.org/10.1016/s0021-9673(96)00803-5. 60. Lai YW, Campbell LT, Wilkins MR, Pang CN, Chen S, Carter DA. 2016. Synergy and antagonism between iron chelators and antifungal drugs in
Cryptococcus. Int J Antimicrob Agents 48:388–394. REFERENCES Defects
in the NC2 repressor affect both canonical and non-coding RNA poly-
merase II transcription initiation in yeast. BMC Genomics 17:183. https://
doi.org/10.1186/s12864-016-2536-2. 32. Soriani FM, Malavazi I, Savoldi M, Espeso E, Dinamarco TM, Bernardes LA,
Ferreira ME, Goldman MH, Goldman GH. 2010. Identification of possible
targets of the Aspergillus fumigatus CRZ1 homologue, CrzA. BMC Micro-
biol 10:12. https://doi.org/10.1186/1471-2180-10-12. 50. Shariq M, Dhamgaye S, Nair R, Goyal N, Jain V, Mukhopadhyay A, Mondal
AK, Mukhopadhyay G, Prasad R. 2017. The global regulator Ncb2 escapes
from the core promoter and impacts transcription in response to drug
stress in Candida albicans. Sci Rep 7:46084. https://doi.org/10.1038/
srep46084. 33. Schrettl M, Beckmann N, Varga J, Heinekamp T, Jacobsen ID, Jochl C,
Moussa TA, Wang S, Gsaller F, Blatzer M, Werner ER, Niermann WC,
Brakhage AA, Haas H. 2010. HapX-mediated adaption to iron starvation
is crucial for virulence of Aspergillus fumigatus. PLoS Pathog 6:e1001124. https://doi.org/10.1371/journal.ppat.1001124. 51. van Werven FJ, van Bakel H, van Teeffelen HA, Altelaar AF, Koerkamp
MG, Heck AJ, Holstege FC, Timmers HT. 2008. Cooperative action of NC2
and Mot1p to regulate TATA-binding protein function across the ge-
nome. Genes Dev 22:2359–2369. https://doi.org/10.1101/gad.1682308. 34. Schrettl M, Bignell E, Kragl C, Joechl C, Rogers T, Arst HN, Jr, Haynes K,
Haas H. 2004. Siderophore biosynthesis but not reductive iron assimila-
tion is essential for Aspergillus fumigatus virulence. J Exp Med 200:
1213–1219. https://doi.org/10.1084/jem.20041242. 52. Shukla S, Yadav V, Mukhopadhyay G, Prasad R. 2011. Ncb2 is involved in
activated transcription of CDR1 in azole-resistant clinical isolates of
Candida albicans. Eukaryot Cell 10:1357–1366. https://doi.org/10.1128/
EC.05041-11. 35. Grundlinger M, Yasmin S, Lechner BE, Geley S, Schrettl M, Hynes M, Haas
H. 2013. Fungal siderophore biosynthesis is partially localized in peroxi-
somes. Mol Microbiol 88:862–875. https://doi.org/10.1111/mmi.12225. 53. Soriani FM, Malavazi I, da Silva Ferreira ME, Savoldi M, Von Zeska Kress
MR, de Souza Goldman MH, Loss O, Bignell E, Goldman GH. 2008. Functional characterization of the Aspergillus fumigatus CRZ1 homo-
logue, CrzA. Mol Microbiol 67:1274–1291. https://doi.org/10.1111/j.1365
-2958.2008.06122.x. 36. Schafferer L, Beckmann N, Binder U, Brosch G, Haas H. 2015. AmcA—a
putative mitochondrial ornithine transporter supporting fungal sidero-
phore biosynthesis. Front Microbiol 6:252. https://doi.org/10.3389/fmicb
.2015.00252. 54. Dagley MJ, Gentle IE, Beilharz TH, Pettolino FA, Djordjevic JT, Lo TL, Uwama- mbio.asm.org
21 ® Valero et al. gene replacement in the filamentous fungus Aspergillus nidulans. Nu-
cleic Acids Res 28:E97. https://doi.org/10.1093/nar/28.22.e97. May/June 2020
Volume 11
Issue 3
e00816-20 REFERENCES https://doi.org/10
.1016/j.ijantimicag.2016.06.012. 74. Vodisch M, Albrecht D, Lessing F, Schmidt AD, Winkler R, Guthke R,
Brakhage AA, Kniemeyer O. 2009. Two-dimensional proteome reference
maps for the human pathogenic filamentous fungus Aspergillus fumiga-
tus. Proteomics 9:1407–1415. https://doi.org/10.1002/pmic.200800394. 61. Wagener J, Loiko V. 2017. Recent insights into the paradoxical effect of
echinocandins. J Fungi (Basel) 4:5. https://doi.org/10.3390/jof4010005. 62. Käfer E. 1977. Meiotic and mitotic recombination in Aspergillus and its
chromosomal aberrations. Adv Genet 19:33–131. https://doi.org/10
.1016/s0065-2660(08)60245-x. 75. Hartree EF. 1972. Determination of protein: a modification of the Lowry
method that gives a linear photometric response. Anal Biochem 48:
422–427. https://doi.org/10.1016/0003-2697(72)90094-2. 63. Zhao C, Fraczek MG, Dineen L, Lebedinec R, Macheleidt J, Heinekamp T,
Delneri D, Bowyer P, Brakhage AA, Bromley M. 2019. High-throughput
gene replacement in Aspergillus fumigatus. Curr Protoc Microbiol 54:e88. https://doi.org/10.1002/cpmc.88. 76. Franco LVR, Moda BS, Soares M, Barros MH. 2019. Msc6p is required for
mitochondrial translation initiation in the absence of formylated Met-
tRNA(fMet). FEBS J 286:1407–1419. https://doi.org/10.1111/febs.14785. 77. Kumar S, Stecher G, Tamura K. 2016. MEGA7: Molecular Evolutionary
Genetics Analysis Version 7.0 for bigger datasets. Mol Biol Evol 33:
1870–1874. https://doi.org/10.1093/molbev/msw054. 64. Colot HV, Park G, Turner GE, Ringelberg C, Crew CM, Litvinkova L, Weiss
RL, Borkovich KA, Dunlap JC. 2006. A high-throughput gene knockout
procedure for Neurospora reveals functions for multiple transcription
factors. Proc Natl Acad Sci U S A 103:10352–10357. https://doi.org/10
.1073/pnas.0601456103. 78. Saitou N, Nei M. 1987. The neighbor-joining method: a new method for
reconstructing phylogenetic trees. Mol Biol Evol 4:406–425. https://doi
.org/10.1093/oxfordjournals.molbev.a040454. 65. Malavazi I, Goldman GH. 2012. Gene disruption in Aspergillus fumigatus
using a PCR-based strategy and in vivo recombination in yeast. Methods
Mol Biol 845:99–118. https://doi.org/10.1007/978-1-61779-539-8_7. j
79. Felsenstein J. 1985. Confidence limits on phylogenies: an approach
using the bootstrap. Evolution 39:783–791. https://doi.org/10.1111/j
.1558-5646.1985.tb00420.x. p
g
66. Chaveroche MK, Ghigo JM, d’Enfert C. 2000. A rapid method for efficient mbio.asm.org
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Stable nanovesicles formed by intrinsically planar bilayers
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Journal of Colloid and Interface Science 631 (2023) 202–211
Contents lists available at ScienceDirect
Journal of Colloid and Interface Science
journal homepage: www.elsevier.com/locate/jcis
Stable nanovesicles formed by intrinsically planar bilayers
Mariana Köber b,a,1, Sílvia Illa-Tuset a,1, Lidia Ferrer-Tasies a,c,1, Evelyn Moreno-Calvo a,
Witold I. Tatkiewicz a, Natascia Grimaldi a, David Piña a, Alejandro Pérez Pérez a,
Vega Lloveras a,b, José Vidal-Gancedo a,b, Donatella Bulone d, Imma Ratera a,b,
Jan Skov Pedersen e, Dganit Danino f, Jaume Veciana a,b, Jordi Faraudo a,⇑, Nora Ventosa a,b,⇑
a
Institut de Ciència de Materials de Barcelona (ICMAB-CSIC), Campus UAB, Cerdanyola del Vallès, Spain
Networking Biomedical Research Networking Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Spain
Nanomol Technologies SL, Campus UAB, 08193 Cerdanyola del Vallès, Spain
d
Institute of Biophysics, Palermo, National Research Council, Palermo, Italy
e
Department of Chemistry and Interdisciplinary Nanoscience Center (iNANO), Aarhus University, Gustav Wieds Vej, 14, 8000 Aarhus, Denmark
f
CryoEM Laboratory of Soft Matter, Faculty of Biotechnology and Food Engineering, Technion, Haifa 3200003, Israel
b
c
g r a p h i c a l a b s t r a c t
a r t i c l e
i n f o
Article history:
Received 2 August 2022
Revised 16 October 2022
Accepted 20 October 2022
Available online 29 October 2022
Keywords:
Nanovesicles
Molecular self-assembly
Vesicle stability
Composition asymmetry
Quatsomes
a b s t r a c t
Hypothesis: Quatsome nanovesicles, formed through the self-assembly of cholesterol (CHOL) and
cetyltrimethylammonium bromide (CTAB) in water, have shown long-term stability in terms of size
and morphology, while at the same time exhibiting high CHOL-CTAB intermolecular binding energies.
We hypothesize that CHOL/CTAB quatsomes are indeed thermodynamically stable nanovesicles, and
investigate the mechanism underlying their formation.
Experiments: A systematic study was performed to determine whether CHOL/CTAB quatsomes satisfy the
experimental requisites of thermodynamically stable vesicles. Coarse-grain molecular dynamics simulations were used to investigate the molecular organization in the vesicle membrane, and the characteristics of the simulated vesicle were corroborated with experimental data obtained by cryo–electron
microscopy, small- and wide-angle X-ray scattering, and multi-angle static light scattering.
Findings: CHOL/CTAB quatsomes fulfill the requisites of thermodynamically stable nanovesicles, but they
do not exhibit the classical membrane curvature induced by a composition asymmetry between the
bilayer leaflets, like catanionic nanovesicles. Instead, CHOL/CTAB quatsomes are formed through the
association of intrinsically planar bilayers in a faceted vesicle with defects, indicating that distortions
in the organization and orientation of molecules can play a major role in the formation of thermodynamically stable nanovesicles.
Ó 2022 Published by Elsevier Inc.
⇑ Corresponding authors at: Institut de Ciència de Materials de Barcelona (ICMAB-CSIC), Campus UAB, Cerdanyola del Vallès, Spain (N. Ventosa).
1
E-mail addresses: jfaraudo@icmab.es (J. Faraudo), ventosa@icmab.es (N. Ventosa).
These authors contributed equally to this work.
https://doi.org/10.1016/j.jcis.2022.10.104
0021-9797/Ó 2022 Published by Elsevier Inc.
Journal of Colloid and Interface Science 631 (2023) 202–211
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
1. Introduction
2.2. Methods for molecular dynamics simulations
The potential of quatsomes has been demonstrated in recent
years in a variety of medical applications, for example as scaffolds
for creating bright and homogeneous bioimaging and biosensing
probes [1–6], inducing the rupture of biofilms [7,8], delivering
the recombinant human epidermal growth factor in the treatment
of complex wounds [9,10], and delivering small RNAs to treat neuroblastoma [11]. Quatsomes can be functionalized easily by modifying the cholesterol moiety [6,12], and their applicability for
intravenous administration has been demonstrated in mice [13].
Over years of use, quatsomes have exhibited remarkable stability
in terms of size and morphology, unlike conventional lipid vesicles
such as phospholipid liposomes, which led us to investigate its
molecular origin.
The organization of amphiphilic molecules in a vesicle-forming
self-assembly process can yield thermodynamically stable structures [14–16]. The most prominent example of such stable structures is catanionic vesicles, which are formed by mixtures of
cationic and anionic surfactants [17–20]. The theoretical requirements for such stability have been reported to include the presence
of a mixed component system exhibiting composition asymmetry
between the two bilayer leaflets, thereby yielding spontaneous
membrane curvature [21–23]. Recently, theoretical works have
described spontaneous membrane curvature arising from asymmetric lipid densities in the two leaflets, but such lipid distributions are thought to be metastable equilibrium states that
eventually relax to symmetric lipid densities in both leaflets
through flip-flops between the leaflets [24,25]. Also asymmetric
ion concentrations across the membrane have been shown to provoke membrane curvature [26,27]. While quatsomes are a mixed
component system, it is not known whether they possess such
composition asymmetries and spontaneous membrane curvature,
related to the mechanism underlying their formation.
In this work, we pursue two interrelated objectives: i) shed light
on the mechanism of formation of CHOL/CTAB quatsomes, and ii)
determine whether quatsomes are a thermodynamically stable
vesicle system. To gain insight into the molecular organization
within the quatsome membrane, we performed coarse-grain
molecular dynamics (MD) simulations of a full CHOL/CTAB vesicle
with an equimolar composition of CHOL and CTAB. We contrasted
the characteristics of the simulated vesicle, such as the vesicle
diameter, bilayer thickness and disordered liquid-like membrane
organization, with experimental observations obtained using
cryo–electron microscopy (cryo-EM), small- and wide-angle Xray scattering (SAXS and WAXS), and multi-angle static light scattering. Furthermore, we checked whether quatsomes satisfy the
experimental requisites to be classified as thermodynamically
stable vesicles.
Our MD simulations were performed using GROMACS software
[28–31] version 2018 and the implicit solvent MARTINI coarse
grain force field, known as Dry-MARTINI [32]. All the technical
details and protocols of the simulations are described below.
Models and Force Field. The cholesterol and CTAB molecules
were modelled using the Dry-MARTINI [29] coarse-grain force
field, as shown in Fig. S1. For cholesterol molecules several models
compatible with the MARTINI force field are available in the literature. In this work, we employed the model developed by the
MARTINI developers [32]. For CTAB we applied the model developed in our group and detailed in Ref. [33].
Building of the initial configuration for MD simulations. In our simulations, we consider as initial condition a pre-built vesicle, to be
thermalized and equilibrated in an extended MD run. The initial
coordinates for the vesicle were generated using the CHARMMGUI input generator Martini Maker tool [34,35]. Using this tool,
we generated a vesicle with an initial radius of 20 nm and 1:1
cholesterol / surfactant composition. As the CTAB molecule is not
available in the CHARMM-GUI tool, our strategy was to select
another surfactant molecule with a similar number of Martini
beads and then replace the topology of the surfactant molecules
by that of CTA+ surfactant before energy minimization (we chose
the dodecylpyridinium chloride (DPC) surfactant). The system initially generated with CHARMM-GUI was a spherical vesicle with
2054 cholesterol molecules and 2054 surfactant molecules. After
manually substituting the topology of DPC surfactant molecules
by CTA+ surfactant, we randomly added 2054 MARTINI anions to
neutralize the system charge using the insert-molecules tool from
GROMACS package. The system built in this way contained 28756
beads in a cubic simulation box of 31.8 nm length in the three axes.
The initial configuration of the system is shown in Fig. S9. This initial structure was energy minimized and thermalized before performing the production runs following the default protocols from
CHARMM-GUI.
Protocols for the MD simulation. The equations of motion were
solved with a time step of 20 fs. In all our simulations, the temperature was maintained constant (303 K) using the Bussi-DonadioParrinello thermostat [36]. We employed periodic boundary conditions in all directions. We observed that an adjustment of the vesicle geometry occurs during the first 100 ns, with the development
of planar bilayers and defects form the initially spherical vesicle. In
Fig. S10-right, it is clearly observed how the vesicle layers are
deformed in comparison with the initial configuration. After this
initial time, we performed a production run of 1000 ns and no further changes in the geometry or diameter of the vesicle were
observed. The estimated equilibrium diameter is 18-19 nm (see
Fig. 1). The analysis of the simulations was performed using the
VMD software [37], and custom scripts to obtain the radial profiles
reported in Fig. 1.
2. Materials and methods
2.3. Quatsome production
2.1. Materials
Quatsome production using ultrasounds (US). Unless otherwise
stated, quatsomes were prepared according to the following procedure: For all preparations, the CTAB concentration was kept constant 10 times above its critical micelle concentration (CMC), at
a value of 10 mM. An equimolar ratio of cholesterol was used, i.e.
10 mM. Desired amounts of cholesterol and CTAB were weighted
in a flask (38.7 mg and 36.4 mg, respectively), and subsequently
suspended in 10 mL of Milli-Q water. Using a Vibracell Sonifier
titanium probe working at 20 kHz and a power amplitude of 40%
(max. 500 W) (Sonic and Materials Corporation, USA), the resulting
dispersion was sonicated at 298 K for 4 minutes, until a homogenous dispersion was obtained.
5-Cholesten-3b-ol (CHOL, purity 95%) was obtained from
Panreac AppliChem (Barcelona, Spain). Cetyltrimethylammonium
bromide (CTAB, ultra for molecular biology, purity 99%) was purchased from Sigma-Aldrich (Madrid, Spain). All chemicals were
used without further purification. The water used was pretreated with the Milli-Q Advantage A10 water purification system
(Millipore Ibérica, Madrid, Spain). Ethanol (HPLC grade) was
obtained from Teknokroma (Sant Cugat del Vallès, Spain), and carbon dioxide (purity 99.9%) was supplied by Carburos Metálicos S.
A. (Barcelona, Spain). 3-b-DOXYL-5a-cholestane was purchased
from Santa Cruz Biotechnology (USA).
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M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
Journal of Colloid and Interface Science 631 (2023) 202–211
ple containing CTAB and cholesterol using the same experimental
conditions. Aliquots were taken at EtOH volume fractions of 30 %,
20 % and 0 %, and all samples were characterized by means of
dynamic light scattering (DLS) and cryogenic transmission electron
microscopy (cryo-TEM) Fig. S6C.
Note that in the spontaneous formation and DELOS-SUSP processes the presence of some EtOH helps in the vesicle formation
process by avoiding the formation of cholesterol crystals, thus
facilitating the formation of CHOL/CTAB synthons. However, quatsome vesicles can also be prepared in pure water, i.e. in the
absence of any EtOH, as shown in the preparation by ultrasounds,
where cholesterol crystals are broken apart through the application of mechanical energy, also facilitating the formation of
CHOL/CTAB synthons. We therefore conclude that while the presence of EtOH may help to reach the equilibrium state, equilibrium
can be reached likewise in the absence of EtOH. The temporal stability of quatsomes in pure water indicates that this system is
stable for years and completely free of precipitates. These experimental observations are in agreement with free energy calculations [39], which have shown a slight preference of a cholesterol
molecule to transfer into a 1:1 bilayer membrane (DG = 55 kcal/mol) instead of a cholesterol nanocrystal (DG = 50 kcal/mol).
Coexistence in equilibrium with neighboring single-phase regions
in phase diagrams, i.e. with thermodynamically stable CTAB micelles
and cholesterol crystals. To demonstrate the coexistence of quatsomes with CTAB micelles and cholesterol crystals in equilibrium,
different molar ratios of CTAB and CHOL were sonicated, following
the protocol described above. The CTAB concentration was kept
constant 10 times above its critical micelle concentration
(CMC), at a value of 10 mM, and was either mixed with half the
cholesterol concentration (5 mM) or with 3/2 of the cholesterol
concentration (15 mM). Furthermore, Isothermal titration
calorimetry experiments were performed (see below).
2.4. Experiments to demonstrate the thermodynamic stability
Quatsome production by CO2-based processing. Quatsome production via CO2-based processing (DELOS-SUSP methodology)
[12,38] consisted of loading a 7.5 mL high-pressure autoclave with
a solution of 72.8 mg cholesterol in 2.88 mL ethanol. The solution
was heated to the working temperature of 308 K (controlled by an
external heating jacket) and then pressurized with compressed
CO2 (using a thermostated syringe pump, model 260D, ISCO Inc.,
Lincoln, US) at a molar fraction of XCO2 = 0.6 until reaching a working pressure of 10 MPa, which produced a volumetric expanded
organic solution of cholesterol (a co-solvent behavior of CO2 is
observed until Xi = 0.76). The pressurized organic phase was left
to equilibrate during one hour at constant pressure. Finally, the
CO2-expanded organic phase was depressurized to atmospheric
pressure over 24 mL of Milli-Q water containing 68.6 mg of CTAB.
To maintain the pressure in the reactor constant during depressurization, N2, pressurized to the working pressure, was used as
embolus to push down the expanded solution. The membrane
component concentration, prior to process losses, was 5.3 mg/mL
(7 mM cholesterol and 7 mM CTAB), and the dispersant contains
a volume fraction of 10 % ethanol.
To remove ethanol and excess CTAB, quatsome suspensions
were diafiltered using a KrosFlo Research IIi TFF System (Spectrum
Labs from Repligen Corporation; Waltham, Massachusetts, USA)
equipped with a mPES MicroKros filter column (100 kDa molecular
weight cut-off and a surface area of 20 cm2), at a feed flow rate of
15 mL/min and a transmembrane pressure of about 1.5 psi, unless
otherwise noted. Samples were diafiltered applying six cycles of
recircularization to ensure the full elimination of all hydrophilic
components that were not incorporated in the vesicle membrane.
Spontaneous formation of quatsomes. For the spontaneous formation of quatsomes, we started with CTAB micelles in water and
gradually added cholesterol dissolved in ethanol (EtOH). After mixing both, the molarity of CTAB and cholesterol was 7 mM each and
the final volume fraction of EtOH 10.7 %. As a first step, stock solutions of CTAB and cholesterol were prepared and equilibrated at
313 K, i.e. well above the Krafft temperature (TK = 298 K) to assure
CTAB micelle formation and also to improve the solubility of
cholesterol. In particular, an aqueous solution of CTAB was prepared at 7.8 mM ( 7.8 CMC), dissolving 16.25 mg CTAB in 5.7
mL H2O, and a cholesterol solution in ethanol was prepared at 66
mM by dissolving 17.25 mg cholesterol in 0.68 mL EtOH. Subsequently, the cholesterol stock solution was added gradually, in
drops of 5 lL, to the aqueous solution containing CTAB micelles,
under mild stirring (at the lowest speed that allowed constant stirring, 60 rpm) and while remaining in the 313 K bath. To allow
complete equilibration, the sample was left at 313 K with mild stirring for 48 hours.
Reversibility of quatsome formation. To conduct the reversibility
experiments, we used quatsomes prepared by DELOS-SUSP. Samples were diafiltered to remove ethanol and excess CTAB. First,
we determined the EtOH concentration that entails the complete
disintegration of the quatsome membrane and the solubilization
of the membrane components. EPR spectra (see below) of quatsomes tagged with the nitroxide spin label 3-b-DOXYL-5a-choles
tane in their membranes indicated the complete membrane disintegration at EtOH volume fractions of 50 % (Fig. S5C). Consequently, we fixed the volume fraction of EtOH in the dispersant
to 60 % and checked if the reformation of quatsomes occurred upon
ethanol evaporation at low pressure. For this, first we determined
the evaporation rate of an EtOH-H2O mixture at low pressure,
monitoring the changes in the density of the liquid with a pycnometer. We have found that the volume fraction of EtOH was
reduced by 6 % per minute at 55 mbar, 311 K and under a slow
rotation of the flask. Next, we evaporated the EtOH from the sam-
2.5. Quatsome characterization
For all characterizations, quatsome preparations were left to
stabilize at 298 K for at least 1 week before characterizations were
carried out.
Cryo-transmission electron microscopy (cryo-TEM). The morphology of quatsomes was studied by cryo-TEM using two microscopes.
Some samples were examined in a JEOL JEM-2011 TEM (JEOL LTD.,
Tokio, Japan) operating at 120 kV. The samples were vitrified by
plunge-freezing in liquid ethane, and storage in liquid nitrogen
until loaded onto a cryogenic sample holder (Gatan 626 CTH,
Gatan, USA). The working temperature was kept below 98 K.
Images were recorded on a Gatan 724 CCD camera under lowdose conditions using the Digital Micrograph 3.9.2. Software package (Gatan Inc.). Other samples were examined using a Tecnai 12
G2 TEM (FEI, USA). Images were recorded on an UltraScan 1000
2k x 2k high resolution CCD camera (Gatan, UK) at up to 50x nominal magnifications, under low dose conditions, following lab protocols [40].
Quantitative analysis of the vesicles’ diameters (Fig. 2A) was
performed using the ImageJ freeware software. To obtain a statistically relevant size distribution, we have determined the diameter
of 8700 spherical vesicles that originated from different experimental batches, all produced under identical experimental conditions, following the protocol for quatsome production by
ultrasounds (detailed above). The resolution of the vesicle diameter in cryo-EM images was 2 nm. A Gaussian was fitted to the
diameter histogram (bin size 3.5 nm), leaving the mean and standard deviation as fit parameters. The indicated errors of the mean
and standard deviation are the standard error of the fit for each
parameter.
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Journal of Colloid and Interface Science 631 (2023) 202–211
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
r2i ).[47] The instrumental smearing of the data due to finite colli-
High-performance liquid chromatography (HPLC). For the determination of the molar ratio of membrane components we have
used quatsomes prepared by US and CO2-based processing. Quatsomes were diafiltered in H2O to eliminate any excess CTAB not
incorporated in the quatsome membrane. All quatsomes systems
were disrupted completely before their injection in the HPLC column. With this objective, 1 mL of diafiltered samples (in duplicate
or triplicate, as indicated) were lyophilized using a LyoQuest -85
freezedryer (Telstar), with a first freezing step at 193 K for four
hours and a subsequent sublimation step at low pressure (0.05
mbar) and increasing temperature. After that, a known volume of
organic solvent was added to the lyophilized samples. For the
detection of cholesterol and CTAB in the quatsomes we have used
an HPLC (1100 series, Agilent Technologies, Santa Clara, CA)
equipped with an Evaporative Light Scattering Detector, ELSD
(1260 infinity ELSD, Agilent Technologies, Santa Clara, CA). Due
to the distinct chemical nature of CTAB and cholesterol we followed two different methods with different columns. Cholesterol
separation was carried out using a C18 SymmetryÒ (5 lm; 4.6
150 mm) column (Waters Cromatografía S.A.) at room temperature
with an ELSD nebulization temperature of 313 K and evaporative
temperature of 353 K. The mobile phase for the cholesterol was a
mixture of methanol with water (95:5) (mobile phase A) and formic acid in isopropanol (0.1% HCOOH) (mobile phase B) using gradient flow conditions. For the separation of CTAB we used an
InfinityLab Poroshell 120 EC-C18 (4 lm; 4.6 100 mm) column
(Agilent Technologies) at 308 K with an ELSD nebulization temperature of 313 K and evaporative temperature of 363 K. The mobile
phase was a mixture of 50 mM ammonium acetate pH = 3.6 acetic
acid (mobile phase A) and acetic acid in methanol (1% HAcO) (mobile phase B) using gradient flow conditions. In the accuracy test of
matrix validation, recoveries between of 96–104 % were achieved.
The precision, estimated through the relative standard deviation
(RSD) in the measurements, was always < 5 %. For both quatsome
production methods, the molar ratio between cholesterol and
CTAB showed only small deviations from the equimolar ratio
(Table S1).
Small-angle X-ray scattering (SAXS). Small-angle X-ray scattering
measurements of quatsomes prepared by ultrasounds were performed at the optimized Bruker AXS NanoStar instrument [41,42]
at Aarhus University. It uses an Excillum Ga metal jet source operated at 200 W [43] and an optimized collimation section with an
octagonal homebuilt scatterless pinhole [44,45] in front of the
sample. A homebuilt flow-through cell with an automated sample
handler was used for measurements of the samples in a reusable
2.0 mm Ø quartz capillary, which was thermostated using a Peltier
element. Typical acquisition time was 2 hrs. The data are displayed
as a function of the modulus of the scattering vector q = 4p sin(h)/k,
where 2h is the scattering angle and k the wavelength of the Xrays.
Note that the recorded SAXS data in most cases are quite noisy
at low q as the vesicles are nearly overall contrast match in SAXS
due to the positive-negative electron density contributions to the
cross-section structure of nearly the same magnitude. Furthermore, the displayed data are obtained after subtraction of a relatively large background signal from the solvent.
To obtain quantitative information on the vesicle structure from
SAXS data, a model of bilayer vesicles with a core-shell structure
including overall size polydispersity was fitted to the data using
least-squares methods [46]. The cross-section structure was
described by three layers, where the central one described the
scattering from the electron-poor hydrocarbon part and the two
others describe the electron-rich quaternary ammonium groups
and counter ions on both sides of the core. To obtain good fits to
the data, the sharp box-like cross-section profile was smeared by
a Gaussian of width ri by multiplying the intensity by exp(-q2
mation and detector resolution was also estimated and included in
the fit by smearing with a resolution function [48]. Fitting of the
SAXS data with form factors for structures that deviate from the
spherical shape was not considered, since the facet-related ‘slip
of phase’ of the oscillations at high q will barely be observable,
as polydispersity smears out the oscillations at higher q [49]. To
obtain the outer diameter, the bilayer width (i.e. 5 nm) was added
to the diameter for the central plane.
Multi-angle static light scattering (MALS). The molecular weight
(Mw) of CHOL/CTAB quatsomes was estimated from MALS measurements in aqueous solution at 298 ± 0.1 K. Samples were placed
in a thermostatic cell compartment of a Brookhaven Instrument
BI200-SM goniometer, and the temperature was controlled to
within 0.1 K using a thermostatic recirculating bath. Upon irradiation with a 100 mW solid-state laser (Quantum-Ventus MPC 6000)
tuned at k = 532 nm the scattered light intensity was measured
using a Brookhaven BI-9000 correlator. Measurements were taken
at various scattering vectors q = 4p n k1
0 sin (h/2), where n is the
refractive index of the solution, k0 is the wavelength of the incident
light, and h is the scattering angle. Static light scattering data were
corrected for the background scattering of the solvent and normalized by using toluene as calibration liquid. All samples were filtered through 200 nm cellulose acetate (MiniSart) syringe filters
to remove dust or contaminants. The refractive index increment
dn/dc of quatsomes in aqueous solution was determined at 303
K and k = 620 nm with a (SEC 3010) Brookhaven Instrument differential refractometer. The MALS data (Fig. S4) were analyzed by
means of the Zimm plot method and taking into account the measured dn/dc values [50].
Wide-angle X-ray scattering (WAXS). WAXS measurements of
quatsomes prepared by ultrasounds were performed at the X33
beamline of the EMBL at 298 K. A sample to detector distance of
1.2 m was used (q range around 3.8–17.5 nm1), and the wavelength of the beamline was 1.5 Å. WAXS patterns were recorded
using a Pilatus 300K-W 2D Photon counting detector. Eight patterns of 30 s each were acquired per sample. Two duplicate measurements of the same batch were performed.
Dynamic light scattering (DLS). The hydrodynamic quatsome
diameter was determined using a dynamic light scattering analyzer combined with non-invasive backscatter technology (Malvern Zetasizer Nanoseries, Malvern Instruments, UK). The optimal
quatsome concentration for DLS measurements was determined
by performing dilutions in Milli-Q water. 10 to 1000-fold dilutions
of the as-prepared quatsome suspensions yielded overlapping size
distributions, eliminating multiple scattering events observed for
undiluted samples. Consequently, all reported data were acquired
at 10-fold dilutions. Three consecutive measurements were performed on each sample. Averaged scattering-intensity weighted
particle size distributions were determined using the software provided by Malvern, and then converted to number distributions by
scaling with R4. The average hydrodynamic diameter dhyd was calculated from the discrete number distribution n(di), taking into
account the variation of the step length on the logarithmic scale:
dhyd ¼
P
d nðdi Þ ðdiþ1 di1 Þ=2
Pi
nðdi Þ ðdiþ1 di1 Þ=2
Electron paramagnetic resonance (EPR). For EPR experiments,
CHOL/CTAB quatsomes containing the commercial spin probe 3bDOXYL-5a-cholestane radical at a mol fraction of 1% were produced by DELOS-SUSP, adding the spin probe to the organic phase
in the high-pressure autoclave, together with the cholesterol.
EPR spectra were obtained with an X-Band (9.7 GHz) Bruker
ELEXSYS E-500 spectrometer equipped with a ST8911 microwave
cavity, a Bruker variable temperature unit, a field frequency lock
205
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
Journal of Colloid and Interface Science 631 (2023) 202–211
employs a simplified representation of the molecules, wherein on
average every 3–4 heavy atoms are replaced by a coarse grain
building block (a ‘‘bead”) with specific chemical interactions parametrized from thermodynamic data. This method enables full vesicle simulations to be conducted with molecular resolution up to
the microsecond time scale, well beyond the possibilities of previous atomistic simulations performed on this system [3,39,52].
Our simulations of a 1:1 CHOL/CTAB mixture comprising 4108
molecules at 303 K during 1 ls predict a vesicular structure,
which evidently deviates from a perfectly spherical object. Our
results (Fig. 1A–C) clearly indicate that the vesicle is formed
through the assembly of planar bilayers, joined together via small
defects that provide curvature to the structure, eventually generating a closed vesicle. Cryo-TEM, the best method to directly examine the vesicle morphology at high resolution [40], confirms the
presence of these facets and associated slight deviations from a
perfectly spherical vesicle shape (Fig. 1D and Fig.S2 (SI)). These
deviations become even more evident upon major irradiation, in
contrast to phosphatidyl serine liposomes of similar size, which
remain round even upon excessive irradiation of > 200 e/Å2 that
turned the ice crystalline (see SI, Fig. S3). These results substantiate
the presence of facets in quatsomes and show that these are different from planar faces present in any vesicle due to thermal fluctuations [53] or in the gel phase.
Importantly, the simulations indicate a uniform distribution of
the two components within the leaflets (Fig. 1A), i.e. the absence
of any segregation or aggregation of the two components. Moreover, each leaflet contained exactly an equimolar ratio of cholesterol and CTAB (Fig. 1B), and no composition asymmetry existed
between the inner and outer leaflet, suggesting that the bilayer
curvature did not result from composition asymmetry between
the two leaflets. The CHOL/CTAB synthon (bimolecular amphiphile)
was found to be present throughout the whole vesicle, maintaining
its stable arrangement in the planar regions [39] and exhibiting
strong deformations in the defect regions. However, even in the
defect regions no segregation of cholesterol or CTAB molecules
was observed, and the equimolar ratio was still maintained. On
the other hand, on the timescale of the simulation, we found an
asymmetric lipid density in the two leaflets, containing 871 synthons in the inner leaflet and 1183 synthons in the outer leaflet.
Overall, our results suggest that the bimolecular CHOL/CTAB
synthon forming the membrane [39] has a tendency to form planar
bilayers, which in turn form a closed vesicle due to the presence of
defect regions that exhibit strong deformations in the molecular
orientation of cholesterol and CTAB but no segregation of these
two components. This mechanism of vesicle formation is different
from that proposed thus far for stable vesicular systems, such as
catanionic vesicles, which is based on compositional asymmetry
leading to membrane curvature [21,22,54]. Experimentally, we
found a 10 % deviation from an equimolar composition of the
entire vesicular system using high-performance liquid chromatography (see SI, Table S1), which is small compared with the deviations used to produce stable catanionic vesicles, which are
generally > 50 % [14,54,55]. In accordance with these results, the
size distribution obtained through analyzing the vesicle diameter
in cryo-TEM images of more than 8600 vesicles from different
experimental batches, despite being roughly Gaussian, exhibited
a non-Gaussian tail towards larger sizes (Fig. 2A), thereby pointing
towards a vesicle formation mechanism that is not dominated by a
spontaneous bilayer curvature resulting from composition asymmetries [54].
It is important to highlight that the characteristics of the simulated vesicle were consistent with several experimental observations: a) The vesicle diameter of 18–19 nm (Fig. 1C)
corresponds to the smaller quatsomes observed using cryo-TEM
(Fig. 2A). b) The bilayer thickness of 4 nm (including the surfac-
system Bruker ER 033 M and a NMR Gaussmeter Bruker ER 035 M.
The modulation amplitude was kept well below the line width, and
the microwave power was well below saturation. We started with
the sample of 10% vol. EtOH and then diluted step by step (30%,
40%, 45% vol.) until reaching the 50% in vol. All samples were previously degassed with Ar and measured in a flat quartz EPR cell.
The same acquisition parameters were used: microwave power:
2.49 mW; modulation amplitude: 2.0 G; modulation frequency:
100 KHz; receiver gain: 60; time constant: 20.48 ms; conversion
time: 40.96 ms; sweep width: 150 G; 15 scans.
Isothermal titration calorimetry (ITC). ITC experiments were performed with a MicroCal VP-ITC System (Malvern Panalytical, UK).
The sample cell contained a volume of 1.4 mL of quatsomes, prepared by ultrasounds, with a concentration of CTAB and cholesterol
of 50 lM each, thus establishing an equimolar ratio of CHOL/CTAB
at the beginning of the experiment. Subsequently, every 300 seconds 5 lL of a CTAB 0.7 mM solution were injected with a syringe,
and the heat exchanged per injection was monitored. Blanks consisted in adding 5 lL of the 0.7 mM CTAB solution to H2O every
300 seconds, as well as adding H2O to the quatsomes at the above
stated concentration. Note that the critical micellar concentration
(CMC) of CTAB is approximately 0.9 mM.
Conductivity. The electric conductivity was measured with a
Hanna HI 5521 (Hanna Instruments, USA) using a four-ring platinum
probe electrode HI76312 (Hanna Instruments, USA). For pure CTAB,
a micellar suspension of 5 mM was prepared, and sequentially
diluted up to 0.5 mM by adding Milli-Q water (resistivity of 18.2
MX*cm). For measurements on CHOL/CTAB quatsomes, sequential
dilutions of two different quatsome batches were prepared by adding Milli-Q water. Measurements were performed at different time
points up to three days after diluting. For all conductivity measurements the temperature was maintained within ± 0.3 K.
2.6. Calculation of the average number of molecules per vesicle
Calculation from MALS data. The average molecular mass of
quatsomes was determined by multi-angle light scattering, yielding mQ S ¼ 13.3 ± 0.8 106 g/mol. With a molecular mass of CHOL
and CTAB of mCHOL ¼ 386.65 g/mol and mCTAB ¼ 364.45 g/mol,
respectively, and assuming an equimolar composition, the mean
mQS
= 35 ± 2 103.
number of molecules per vesicle is N ¼ ðmCHOL þm
CTAB Þ=2
Scaling the simulated vesicle size to the experimentally observed
average size. The average bilayer volume V exp
bilayer was calculated for
an outer vesicle radius R of RSAXS = 23.15 nm and a total bilayer
thickness t of t SAXS = 5 nm, both mean values obtained from SAXS:
3
3
4
V exp
:
bilayer ¼ 3 p RSAXS ðRSAXS t SAXS Þ
The bilayer volume of the simulated vesicle was equally calculated, with an outer vesicle radius RCGMD = 9 nm and a bilayer thick
3
3
4
ness of tCGMD = 4 nm: V sim
:
bilayer ¼ 3 p RCGMD ðRCGMD t CGMD Þ
Scaling the number of molecules in the simulated vesicle
N CGMD ¼ 4108 to the average volume obtained experimentally, we
V
exp
= 44 ± 4 103 molecules.
obtain N ¼ N CGMD V CGMD
3. Results and discussion
To gain insight into the molecular organization within the quatsome membrane, we performed molecular dynamics (MD) simulations of a full CHOL/CTAB vesicle with an equimolar composition of
cholesterol and CTAB (see SI, Fig. S1). We used the implicit solvent
Martini coarse-grain force field for lipids [32] and surfactants [33]
(nicknamed ‘‘Dry Martini”), which has been successfully employed
in previous simulations to determine lipid properties, including
vesicle formation and fusion [32,51]. The Dry Martini approach
206
Journal of Colloid and Interface Science 631 (2023) 202–211
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
Fig. 1. Molecular composition of bilayer leaflets and supramolecular organization. (A–C) Coarse-grain MD simulation of a CHOL/CTAB quatsome vesicle, at a concentration of
0.1 mM of each component. (A) Snapshot of an equilibrated (303 K) full quatsome vesicle and a cross-section thereof. The head groups of the CTA+ and cholesterol are
depicted as blue and orange balls, respectively (Br counterions are omitted for clarity), and their tails are depicted as cylinders. (B) Radial distribution of vesicle components.
Left: radial density profile with .(r) calculated as the number of head group beads per nm3. Right: accumulated (integrated) number of molecules of each component as a
function of the radial distance averaged over all equilibrium configurations. The peaks R1 and R2 in the CTA+ head group distribution are also indicated, which correspond to
the inner and outer radii of the vesicle, respectively, and the minimum, indicated by an arrow, corresponds to the center of the bilayer. The diameter of the simulated vesicle is
estimated as 18–19 nm, taking into account the size of the CTA+ head group bead (0.47 nm). (C) A detailed snapshot depicting the internal molecular organization of CTA+
and cholesterol of a 7 Å wide slice of the simulated quatsome vesicle, exposing regions with perfectly ordered planar bilayers (see the enlarged portion of the image) and
disordered joining regions, with a 1:1 ratio of the two components. (D) Cryo-TEM image of quatsome vesicles depicting the faceting and deviations from a completely
spherical shape (scale bar represents 20 nm). (For interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.)
(I d4). Furthermore, the inter-technique variation in size was
within the expected range [58].
ii) Quatsome size and polydispersity remain stable over time. Quatsome vesicles maintained their size distribution and unilamellar
morphology for years, as observed using DLS and cryo-TEM (Fig. 3B).
iii) Quatsome formation is reversible upon the change of an external factor. Quatsome rupture and reformation can be controlled
through varying the volume fraction of ethanol in water. When
adding EtOH to a quatsome suspension, vesicle rupture occurred
at EtOH volume fractions > 30%, which is evident from the analysis
of size distribution and cryo-TEM images (see SI, Fig. S6A–B). Complete membrane disintegration took place at volume fractions 50%, as demonstrated through the electron paramagnetic
resonance spectra of quatsomes containing the 3b-DOXYL-5a-cho
lestane radical as spin probe (see SI, Fig. S6C), exhibiting the typical
signal corresponding to freely moving nitroxyl radicals (in contrast
to the characteristic signature of restricted radical movement
observed at low ethanol volume fractions). Upon subsequent ethanol evaporation, quatsome reformation occurred once the EtOH
volume fraction was 30% again (Fig. S6A), and at 0% EtOH, we
mainly observed small unilamellar vesicles (inset in Fig. 3C) that
exhibited a size distribution that overlapped with the distribution
obtained prior to the addition of EtOH (Fig. 3C).
iv) Quatsomes are generated spontaneously. Quatsome vesicles
are formed in the absence of any energy input, simply through
the gradual addition of cholesterol dissolved in EtOH to an aqueous
solution of CTAB micelles. This procedure yielded small unilamellar vesicles (inset in Fig. 3D) that were similar in size to those
tant head groups) (Fig. 1C) is concordant with the value of 4.3 nm
obtained in all atomic MD simulations [39] and 5 nm obtained
experimentally using small-angle X-ray scattering (SAXS)
(Fig. 2B). c) The ratio of molecules per bilayer volume is proportional to the experimentally observed value: Scaling the bilayer
volume to the average volume obtained experimentally [56], the
simulated vesicle would contain 44 ± 4 103 CTAB and cholesterol
molecules, close to the mean value of ca. 35 ± 2 103, which is
obtained experimentally from the molecular weight of
13.3 ± 0.8 MDa determined using multi-angle light scattering (see
SI, Fig. S4). d) The molecular organization observed in Fig. 1C is
consistent with disordered liquid-like packing, which is also
observed experimentally using atomic force microscopy and
wide-angle X-ray scattering (see SI, Fig. S5) [3,52].
Because CHOL/CTAB quatsomes exhibit a completely different
mechanism of vesicle formation than previously proposed for thermodynamically stable vesicle systems [54,21–27], we aimed to
confirm that quatsomes satisfy the experimental requisites of thermodynamically stable vesicles [14], as follows:
i) The preparation route does not affect the vesicle size. Regardless of
whether quatsomes were prepared through applying ultrasounds
(US) or compressed CO2 (DELOS-SUSP methodology) [12,38], small
unilamellar vesicles (insets in Fig. 2A and 3A) with similar size distributions were obtained (Fig. 3A). The somewhat larger polydispersity observed using DLS in comparison with the narrow vesicle size
distribution obtained using SAXS (Fig. 2B) and cryo-TEM image analysis (Fig. 2A) was likely due to the large impact of few larger vesicles
(visible in cryo-TEM images, Fig. 2A) on the scattered light intensity I
207
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
Journal of Colloid and Interface Science 631 (2023) 202–211
Fig. 2. Relevant geometric characteristics of CHOL/CTAB quatsomes. (A) Vesicle
diameter distribution, determined by analyzing cryo-TEM images of 8600 vesicles from
Gauss
various experimental batches, and the Gaussian fit yielding
a mean diameter dTEM = 31.4 ± 0.2 nm and a standard deviation of rGauss
TEM = 3.4 ± 0.2 nm. The arithmetic mean
arith
diameter of the entire ensemble is slightly larger, i.e. dTEM = 43.2 ± 0.2 nm (mean ± standard error of the mean), due to the presence of few larger vesicles. Inset:
Representative cryo-TEM image (scale bar represents 50 nm). (B) SAXS data of CHOL/CTAB quatsomes at a concentration of 6 mM of each component, indicating the
scattered intensity as a function of the modulus of the scattering vector q. The broad bump originates from the presence of a three-layer cross-section of the vesicle bilayer,
and the oscillations [57] are attributed to the remarkably narrow vesicle size distribution of the overall size, and are generally not observed for conventional vesicles of this
size owing to the polydispersity in their size. Fitting the data using a model of bilayer vesicles with an overall size polydispersity [46] yielded an average outer quatsome
diameter of dSAXS = 46.3 ± 0.3 nm and a standard deviation of rSAXS = 1.56 ± 0.02 nm. From the fit to the SAXS data, the thickness of the bilayer membrane was found to be
approximately 5 nm, which is concordant with the values obtained in previous atomistic simulations [39]. Note that instrumental smearing was included when fitting the
data; the green curve represents the model without smearing and the red curve represents the model with smearing. The SAXS data did not display any signs of multi- or
oligo-lamellarity, which would appear as relatively broad additional peaks on top of the main peak. (For interpretation of the references to colour in this figure legend, the
reader is referred to the web version of this article.)
Fig. 3. Experimental evidence indicating that CHOL/CTAB quatsomes are thermodynamically stable. Hydrodynamic diameter distribution of quatsomes under different
experimental conditions (with indicated arithmetic mean hydrodynamic diameters¯dhyd ± 1 SD from at least two separate measurements), obtained using dynamic light
scattering (DLS) at a concentration of 0.6 mM of each component, and corresponding cryo-TEM images in the inset (scale bars represent 100 nm). (A) Quatsomes obtained
using different preparation routes, i.e. through the application of ultrasound (black line) and the depressurization of a CO2-expanded liquid (red line). (B) Temporal stability of
quatsomes over three years. Inset: Cryo-TEM image of quatsomes that have aged for three years, and photograph of the corresponding quatsome suspension, which was
completely free of precipitate. (C) Quatsomes as-prepared through the depressurization of a CO2-expanded liquid (red line), and after ethanol-induced quatsome rupture and
subsequent reformation upon ethanol removal (dark blue line). (D) Quatsomes produced through spontaneous formation (dark yellow), i.e. upon gradual addition of a
cholesterol solution in EtOH to an aqueous solution containing CTAB micelles, compared to quatsomes formed through the application of ultrasound (black line). (For
interpretation of the references to colour in this figure legend, the reader is referred to the web version of this article.)
208
Journal of Colloid and Interface Science 631 (2023) 202–211
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
Table 1
Average values for different structural features of CHOL/CTAB quatsomes in water at 298 K.
Molecular weight
(MDa) a
Average outer diameter
(nm) b
Molar ratio CHOL/
CTAB c
Lipid phase in the bilayer
13.3 ± 0.8
46.3 ± 0.3
1.11 ± 0.01
Disordered liquid-like
packing
d
Equilibrium concentration with CTAB monomers
(lM) e
<5
a)Obtained from MALS measurements (Fig. S4).
b)Obtained from SAXS measurements (Fig. 2B).
c)Obtained from HPLC measurements (Table S1).
d)Obtained from WAXS measurements (Fig. S5).
e)Obtained from conductivity measurements (Fig. S8).
bilayer regions joined through defect regions that exhibit strong
deformations in the molecular orientation of the membrane components. Experimental observations obtained with cryo-TEM imaging,
SAXS, HPLC, MALS, and WAXS, substantiate the simulated results,
and further demonstrate a very high vesicle-to-vesicle homogeneity, distinguishing CHOL/CTAB quatsomes from other common
nanovesicular structures [61–62]. At the same time, we demonstrate that quatsomes show all the experimental features of a thermodynamically stable vesicle system, with a particularly relevant
preparation-route-independent size distribution that is stable over
time (monitored along three years). For this demonstration, we have
employed different experimental techniques for quatsome production (ultrasound application, depressurization of a CO2-expanded
liquid, spontaneous formation) and characterization (DLS, ITC, EPR).
With this data at hand, we propose a novel mechanism underlying the formation of thermodynamically stable nanovesicles,
which is based on distortions in the orientation of bilayer molecules in the absence of any segregation of membrane components
between the two bilayer leaflets. This mechanism of vesicle formation is different from that proposed thus far for stable vesicular
systems (Table 2), based on spontaneous membrane curvature
due to composition asymmetry between the two bilayer leaflets
[54,21–23], and facilitates the long-term stability of asymmetric
lipid densities in the two leaflets, in the absence of the relaxation
to symmetric lipid densities through flip-flops between the leaflets
described previously [24–25]. In the future, it will be of interest to
study the ion distribution across the quatsome membrane, and
determine its role in the vesicle stabilization [26–27].
This comprehensive study provides a conceptual framework
demonstrating that CHOL/CTAB quatsomes form a stable phase,
and it goes well beyond previously published data describing the
obtained through the application of ultrasound (Fig. 3D). The small
differences in size may indicate a partially different molecular
organization in the vesicular membrane, related to the similar free
energies of a cholesterol molecule transferred into a 1:1 bilayer
membrane (DG = 55 kcal/mol) or a cholesterol nanocrystal
(DG = –50 kcal/mol) [39], relevant at the later stages of the vesicle
formation process [59]. These results suggest that the quatsome
formation per se does not require any energy supply, but an additional energy input facilitates the formation of CTAB-cholesterol
synthons that build up the vesicle membrane.
v) Quatsomes coexist in equilibrium with neighboring single-phase
regions in phase diagrams, i.e. with thermodynamically stable CTABrich colloidal assemblies and cholesterol crystals. The prolonged coexistence of the vesicular quatsome phase with thermodynamically
stable CTAB-rich assemblies or cholesterol crystals was observed
when cholesterol and CTAB were mixed in non-equimolar ratios;
excess of CTAB (e.g. a molar ratio CHOL/CTAB of 1:2) led to the
coexistence of CTAB-rich assemblies and quatsomes, as observed
using cryo-TEM and isothermal titration calorimetry experiments
(see SI, Fig. S7A–C), while an excess of cholesterol (e.g. a molar
ratio CHOL/CTAB of 3:2) yielded both unilamellar vesicles and
cholesterol crystals (see SI, Fig. S7D).
Finally, to illustrate the resistance of quatsome nanovesicles
towards dilutions, we have measured the concentration at which
monomerically dissolved CTAB is in equilibrium with the CHOL/
CTAB quatsome, and found it to be < 5 lM (see SI, Fig. S8, and Table 1),
which is more than two orders of magnitude lower than the critical
micelle concentration of CTAB of 1 mM. Therefore, importantly,
the quatsome vesicles are more resistant to dilution than micelles,
an important requirement for their use as drug delivery systems
[60]. This is consistent with the practically equimolar ratio of CHOL
and CTAB even after multiple diafiltrations (Table 1), which implicitly shows that the monomerically dissolved CTAB in equilibrium
with the quatsome is practically zero. Moreover, it suggests that
the chemical potential of CTAB in the quatsome is much lower than
that in the pure micelle, i.e., CTAB in the quatsome is thermodynamically more stable than in the micelle, likely due to the formation of
the stable CHOL/CTAB synthon.
Table 2
Formation mechanisms of thermodynamic stable nanovesicles.
Mechanism
of
nanovesicle
formation
4. Conclusions
Spontaneous
The data presented here points out that i) CHOL/CTAB quatsomes are thermodynamically stable nanovesicles, and ii) CHOL/
CTAB quatsomes are formed through the association of intrinsically planar bilayers in a faceted vesicle with defects. High intermolecular binding energies between CHOL and CTAB hinder the
segregation of these two components in the vesicle membrane,
and a stable nanovesicle is formed in the absence of major composition asymmetries between the two bilayer leaflets, with a stably
persisting lipid density asymmetry.
In particular, coarse-grain molecular dynamics simulations of a
complete CHOL/CTAB quatsome demonstrated the absence of spontaneous membrane curvature related to composition asymmetries
between the two bilayer leaflets, and instead the presence of planar
[54,21–23]
Spontaneous
[24–25]
Spontaneous
[26–27]
Association
of
This work
209
Experimental
examples of
thermodynamically
stable nanovesicles
reported
References
membrane
curvature
Composition
asymmetry between
leaflets
Yes
membrane
curvature
Asymmetry in lipid
density between
leaflets
No
membrane
curvature
Asymmetric ion
concentrations across
the membrane
No
intrinsically
planar bilayers
Defect regions with
distortions in the
orientation of bilayer
molecules
Yes
Supramolecular
organization of
nanovesicle bilayer
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
Journal of Colloid and Interface Science 631 (2023) 202–211
124297NB-C33) and the FUNFUTURE-FIP-2020 Severo Ochoa project, from Generalitat de Catalunya through grant 2017-SGR-918,
from CSIC through grant 2019AEP133, and from the European
Commission through the H2020 PHOENIX project (contract no.
953110). We acknowledge the support of the Israel scienceIsrael
science Foundation, grant 1117/2016, and thank Dr. Inbal Ionita
for her professional assistance in the cryo-TEM analysis. We thank
Jannik Nedergaard Pedersen and Beatrice Plazzotta for help with
the SAXS measurements. The simulations reported here were performed using the Cori Supercomputing facility of the National
Energy Research Scientific Computing Center (NERSC), a U.S.
Department of Energy Office of Science User Facility operated
under Contract No. DE-AC02-05CH11231.
structure of these nanovesicles [39] and their use, for example for
bioimaging [1–5] and wound healing [9,10]. Furthermore, the
study addresses fundamental principles related to the formation
of thermodynamically stable nanovesicles with well-defined
physico-chemical characteristics and an infinite shelf life, of particular relevance in the development of nanovesicle based products,
for example in the pharmaceutical and cosmetics fields.
CRediT authorship contribution statement
Mariana Köber: Conceptualization, Methodology, Formal analysis, Investigation, Data curation, Writing – original draft. Sílvia IllaTuset: Conceptualization, Formal analysis, Investigation, Data curation, Writing – original draft. Lidia Ferrer-Tasies: Conceptualization, Methodology, Formal analysis, Investigation, Data curation,
Writing – original draft. Evelyn Moreno-Calvo: Methodology, Formal analysis, Investigation, Data curation. Witold I. Tatkiewicz:
Methodology, Methodology, Formal analysis. Natascia Grimaldi:
Methodology, Methodology, Formal analysis, Investigation. David
Piña: Methodology, Methodology, Formal analysis. Alejandro Pérez
Pérez: Methodology. Vega Lloveras: Methodology, Formal analysis.
José Vidal-Gancedo: Methodology, Formal analysis, Resources.
Donatella Bulone: Methodology, Formal analysis, Resources, Data
curation, Funding acquisition. Imma Ratera: Methodology. Jan
Skov Pedersen: Formal analysis, Data curation, Writing – review &
editing, Project administration, Funding acquisition. Dganit
Danino: Formal analysis, Resources, Data curation, Writing – review
& editing, Project administration, Funding acquisition. Jaume Veciana: Conceptualization, Methodology, Investigation, Resources,
Writing – review & editing, Funding acquisition. Jordi Faraudo:
Conceptualization, Methodology, Investigation, Data curation, Writing – original draft, Supervision, Project administration, Funding
acquisition. Nora Ventosa: Conceptualization, Methodology, Investigation, Resources, Data curation, Writing – original draft, Supervision, Project administration, Funding acquisition.
Appendix A. Supplementary data
Supplementary data to this article can be found online at
https://doi.org/10.1016/j.jcis.2022.10.104.
References
[1] X. Liu, X. Liu, A. Ardizzone, B. Sui, M. Anzola, N. Ventosa, T. Liu, J. Veciana, K.D.
Belfield, Fluorenyl-Loaded Quatsome Nanostructured Fluorescent Probes ACS
Omega 2 (8) (2017), pp. 4112–4122, 10.1021/acsomega.7b00779.
[2] D.A. Silbaugh, L. Ferrer-Tasies, J. Faraudo, J. Veciana, N. Ventosa, B.A. Korgel,
Highly Fluorescent Silicon Nanocrystals Stabilized in Water Using Quatsomes,
Langmuir 33 (50) (2017) 14366–14377, https://doi.org/10.1021/acs.
langmuir.7b03539.
[3] A. Ardizzone, S. Kurhuzenkau, S. Illa-Tuset, J. Faraudo, M. Bondar, D. Hagan, E.
W. Van Stryland, A. Painelli, C. Sissa, N. Feiner, L. Albertazzi, J. Veciana, N.
Ventosa, Nanostructuring Lipophilic Dyes in Water Using Stable Vesicles,
Quatsomes, as Scaffolds and Their Use as Probes for Bioimaging, Small 14 (16)
(2018) 1703851, https://doi.org/10.1002/smll.201703851.
[4] A. Ardizzone, D. Blasi, D. Vona, A. Rosspeintner, A. Punzi, E. Altamura, N.
Grimaldi, S. Sala, E. Vauthey, G.M. Farinola, I. Ratera, N. Ventosa, J. Veciana,
Highly Stable and Red-Emitting Nanovesicles Incorporating Lipophilic
Diketopyrrolopyrroles for Cell Imaging, Chem. - A Eur. J. 24 (44) (2018)
11386–11392, https://doi.org/10.1002/chem.201801444.
[5] J. Morla-Folch, G. Vargas-Nadal, T. Zhao, C. Sissa, A. Ardizzone, S. Kurhuzenkau,
M. Köber, M. Uddin, A. Painelli, J. Veciana, K.D. Belfield, N. Ventosa, Dye-Loaded
Quatsomes Exhibiting FRET as Nanoprobes for Bioimaging, ACS Appl. Mater.
Interfaces
12
(18)
(2020)
20253–20262,
https://doi.org/10.1021/
acsami.0c03040.
[6] M. Rossetti, L. Stella, J. Morlà-Folch, S. Bobone, A. Boloix, L. Baranda, D.
Moscone, M. Roldán, J. Veciana, M.F. Segura, M. Köber, N. Ventosa, A. Porchetta,
Engineering DNA-Grafted Quatsomes as Stable Nucleic Acid-Responsive
Fluorescent Nanovesicles, Adv. Func. Mater. 31 (2021) 2103511, https://doi.
org/10.1002/adfm.202103511.
[7] N. Thomas, D. Dong, K. Richter, M. Ramezanpour, S. Vreugde, B. Thierry, P.-J.
Wormald, C.A. Prestidge, Quatsomes for the treatment of Staphylococcus
aureus biofilm, J. Mater. Chem. B 3 (2015) 2770–2777, https://doi.org/10.1039/
C4TB01953A.
[8] D. Dong, N. Thomas, M. Ramezanpour, A.J. Psaltis, S. Huang, Y. Zhao, B. Thierry,
P.-J. Wormald, C.A. Prestidge, S. Vreugde, Inhibition of Staphylococcus aureus
and Pseudomonas aeruginosa biofilms by quatsomes in low concentrations,
Exp. Biol. Med. 245 (1) (2020) 34–41, https://doi.org/10.1177/
1535370219896779.
[9] H. J. Santana Milián, N. Ventosa, E. Martínez Díaz, J. Berlanga Acosta, I. Cabrera,
J. Veciana, Vesicles comprising epidermal growth factor and compositions
there of WO/2014/019555 (2014).
[10] L. Ferrer-Tasies, H. Santana, I. Cabrera-Puig, E. González-Mira, L. Ballell-Hosa,
C. Castellar-Álvarez, A. Córdoba, J. Merlo-Mas, H. Gerónimo, G. Chinea, V.
Falcón, E. Moreno-Calvo, J. S. Pedersen, J. Romero, C. Navarro-Requena, C.
Valdés, M. Limonta, J. Berlanga, S. Sala, E. Martínez, J. Veciana, N. Ventosa,
Recombinant Human Epidermal Growth Factor/Quatsome Nanoconjugates: A
Robust Topical Delivery System for Complex Wound Healing Adv. Ther. 4 (6)
(2021), 2000260, 10.1002/adtp.202000260.
[11] A. Boloix, N. Feiner-Gracia, M. Köber, J. Repetto, R. Pascarella, A. Soriano, M.
Masanas, N. Segovia, G. Vargas-Nadal, J. Merlo-Mas, D. Danino, I. AbutbulIonita, L. Foradada, J. Roma, A. Córdoba, S. Sala, J. Sánchez de Toledo, S. Gallego,
J. Veciana, L. Albertazzi, M.F. Segura, N. Ventosa, Engineering pH-sensitive
stable nanovesicles for delivery of miRNA therapeutics, Small 18 (3) (2022)
2101959, https://doi.org/10.1002/smll.202101959.
[12] I. Cabrera, E. Elizondo, O. Esteban, J.L. Corchero, M. Melgarejo, D. Pulido, A.
Córdoba, E. Moreno, U. Unzueta, E. Vazquez, I. Abasolo, S. Schwartz, A.
Villaverde, F. Albericio, M. Royo, M.F. García-Parajo, N. Ventosa, J. Veciana,
Multifunctional Nanovesicle-Bioactive Conjugates Prepared by a One-Step
Scalable Method Using CO2-Expanded Solvents, Nano Lett. 13 (8) (2013)
3766–3774, https://doi.org/10.1021/nl4017072.
Data availability
Data will be made available on request. Simulation data is openly
accessible at the ICMAB SoftMatter Theory GitHub repository
https://github.com/soft-matter-theory-at-icmab-csic.
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared
to influence the work reported in this paper.
Acknowledgments
This work was supported by funding from the European Union’s
Horizon 2020 research and innovation programme under the
Marie Skłodowska-Curie grant agreement No 712949 (TECNIOspring PLUS) and from the Agency for Business Competitiveness
of the Government of Catalonia. The production of quatsomes
and part of their characterization has been performed by the ICTS
‘‘NANBIOSIS”, more specifically by the Biomaterial Processing and
Nanostructuring Unit (U6), Unit of the CIBER in Bioengineering,
Biomaterials & Nanomedicine (CIBER-BBN) located at the Institute
of Materials Science of Barcelona (ICMAB-CSIC). ICMAB-CSIC
acknowledges support from the MINECO through the Severo Ochoa
Programme for Centres of Excellence in R&D (SEV-2015-0496 and
CEX2019-000917-S). Authors acknowledge financial support from
the Spanish Ministry of Science and Innovation through grants
‘‘MOL4BIO” (PID2019-105622RB-I00), ‘‘SimBioSoft” (PID2021210
Journal of Colloid and Interface Science 631 (2023) 202–211
M. Köber, Sílvia Illa-Tuset, L. Ferrer-Tasies et al.
[38] N. Ventosa, J. Veciana, S. Sala, M. Cano, Method for obtaining micro- and nanodisperse systems WO 2006/079889 (2005).
[39] L. Ferrer-Tasies, E. Moreno-Calvo, M. Cano-Sarabia, M. Aguilella-Arzo, A.
Angelova, S. Lesieur, S. Ricart, J. Faraudo, N. Ventosa, J. Veciana, Quatsomes:
Vesicles Formed by Self-Assembly of Sterols and Quaternary Ammonium
Surfactants, Langmuir 29 (22) (2013) 6519–6528, https://doi.org/10.1021/
la4003803.
[40] D. Danino, Cryo-TEM of soft molecular assemblies, Curr Opin. Colloid Interface
Sci. 17 (6) (2012) 316–329, https://doi.org/10.1016/j.cocis.2012.10.003.
[41] J.S. Pedersen, A flux- and background-optimized version of the NanoSTAR
small-angle X-ray scattering camera for solution scattering, J. Appl.
Crystallogr.
37
(3)
(2004)
369–380,
https://doi.org/10.1107/
S0021889804004170.
[42] J. Lyngsø, J.S. Pedersen, A high-flux automated laboratory small-angle X-ray
scattering instrument optimized for solution scattering, J. Appl. Crystallogr. 54
(2021) 295–305, https://doi.org/10.1107/S1600576720016209.
[43] A. Schwamberger, B. De Roo, D. Jacob, L. Dillemans, L. Bruegemann, J.W. Seo, J.
P. Locquet, Combining SAXS and DLS for simultaneous measurements and
time-resolved monitoring of nanoparticle synthesis, Nucl. Instrum. Methods
Phys. Res. Sect. B Beam Interact. Mater. Atoms. 343 (2015) 116–122, https://
doi.org/10.1016/j.nimb.2014.11.049.
[44] Y. Li, R. Beck, T. Huang, M.C. Choi, M. Divinagracia, Scatterless hybrid metalsingle-crystal slit for small-angle X-ray scattering and high-resolution X-ray
diffraction, J. Appl. Crystallogr. 41 (6) (2008) 1134–1139, https://doi.org/
10.1107/S0021889808031129.
[45] J.S. Pedersen, X-ray analyzing system for x-ray scattering analysis
US20140270079A1 (2014).
[46] J.S. Pedersen, Analysis of small-angle scattering data from colloids and
polymer solutions: Modeling and least-squares fitting, Adv. Colloid Interface
Sci. 70 (1997) 171–210, https://doi.org/10.1016/S0001-8686(97)00312-6.
[47] J.S. Pedersen, M.C. Gerstenberg, The structure of P85 Pluronic block copolymer
micelles determined by small-angle neutron scattering, Colloids Surfaces A
Physicochem. Eng. Asp. 213 (2–3) (2003) 175–187, https://doi.org/10.1016/
S0927-7757(02)00511-3.
[48] J.S. Pedersen, D. Posselt, K. Mortensen, Analytical treatment of the resolution
function for small-angle scattering, J. Appl. Crystallogr. 23 (4) (1990) 321–333,
https://doi.org/10.1107/S0021889890003946.
[49] X. Li, C.-Y. Shew, L. He, F. Meilleur, D.A.A. Myles, E. Liu, Y. Zhang, G.S. Smith, K.
W. Herwig, R. Pynn, W.-R. Chen, Scattering functions of Platonic solids, J. Appl.
Crystallogr.
44
(3)
(2011)
545–557,
https://doi.org/10.1107/
S0021889811011691.
[50] P. Kratochvíl, Classical light scattering from polymer solutions, Elsevier, 1987.
[51] A.F. Brandner, S. Timr, S. Melchionna, P. Derreumaux, M. Baaden, F. Sterpone,
Modelling lipid systems in fluid with Lattice Boltzmann Molecular Dynamics
simulations and hydrodynamics, Sci. Rep. 9 (1) (2019) 1–14, https://doi.org/
10.1038/s41598-019-52760-y.
[52] B. Gumí-Audenis, S. Illa-Tuset, N. Grimaldi, L. Pasquina-Lemonche, L. FerrerTasies, F. Sanz, J. Veciana, I. Ratera, J. Faraudo, N. Ventosa, M.I. Giannotti,
Insights into the structure and nanomechanics of a quatsome membrane by
force spectroscopy measurements and molecular simulations, Nanoscale 10
(2018) 23001–23011, https://doi.org/10.1039/C8NR07110A.
[53] R. Ghosh, V. Satarifard, A. Grafmüller, R. Lipowsky, Spherical Nanovesicles
Transform into a Multitude of Nonspherical Shapes, Nano Lett. 19 (11) (2019)
7703–7711, https://doi.org/10.1021/acs.nanolett.9b02646.
[54] H.T. Jung, B. Coldren, J.A. Zasadzinski, D.J. Iampietro, E.W. Kaler, The origins of
stability of spontaneous vesicles Proc, Natl. Acad. Sci. 98 (4) (2001) 1353–
1357, https://doi.org/10.1073/pnas.98.4.1353.
[55] G. Milcovich, F.E. Antunes, M. Grassi, F. Asaro, Stabilization of unilamellar
catanionic vesicles induced by b-cyclodextrins: A strategy for a tunable drug
delivery depot, Int. J. Pharm. 548 (1) (2018) 474–479, https://doi.org/10.1016/
j.ijpharm.2018.07.026.
[56] The average bilayer volume was calculated for an outer vesicle radius of 20.65
nm and a total bilayer thickness of 5 nm, both mean values obtained from
SAXS.
[57] D.I. Svergun, M.H.J. Koch, Small-angle scattering studies of biological
macromolecules in solution Reports, Prog. Phys. 66 (10) (2003) 1735–1782,
https://doi.org/10.1088/0034-4885/66/10/R05.
[58] J.M. Teulon, C. Godon, L. Chantalat, C. Moriscot, J. Cambedouzou, M. Odorico, J.
Ravaux, R. Podor, A. Gerdil, A. Habert, N. Herlin-Boime, S.-W.-W. Chen, J.-L.
Pellequer, On the Operational Aspects of Measuring Nanoparticle Sizes,
Nanomaterials 9 (1) (2019) 18, https://doi.org/10.3390/nano9010018.
[59] The free energy of a cholesterol molecule transferred to a CTAB micelle,
relevant at the initial stages of the formation process, is DG = -81 kcal/mol.
[60] Y. Lu, E. Zhang, J. Yang, Z. Cao, Strategies to improve micelle stability for drug
delivery, Nano Res. 11 (2018) 4985–4998, https://doi.org/10.1007/s12274018-2152-3.
[61] J.E. Nielsen, V.A. Bjørnestad, R. Lund, Resolving the structural interactions
between antimicrobial peptides and lipid membranes using small-angle
scattering methods: the case of indolicidin, Soft Matter 14 (2018) 8750,
https://doi.org/10.1039/C8SM01888J.
[62] C.-A. Wang, Y.-Q. Yeh, C.-Y. Mou, C.-J. Su, W.-R. Wu, U.-S. Jeng, Small-anglescattering resolved catanionic unilamellar vesicles as molecule carriers, Mater.
Chem. Phys. 277 (2022), https://doi.org/10.1016/j.matchemphys.2021.125435
125435.
[13] G. Vargas-Nadal, M. Muñoz-Úbeda, P. Álamo, M. Mitjans, V. Céspedes, M.
Köber, E. González-Mira, L. Ferrer-Tasies, M. P. Vinardell, R. Mangues, J.
Veciana, N. Ventosa, MKC-Quatsomes: a stable nanovesicle platform for bioimaging and drug-delivery applications, Nanomed. Nanotechnol., Biol. Med. 24
(2020), 102136, http://doi.org/10.1016/j.nano.2019.102136.
[14] E.F. Marques, Size and Stability of Catanionic Vesicles: Effects of Formation
Path, Sonication, and Aging, Langmuir 16 (11) (2000) 4798–4807, https://doi.
org/10.1021/la9908135.
[15] M. Antonietti, S. Förster, Vesicles and Liposomes: A Self-Assembly Principle
Beyond Lipids, Adv. Mater. 15 (16) (2003) 1323–1333, https://doi.org/10.1002/
adma.200300010.
[16] V. Guida Thermodynamics and kinetics of vesicles formation processesAdv.
Colloid Interface Sci. 161 (1–2) (2010), pp. 77–88, http://doi.org/10.1016/
j.cis.2009.11.004.
[17] E.W. Kaler, A.K. Murthy, B.E. Rodriguez, J.A.N. Zasadzinski, Spontaneous Vesicle
Formation in Aqueous Mixtures of Single-Tailed Surfactants, Science 245
(4924) (1989) 1371–1374, https://doi.org/10.1126/science.2781283.
[18] E.W. Kaler, K.L. Herrington, A.K. Murthy, J.A.N. Zasadzinski, Phase behavior and
structures of mixtures of anionic and cationic surfactants, J. Phys. Chem. 96
(16) (1992) 6698–6707, https://doi.org/10.1021/j100195a033.
[19] C.-Y. Leung, L.C. Palmer, S. Kewalramani, B. Qiao, S.I. Stupp, M. Olvera de la
Cruz, M.J. Bedzyk, Crystalline polymorphism induced by charge regulation in
ionic membranes Proc, Natl. Acad. Sci. 110 (41) (2013) 16309–16314, https://
doi.org/10.1073/pnas.131615011.
[20] C.-Y. Leung, L.C. Palmer, B. Fu Qiao, S. Kewalramani, R. Sknepnek, C.J.
Newcomb, M.A. Greenfield, G. Vernizzi, S.I. Stupp, M.J. Bedzyk, M. Olvera de
la Cruz, Molecular Crystallization Controlled by pH Regulates Mesoscopic
Membrane Morphology, ACS Nano 6 (12) (2012) 10901–10909, https://doi.
org/10.1021/nn304321w.
[21] S.A. Safran, P. Pincus, D. Andelman, Theory of Spontaneous Vesicle Formation
in Surfactant Mixtures, Science 248 (4953) (1990) 354–356, https://doi.org/
10.1126/science.248.4953.354.
[22] S.A. Safran, P.A. Pincus, D. Andelman, F.C. MacKintosh, Stability and phase
behavior of mixed surfactant vesicles Phys, Rev. A 43 (1991) 1071–1078,
https://doi.org/10.1103/PhysRevA.43.1071.
[23] M.L. Strader, H.B. de Aguiar, A.G.F. de Beer, S. Roke, Label-free spectroscopic
detection of vesicles in water using vibrational sum frequency scattering, Soft
Matter 7 (2011) 4959–4963, https://doi.org/10.1039/C0SM01358G.
[24] B. Rózycki, R. Lipowsky, Spontaneous Curvature of bilayer membranes from
molecular simulations: Asymmetric lipid densities and asymmetric
adsorption, J. Chem. Phys. 142 (2015), https://doi.org/10.1063/1.4906149.
[25] A. Hossein, M. Deserno, Spontaneous Curvature, Differential Stress, and
Bending Modulus of Asymmetric Lipid Membranes, Biophys. J. 118 (3)
(2020) 624–642, https://doi.org/10.1016/j.bpj.2019.11.3398.
[26] B. Rózycki, R. Lipowsky, Membrane curvature generated by asymmetric
depletion layers of ions, small molecules, and nanoparticles, J. Chem. Phys.
145 (2016), https://doi.org/10.1063/1.4960772.
[27] M. Karimi, J. Steinkühler, D. Roy, R. Dasgupta, R. Lipowsky, R. Dimova,
Asymmetric Ionic Conditions Generate Large Membrane Curvatures, Nano
Lett. 18 (12) (2018) 7816–7821, https://doi.org/10.1021/acs.nanolett.8b03584.
[28] D. Van Der Spoel, E. Lindahl, B. Hess, G. Groenhof, A.E. Mark, H.J.C. Berendsen,
GROMACS: Fast, flexible, and free, J. Comput. Chem. 26 (16) (2005) 1701–
1718, https://doi.org/10.1002/jcc.20291.
[29] B. Hess, C. Kutzner, D. Van Der Spoel, E. Lindahl, GROMACS 4: Algorithms for
highly efficient, load-balanced, and scalable molecular simulation, J. Chem.
Theory Comput. 4 (3) (2008) 435–447, https://doi.org/10.1021/ct700301q.
[30] S. Pronk, S. Páll, R. Schulz, P. Larsson, P. Bjelkmar, R. Apostolov, M.R. Shirts, J.C.
Smith, P.M. Kasson, D. van der Spoel, B. Hess, E. Lindahl, GROMACS 4.5: A highthroughput and highly parallel open source molecular simulation toolkit,
Bioinformatics 29 (7) (2013) 845–854, https://doi.org/10.1093/bioinformatics/
btt055.
[31] M.J. Abraham, T. Murtola, R. Schulz, S. Páll, J.C. Smith, B. Hess, E. Lindahl,
Gromacs: High performance molecular simulations through multi-level
parallelism from laptops to supercomputers, SoftwareX 1–2 (2015) 19–25,
https://doi.org/10.1016/j.softx.2015.06.001.
[32] C. Arnarez, J.J. Uusitalo, M.F. Masman, H.I. Ingólfsson, D.H. de Jong, M.N. Melo,
X. Periole, A.H. de Vries, S.J. Marrink, Dry Martini, a Coarse-Grained Force Field
for Lipid Membrane Simulations with Implicit Solvent, J. Chem. Theory
Comput. 11 (1) (2015) 260–275, https://doi.org/10.1021/ct500477k.
[33] S. Illa-Tuset, D.C. Malaspina, J. Faraudo, Coarse-grained molecular dynamics
simulation of the interface behaviour and self-assembly of CTAB cationic
surfactants, Phys. Chem. Chem. Phys. 20 (2018), pp. 26422–26430, 10.1039/
C8CP04505D.
[34] Y. Qi, H.I. Ingólfsson, X. Cheng, J. Lee, S.J. Marrink, W. Im, CHARMM-GUI
Martini Maker for Coarse-Grained Simulations with the Martini Force Field, J.
Chem. Theory Comput. 11 (9) (2015) 4486–4494, https://doi.org/10.1021/acs.
jctc.5b00513.
[35] P.C. Hsu, B.M.H. Bruininks, D. Jefferies, P.C. Telles de Souza, J. Lee, D.S. Patel, S.J.
Marrink, Y. Qi, S. Khalid, W. Im, CHARMM-GUI Martini Maker for modeling and
simulation of complex bacterial membranes with lipopolysaccharides, J.
Comput. Chem. 38 (27) (2017) 2354, https://doi.org/10.1002/jcc.24895.
[36] G. Bussi, D. Donadio, M. Parrinello, Canonical sampling through velocity
rescaling, J. Chem. Phys. 126 (1) (2007), https://doi.org/10.1063/1.2408420.
[37] W. Humphrey, A. Dalke, K. Schulten, VMD: Visual molecular dynamics, J. Mol.
Graph. 14 (1) (1996) 33–38, https://doi.org/10.1016/0263-7855(96)00018-5.
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English
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Algorithm for identification of individuals with hereditary predisposition to breast cancer and other breast cancer-associated forms of malignant neoplasms
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Breast cancer research
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Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 Breast Cancer Research Volume 9 Supplement 1, June 2007
Meeting abstracts
VII Madrid Breast Cancer Conference:
Changes in the treatment of breast cancer
Madrid, Spain
20–22 June 2007
Received: 23 May 2007 Published: 19 June 2007
© 2007 BioMed Central Ltd Received: 23 May 2007 Published: 19 June 2007
© 2007 BioMed Central Ltd Speaker Abstracts (TailoRx). Whether these multigene predictors of prognosis will have
greater utility than Adjuvant!Online remains to be determined. In the
meantime, exploratory analyses are ongoing to identify reliable
predictors of response to individual drugs and modern combination
drug regimens. These are expected to lead to individualized selection
of treatment, or personalized medicine. (TailoRx). Whether these multigene predictors of prognosis will have
greater utility than Adjuvant!Online remains to be determined. In the
meantime, exploratory analyses are ongoing to identify reliable
predictors of response to individual drugs and modern combination
drug regimens. These are expected to lead to individualized selection
of treatment, or personalized medicine. Prognostic and Risk Factors (Part I) Prognostic and Risk Factors (Part I) Breast Cancer Research 2007, 9(Suppl 1):S1 (doi: 10.1186/bcr1684)
Since the introduction of systemic adjuvant chemotherapy (ACT) and
endocrine therapy in the early 1970s, the determination of risk of
recurrence and death from breast cancer became a critical piece of
information in the selection of the optimal postoperative treatment
strategy. Classical histopathological prognostic factors included tumor
size, regional lymph node metastases and number of axillary nodes
involved, tumor grade, presence of lymphovascular invasion, and, more
recently, estrogen receptor (ER) and progesterone receptor status,
measurement of proliferative activity (S-phase fraction, mitotic index,
Ki-67), and HER2 overexpression/amplification. As isolated factors,
they have limited predictive ability in the case of individual patients. For
that reason, prognostic indices were developed. The most successful
is Adjuvant!Online, an online nomogram developed by Peter Ravdin. This nomogram incorporates tumor size, axillary nodal status, tumor
grade, ER status, age and comorbidity. The nomogram will provide an
assessment of recurrence and mortality rates at 10 years, including
deaths due to comorbid conditions. In addition, the nomogram also
calculates relative and absolute benefit from various adjuvant inter-
ventions: tamoxifen, aromatase inhibitors, and first-generation, second-
generation and third-generation ACT regimens. The prognostic and
predictive value of this nomogram has been externally validated, with a
margin of error ≤1%. Over the past decade, high-throughput
technologies have been developed based on gene expression profiling. These include between two and a couple of hundred genes, and have
the ability to separate patients with excellent outcomes from those with
higher risk. One of these prognostic profiles has been externally
validated and is currently undergoing testing for clinical utility in a large,
multicenter, prospective randomized trial (MINDACT). Another
approach was based on prospectively identifying a set of genes from
the literature and from the results of gene expression profiling. Mathematical modeling then led to the selection of 16 genes related to
cell proliferation, ER-driven genes, HER2 and proteases, as well as five
‘housekeeping’ genes (OncotypeDx). This assay is based on RT-PCR,
is reproducible and applicable to archival, paraffin-embedded material,
and has been shown to predict prognosis in patients with lymph-node-
negative, ER-positive primary breast cancer. Further testing indicated
that the assay might also predict sensitivity to tamoxifen, or first-
generation adjuvant chemotherapy. This assay is also under evaluation
for clinical utility in a large, multicenter, prospective randomized trial SYMPOSIUM I Department of Breast Medical Oncology, The University of Texas MD
Anderson Cancer Center, Houston, TX, USA Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference optimal biological dose of anti-angiogenic drugs, which are being used
with increasing frequency in medical oncology. References status, tumor size, nodal status and histopathological grading, ITC was
of independent prognostic significance for subsequent reduced breast
cancer specific survival (RR 6.3, 95% CI 2.3–17.6, P < 0.0001), next
to nodal status at time of primary diagnosis (RR 2.9, 95% CI 1.8–4.7). Given these inspiring results on ITC in bone marrow, several trials
currently analyze the prognostic relevance of circulating tumor cells
(CTCs) in peripheral blood in the adjuvant setting. In Germany, for
example, CTCs in peripheral blood of breast cancer patients at primary
diagnosis and during adjuvant chemotherapy as well as endocrine and
bisphosphonate treatment within the SUCCESS Trial (n = 3,658
patients) are currently analyzed. In this study, the CellSearchSystem
(Veridex, Warren, USA) is used for isolation and enumeration of CTCs
from 23 ml peripheral blood. Briefly, after immunomagnetic enrichment
with an anti-Epcam antibody, cells were labelled with anticytokeratin
(8,18,19) and anti-CD45 antibodies to distinguish epithelial cells and
leukocytes. In an interim analysis, 456 breast cancer patients at the
time of primary diagnosis before the start of systemic adjuvant
treatment were analyzed. In this patient group, 28% of patients
(n = 129) presented with ≥1 CTC in peripheral blood. In patients with
the detection of CTCs, the mean number of cells was four (range
1–166). In 19 healthy individuals we found one CTC in the blood of
two patients. The presence of CTCs did not correlate with tumor size
(P = 0.18), presence of lymph node metastases (P = 0.09), histopatho-
logical grading (P = 0.56), hormone receptor status (P = 0.49) or
Her2/neu status of the primary tumor (P = 0.33). optimal biological dose of anti-angiogenic drugs, which are being used
with increasing frequency in medical oncology. References 1. Braun S, Pantel K, Müller P, et al.: Cytokeratin-positive cells in
the bone marrow and survival of patients with stage I, II or III
breast cancer. N Engl J Med 2000, 342:525-533. 1. Braun S, Pantel K, Müller P, et al.: Cytokeratin-positive cells in
the bone marrow and survival of patients with stage I, II or III
breast cancer. N Engl J Med 2000, 342:525-533. 2. Cristofanilli M, Budd GT, Ellis M, et al.: Circulating tumor cells
predict progression free survival and overall survival in
metastatic breast cancer. S3 10. Mancuso P, et al.: Circulating endothelial cell kinetics and via-
bility predict survival in breast cancer patients receiving
metronomic chemotherapy. Blood 2006, 108:452-459. Circulating tumor and endothelial cells as predictors
of response in metastatic breast cancer
M Cristofanilli 11. Smirnov DA, Foulk BW, Doyle GV, et al.: Global gene expres-
sion profiling of circulating endothelial cells in patients with
metastatic carcinomas. Cancer Res 2006, 66:2918-2922. Department of Breast Medical Oncology, The University of Texas MD
Anderson Cancer Center, Houston, TX, USA Breast Cancer Research 2007, 9(Suppl 1):3 (doi: 10.1186/bcr1686) Breast Cancer Research 2007, 9(Suppl 1):3 (doi: 10.1186/bcr1686) The detection of microscopic disease is associated with prognostic
implications in primary breast cancer [1]. In metastatic breast cancer
(MBC), reliable detection of circulating tumor cells (CTCs) has been
obtained using immunomagnetic separation and subsequent analysis
by the CellSpotter™ analyzer (Veridex LLC, a Johnson & Johnson
company, Warren, NJ, USA) [2,3]. This technology is becoming a
standard tool for the ‘real-time’ assessment of prognosis and response
to treatment [4,5]. The detection of CTCs in patients with MBC about
to start a new line of treatment has been shown to predict progression-
free survival and overall survival and treatment benefit. The prognostic
value was independent of the line of therapy (for example, first line
versus second line or more) [2,3]. Moreover, in multivariate analysis
CTCs demonstrated superior value compared with the site of meta-
stasis (for example, visceral versus soft tissue/bone), type of therapy,
and length of time to recurrence after definitive primary surgery. Furthermore, the prognostic value of CTCs has been shown to be
superior to standard tumor markers (for example, Ca27-29), tumor
burden and phenotype of disease [6]. We have recently focused on
determining the feasibility of the genotypic characterization of CTCs
and correlating with the expression of similar genes in primary or
metastatic lesions [7]. Prognostic and Risk Factors (Part II) Prognostic and Risk Factors (Part II) Prognostic and Risk Factors (Part II) Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference N Engl J Med 2004, 351:781-791. 3. Cristofanilli M, Hayes DF, Budd GT, et al.: Circulating tumor
cells: a novel prognostic factor for newly diagnosed metasta-
tic breast cancer. J Clin Oncol 2005, 23:1420-1430. 4. Hayes DF, Cristofanilli M, Budd GT, et al.: Circulating tumor
cells at each follow-up time point during therapy of metastatic
breast cancer patients predict progression-free and overall
survival. Clin Cancer Res 2006, 12:4218-4224. 5. Budd GT, Cristofanilli M, Ellis M, et al.: Circulating tumor cells
versus imaging – predicting overall survival in metastatic
breast cancer. Clin Cancer Res 2006, 12:6403-6409. 6. Cristofanilli M, Kristine Broglio KR, Guarneri V, et al.: Circulating
tumor cells in metastatic breast cancer (MBC): biological
staging beyond tumor burden. Clin Breast Cancer 2007, 7:
471-479. 7. Reuben JM, Lee B-N, Li C, et al.: Genomic of circulating tumor
cells in metastatic breast cancer [abstract]. ASCO 2007, 26:in
press. Persisting MRD after primary treatment may lead to an indication for
extended adjuvant therapy. Until clinical consequences of MRD
detection in solid tumors and particularly in breast cancer have been
validated, however, the detection of isolated tumor cells in bone
marrow should be performed mainly in clinical trials. 8. Cines DB, et al.: Endothelial cells in physiology and in the
pathophysiology of vascular disorders. Blood 1998, 91:3527-
3561. 9. Mancuso P, et al.: Resting and activated endothelial cells are
increased in the peripheral blood of cancer patients. Blood
2001, 97:3658-3661. W Janni I Frauenklinik Innenstadt, Klinikum der Ludwig-Maximilians-Universität,
München, Germany Breast Cancer Research 2007, 9(Suppl 1):S2 (doi: 10.1186/bcr1685)
Minimal residual disease (MRD) (that is, isolated tumor cells (ITC) in
bone marrow) may be the source of potentially fatal overt distant
metastases in solid tumors even years after primary treatment. MRD
can be detected by immunohistochemical methods using antibodies
directed against cytokeratins, cell-surface markers, or molecular, PCR-
based techniques. Among solid tumors, the clinical relevance of MRD
has been most extensively studied in breast cancer patients. Recently,
the highest level of evidence for the prognostic impact of MRD in
primary breast cancer was reached by a pooled analysis comprising
more than 4,000 patients, showing poor outcome in patients with MRD
at primary therapy. Yet, clinical application of MRD detection is
hampered by the lack of a standardized detection assay. Moreover,
clinical trial results demonstrating the benefit of a therapeutic
interference derived from bone marrow status are still missing. Recent
results suggest that, in addition to its prognostic impact, MRD can be
used for therapy monitoring or as a potential therapeutic target after
phenotyping of the tumor cells. Persisting MRD after primary treatment
may lead to an indication for extended adjuvant therapy. y
j
py
In a pooled analysis, bone marrow aspirates of 726 patients from
academic breast cancer units in Oslo (n = 356), Munich (n = 228) and
Tuebingen (n = 142) were analyzed during recurrence-free follow-up at
a mean interval of 31.7 months after primary diagnosis of breast cancer
pT1-4, pN0-3 pM0. Persistent ITC were detected in 15.4% of the
patients (n = 112). The Kaplan–Meier estimate for mean distant
relapse-free survival estimate was 163.6 months in patients with
negative bone marrow status and 105.2 months in patients with
positive bone marrow status. Patients without evidence of persistent
ITC had a significantly longer overall survival (165.6 months), than
patients with positive bone marrow status (103.3 months, P < 0.0001). In multivariate Cox regression analysis, allowing for bone marrow S1 Available online http://breast-cancer-research.com/supplements/9/S1 van ‘t Veer LJ, Dai H, van de Vijver MJ, et al.: Gene expression
profiling predicts clinical outcome of breast cancer. Nature
2002, 415:530-536. 1. van ‘t Veer LJ, Dai H, van de Vijver MJ, et al.: Gene expression
profiling predicts clinical outcome of breast cancer. Nature
2002, 415:530-536. 5. Gianni L, Zambetti M, Clark K, et al.: Gene expression profiles in
paraffin-embedded core biopsy tissue predict response to
chemotherapy in women with locally advanced breast cancer. J Clin Oncol 2005, 23:7265-7277. 2. van de Vijver M, He Y, Van ‘t Veer L, Dai H, Hart A, Voskuil D,
Schreiber G, Peterse J, Roberts C, Marton M, et al.: A gene-
expression signature as a predictor of survival in breast
cancer. N Engl J Med 2002, 347:1999-2009. 6. Folgueira MA, Carraro DM, Brentani H, et al.: Gene expression
profile associated with response to doxorubicin-based
therapy in breast cancer. Clin Cancer Res 2005, 11:7434-
7443. g
3. Hannemann J, Oosterkamp HM, Bosch CAJ, Velds A, Wessels
LFA, Loo C, Rutgers EJ, Rodenhuis S, van de Vijver MJ: Changes
in gene expression associated with response to neoadjuvant
chemotherapy in breast cancer. J Clin Oncol 2006, 23:3331-
3342. g
3. Hannemann J, Oosterkamp HM, Bosch CAJ, Velds A, Wessels
LFA, Loo C, Rutgers EJ, Rodenhuis S, van de Vijver MJ: Changes
in gene expression associated with response to neoadjuvant
chemotherapy in breast cancer. J Clin Oncol 2006, 23:3331-
3342. 7. Dressman HK, Hans C, Bild A, Olson JA, et al.: Gene expression
profiles of multiple breast cancer phenotypes and response
to neoadjuvant chemotherapy. Clin Cancer Res 2006, 12(3 Pt 1):
819-826. 8. Thuerigen O, Schneeweiss A, Toedt G, et al.: Gene expression
signature predicting pathologic complete response with gem-
citabine, epirubicin, and docetaxel in primary breast cancer. J Clin Oncol 2006, 24:1839-1845. 9. Park S, Shimizu C, Shimoyama T, et al.: Gene expression profil-
ing of ATP-binding cassette (ABC) transporters as a predictor
of the pathologic response to neoadjuvant chemotherapy in
breast cancer patients. Breast Cancer Res Treat 2006, 99:9-17. Available online http://breast-cancer-research.com/supplements/9/S1 signature (genomic profile) was obtained in node-negative patients with
a representative tumor sample; node-positive patients were excluded. Between 2004 and 2006, 812 patients were enrolled and 427 (53%)
genomic profiles were obtained. The remaining 385 (47%) patients
were excluded mainly because of node-positive disease (22%). The
logistics of obtaining fresh-frozen material from the tumor has gone very
well in each of the participating hospitals. Approximately 50% of the
tumors were shown to have a good prognosis signature. signature (genomic profile) was obtained in node-negative patients with
a representative tumor sample; node-positive patients were excluded. pathways remain highly controversial as predictors of response or
resistance to particular drugs. To date, the strongest (although still
indirect) evidence supporting a molecular predictor of response to a
particular regimen comes from a retrospective subset analysis of a
variety of studies that showed a link between topoisomerase II
amplification and increased sensitivity to anthracyclines. However, the
best methodology for determining amplification of topoisomerase II and
the appropriate cut-off value to distinguish between individuals with
and without amplification have not been established. Between 2004 and 2006, 812 patients were enrolled and 427 (53%)
genomic profiles were obtained. The remaining 385 (47%) patients
were excluded mainly because of node-positive disease (22%). The
logistics of obtaining fresh-frozen material from the tumor has gone very
well in each of the participating hospitals. Approximately 50% of the
tumors were shown to have a good prognosis signature. Another area of research is to identify gene expression signatures
associated with the response to chemotherapy. Within a single-
institution prospective phase II trial, patients with locally advanced
breast cancer received six courses of either doxorubicin-cyclo-
phosphamide (AC) (n = 25) or doxorubicin-docetaxel (AD) (n = 24)
containing neoadjuvant chemotherapy. Gene expression profiles were
generated from core needle biopsies obtained before treatment and
correlated with the response of the primary tumor to the chemotherapy
administered [3]. Additionally, pretreatment gene expression profiles
were compared with those in tumors remaining after chemotherapy
(n = 15). Several small studies provided ‘proof-of-principle’ that the gene
expression profile of cancers that are highly sensitive to chemotherapy
is different from that of tumors resistant to treatment. Table 1 (overleaf)
presents a summary of the current literature. The most exciting
possibility implicit to gene expression profiling-based diagnostic tests
is that multiple predictors could be applied to a single data set. S5
Molecular and gene expression-based predictors of
response to preoperative chemotherapy S5 10. Cleator S, Tsimelzon A, Ashworth A, et al.: Gene expression pat-
terns for doxorubicin (Adriamycin) and cyclophosphamide
(cytoxan) (AC) response and resistance. Breast Cancer Res
Treat 2006, 95:229-233. Available online http://breast-cancer-research.com/supplements/9/S1 It is
currently technically feasible to perform gene expression profiling on a
single biopsy and assess prognosis using a 76-gene, or 70-gene
signature, determine the ER and HER-2 status by measuring receptor
mRNA levels, predict endocrine sensitivity among the ER-positive
patients and estimate the probability of response chemotherapy. R f Eleven (22%) of the 49 patients showed a (near) pathological complete
remission of the primary tumor after treatment. No gene expression
pattern correlating with response could be identified for all patients as
well as for the AC-treated or AD-treated group separately. The
comparison of the pretreatment biopsy and the tumor excised after
chemotherapy revealed differences in gene expression in those tumors
that showed a partial remission but not in tumors that did not respond
to chemotherapy. 1. Chang JC, Wooten EC, Tsimelzon A, et al.: Gene expression
profiling for the prediction of therapeutic response to doc-
etaxel in patients with breast cancer. Lancet 2003, 362:362-
369. 1. Chang JC, Wooten EC, Tsimelzon A, et al.: Gene expression
profiling for the prediction of therapeutic response to doc-
etaxel in patients with breast cancer. Lancet 2003, 362:362-
369. 2. Ayers M, Symmans WF, Stec J, et al.: Gene expression profiles
predict complete pathologic response to neoadjuvant pacli-
taxel and fluorouracil, doxorubicin, and cyclophosphamide
chemotherapy in breast cancer. J Clin Oncol 2004, 22:2284-
2293. 2. Ayers M, Symmans WF, Stec J, et al.: Gene expression profiles
predict complete pathologic response to neoadjuvant pacli-
taxel and fluorouracil, doxorubicin, and cyclophosphamide
chemotherapy in breast cancer. J Clin Oncol 2004, 22:2284-
2293. No gene expression profile predicting the response of primary breast
carcinomas to AC-based or AD-based neoadjuvant chemotherapy
could be detected in this study. We are currently expanding the series
of patients in this neoadjuvant chemotherapy study. 3. Iwao-Koizumi K, Matoba R, Ueno N, et al.: Prediction of doc-
etaxel response in human breast cancer by gene expression
profiling. J Clin Oncol 2005, 23:422-431. We conclude that gene expression profiling is a method that has
greatly accelerated the identification of prognostic and predictive
factors in breast cancer and will lead to novel diagnostic tests that can
be reliably implicated in clinical practice. References 4. Hannemann J, Oosterkamp HM, Bosch CA, et al.: Changes in
gene expression associated with response to neoadjuvant
chemotherapy in breast cancer. J Clin Oncol 2005, 23:3331-
3342. 1. M van de Vijver Department of Pathology, Netherlands Cancer Institute, Amsterdam,
The Netherlands Breast Cancer Research 2007, 9(Suppl 1):S4 (doi: 10.1186/bcr1687)
Tumor factors that can predict prognosis and response to specific
therapies (for example, chemotherapy regimens) are of great potential
benefit for tailored treatment of patients with invasive breast cancer. We have previously defined a gene expression profile of 70 genes that
is predictive for a short interval to distant metastases (<5 years) in
lymph node negative (LN0) patients [1]. We have subsequently
validated the prognostic value of this 70-gene profile in a cohort of 295
stage I and II breast cancer patients younger than 53 years of age [2]. To test whether gene expression profiling can be used in clinical
practice, we have performed a study in 16 hospitals in The Nether-
lands. Female patients younger than 61 years presenting with primary
operable cT1-2N0M0 breast carcinoma were eligible and entered into
this prospective feasibility study. Fresh tumor samples in a standard-
ized fashion were collected within 1–3 hours of primary surgery and
sent in RNAlater® to the Netherlands Cancer Institute. The 70-gene Breast Cancer Research 2007, 9(Suppl 1):S4 (doi: 10.1186/bcr1687)
Tumor factors that can predict prognosis and response to specific
therapies (for example, chemotherapy regimens) are of great potential
benefit for tailored treatment of patients with invasive breast cancer. Increases in the number of circulating endothelial cells (CECs) and
progenitors (CEPs) have been reported in various pathological
conditions including cancer [8,9]. At the clinical level, evidence is
emerging that CEC kinetics and viability might correlate with clinical
outcomes in cancer patients who undergo anti-angiogenic treatment
[10]. The CellSpotter™ analyzer is also being investigated for measure-
ment and characterization of CEC [11]. Therefore, CEC and CEP
measurement has potential as a surrogate marker for monitoring anti-
angiogenic treatment and drug activity, and could help to determine the S2 L Pusztai The University of Texas MD Anderson Cancer Center, Houston, TX, The University of Texas MD Anderson Cancer Center, Houston, TX,
USA 11. Hess KR, Anderson K, Symmans WF, et al.: Pharmacogenomic
predictor of sensitivity to preoperative chemotherapy with
paclitaxel and fluorouracil, doxorubicin, and cyclophos-
phamide in breast cancer. J Clin Oncol 2006, 24:4236-4244. Breast Cancer Research 2007, 9(Suppl 1):S5 (doi: 10.1186/bcr1688)
Many single-gene molecular markers have been evaluated as
predictors of response to specific regimens. However, no reliable and
routinely used molecular chemotherapy response predictors exist
today. Molecular markers of proliferative activity remain nonspecific
predictors of chemotherapy sensitivity in general. Multidrug-resistance
transport proteins, p53 gene mutations, and defects in apoptotic 12. Mina L, Soule SE, Badve S, et al.: Predicting response to
primary chemotherapy: gene expression profiling of paraffin-
embedded core biopsy tissue. Breast Cancer Res Treat 2006,
103:197-208. S3 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Table 1 (abstract S5)
Patient
Reference
characteristics
Treatment
Chang et al. [1]
24 (discovery) and
4 cycles docetaxel
6 (validation)
every 3 weeks
patients. with LABC
Ayers et al. [2]
24 (discovery) and
3 or 12 cycles paclitaxel and
12 (validation)
4 cycles of FAC (T/FAC)
patients with breast
cancer
Iwao-Koizumi
44 (discovery) and
4 cycles of docetaxel
et al. [3]
26 (validation)
patients. with
stage II/IV breast cancer
Hannemann et al. [4]
48 patients with
6 cycles of doxorubicin/docetaxel
LABC
(AD, n = 24) or doxorubicin/
cyclophosphamide (AC, n = 24)
Gianni et al. [5]
89 (INT-Milan) and
3 cycles of doxorubicin/paclitaxel,
82 (MDACC)
12 cycles of weekly paclitaxel
patients with LABC
Folgueira et al. [6]
(1) 38 (discovery),
13 (validation)
(2) 31 (discovery),
13 (validation)
Dressman et al. [7]
37 patients with
Liposomal doxorubicin x 4/paclitaxel
stage IIB/III breast
combined with local whole breast
cancer
hyperthermia
Thuerigen et al. [8]
52 (discovery/
GEsDoc (gemcitabine, epirubicin
GEsDoc), 48
every 2 weeks x 5 followed by
(validation/GEDoc)
docetaxel every 2 weeks x 2),
patients with
GEDoc (gemcitabine, epirubicin,
T2-4N0-2M0
docetaxel every 3weeks)
breast cancer
Park et al. [9]
21 patients with
4 cycles of FEC every 3 weeks
stage II/III breast
followed by 12 cycles of weekly
cancer
paclitaxel
Cleator et al. [10]
40 patients with
6 cycles doxorubicin/
primary breast
cyclophosphamide (AC)
cancer
Hess et al. [11]
82 (discovery),
3 or 12 cycles paclitaxel and
51 (validation)
4 cycles of FAC (T/FAC)
Mina et al. L Pusztai [12]
45 patients with
3 cycles doxorubicin every
22 of 274 candidate genes correlated with pCR (P < 0.05) forming three larg
stage II/III breast
2 weeks and 6 cycles docetaxel
clusters: angiogenesis-related genes, proliferation-related genes, invasion-rela
cancer
weekly x 6
genes, no correlation between RS and pCR, 24/274 genes correlated with
inflammatory phenotype
ABC transporter, ATP binding cassette transporter; discovery, development/training set; FAC, 5-fluorouracil, doxorubicine, cyclophosphamide; FEC, 5-fluorouracil,
epirubicin, cyclophosphamide; IBC, inflammatory breast cancer; LABC, locally advanced breast cancer; LOOCV, leave-one-out cross-validation; NPV, negative predic
value; pCR pathological complete response; PPV positive predictive value; RD residual disease; RS recurrence score (Oncotype DX©); validation validation set No differentially expressed genes identified, no possible multigene predictor
developed Patient samples did not cluster distinctly for pCR/near pCR compared with RD in
hierarchical clustering 86 genes correlating with pCR (P < 0.05) forming three clusters – Immune-related gene cluster RS correlated with pCR in INT-Milan patients 6-gene model developed on INT-Milan patients validated on MDAC 11 differentially expressed ABC transporters
Multigene predictor model with the ABC transporters differentially expressed
between the two classes (P < 0.003) with predictive of pCR with:
– Predictive accuracy of 92.8% (95% CI, 88.0–97.4%), PPV of 93.2%
(95% CI, 85.2–100%), NPV of 93.6% (95% CI, 87.8–99.4%), sensitivity of
88.1% (95% CI, 76.8–99.4%), specificity of 95.9% (95% CI, 87.8–100%)
253 differentially expressed genes;
– 75 genes overexpressed in resistant tumors (that is, transcription, differentiation,
signal transduction, amino acid metabolism)
– 178 genes overexpressed in sensitive tumors (that is, cell cycle, survival, stress
response, and estrogen-regulated genes)
30-gene predictor identified and validated by fivefold cross-validation, permutation
testing and application to an independent data set:
– Predictive accuracy of 76% (95% CI, 62–87%), PPV of 52%
(95% CI, 31–73%), NPV of 96% (95% CI, 82–100%), sensitivity of 92%
(95% CI 64–100%) specificity of 71% (95% CI 54–85%) – 75 genes overexpressed in resistant tumors (that is, transcription, differentiation,
signal transduction, amino acid metabolism) – 178 genes overexpressed in sensitive tumors (that is, cell cycle, survival, stress
response, and estrogen-regulated genes) 30-gene predictor identified and validated by fivefold cross-validation, permutation
testing and application to an independent data set: 30-gene predictor identified and validated by fivefold cross-validation, permutation
testing and application to an independent data set: g
pp
p
– Predictive accuracy of 76% (95% CI, 62–87%), PPV of 52%
(95% CI 31 73%) NPV of 96% (95% CI 82 100%) sensitivit – Predictive accuracy of 76% (95% CI, 62–87%), PPV of 52% – Predictive accuracy of 76% (95% CI, 62–87%), PPV of 52%
(95% CI, 31–73%), NPV of 96% (95% CI, 82–100%), sensitivity of 92%
(95% CI, 64–100%), specificity of 71% (95% CI, 54–85%) 22 of 274 candidate genes correlated with pCR (P < 0.05) forming three large
clusters: angiogenesis-related genes, proliferation-related genes, invasion-related
genes, no correlation between RS and pCR, 24/274 genes correlated with
inflammatory phenotype ABC transporter, ATP binding cassette transporter; discovery, development/training set; FAC, 5-fluorouracil, doxorubicine, cyclophosphamide; FEC, 5-fluorouracil,
epirubicin, cyclophosphamide; IBC, inflammatory breast cancer; LABC, locally advanced breast cancer; LOOCV, leave-one-out cross-validation; NPV, negative predictive
value; pCR, pathological complete response; PPV, positive predictive value; RD, residual disease; RS, recurrence score (Oncotype DX©); validation, validation set. ABC transporter, ATP binding cassette transporter; discovery, development/training set; FAC, 5-fluorouracil, doxorubicine, cyclophosphamide; FEC, 5-fluorouracil,
epirubicin, cyclophosphamide; IBC, inflammatory breast cancer; LABC, locally advanced breast cancer; LOOCV, leave-one-out cross-validation; NPV, negative predictive
value; pCR, pathological complete response; PPV, positive predictive value; RD, residual disease; RS, recurrence score (Oncotype DX©); validation, validation set. L Pusztai [12]
45 patients with
3 cycles doxorubicin every
stage II/III breast
2 weeks and 6 cycles docetaxel
cancer
weekly x 6
ABC transporter, ATP binding cassette transporter; discovery, development/training s
epirubicin, cyclophosphamide; IBC, inflammatory breast cancer; LABC, locally advanc
value; pCR, pathological complete response; PPV, positive predictive value; RD, resid Table 1 (abstract S5)
Patient
Reference
characteristics
Treatment
Results
Chang et al. [1]
24 (discovery) and
4 cycles docetaxel
92 differentially expressed genes (P < 0.001)
6 (validation)
every 3 weeks
LOOCV results in training: predictive accuracy of 88% (95% CI, 68–97%), P
patients. with LABC
of 92%, NPV of 83%, sensitivity of 85% (95% CI, 55–98%), specificity of 91
(95% CI, 59–100%)
Independent validation: all six patients with sensitive tumors correctly identifie
Ayers et al. [2]
24 (discovery) and
3 or 12 cycles paclitaxel and
No single gene sufficiently associated with pCR to serve as single valid marke
12 (validation)
4 cycles of FAC (T/FAC)
74-gene predictor for response to chemotherapy
patients with breast
– Predictive accuracy of 78% (95% CI, 52–94%), PPV of 100%
cancer
(95% CI, 29–100%), NPV of 73% (95% CI, 45–92%), sensitivity of 43%
(95% CI, 10–82%), specificity of 100% (95% CI, 72–100%)
Iwao-Koizumi
44 (discovery) and
4 cycles of docetaxel
85-gene-predictor of pCR with:
et al. [3]
26 (validation)
– Predictive accuracy of 80.7% (95% CI, 63.5–92.5%), PPV of 73.3%
patients. with
(95% CI, 49.5–90.3%), NPV of 90.9% (95% CI, 65.9–99.4%), sensitivity of
stage II/IV breast cancer
91.7% (95% CI, 68.1–99.5%), specificity of 71.4% (95% CI, 46.7–89.5%)
Hannemann et al. [4]
48 patients with
6 cycles of doxorubicin/docetaxel
No differentially expressed genes identified, no possible multigene predictor
LABC
(AD, n = 24) or doxorubicin/
developed
cyclophosphamide (AC, n = 24)
Patient samples did not cluster distinctly for pCR/near pCR compared with R
hierarchical clustering
Gianni et al. [5]
89 (INT-Milan) and
3 cycles of doxorubicin/paclitaxel,
86 genes correlating with pCR (P < 0.05) forming three clusters
82 (MDACC)
12 cycles of weekly paclitaxel
– ER gene cluster
patients with LABC
– Proliferation gene cluster
– Immune-related gene cluster
RS correlated with pCR in INT-Milan patients
86-gene model developed on INT-Milan patients validated on MDACC sampl
Folgueira et al. L Pusztai [6]
(1) 38 (discovery),
(1) 25 (3.8%) differentially expressed transcripts between responders and
13 (validation)
non-responders, three-gene classifier could not be validated
(2) 31 (discovery),
(2) Three-gene classifier successfully developed and validated both by LOOC
13 (validation)
and in an independent validation set
Dressman et al. [7]
37 patients with
Liposomal doxorubicin x 4/paclitaxel (a) 22-gene signature characterizing IBC identified and validated by LOOVC
stage IIB/III breast
combined with local whole breast
(b) 18-gene signature characterizing IBC identified and validated by LOOVC
cancer
hyperthermia
(c) No gene signature predicting clinical response could be identified
Thuerigen et al. [8]
52 (discovery/
GEsDoc (gemcitabine, epirubicin
512-gene-signature predictive of pCR: predictive accuracy of 88%
GEsDoc), 48
every 2 weeks x 5 followed by
(95% CI, 75–95%), PPV of 64% (95% CI, 39–81%), NPV of 95%
(validation/GEDoc)
docetaxel every 2 weeks x 2),
(95% CI, 82–99%), sensitivity of 78% (95% CI, 40–97%), specificity of 90%
patients with
GEDoc (gemcitabine, epirubicin,
(95% CI, 76–97%)
T2-4N0-2M0
docetaxel every 3weeks)
breast cancer
Park et al. [9]
21 patients with
4 cycles of FEC every 3 weeks
11 differentially expressed ABC transporters
stage II/III breast
followed by 12 cycles of weekly
Multigene predictor model with the ABC transporters differentially expressed
cancer
paclitaxel
between the two classes (P < 0.003) with predictive of pCR with:
– Predictive accuracy of 92.8% (95% CI, 88.0–97.4%), PPV of 93.2%
(95% CI, 85.2–100%), NPV of 93.6% (95% CI, 87.8–99.4%), sensitivity of
88.1% (95% CI, 76.8–99.4%), specificity of 95.9% (95% CI, 87.8–100%)
Cleator et al. [10]
40 patients with
6 cycles doxorubicin/
253 differentially expressed genes;
primary breast
cyclophosphamide (AC)
– 75 genes overexpressed in resistant tumors (that is, transcription, differenti
cancer
signal transduction, amino acid metabolism)
– 178 genes overexpressed in sensitive tumors (that is, cell cycle, survival, st
response, and estrogen-regulated genes)
Hess et al. [11]
82 (discovery),
3 or 12 cycles paclitaxel and
30-gene predictor identified and validated by fivefold cross-validation, permut
51 (validation)
4 cycles of FAC (T/FAC)
testing and application to an independent data set:
– Predictive accuracy of 76% (95% CI, 62–87%), PPV of 52%
(95% CI, 31–73%), NPV of 96% (95% CI, 82–100%), sensitivity of 92%
(95% CI, 64–100%), specificity of 71% (95% CI, 54–85%)
Mina et al. Available online http://breast-cancer-research.com/supplements/9/S1 S6 determining the patterns of primary tumor shrinkage and the amount
and location of any residual disease in the breast. Role of MR and digital mammography for screening
DD Dershaw y
Surgical treatment after neoadjuvant systemic therapy focuses on the
management of the primary breast tumor and that of axillary lymph
nodes. Regarding the primary breast tumor, several studies have
shown that neoadjuvant systemic therapy converts a proportion of
mastectomy candidates to candidates for breast-conserving surgery. Neoadjuvant systemic therapy can also decrease the amount of breast
tissue that needs to be removed at lumpectomy even in patients who
are lumpectomy candidates at presentation. Memorial Sloan-Kettering Cancer Center, New York, NY, USA
Breast Cancer Research 2007, 9(Suppl 1):S6 (doi: 10.1186/bcr1689) New technologies have raised the issue of their application as a
replacement for or in addition to screen-film mammography in screen-
ing of women at normal risk and elevated risk of breast cancer. Digital mammography images the breast using the identical information
obtained in screen-film mammography. The image is processed, stored
and displayed electronically. This conveys several advantages over film
techniques, but the approval of digital mammography by the US Food
and Drug Administration has been based on comparable ability to
detect cancer, not any diagnostic advantage. y
Neoadjuvant systemic therapy (primarily neoadjuvant chemotherapy)
downstages axillary lymph nodes in up to 30–40% of the patients. Although this observation was of little clinical significance when axillary
node dissection was the sole method for staging the axilla, the
development and validation of sentinel lymph node biopsy has provided
an additional potential advantage for neoadjuvant chemotherapy; that
is, the possibility of decreasing the extent and morbidity of axillary
surgery. This approach is, naturally, predicated on the premise that
sentinel node biopsy is feasible and accurate following neoadjuvant
chemotherapy. Until recently, only small, single-institution studies have
examined the efficacy of lymphatic mapping and the accuracy of
sentinel node biopsy after neoadjuvant chemotherapy with significant
variability in the rate of sentinel node identification and in the rate of
false negative sentinel node [1]. When these studies are examined
collectively [1,2] or when larger, multicenter data sets are analyzed [3],
however, sentinel node biopsy after neoadjuvant chemotherapy
appears to have similar performance characteristics to those of sentinel
node biopsy before systemic therapy [4-6]. Four prospective studies comparing digital and film mammography on
the same patients have shown that for population-based screening
there is no advantage for digital over film. The last and largest of these
studies [1] initially reported an advantage for several subgroups of
women for digital screening. Reference 1. Pisano ED, Gatsonis C, Hendrick E, et al.: Diagnostic perfor-
mance of digital versus film mammography for breast-cancer
screening. N Engl J Med 2005, 353:1773-1783. SYMPOSIUM II 1. Mamounas EP: Sentinel lymph node biopsy after neoadjuvant
systemic therapy. Surg Clin North Am 2003, 83:931-942. 1. Mamounas EP: Sentinel lymph node biopsy after neoadjuvant
systemic therapy. Surg Clin North Am 2003, 83:931-942. 1. Mamounas EP: Sentinel lymph node biopsy after neoadjuvant
systemic therapy. Surg Clin North Am 2003, 83:931-942. New Strategies for Primary Treatment (Part I) New Strategies for Primary Treatment (Part I) 2. Xing Y, Ding D, Cox D, et al.: Meta-analysis of sentinel lymph
node biopsy following preoperative chemotherapy in patients
with operable breast cancer [abstract 561]. Proc Am Soc Clin
Oncol 2004, 23:17. L Pusztai S4 Available online http://breast-cancer-research.com/supplements/9/S1 Role of MR and digital mammography for screening
DD Dershaw Later analysis of data from this study,
however, concluded that only women with dense breasts may benefit
and that screening of entire populations with digital mammography is
excessively costly and not beneficial. Analysis of MR as a screening tool has been directed at women with
greatly elevated lifetime risk of developing breast cancer. The ability of
MR to detect a large percentage of cancers in these women earlier
than mammography, sonography or physical examination and at a stage
at which they should be curable has been clearly demonstrated. This
has lead the American Cancer Society, along with others, to
recommend the use of MR to annually screen women with at least a
20% lifetime risk of developing breast cancer starting at age 25 years. Those at less risk were not included due to lack of supporting data and
concern over excessive biopsies in those women. Some have proposed that candidates for neoadjuvant systemic therapy
should have a sentinel node biopsy before, rather than after,
neoadjuvant systemic therapy so that information on the status of the
axillary nodes is obtained without the potential confounding effects of
systemic treatment, and sentinel node-negative patients can avoid
axillary dissection [7-9]. Although this approach may be useful in
patients who will not need systemic therapy (that is, chemotherapy) if
the sentinel node is negative, it is not generally useful for the majority of
candidates for neoadjuvant systemic therapy, for whom little – if
anything – is to be gained by knowing the pathologic nodal status
upfront. In addition, this approach commits patients to two surgical
procedures and does not take advantage of the down-staging effect of
neoadjuvant chemotherapy on the axillary nodes. Surgical issues in the breast and axillary nodes in
patients treated with neoadjuvant systemic therapy
EP Mamounas1,2 3. Mamounas EP, Brown A, Anderson S, et al.: Sentinel node
biopsy after neoadjuvant chemotherapy in breast cancer:
results from National Surgical Adjuvant Breast and Bowel
Project Protocol B-27. J Clin Oncol 2005, 23:2694-2702. SA Khan1,2, H Hazard1, D Scholtens2,3 For many years in the past there was the misconception that breast
reconstruction must be delayed for several years after mastectomy
because reconstruction might prevent or delay detection of local
recurrence. Hence, a large population of women has sought and
presently still seeks to undergo delayed postmastectomy recon-
struction months to years later. The outcomes of these reconstructions
are good to excellent but the cosmetic outcome is always somewhat
inferior to the results obtainable by immediate reconstruction because
of the loss of the breast skin envelope after mastectomy and the need
to replace so much of the chest wall skin. In regard to the all-important
question of local recurrence, several longer term follow-up studies at
the MD Anderson Cancer Center actually indicate a lower incidence of
local recurrence after immediate reconstruction. Results A total of 16,024 patients with stage IV disease were
identified in the NCDB over 4 years, of whom 42.8% received only
diagnostic or palliative procedures, and 57.2% underwent partial or
total mastectomy. A multivariate proportional hazards model identified
the number of metastatic sites, the type of metastatic burden, and the
extent of resection of the primary tumor as significant independent
prognostic covariates. Women treated with surgical resection with free
margins, when compared with those not surgically treated, had
superior prognosis, with a hazard ratio of 0.61 (95% CI 0.58–0.65). In
the NMH study, we identified 114 women; 48 (42%) underwent
resection of the primary tumor. Local control of the chest wall was
maintained in 36/48 (75%) of the surgical group, versus 31/66 (47%)
patients without surgical therapy (P = 0.002). TTFP was prolonged in
the surgical group, adjusted HR 0.639 (P = 0.03). The HR for overall
survival in the surgical group was 0.724 (P = 0.160). Notably, in
women with controlled chest walls we observed an overall survival
benefit with a HR of 0.418 (P < 0.0002). Current comparative statistics for the numbers of patients undergoing
immediate as well as delayed reconstruction from 2002–2006 are
presented in Table 1. Since 2002, the MD Anderson Plastic Surgery
Department has seen a progressively increasing demand of early
breast cancer patients for implant-based reconstructions performed on
an immediate basis. The opposite trend of a preference of autologous
tissue reconstructions is apparent for delayed reconstructions. Conclusion Recent retrospective studies suggest that surgical
resection of the primary tumor in women who also have distant disease
may be beneficial [1-3]. SA Khan1,2, H Hazard1, D Scholtens2,3 Division of Plastic Surgery, Department of Surgery, The University of
Texas MD Anderson Cancer Center, Houston, TX, USA 1Department of Surgery, 2Robert H. Lurie Comprehensive Cancer
Center and 3Department of Preventive Medicine, Feinberg School of
Medicine of Northwestern University, Chicago, IL, USA 1Department of Surgery, 2Robert H. Lurie Comprehensive Cancer
Center and 3Department of Preventive Medicine, Feinberg School of
Medicine of Northwestern University, Chicago, IL, USA Breast Cancer Research 2007, 9(Suppl 1):S9 (doi: 10.1186/bcr1692)
With numerous advances in the field of plastic surgery, breast recon-
struction is available today to almost any woman undergoing surgery
for breast cancer. Several methods can be used for restoration of the
breast either at the same time as breast cancer surgery (immediate
reconstruction) or months or even years later, at the patient’s discretion
(delayed reconstruction). The skin sparing approach to mastectomy,
originated in the early 1990s, has especially facilitated immediate
reconstruction of the breast and resulted in a high standard of
cosmetic outcomes. In general, the reconstructive options include
using autologous soft tissues from the patient’s donor areas, such as
the abdomen, hips, back, or buttock, or using a prosthetic implant to
create a new breast mound. For well over a decade now, skin-sparing
mastectomy and immediate reconstruction has offered the compelling
advantages of both superior cosmetic appearance of the reconstructed Breast Cancer Research 2007, 9(Suppl 1):S8 (doi: 10.1186/bcr1691) Background Approximately 12,000 women with primary breast cancer
present with stage IV disease annually in the United States. The present
treatment paradigm is that systemic therapy is the standard of care and
surgical therapy for the primary tumor is provided only to palliate symptoms. Methods We have examined the impact of local therapy on survival in
patients presenting with stage IV breast cancer at initial diagnosis,
reporting to the National Cancer Database (NCDB) between 1990 and
1993. In a subsequent study, we reviewed the medical records of
women presenting with stage IV breast cancer to Northwestern
Memorial Hospital (NMH) over the 10-year period 1995–2005. Cox
regression models and logistic regression was used to estimate
adjusted overall survival in both studies, and the time to first
progression (TTFP) and chest wall status in the NMH population. g
p
pp
breast as well as favorable psychological and economic benefits [1]. S8 S8 3.
Babiera GV, Rao R, Feng L, Meric-Bernstam F, Kuerer HM, Sin-
gletary SE, Hunt KK, Ross MI, Gwyn KM, Feig BW, Ames FC,
Hortobagyi GN: Effect of primary tumor extirpation in breast
cancer patients who present with stage IV disease and an
intact primary tumor. Ann Surg Oncol 2006, 13:776-782. EP Mamounas1,2 1Aultman Cancer Center, Canton, OH, USA; 2Northeastern Ohio
Universities College of Medicine, Rootstown, OH, USA 1Aultman Cancer Center, Canton, OH, USA; 2Northeastern Ohio
Universities College of Medicine, Rootstown, OH, USA 4. Veronesi U, Paganelli G, Viale G, et al.: A randomized compari-
son of sentinel-node biopsy with routine axillary dissection in
breast cancer. N Engl J Med 2003, 349:546-553. Breast Cancer Research 2007, 9(Suppl 1):S7 (doi: 10.1186/bcr1690) Several unique surgical issues arise in the management of patients
who are candidates for neoadjuvant systemic therapy. These involve
the original diagnostic assessment of the extent of disease in the
breast and axilla, the preoperative planning, and ultimately the surgical
management of the primary breast tumor and that of axillary lymph
nodes. Careful consideration of these issues is crucial in order to
maximize local control of the disease, while minimizing the extent of the
required surgical resection and the ensuing surgical morbidity. g
5. McMasters KM, Tuttle TM, Carlson DJ, et al.: Sentinel lymph
node biopsy for breast cancer: a suitable alternative to routine
axillary dissection in multi-institutional practice when optimal
technique is used. J Clin Oncol 2000, 18:2560-2566. 6. Krag D, Weaver D, Ashikaga T, et al.: The sentinel node in
breast cancer – a multicenter validation study. N Engl J Med
1998, 339:941-946. Adequate diagnostic assessment with core needle biopsy before the
initiation of neoadjuvant systemic therapy ensures the presence of
invasive carcinoma and provides adequate material for routine bio-
marker evaluation (such as ER, PR and HER-2 neu), while minimally
disturbing the primary breast tumor. Consideration should also be
given in assessing the status of axillary nodes by minimally invasive
techniques such as ultrasound of the axilla and fine needle aspiration of
suspicious nodes. Optimal preoperative planning aims at accurately 7. Bedrosian I, Reynolds C, Mick R, et al.: Accuracy of sentinel
lymph node biopsy in patients with large primary breast
tumors. Cancer 2000, 88:2540-2545. 8. Schrenk P, Hochreiner G, Fridrik M, et al.: Sentinel node biopsy
performed before preoperative chemotherapy for axillary
lymph node staging in breast cancer. Breast J 2003, 9:282-287. 9. Sabel MS, Schott AF, Kleer CG, et al.: Sentinel node biopsy prior
to neoadjuvant chemotherapy. Am J Surg 2003, 186:102-105. 9. Sabel MS, Schott AF, Kleer CG, et al.: Sentinel node biopsy prior
to neoadjuvant chemotherapy. Am J Surg 2003, 186:102-105. S5 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference SA Khan1,2, H Hazard1, D Scholtens2,3 These are remarkably consistent in the
magnitude of the survival advantage, with a hazard ratio of about 0.6
when surgical intervention is used. There is a paucity of data supporting
the assumption that surgical resection will maintain a disease-free chest
wall. A study of women with in-breast recurrence of breast cancer and
synchronous distant metastases found that women undergoing
resection were more likely to avoid uncontrolled chest-wall disease and
to survive longer [4]. Our study at NMH (the largest reported to date
examining this issue) finds that maintenance of a disease-free chest wall
is associated with improved survival. This further emphasizes the need
for prospective randomized trials to establish the role of local therapy in
the setting of metastatic breast cancer. pp
y
The controversy today is that we continue to undergo an important
evolution in our approach to breast reconstruction because of the
identified advantage of the addition of postmastectomy radiation
therapy to mastectomy and chemotherapy. The inability to determine
which patients will require postmastectomy radiation therapy,
especially which patients with early-stage breast cancer, has increased
the complexity of planning for immediate breast reconstruction. There
are two potential problems with performing an immediate breast
reconstruction in a patient who will require postmastectomy radiation
therapy. One problem is that postmastectomy radiation therapy can
adversely affect the aesthetic outcome of an immediate breast
reconstruction [1-3]. The other potential problem is that an immediate
breast reconstruction can interfere with the delivery of postmastectomy
radiation therapy. Because radiation therapy is one of the most
important considerations affecting the timing and technique of breast
reconstruction, plastic surgeons and radiation oncologists must work
together to maintain an appropriate balance between minimizing the
risk of recurrence and providing the best possible aesthetic outcome. Our experience at the MD Anderson Cancer Center and many of the
other experiences reported in the literature indicate that breast
reconstruction should probably be delayed in patients who are known
preoperatively to require postmastectomy radiation therapy [2,4]. Considering, then, our evolving approach for early breast cancer
patients who want immediate breast reconstruction but are at higher
risk for postmastectomy radiation therapy and likely delayed recon-
struction,
our
updated
‘delayed-immediate’
[5]
reconstruction
experience between May 2002 and November 2006 includes 42 References 1. Khan SA, Stewart AK, Morrow M: Does aggressive local
therapy improve survival in metastatic breast cancer? Surgery
2002, 132:620-626. 2. 4.
Dalberg K, Liedberg A, Johansson U, Rutqvist LE: Uncontrolled
local disease after salvage treatment for ipsilateral breast
tumour recurrence. Eur J Surg Oncol 2003, 29:143-154. S10 S10
The nipple sparing mastectomy: a 5-year experience
at the European Institute of Oncology of Milan
JY Petit1, U Veronesi2, R Orecchia3, A Luini4
1Department of Plastic Surgery, 2Scientific Director, 3Department of
Radiotherapy and 4Department of Senology, European Institute of
Oncology, Milan, Italy 1Department of Plastic Surgery, 2Scientific Director, 3Department of
Radiotherapy and 4Department of Senology, European Institute of
Oncology, Milan, Italy 1Department of Plastic Surgery, 2Scientific Director, 3Department of
Radiotherapy and 4Department of Senology, European Institute of
Oncology, Milan, Italy Breast Cancer Research 2007, 9(Suppl 1):S10 (doi: 10.1186/bcr1693)
Background Under certain conditions, the nipple sparing mastectomy
can be proposed for the treatment of breast cancer when the
mastectomy remains indicated. The nipple areola complex (NAC)
preservation improves the quality of life, reducing the feeling of
mutilation. The main argument against the procedure is the lack of
radical resection of the retroareolar ductal system. A novel
radiosurgical treatment combining subcutaneous mastectomy with
intraoperative radiotherapy is proposed. Breast reconstruction plays an important role in the multidisciplinary,
comprehensive care of the breast cancer patient. Advances in
techniques have allowed immediate reconstruction to minimize
incisional scars on the breast and improve overall breast contour, shape,
and appearance. The improved aesthetic outcomes over delayed
reconstruction, achieved also by the skin-preserving ‘delayed- immediate’
approach for early breast cancer patients at risk for radiation therapy
and similarly for selected patients actually undergoing PMRT, has
convinced many breast cancer patients to view mastectomy with
reconstruction as a viable and positive treatment choice. Those patients
who are candidates for and who will undergo delayed reconstruction,
either because of the planned need for adjuvant radiotherapy or
because of poorly controlled comorbidities that must be stabilized
before a reconstruction can be undertaken, can still anticipate an
excellent cosmetic outcome with a record of high patient satisfaction. Methods Seven hundred and seventy-three nipple sparing mastec-
tomies have been performed since March 2002, for invasive carcinoma
in 63% and for in situ carcinoma in 37%. Clinical complications,
aesthetic results, and oncological and psychological results were
recorded. Results The NAC necrosed totally in 26 cases (3.3%) and partially in
49 cases (6.3%), and was removed in 36 cases (4.6%). Thirteen
infections (1.6%) were observed and 32 (4.14%) prostheses removed. The median rating of the patients for global cosmetic results on a 0
(worst) to 10 (excellent) scale was 8. The surgeon in charge of the
follow-up has given the same rating. References 1. Robb GL: Reconstructive surgery. In Breast Cancer. MD Ander-
son Cancer Care Series. Edited by Hunt KK, Strom EA, Ueno NT. New York: Springer-Verlag, Inc.; 2001:223-253. 1. Robb GL: Reconstructive surgery. In Breast Cancer. MD Ander-
son Cancer Care Series. Edited by Hunt KK, Strom EA, Ueno NT. New York: Springer-Verlag, Inc.; 2001:223-253. 2. Tran NV, Evans GRD, Kroll SS, Baldwin BJ, Miller MJ, Reece GP,
Robb GL: Postoperative adjuvant irradiation: effects on trans-
verse rectus abdominis muscle flap breast reconstruction. Plast Reconstr Surg 2000, 106:313-317. 3. Kronowitz SJ, Robb GL: Breast reconstruction and radiation
therapy. In Advanced Therapy of Breast Disease. 2nd edition. Edited by Singletary SE, Robb GL, Hortobagyi GN. London: BC
Decker, Inc.; 2003:427-438. SA Khan1,2, H Hazard1, D Scholtens2,3 Complication rates with delayed-immediate
reconstruction are considered quite acceptable and included: stage I
(three of 42 patients, 7%), stage II (four of 26 patients, 15%), skin-
preserving delayed reconstruction (one of 13 patients, 7%), and
expander loss (surgery-related, 2%; PMRT-related, 6%). Only 2% (one
of 42 patients) of the patients developed a recurrence of breast cancer
after an average follow-up of 24 months. patients who were considered preoperatively to be at an increased risk
of requiring postmastectomy radiation therapy (PMRT) and underwent
delayed-immediate breast reconstruction at the MD Anderson Cancer
Center. After review of the permanent pathology, 62% (26 of 42
patients) of patients did not require PMRT and, because of the preserved
breast envelope, could go ahead with essentially an immediate
reconstruction. The remaining 38% (16 of 42 patients) did require
PMRT, but selected patients are being managed on a similar IRB
reconstruction protocol that will allow a ‘skin-preserving’ delayed
reconstruction following completion of the PMRT. Fifteen of these 16
patients (94%) were evaluated as having uncompromised radiation
delivery. Cosmetic results of this approach are very promising and
compare favorably with immediate reconstruction in the short-term
follow-up to date. Complication rates with delayed-immediate
reconstruction are considered quite acceptable and included: stage I
(three of 42 patients, 7%), stage II (four of 26 patients, 15%), skin-
preserving delayed reconstruction (one of 13 patients, 7%), and
expander loss (surgery-related, 2%; PMRT-related, 6%). Only 2% (one
of 42 patients) of the patients developed a recurrence of breast cancer
after an average follow-up of 24 months. New Strategies for Primary Treatment (Part II) S10 A radio dystrophy was observed
on the areola in 5.1% of the patients. The sensitivity of the NAC
recovered slowly and partially in only 30% of the cases. Twelve local
recurrences (1.5%) occurred in an average follow-up period of 18
months (range 1–61 months). Most recurrences were located far from
the nipple areola site, outside the radiated field. Two recurrences were
Paget disease associated with an in situ carcinoma. Overall, we
observed 23 metastases and three deaths. Sixty-eight per cent of
patients were satisfied with their reconstructed breast and 97% were
satisfied with having preserved the NAC. SA Khan1,2, H Hazard1, D Scholtens2,3 Rapiti E, Verkooijen HM, Vlastos G, Fioretta G, Neyroud-Caspar I,
Sappino AP, Chappuis PO, Bouchardy C: Complete excision of
primary breast tumor improves survival of patients with
metastatic breast cancer at diagnosis. J Clin Oncol 2006, 24:
2743-2749. 2. Rapiti E, Verkooijen HM, Vlastos G, Fioretta G, Neyroud-Caspar I,
Sappino AP, Chappuis PO, Bouchardy C: Complete excision of
primary breast tumor improves survival of patients with
metastatic breast cancer at diagnosis. J Clin Oncol 2006, 24:
2743-2749. 3. Babiera GV, Rao R, Feng L, Meric-Bernstam F, Kuerer HM, Sin-
gletary SE, Hunt KK, Ross MI, Gwyn KM, Feig BW, Ames FC,
Hortobagyi GN: Effect of primary tumor extirpation in breast
cancer patients who present with stage IV disease and an
intact primary tumor. Ann Surg Oncol 2006, 13:776-782. 4. Dalberg K, Liedberg A, Johansson U, Rutqvist LE: Uncontrolled
local disease after salvage treatment for ipsilateral breast
tumour recurrence. Eur J Surg Oncol 2003, 29:143-154. 4. Dalberg K, Liedberg A, Johansson U, Rutqvist LE: Uncontrolled
local disease after salvage treatment for ipsilateral breast
tumour recurrence. Eur J Surg Oncol 2003, 29:143-154. S6 Available online http://breast-cancer-research.com/supplements/9/S1 Table 1 (abstract S9) Immediate versus delayed breast reconstruction, 2002–2006, MD Anderson Cancer Center
Number of immediate reconstructions Number of delayed reconstructions
Total number of
Number of
Year
Implant
Patient’s own tissue
Implant
Patient’s own tissue
reconstructions
mastectomies
2002
167
153
43
55
418
418
2003
186
176
53
68
483
482
2004
256
158
45
84
543
541
2005
239
164
48
75
526
523
2006
313
234
39
98
684
683 Immediate versus delayed breast reconstruction, 2002–2006, MD Anderson Cancer Center SYMPOSIUM II patients who were considered preoperatively to be at an increased risk
of requiring postmastectomy radiation therapy (PMRT) and underwent
delayed-immediate breast reconstruction at the MD Anderson Cancer
Center. After review of the permanent pathology, 62% (26 of 42
patients) of patients did not require PMRT and, because of the preserved
breast envelope, could go ahead with essentially an immediate
reconstruction. The remaining 38% (16 of 42 patients) did require
PMRT, but selected patients are being managed on a similar IRB
reconstruction protocol that will allow a ‘skin-preserving’ delayed
reconstruction following completion of the PMRT. Fifteen of these 16
patients (94%) were evaluated as having uncompromised radiation
delivery. Cosmetic results of this approach are very promising and
compare favorably with immediate reconstruction in the short-term
follow-up to date. Introduction
C In our technique, 16 Gy were delivered on the NAC in one
shot with lead and aluminium disk protection of the pectoralis muscle
and thoracic wall (see Figure 1). However, in 145 cases, the same
radiotherapy was postponed to the following day, due to technical
problems with the machine in the operating room. (a) The sterile collimator of the LINAC. (b) The gauze over the areola
allows a more homogeneous distribution of the dose to the nipple and
the areola. (c) Protective lead and aluminum disks. (d) Pectoralis major
muscle. Sensitivity, colour, radio dystrophy, position and symmetry, and global
evaluation by the surgeon and the patient, were rated according to a
scale (0–10), 10 indicating the best results. (The results were rated
poor when rated from 0 to 3, fair from 5 to 6 and good or excellent
from 7 to 10.) Local recurrences, distant metastases and death were also recorded. A psychological study was conducted concomitantly. A detailed
questionnaire was sent to the patients 1 year after the operation to
evaluate the degree of satisfaction. The statistic analysis of psychological
results was performed with the chi-square test and exact Fisher test. Results appears an identity mark of the breast [12]. Several authors have
evaluated the risk of nipple areola involvement and investigated the
possibility of nipple areola preservation [13-18]. Focusing on such risk,
and the possible cancer recurrence in the breast tissue preserved
beneath the NAC for the blood supply, we proposed to combine the
subcutaneous mastectomy technique with intraoperative radiotherapy
with electrons (ELIOT), previously trialled in breast-conserving
treatment [19]. The preliminary results of the ‘nipple sparing mastec-
tomy’ (NSM) were published in 2003 [20]. Today, we report the results
of 773 NSMs performed at the European Institute of Oncology. Materials and methods appears an identity mark of the breast [12]. Several authors have
evaluated the risk of nipple areola involvement and investigated the
possibility of nipple areola preservation [13-18]. Focusing on such risk,
and the possible cancer recurrence in the breast tissue preserved
beneath the NAC for the blood supply, we proposed to combine the
subcutaneous mastectomy technique with intraoperative radiotherapy
with electrons (ELIOT), previously trialled in breast-conserving
treatment [19]. The preliminary results of the ‘nipple sparing mastec-
tomy’ (NSM) were published in 2003 [20]. Today, we report the results
of 773 NSMs performed at the European Institute of Oncology. p
Materials and methods From March 2002 to March 2007, 898 patients were invited to
undergo a NSM. The inclusion criteria were primary tumours located at
least 1 cm outside the areola margins, an absence of nipple retraction
or bloody discharge, and an absence of retro areola micro-
calcifications. Multifocality was not a cause for exclusion, provided that
all the tumour sites were distant from the areola. Invasive as well as in
situ carcinomas were included. Patients were excluded at the time of
the operation when the frozen examination of the retro areola tissue
had been positive for carcinoma: in these cases, ELIOT was not
delivered and the NAC was removed. Among the 898 cases, 98 were
excluded, mainly because of the positive extemporaneous examination Cosmetic results and sequelea were evaluated by the surgeon in
charge of the follow-up according to the scale previously mentioned. The average evaluation of the sensitivity of the areola and the
periareolar area was 2/10. Thirty per cent of the patients recovered
some kind of sensitivity in several months. The colour of the areola was
judged 8/10. The radio dystrophy was absent in most cases: 9/10. A
radio dystrophy such as telangiectasia has been observed in 5.1% of
the cases. The symmetry of the breasts was evaluated well in most Introduction
C 3. Kronowitz SJ, Robb GL: Breast reconstruction and radiation
therapy. In Advanced Therapy of Breast Disease. 2nd edition. Edited by Singletary SE, Robb GL, Hortobagyi GN. London: BC
Decker, Inc.; 2003:427-438. Conservative treatment is now well accepted for a majority of breast
cancers and is performed in around 70–80% of cases [1]. However,
mastectomy remains indicated in at least 20% of patients. An important
improvement resulted from the skin-sparing mastectomy technique,
validated by several publications [2-11]. The preservation of the skin
envelope has favoured the quality of the breast reconstruction, and
breast reconstructive surgery has made important progress, providing
more natural shape. However, despite the reconstruction, patients
often deplore a feeling of mutilation. The nipple areola complex (NAC) 4. Kronowitz SJ, Robb GL: Breast reconstruction with postmas-
tectomy radiation therapy: current issues. Plast Reconstr Surg
2004, 114:950-960. 5. Kronowitz SJ, Hunt KK, Kuerer HM, Babiera G, McNeese MD,
Buchholz TA, Strom EA, Robb GL: Delayed-immediate breast
reconstruction. Plast Reconstr Surg 2004, 113:1617-1628. 5. Kronowitz SJ, Hunt KK, Kuerer HM, Babiera G, McNeese MD,
Buchholz TA, Strom EA, Robb GL: Delayed-immediate breast
reconstruction. Plast Reconstr Surg 2004, 113:1617-1628. S7 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Figure 1 (abstract S10) and in several cases because of the poor blood supply requiring the
NAC removal. Fifty-one candidates were excluded because no
radiotherapy was delivered, most often when the blood supply was
poor and the risk of necrosis very high. Finally, 749 patients underwent
a NSM, among whom 24 had a bilateral NSM. (a) The sterile collimator of the LINAC. (b) The gauze over the areola
allows a more homogeneous distribution of the dose to the nipple and
the areola. (c) Protective lead and aluminum disks. (d) Pectoralis major
muscle. The mean patient age was 46 years (range 20–73 years). Seventy-five
per cent of the patients have a mean follow-up of 18 months (range
1–61 months). The surgical technique has already been described [20]. Breast
reconstruction was achieved with a definitive prosthesis in 689 cases
(89%) and with an expander in 185 (24%). Only six patients underwent
a reconstruction with an autologous transverse rectus abdominis
myocutaneous and one with an autologous Latissimus dorsi. Once the glandular tissue has been removed and the frozen section of
the retro areola tissue proved free of cancer, ELIOT was performed on
the NAC area. The ELIOT technique has already been described
[21-24]. Introduction
C Materials and methods NAC total necrosis was observed in 26 cases out of 773 NSMs
(3.3%). Partial necrosis was observed in 49 cases (6.3%). The NAC
was removed in 36 cases (4.6%). The definitive histology of the 773
NSMs was invasive carcinoma in 63% and in situ carcinoma in 37%. In
53 cases (6%), the definitive histology of the retro areola tissue
returned positive for carcinoma (invasive in 35 cases and in situ in 18
cases). Thirteen infections (1.6%) were observed in the immediate
postoperative period; 32 prostheses were removed (4.1%). A capsulo-
tomy has been required in 137 cases (17.7%). Figure 2 (abstract S10) Case 1. (a) Preoperative drawing and result. (b) and (c) Final result with contralateral augmentation. Case 1. (a) Preoperative drawing and result. (b) and (c) Final result with contralateral augmentation. S8 Available online http://breast-cancer-research.com/supplements/9/S1 Figure 3 (abstract S10)
C
2 ( ) Ri h NSM (b) B
i
i h TRAM fl
Figure 4 (abstract S10)
Case 3. (a) Left nipple sparing mastectomy, right prophylactic
mastectomy. (b) Bilateral reconstruction with prosthesis. Figure 4 (abstract S10) Figure 3 (abstract S10) Figure 4 (abstract S10)
Case 3. (a) Left nipple sparing mastectomy, right prophylactic
mastectomy. (b) Bilateral reconstruction with prosthesis. Case 2. (a) Right NSM. (b) Breast reconstruction with TRAM flap. Case 3. (a) Left nipple sparing mastectomy, right prophylactic
mastectomy. (b) Bilateral reconstruction with prosthesis. Case 2. (a) Right NSM. (b) Breast reconstruction with TRAM flap. longer follow-up is required to prove the efficacy of the intraoperative
radiotherapy. The dose of ELIOT chosen to reduce the recurrence risk
could be questioned [20-24]. The single application of 16 Gy
corresponds to the classic fractioned radiotherapy of 45 Gy for tumour
cells and of 70–80 Gy for late responding normal tissue. This dose
should be sufficient to sterilise more than 90% of the residual cancer
cells, and to obtain an acceptable risk (less than 5%) of severe late
complications (necrosis). However, the percentage of patients with
positive persistent carcinoma behind the NAC in our series justifies
ELIOT, although other authors advocate the possibility of NAC
preservation without ELIOT [13,26-29]. cases: 7/10. The global result was rated by the patient as 8/10 and
also as 8/10 by the surgeon (see cases 1–3, Figures 2–4). Cancer results cases: 7/10. The global result was rated by the patient as 8/10 and
also as 8/10 by the surgeon (see cases 1–3, Figures 2–4). Cancer results cases: 7/10. The global result was rated by the patient as 8/10 and
also as 8/10 by the surgeon (see cases 1–3, Figures 2–4). Cancer results Despite the frozen section performed underneath the NAC to eliminate
the cases with positive results, the final histology of the retro areola
tissue was positive in 53 (6.8%) cases, among which 35 were invasive
carcinomas (66%). However, the NAC has been preserved in most
cases when the final examination returned positive, taking into account
the intraoperative radiotherapy to avoid recurrences. The secondary
removal was due to local necrosis. Twelve local recurrences were
observed. Discussion g
g
5. Ho CM, Mak CK, Lau Y, et al.: Skin involvement in invasive
breast carcinoma: safety of skin sparing-mastectomy. Ann
Surg Oncol 2003, 10:102-107. 5. Ho CM, Mak CK, Lau Y, et al.: Skin involvement in invasive
breast carcinoma: safety of skin sparing-mastectomy. Ann
Surg Oncol 2003, 10:102-107. Our study on 773 skin-sparing mastectomies performed at the
European Institute of Oncology confirms the feasibility of the
procedure, with a majority of good results after the preservation of the
NAC. However, a partial or total NAC necrosis due to insufficient blood
supply was observed in 9.7% of the cases. Moreover, 6.6% of the final
retro areola histology return positive while it was observed negative at
the frozen section. Such results could be improved with a better
selection of the NSM, if we cancel the cases requiring an extensive
retro areola tissue removal and if we change the surgical indications of
the reconstruction in cases of large breast, more often using
autologous tissue reconstruction. Concerning the retro areola free
margins, we should verify with more accuracy the clinical proximity
between the tumour and the NAC. g
6. Carlson GW, Styblo TM, Lyles RH, et al.: Local recurrence after
skin-sparing mastectomy: tumor biology or surgical conser-
vatism? Ann Surg Oncol 2003, 10:108-112. 7. Simmons RM, Fish SK, Gayle L, et al.: Local and distant recur-
rence rates in skin-sparing mastectomy compared with non-
skin-sparing mastectomies. Ann Surg Oncol 1999, 6:676-678. 8. Slavin SA, Schnitt SJ, Duda RB, et al.: Skin-sparing mastectomy
and immediate reconstruction: oncologic risks and aesthetic
results in patients with early stage breast cancer. Plast Recon-
str Surg 1998, 102:49-62. 9. Kroll SS, Khoo A, Singletary SE, et al.: Local recurrence risk
after skin-sparing and conventional mastectomy: a 6-year
follow-up. Plast Reconstr Surg 1999, 104:421-425. A partial or global return of the NAC sensitivity was present in only
30% of the patients. As expected, the return is incomplete and takes
months to happen [25]. The risk of radio dystrophy is low with such
intraoperative radiotherapy at the level of 16 Gy. Seven per cent of the
patients had a severe or moderate radio dystrophy, but a mild
pigmentation was observed in around one-third of the women with at
least 1 year follow-up. 10. Medina-Franco H, Vasconez LO, Fix RJ, et al.: Factors associ-
ated with local recurrence after skin-sparing mastectomy and
immediate breast reconstruction for invasive breast cancer. References 1. Veronesi U, Volterrani F, Luini A, et al.: Quadrantectomy versus
lumpectomy for small size breast cancer. Eur J Cancer 1990,
26:671-673. Twenty-three cases of distant metastases and three deaths were
observed in our series. Twenty-three cases of distant metastases and three deaths were
observed in our series. 2. Carlson GW, Losken A, Moore B, et al.: Results of immediate
breast reconstruction after skin-sparing mastectomy. Ann
Plast Surg 2001, 46:222-228. The psychological study was completed for 159 patients who had at
least 1 year follow-up and who answered our questionnaire. Ninety-
seven per cent of the patients interviewed declare being very satisfied
with the appearance of the breast after the NSM. No patient regretted
having undergone reconstructive surgery, and 91.5% agreed with the
mutilation being decreased by having preserved the NAC. Similarly,
93% of women responded that conserving the nipple aided in facing
illness, and only 1.6% expressed a total dissatisfaction. 3. Carlson GW, Bostwick J, Styblo TM, et al.: Skin-sparing mastec-
tomy. Oncologic and reconstructive considerations. Ann Surg
1997, 225:570-575. 4. Peyser PM, Abel JA, Straker VF, et al.: Ultra conservative skin-
sparing ‘keyhole’ mastectomy and immediate breast and
areola reconstruction. Ann R Coll Surg Engl 2000, 82:227-235. Figure 2 (abstract S10) Two were located on the NAC and the 10 others at a
distance from the radiated area, usually in the same area of the tumour
location. Both recurrences on the NAC were a DCIS associated with a
Paget disease on the nipple. No recurrence on the NAC was observed
in the group of patients with persistent positive histology. Finally, the primary goal of the NSM is the psychological improvement
of patients requiring a mastectomy. The preliminary results of the
questionnaire report a high level of satisfaction and confirm the
psychological importance of NAC conservation. R Orecchia1,2 1Department of Radio-Oncology, European Institute of Oncology,
Milan, Italy; 2University of Milan School of Medicine, Milan, Italy g
14. Lambert PA, Kolm P, Perry RR: Parameters that predict nipple
involvement in breast cancer. J Am Coll Surg 2000, 191:354-
359. Over the past few years an increasing number of papers have appeared
in peer-reviewed journals detailing various partial breast irradiation (PBI)
approaches, utilizing high-precision external beam radiation therapy,
single-dose intraoperative radiation therapy or brachytherapy. The
concept of PBI has been associated with the use of accelerated
schedules of fractionation. More recently, several preliminary clinical
reports of retrospective series and the 5-year results of the only
randomized study from Budapest using brachytherapy have produced
significant discussion and confirmed the widespread interest toward
PBI. The comparison between the current standard with early data
coming from PBI techniques poses a dilemma as to when preliminary
results are sufficiently mature to consider a new treatment approach as
safe. 15. Gajdos C, Tartter PI, Bleiweiss IJ: Subareolar breast cancers. Am J Surg 2000, 180:167-170. 16. Vyas JJ, Chinoy RF, Vaidya JS: Prediction of nipple and areola
involvement in breast cancer. Eur J Surg Oncol 1998, 24:15-
16. 17. Laronga C, Kemp B, Johnston D, Robb GL, Singletary SE: The
incidence of occult nipple-areola complex involvement in
breast cancer patients receiving a skin sparing mastectomy. Ann Surg Oncol 1999, 6:609-613. 18. Gerber B, Krause A, Reimer T, et al.: Skin-sparing mastectomy
with conservation of the nipple-areola complex and autolo-
gous reconstruction is an oncologically safe procedure. Ann
Surg 2003, 238:120-127. PBI allows reducing the radiation field to only the initially involved
quadrant of the breast and significantly shortens the duration of
radiation therapy. This may represent the possibility of overcoming
constraints such as accessibility to the radiation therapy centres, and
the socioeconomic impact on the working life and on the personal
habits of the patient. PBI seems to have a positive impact on patients’
quality of life. Another important advantage is the avoidance of
interactions with systemic therapy that may determine delays in the
initiation or in the carrying out of the conventional treatment. g
19. Merrick HW, Battle JA, Padgett BJ, Dobelbower RR: ELIOT for
early breast cancer: a report on long-term results. Front Radiat
Ther Oncol 1997, 31:126-130. 20. S11 S11 12. Wellisch DK, Schain WS, Noone RB, Little JW 3rd: The psycho-
logical contribution of nipple addition in breast reconstruction. Plast Reconstr Surg 1987, 80:699-704. Partial breast irradiation and intraoperative
radiotherapy
O
1 2 13. Cense HA, Rutgers EJ, Lopes-Cardozo M, Van Lanschot JJ:
Nipple sparing mastectomy in breast cancer: a viable option? Eur J Surg Oncol 2001, 27:521-526. Discussion Ann Surg 2002, 235:814-819. 11. Beer GM, Varga Z, Budi S, et al.: Incidence of the superficial
fascia and its relevance in skin-sparing mastectomy. Cancer
2002, 94:1619-1625. Two in situ local recurrences were observed on the preserved NAC,
which is reassuring although the median follow-up is only 18 months. A Two in situ local recurrences were observed on the preserved NAC,
which is reassuring although the median follow-up is only 18 months. A S9 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference R Orecchia1,2 Petit JY, Veronesi U, Orecchia R, et al.: The nipple-sparing mas-
tectomy: early results of a feasibility study of a new applica-
tion of perioperative radiotherapy (ELIOT) in the treatment of
breast cancer when mastectomy is indicated. Tumori 2003, 89:
288-291. 21. DuBois J-B, Hay M, Gely S, Saint-Aubert B, Rouanet P, Pujol H:
ELIOT in breast carcinomas. Front Radiat Ther Oncol 1997, 31:
131-137. These possible benefits must be balanced with the potential risk of
recurrence within the untreated tissue in the breast receiving PBI as
well as the unknown long-term cosmetic results with the accelerated
techniques. Significant practical considerations also include the choice
of technique, interstitial brachytherapy (high dose-rate versus low dose-
rate), balloon-based brachytherapy (MammoSite®), external beam (3D-
conformal versus intensity modulated radiation therapy), and intra-
operative irradiation (electrons versus low-energy X-ray device). The
choice of the technique has an impact on the schedules and dose-rate
that can be used, on the volume that can be irradiated and on the dose
homogeneity achievable. 22. Battle JA, DuBois J-B, Merrick HW, Dobelbower RR: ELIOT for
breast cancer. In Current Clinical Oncology: Intraoperative Irradi-
ation: Techniques and Results. Edited by Gunderson LL, et al. New York: Humana Press, Inc.: 1999:521-526. 23. Veronesi U, Orecchia R, Luini A, et al.: Focalised intraoperative
irradiation after conservative surgery for early stage breast
cancer. Breast 2001, 10(Suppl 3):84-89. 24. Veronesi U, Orecchia R, Luini A, et al.: A preliminary report of
intraoperative radiotherapy (ELIOT) in limited-stage breast
cancers that are conservatively treated. Eur J Cancer 2001,
37:2178-2183. Patient selection also remains uncertain, including questions regarding
age exclusions, applicability with various primary tumour sizes,
hystopathological features, the tumour-free margin and amount of
tumour near the margins, and negative (including micrometastasis) or
positive axillary lymph node status (up to three or more). 25. Benediktsson KP, Perbeck L, Geigant E, Solders G: Touch sen-
sibility in the breast after subcutaneous mastectomy and
immediate reconstruction with a prosthesis. Br J Plast Surg
1997, 50:443-449. For this reason, data coming from the multicentric or unicentric large
phase III ongoing trials in the United States and Europe comparing
standard irradiation with the different PBI schedules and techniques will
hopefully support the movement of PBI into routine clinical practice. Issues of patient selection, target volume definition, total dose,
fractionation, and the quality assurance programme should be addressed
and defined from analysing the results of such randomized trials. q
References References Available online http://breast-cancer-research.com/supplements/9/S1 SYMPOSIUM III Basal-like breast cancer has some unique characteristics. It is the type of
breast cancer that BRCA1 mutation carriers generally develop, although
most basal-like breast cancers are sporadic. It comprises approximately
15% of all breast cancers, but is overrepresented among young African-
American women who develop breast cancer, in whom it comprises 39%. Although it does not occur at higher stages than other breast cancer
subtypes, it is usually high grade and highly proliferative, which may
explain the poor prognosis associated with this subtype in several series. Controversies in Clinical Practice (Part I) Controversies in Clinical Practice (Part I) PF Conte, V Guarneri, C Bengala 2. Colleoni M, Gelber S, Goldhirsch A, Aebi S, Castiglione-Gertsch
M, Price KN, Coates AS, Gelber RSP: International Breast
cancer Study Group: Tamoxifen after adjuvant chemotherapy
for premenopausal women with lymph node positive breast
cancer. J Clin Oncol 2006, 24:1332-1341. Division of Medical Oncology, Department of Oncology and
Hematology, University Hospital, University of Modena and Reggio
Emilia, Modena, Italy Breast Cancer Research 2007, 9(Suppl 1):S14 (doi: 10.1186/bcr1697)
Metastatic breast cancer patients represent a very heterogeneous
population and several factors are important for therapeutic decision:
patient characteristics including age, comorbidities, and performance
status, tumor biological characteristics, site and extension of metastatic
spread, prior adjuvant therapies and disease-free interval. In the past
years, adjuvant treatment has been rapidly changing as new cytotoxics,
new endocrine agents and targeted therapies are becoming the
mainstay of treatment [1]. For endocrine-sensitive breast cancer,
several large randomized trials have shown that third-generation
aromatase inhibitors, can reduce the risk of relapse of early breast
cancer in comparison with tamoxifen. Nowadays, aromatase inhibitors
administered up front, as a switch after 2–3 years of tamoxifen or as
extended treatment after 5 years of tamoxifen represent the standard
treatment in postmenopausal women. As anthracycline and taxanes are
the most active cytotoxic agents in breast cancer, anthracycline/taxane-
containing regimens are becoming the mainstay of adjuvant
chemotherapy. Finally, the growing understanding of the biology of
breast cancer cells led to identification of key molecular points that
represent possible therapeutic targets. Trastuzumab, the monoclonal
antibody against the HER-2 receptor, is approved for the treatment of
high-risk early breast cancer overexpressing HER-2 and represents the
standard treatment in these patients. With increasing use of very active
drugs in the adjuvant setting, there is a greater need for effective 3. Goldstein LJ: Controversies in adjuvant endocrine treatment of
premenopausal women. Clin Breast Cancer 2006, 6:S36-S40. 4. Kaufmann M, Jonat W, Blamey R, Cuzick J, Namer M, Fogelman I,
de Haes JC, Schumacher M, Sauerbrei W, Zoladex Early Breast
Cancer Research Association (ZEBRA) Trialists Group: Survival
analyses from the ZEBRA study. Goserelin (Zoladex) versus
CMF in premenopausal women with node positive breast
cancer. Eur J Cancer 2003, 39:1711-1717. A Howell CRUK Department of Medical Oncology, University of Manchester,
Christie Hospital NHS Foundation Trust, Manchester, UK CRUK Department of Medical Oncology, University of Manchester,
Christie Hospital NHS Foundation Trust, Manchester, UK Breast Cancer Research 2007, 9(Suppl 1):S12 (doi: 10.1186/bcr1695)
The increased risk of death from cancer in young women attests to its
aggressive nature and a greater likelihood of being oestrogen receptor
(ER)-negative. Approximately 60% of tumours are ER-positive, however,
and thus endocrine therapy is an important consideration in this group. In some countries chemotherapy alone was used for many years until
the importance of the additional therapeutic effect of amenorrhea
became evident and later, after much scepticism, tamoxifen was shown
to be effective in this group of women. Sadly this rather staccato
history of treatment has left many questions concerning endocrine
therapy in young women unanswered. For example, there have been at
least nine studies that show ovarian suppression is equivalent for
disease-free and overall survival to chemotherapy, showing equivalent
therapeutic advantage. However, the correct design of their studies
should have included a third arm of chemotherapy and ovarian ablation
and some randomisation to investigate the role of additional tamoxifen. New trials such as SOFT, TEXT and PROMISE will help answer the
question of optimal endocrine therapy ± chemotherapy in young
women and will also help decide whether aromatase inhibitors are
effective in the presence of ovarian suppression. Two further points are
important to consider. One is that chemotherapy used alone in very
young women with ER-positive disease is detrimental since they do not
have chemotherapy-induced amenorrhoea. Secondly, the value of
chemotherapy in strongly ER-positive disease is being increasingly
questioned. Treatment of metastatic disease after current
adjuvant approaches (taxanes, aromatase inhibitors,
trastuzumab) 1. Brown RJ, Davidson NE: Adjuvant hormonal therapy for pre-
menopausal women with breast cancer. Semin Oncol 2006,
33:657-663. 1. Brown RJ, Davidson NE: Adjuvant hormonal therapy for pre-
menopausal women with breast cancer. Semin Oncol 2006,
33:657-663. PF Conte, V Guarneri, C Bengala Current status of adjuvant endocrine therapy for
premenopausal patients with primary breast cancer
A H
ll p
p
p
g
yp
Given the triple-negative status of basal-like breast cancer, it cannot be
treated with ER-targeted or HER2-targeted therapies, so is primarily
treated with chemotherapy. Fortunately, advances in adjuvant therapy
appear to benefit ER-negative breast cancer even more than ER-
positive breast cancer, and women with the basal-like subtype have
similarly benefited. In addition, in cohorts of breast cancer treated with
neoadjuvant chemotherapy, the pathologic complete response to
anthracycline/taxane-based therapy was significantly higher among
basal-like breast cancers than luminal breast cancers. The women with
pathologic complete response have good outcome; the poor prognosis
of basal-like breast cancer appears to relate to a particularly high risk of
early distant relapse among those that had residual disease. Among
the targeted agents for breast cancer, bevacizumab added to paclitaxel
in a randomized phase III trial appeared to have similar benefit in the
triple-negative subset as the other breast cancer phenotypes, suggest-
ing effectiveness in basal-like breast cancer. Current investigations into
other therapeutic options for this subtype include confirmation of
effectiveness of VEGF targeting, examination of EGFR-targeted
strategies, determining whether the association of basal-like breast
cancer with BRCA1 mutations means that this DNA repair pathway is
dysfunctional in all basal-like breast cancer, and determining whether
specific chemotherapy agents have greater or lesser efficacy in this
subtype. Future studies should also focus upon identifying whether
there are particular genetic or environmental risk factors for basal-like
breast cancer that differ from other subtypes, and whether there are
metastatic or predictive signatures that can be identified within the
basal-like subtype. R Orecchia1,2 Acknowledgements The authors thank the support of the American
Italian Cancer Foundation and Associazione Italiana Ricerca sul
Cancro to the research programme of the division. For this reason, data coming from the multicentric or unicentric large
phase III ongoing trials in the United States and Europe comparing
standard irradiation with the different PBI schedules and techniques will
hopefully support the movement of PBI into routine clinical practice. Issues of patient selection, target volume definition, total dose,
fractionation, and the quality assurance programme should be addressed
and defined from analysing the results of such randomized trials. 26. Simmons RM, Brennan M, Christos P, et al.: Analysis of nipple/
areolar involvement with mastectomy: can areola be pre-
served? Ann Surg Oncol 2002, 9:165-168. 27. Chagpar AB: Skin-sparing and nipple-sparing mastectomy:
preoperative, intraoperative and postoperative considera-
tions. Am Surg 2004, 70:425-432. Acknowledgements The authors thank the support of the American
Italian Cancer Foundation and Associazione Italiana Ricerca sul
Cancro to the research programme of the division. 28. Crowe JP Jr, Kim JA, Yetman R, Bambury J, Patrick RJ, Baynes D:
Nipple-sparing mastectomy: technique and results of 54 pro-
cedures. Arch Surg 2004, 139:148-150. g
29. Simmons Rm, Hollenbeck ST, Latrenta GS: Areola-sparing mas-
tectomy with immediate breast reconstruction. Ann Plast Surg
2003, 51:547-551. S10 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference metastases. These observations have been made in a variety of tumor
types. The optimal duration of bisphosphonate therapy has not been
determined, and while the usual schedule of administration is monthly
intravenous therapy for this indication, there are ongoing trials
attempting to determine the most effective and safest schedule for
patients with bone metastases. Similar studies are ongoing for patients
with osteoporosis and osteopenia. Although bisphosphonates are very
well tolerated, the last few years have brought a number of anecdotal
reports of osteonecrosis of the jaw associated with bisphosphonate
administration. More recently, systematic retrospective analyses of
large databases have indicated a low but definite incidence of this
complication, predominantly in patients receiving third-generation,
potent bisphosphonates. These reports suggest the incidence to be in
the range of 0.1–2.0%, varying with tumor type and research methodo-
logy. There is insufficient information about prevention and manage-
ment of this condition, although risk factors include poor oral hygiene,
oral/dental interventions, increasing cumulative dose of bisphospho-
nates and duration of therapy. therapy at the time of relapse [2]. In endocrine-sensitive breast cancer,
sequencing data for anastrozole and tamoxifen have shown that
tamoxifen is likely to be effective after progression on anastrozole. Moreover, in recent years Fulvestran, a selective ER downregulator
acting as a pure antiestrogen agent, has been developed. Tamoxifen,
Fulvestran or an aromatase inactivator are possible options after failure
of adjuvant aromatase inhibitors. At present, it is not possible to define
the optimal sequence of these endocrine agents. In endocrine-resistant
disease, a treatment-free interval (TFI) >12 months after adjuvant
chemotherapy has been shown to be an important factor for
determining sensitivity to drug rechallenge. If the tumor has been
exposed to an anthracycline and a taxane in adjuvant setting and the
TFI is >12 months, the re-treatment with the same agents may be an
option [3]. If the TFI is <12 months it is preferable to use a different
agent. Capecitabine, gemcitabine and vinorelbine have demonstrated
substantial activity in metastatic breast cancer. Finally, patients with
HER2-positive tumors receiving adjuvant trastuzumab might be
refractory (primary resistance) or might become resistant (secondary
resistance) to trastuzumab. The mechanisms of primary and secondary
trastuzumab resistance are not yet fully elucidated. Lapatinib, a new
target agent that simultaneously inhibits both HER-2 and EGFR
tyrosine kinases, has been shown to be active in trastuzumab-resistant
metastatic breast cancer. References 1. Conte PF, Bengala C, Guarneri V: Controversies of chemother-
apy for the treatment of metastatic breast cancer. Eur J
Cancer 2007, Suppl 5:11-16. S16 3. Gennari A, Bruzzi P, Orlandini C, et al.: Activity of first line epiru-
bicin and paclitaxel in metastatic breast cancer is indepen-
dent of type of adjuvant therapy. Br J Cancer 2004, 90:
962-967. SYMPOSIUM IV Primary Systemic Therapy and Adjuvant Treatment Primary Systemic Therapy and Adjuvant Treatment 2. Conte PF, Guarneri V: The curability of breast cancer and the
treatment of advanced disease. Eur J Nucl Med Mol Imaging
2004, 31(Suppl 1):S149-S161. S15 Memorial Sloan-Kettering Cancer Center, New York, NY, USA
Breast Cancer Research 2007, 9(Suppl 1):S16 (doi: 10.1186/bcr1699)
Breast cancer is an increasing global public health burden with more
than 1 million new cases anticipated worldwide and more than
200,000 new cases anticipated in the United States in 2007. Screening and awareness have increased the detection of breast
cancer at its early stages where it is most curable, but many such
patients have microscopic metastatic disease even when diagnosed. The outcome for such patients can only be improved through the
effective control of this undetected systemic disease, thus motivating
adjuvant therapy. For patients with sufficient risk, based historically on
nodal status, tumor size, specific histology, and hormone receptor
status, chemotherapy can be the only option or a component of
regimens including hormonal agents and anti-HER2 drugs. Genetic
profiling is a recent addition to our risk stratification methods and can
allow for more precise selection of chemotherapy. Historical
chemotherapy regimens were largely empiric combinations of drugs
with proven activity in advanced disease. More recent advances have
been translational, with preclinical development of the taxanes leading
to their testing in the adjuvant setting and mathematical modeling
leading to improvements in the delivery of otherwise standard agents. Despite this mixture of empiricism and translational research, adjuvant
chemotherapy is highly effective, particularly in selected subsets of
patients, such as those with no expression of hormone receptors. Building on the demonstration of activity for the humanized monoclonal
anti-HER2 antibody (trastuzumab) as adjuvant treatment, newer HER2
targeting drugs are in development and will be tested in this setting
(lapatinib). For the majority of tumors lacking overexpression of HER2,
planned research focuses on anti-angiogenic agents (bevacizumab). For many patients, an optimized chemotherapy plan (that is, dose- Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Moreover, several new agents targeting
HER-2 are currently under clinical development. There are no data on
rechallenge with trastuzumab in patients who had received this agent
as adjuvant treatment and relapsed after a long TFI, and this issue is a
new area of research. There is much interest and ongoing trials to define the role of
bisphosphonates in the preventive treatment of primary breast cancer. Whether bisphosphonates can prevent osseous metastases or not,
emerging information about their use in treatment-induced bone loss
might lead to the incorporation of these agents into the combined
modality management of primary breast cancer anyway. This makes the
determination of therapeutic benefit, optimal dose and schedule of
administration very important. Triple-negative (basal-like) breast cancer: a new entity
LA C Hematology/Oncology Department, University of North Carolina,
Chapel Hill, NC, USA Breast Cancer Research 2007, 9(Suppl 1):S13 (doi: 10.1186/bcr1696) Breast Cancer Research 2007, 9(Suppl 1):S13 (doi: 10.1186/bcr1696) , (
pp
)
(
)
Unsupervised gene expression array profiling has provided biological
evidence for the heterogeneity of breast cancer through the identification
of intrinsic subtypes such as luminal A, luminal B, HER2+/ER– and the
basal-like subtype. The basal-like subtype is characterized by low
expression of both the ER and HER2 clusters of genes, so is typically
ER-negative, PR-negative, and HER2-negative on clinical testing; for this
reason, it is often referred to as ‘triple-negative’ breast cancer. , (
pp
)
(
)
Unsupervised gene expression array profiling has provided biological
evidence for the heterogeneity of breast cancer through the identification
of intrinsic subtypes such as luminal A, luminal B, HER2+/ER– and the
basal-like subtype. The basal-like subtype is characterized by low
expression of both the ER and HER2 clusters of genes, so is typically
ER-negative, PR-negative, and HER2-negative on clinical testing; for this
reason, it is often referred to as ‘triple-negative’ breast cancer. S11 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Preoperative systemic treatment for operable
disease: biological correlates of response to
neoadjuvant treatment
GN Hortobagyi Methods The results of key randomised trials addressing these issues
are reviewed. Results In the P24 trial for patients not suitable for conservative
surgery, neoadjuvant letrozole was shown to achieve a significantly
greater clinical overall response rate than tamoxifen (56% versus 36%,
P < 0.001) and a significantly better incidence of breast-conserving
surgery (45% versus 35%, P = 0.02). In the IMPACT trial, neoadjuvant
anastrozole was compared with tamoxifen and the combination (three
arms, equivalent to adjuvant ATAC). No significant difference in clinical
overall response was seen between the three arms although breast-
conserving surgery was considered feasibly significantly more often
with anastrozole (46%) than with tamoxifen (22%) or with the
combination (26%) (P = 0.03). In the PROACT trial, neoadjuvant
anastrozole achieved a higher clinical overall response rate than
tamoxifen (50% versus 40%) but this difference was not significant (in
the endocrine therapy alone group – excluding patients also treated
with chemotherapy). Breast-conserving surgery was achieved signifi-
cantly more often with anastrozole (43% versus 31% P = 0 04) Results In the P24 trial for patients not suitable for conservative
surgery, neoadjuvant letrozole was shown to achieve a significantly
greater clinical overall response rate than tamoxifen (56% versus 36%,
P < 0.001) and a significantly better incidence of breast-conserving
surgery (45% versus 35%, P = 0.02). In the IMPACT trial, neoadjuvant
anastrozole was compared with tamoxifen and the combination (three
arms, equivalent to adjuvant ATAC). No significant difference in clinical
overall response was seen between the three arms although breast-
conserving surgery was considered feasibly significantly more often
with anastrozole (46%) than with tamoxifen (22%) or with the
combination (26%) (P = 0.03). In the PROACT trial, neoadjuvant
anastrozole achieved a higher clinical overall response rate than
tamoxifen (50% versus 40%) but this difference was not significant (in
the endocrine therapy alone group – excluding patients also treated
with chemotherapy). Breast-conserving surgery was achieved signifi-
cantly more often with anastrozole (43% versus 31%, P = 0.04). The optimum duration of neoadjuvant endocrine therapy prior to
surgery has not been established but circumstantial evidence suggests
that it is at least 4 months, and probably longer. In the P24 trial and the IMPACT trial, patients with higher levels of ER
expression had a significantly higher chance of clinical response. Likewise in both trials, aromatase inhibitors appeared strikingly more
effective than tamoxifen in the subgroup of patients with HER2-
positive, ER-positive tumours. EP Winer Dana-Farber Cancer Institute and Harvard Medical School, Boston,
MA, USA Dana-Farber Cancer Institute and Harvard Medical School, Boston,
MA, USA Breast Cancer Research 2007, 9(Suppl 1):S17 (doi: 10.1186/bcr1700)
Approximately 75% of all breast cancer is hormone receptor positive
and the majority arises in postmenopausal women. In the United States
alone, there are over 100,000 women annually who are diagnosed with
postmenopausal hormone-receptor-positive disease. Adjuvant hormonal
therapy substantially decreases a woman’s risk of developing recurrent
breast cancer and improves overall mortality. For almost two decades,
a 5-year course of tamoxifen was the standard treatment offered to
almost all women with hormone-receptor-positive disease. Over the
past decade, the aromatase inhibitors have emerged as highly effective
agents in the treatment of hormone-receptor-positive breast cancer. Multiple large trials including 25,000 women have assessed the role of
the aromatase inhibitors in the adjuvant setting. These studies have
demonstrated that the use of an aromatase inhibitor, either in place of
tamoxifen or following a 2-year to 5-year course of tamoxifen, will
reduce the risk of disease recurrence compared with the use of a
5-year course of tamoxifen alone. To date, these studies have not
demonstrated a substantial improvement in overall survival, but the
follow-up was relatively short. The optimal treatment approach has not
been identified. Recently completed and ongoing trials are comparing a
5-year course of an aromatase inhibitor with the use of sequential
therapy. Given the natural history of hormone-receptor-positive breast
cancer, there is also great interest in treatment strategies that extend
beyond 5 years. The toxicity profile of the aromatase inhibitors differs
from tamoxifen, and these differences need to be considered in making
clinical decisions. Ultimately, it is probable that different treatment
approaches will be appropriate for different women based on tumor
biology, pharmacogenetic variability, and susceptibility to side effects. Neoadjuvant endocrine therapy: clinical and
biological issues
IE Smith The Royal Marsden Hospital and Institute of Cancer Research,
London, UK The Royal Marsden Hospital and Institute of Cancer Research,
London, UK Breast Cancer Research 2007, 9(Suppl 1):S19 (doi: 10.1186/bcr1702)
Background Neoadjuvant endocrine therapy is being increasingly
used with two aims: to downstage cancers and reduce the need for
mastectomy; and to establish short-term clinical and/or biological
surrogate endpoints predicting for long-term outcome. Present and future role of bisphosphonates in
treatment
GN Hortobagyi Department of Breast Medical Oncology, The University of Texas MD
Anderson Cancer Center, Houston, TX, USA Breast Cancer Research 2007, 9(Suppl 1):S15 (doi: 10.1186/bcr1698)
Bone metastases are part of a spectrum of conditions based on
dysregulated osseous metabolism. Metastatic cancer cells activate
osteoclasts, both directly, by producing and releasing local humoral
factors that result in osteoclast activation, and by activating osteo-
blasts, which in turn further affect osteoclast activity. Activated osteo-
clasts, when uncoupled and unbalanced from osteoblast activity, result
in net excess bone resorption, resulting in bone loss and eventually lytic
or mixed metastatic lesions. Therefore, the osteoclast, and the humoral
activation system that leads to osteoclast recruitment and activation
have become the major targets for developing therapies active in bone
metastases. Bisphosphonates are potent osteoclast inhibitors and
interfere with recruitment of osteoclast precursors, activation and
release of bone resorbing substances. Bisphosphonates represent the
treatment of choice for osteoporosis. They might also have weak, but
direct, antitumor effects. As single agents, bisphosphonates relieve
pain, and reduce the skeletal complication rate associated with bone
metastases. Prospective randomized trials have clearly demonstrated
that when added to standard antitumor therapy, bisphosphonates
reduce skeletal morbidity, fractures, pain and analgesic requirements,
as well as the need for radiotherapy or orthopedic interventions. Bisphosphonates also increase the time to first skeletal event, thus
extending the complication-free survival of patients with bone S12 Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 dense administration of anthracyclines and taxanes) combined with
appropriate targeted agents is likely to offer even larger improvements
in outcomes than those already achieved. widely accepted that the magnitude of benefit from chemotherapy is
proportionately more modest for patients with ER+ tumors than for
ER– tumors. This is dramatically expressed in preoperative trials, where
the pathological complete remission (pCR) rate is fourfold to sixfold
higher for ER– BC than for ER+ BC. Similar variation in the pCR rate is
observed by grade. More recent reports have indicated that the pCR
rate was very low for invasive lobular cancers (almost always ER+)
compared with invasive ductal cancers. Paradoxically, although pCR
identifies a group of patients with improved survival compared with
patients who do not achieve pCR, patient groups with lower pCR rates
(those with ER+ tumors, those with low grade or lobular cancer) have
better overall survival than those who tend to have higher pCR rates. This observation emphasizes the importance of understanding the
biological heterogeneity of BC, and parallels the observations made in
lymphoma over the past several decades: high-grade lymphomas
respond more readily to chemotherapy but have lower survival rates in
early follow-up than low-grade lymphomas. Studies based on gene
expression profiling in BC have confirmed the existence of at least
three distinct forms of BC: ER+/HER2–, HER2+, and ‘triple-negative’. These three groups differ by much more than the individual gene (ER or
HER2) expression, and their clinical course and responsiveness to
different treatments is quite different too. Thus, HER2+ and triple-
negative tumors achieve a high pCR rate (40–50%) with standard
combinations, while ER+/HER2– tumors do not (pCR rate <10%). There are other ramifications to drug sensitivity, and, most importantly,
gene profiling leads to the identification of potential new targets for
therapeutic intervention. Validation of such novel targets and
development of specific therapeutics might be the best legacy of
neoadjuvant treatment. H Cortés-Funes Hospital Universitario 12 de Octubre, Madrid, Spain Hospital Universitario 12 de Octubre, Madrid, Spain
Breast Cancer Research 2007, 9(Suppl 1):S22 (doi: 10.1186/bcr1705)
Vascular endothelial growth factor (VEGF), a potent angiogenic factor,
has been reported to be associated with a poor prognosis in primary
breast cancer and other solid tumours [1]. VEGF was observed to be one
of the most important mediators of tumour angiogenesis in human breast
cancer and was the only one linked to poor relapse-free survival [2]. VEGF affects tumour growth and metastasis in many forms of breast
cancer, including invasive/noninvasive, node-negative/node-positive,
inflammatory and metastatic disease. Also, VEGF expression has been
observed across a number of disease-related variables, including
hormonal and HER-2 status. Hospital Universitario 12 de Octubre, Madrid, Spain
Breast Cancer Research 2007, 9(Suppl 1):S22 (doi: 10.1186/bcr1705)
Vascular endothelial growth factor (VEGF), a potent angiogenic factor,
has been reported to be associated with a poor prognosis in primary
breast cancer and other solid tumours [1]. VEGF was observed to be one
of the most important mediators of tumour angiogenesis in human breast
cancer and was the only one linked to poor relapse-free survival [2]. VEGF affects tumour growth and metastasis in many forms of breast
cancer, including invasive/noninvasive, node-negative/node-positive,
inflammatory and metastatic disease. Also, VEGF expression has been
observed across a number of disease-related variables, including
hormonal and HER-2 status. Specific issues relating to chemotherapy for MBC include the
following. There is evidence from older trials supporting the principle
that endocrine therapy should be used before chemotherapy in
patients with nonlife-threatening hormone-receptor-positive disease. Patients whose primary is HER2-unknown should have this checked at
the time of relapse to determine whether trastuzumab should be given
in addition to chemotherapy. Ideally, patients with primary HER2-
negative disease should have metastatic disease rechecked since
there is evidence of HER2-positive conversion in up to 25% of such
patients. The choice of combination versus single-agent sequential
chemotherapy is a complex one. The weight of current evidence
suggests no significant survival difference with the combination, and
this may be associated with more toxicity. There is no absolute answer
here; choice depends on the nature of the drugs being used. A complex relationship between oestrogen, the oestrogen-receptor
subtypes, and VEGF has been seen in preclinical breast cancer
models. Oestrogen modulates VEGF expression at the gene
transcriptional level [3]. Advances in Metastatic Disease Advances in Metastatic Disease Advances in Metastatic Disease SYMPOSIUM VI Targeted Therapy: Present and Future Targeted Therapy: Present and Future Conclusion These results suggest that neoadjuvant endocrine therapy
is an effective clinical strategy to reduce the need for mastectomy in
postmenopausal women with large hormone receptor-positive breast
cancer. Short-term changes in molecular markers may be superior to
clinical response in predicting long-term outcome, and this hypothesis
is being further tested in a large prospective randomised trial. Targeted Therapy: Present and Future Preoperative systemic treatment for operable
disease: biological correlates of response to
neoadjuvant treatment
GN Hortobagyi Department of Breast Medical Oncology, The University of Texas MD
Anderson Cancer Center, Houston, TX, USA Breast Cancer Research 2007, 9(Suppl 1):S18 (doi: 10.1186/bcr1701)
Experiments on preclinical models have suggested that preoperative
introduction of chemotherapy of endocrine therapy can improve
survival by abrogating a postsurgical growth spurt and by addressing
micrometastatic disease at an earlier stage than when given post-
operatively. Clinical trials have not confirmed this hypothesis, although
they have demonstrated that preoperative systemic therapy reduced
the overall tumor burden, expanded the indications for breast-
conserving surgery to patients with more advanced disease, and
provided an in vivo assessment of response that facilitated the safe
and effective administration of systemic treatment. Preoperative
administration of systemic therapy also provides an improved
investigational model, since sequential monitoring with the primary
tumor in situ offers the opportunity for multiple biopsies to monitor the
biological effects of treatment. Large randomized trials have shown
preoperative chemotherapy to be at least equivalent in disease-free
and overall survival to the same chemotherapy administered
postoperatively. Emerging data suggest, however, that the effects of
systemic therapy in general, and preoperative therapy in particular, vary
with different subclasses of breast cancer (BC). The first such
observations were based on the estrogen receptor (ER). It is now S13 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference reast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Multiple lines of chemotherapy are now available for MBC. Current
evidence suggests that it is only worth proceeding to third-line
treatment if there has been a response to first-line and/or second-line
therapy. New drug trials are appropriate for fit patients who have failed
two lines of conventional therapy, and sometimes earlier than this in
patients with nonlife-threatening disease. In the IMPACT trial, the change in proliferation rates after 2 weeks of
treatment as measured by Ki67 was significantly greater for
anastrozole than for tamoxifen or the combination, reflecting results in
the adjuvant ATAC trial, and suggesting that Ki67 might be a better
marker for long-term outcome than clinical response. Likewise, long-
term follow-up of the IMPACT trial showed that the absolute level of
Ki67 suppression after 2 weeks of neoadjuvant endocrine therapy
significantly correlated with long-term disease-free survival outcome,
and more so than baseline pre-treatment Ki67. Changes in expression
of >2,800 genes were observed after 2 weeks of aromatase inhibitor
therapy. Epigenetics of breast cancer
M Esteller Cancer Epigenetics Laboratory, Spanish National Cancer Centre
(CNIO), Madrid, Spain Cancer Epigenetics Laboratory, Spanish National Cancer Centre
(CNIO), Madrid, Spain Breast Cancer Research 2007, 9(Suppl 1):S21 (doi: 10.1186/bcr1704)
In breast cancer there is a global 40% loss of methylated cytosine, but
DNA hypermethylation indicates which genes are turned off in tumors
and tumor cell lines. Every tumor type has its own pattern of hyper-
methylation. Genes important in familial breast cancer are also
epigenetically silenced. In sporatic tumors, BRCA1 expression was
wiped out by a combination of loss of heterozygosity (gene deletion)
and epigenetic silencing (hypermethylation). In familial BRCA1 tumors,
hypermethylation occasionally serves as an alternate mechanism for the
‘second hit’, when there was not loss of heterozygosity. Other known
cancer genes are hypermethylated in breast cancers, such as those
that affect cell cycle (p16 INK4a), and hormone receptors (ER, PR). New epigenomic approaches revealed the novel importance of
potential tumor suppressor genes, such as the prolactin receptor and
WRN, the Werner syndrome gene associated with premature aging
and increased cancer risk, which is silenced in a subset of breast
cancers. In addition to direct DNA hypermethylation, modification of
histones is another epigenetic mechanism with implications in breast
cancer. Overall, there is global loss of monomethylation and trimethy-
lation of histone H4 in cancer. New epigenetic drugs targeting DNA
methylation and histone deacetylation are in development for the
treatment of breast cancer. Present and future roles of bevacizumab in breast
cancer Symptom improvement has been shown to correlate with response rate
in one trial but this important endpoint is not used often enough. Quality-of-life endpoints are appropriate in principle, but in reality many
trials have shown a poor correlation with outcome, suggesting that this
tool may be relatively insensitive in this context. Time to disease
progression is a much used and important endpoint because it takes
into account the fact that symptom relief and prolonged survival relate
not just to patients achieving objective response, but also to those with
minor response or stable disease. The Royal Marsden Hospital and Institute of Cancer Research,
London, UK The Royal Marsden Hospital and Institute of Cancer Research,
London, UK Many different cytotoxic agents are currently available for the treatment
of metastatic breast cancer (MBC), and multiple factors determine the
choice of treatment. These include previous adjuvant therapy, tumour
characteristics (for example, molecular receptors, sites of relapse),
patient characteristics (for example, performance status, age) and
patient preference. p
p
The aims of treatment with chemotherapy for MBC are: to prolong
survival; to relieve symptoms; to improve and maintain quality of life;
and to delay disease progression. Only a small minority of MBC chemotherapy trials has shown a
significant survival benefit, and to some extent this is explained by the
multiple lines of potential further therapy following completion of the
trial. Survival is therefore an uncertain endpoint in MBC trials. Available online http://breast-cancer-research.com/supplements/9/S1 Investigators will assign patients to a chemotherapy
regimen, including specified regimens of anthracycline-based combina-
tion chemotherapy, taxane (docetaxel or Abraxane™) every 3 weeks, or
Xeloda. Patients are then randomized to receive bevacizumab
(15 mg/kg every 2 weeks) or placebo. Another combination that is also
being explored is bevacizumab plus trastuzumab. There is a strong
rational for combining both antibodies as the different factors that
bevacizumab and trastuzumab inhibit play important roles in tumour
growth and progression. It has been shown that activation of the HER
family of receptors induces VEGF expression and angiogenesis in
cancer cell models [13]. These observations suggest that combined
inhibition of VEGF and HER2 may enhance antitumour activity. y p
p
Bevacizumab has since been studied in several phase II trials with
different chemotherapy regimens (docetaxel, vinorelbine), targeted agents
(trastuzumab, erlotinib) and hormonal therapies (letrozol), showing
encouraging results and acceptable toxicity profiles in these combinations. Nowadays, there is evidence for efficacy of bevacizumab from two
phase III trials (AVF2119g and E2100). The first phase III trial
published (AVF2119g) compared a combination of bevacizumab
(15 mg/kg every 3 weeks plus capecitabine 2,500 mg/m2 daily for
2 weeks of a 3-week cycle) versus capecitabine alone. A total of 462
women with MBC previously treated with an anthracycline and a taxane
were randomized to any of the study arms. The primary study endpoint
was progression-free survival (PFS) and secondary endpoints included
the OR rate, DR and OS. There was no significant difference in PFS
between the two arms. The proportion of progression-free patients at 6
months was 33.8% for the Xeloda-alone arm and 33.0% for the Xeloda
plus bevacizumab arm. Median PFS was 4.17 and 4.86 months,
respectively (HR = 0.98, P = 0.857). Overall survival data for the
Xeloda-alone arm (14.5 months) compared with the Xeloda plus
bevacizumab arm (15.1 months) was also not significant. Although the
addition of bevacizumab to capecitabine did improve PFS nor OS,
there was a significant increase in the OR rate in the capecitabine plus
bevacizumab arm compared with the capecitabine-only arm when the
data were analysed both by investigators (30.2% versus 19.1%;
P = 0.006) and by an independent review facility (19.8% versus 9.1%;
P = 0.001). However, no significant differences in PFS or in OS were
found between the two arms. Available online http://breast-cancer-research.com/supplements/9/S1 In multiple prospective and retrospective studies assessing blood and
tumour samples in lung cancer patients, VEGF and angiogenesis have
been associated with larger tumour size, increased rate of metastasis,
recurrence of disease and poorer overall and disease-free survival [5-7]. Bevacizumab is a humanized recombinant antibody that prevents
VEGF receptor binding, and inhibits angiogenesis and tumour growth. In patients receiving an irinotecan plus fluorouracil/leucovorin regimen
for first-line treatment of metastatic colorectal cancer, the addition of
bevacizumab significantly increased overall survival. In the second-line
treatment of advanced colorectal cancer, patients who received
bevacizumab in combination with a fluorouracil/leucovorin plus
oxaliplatin (FOLFOX4) regimen had an overall survival time 2 months
longer than that in patients receiving FOLFOX4. Another reason could be that patients were heavily pretreated, having
received both an anthracycline and a taxane prior to entering the trial. received both an anthracycline and a taxane prior to entering the trial. The other phase III trial (E2100) is an ongoing open-label, phase III trial
in which bevacizumab is being evaluated in combination with weekly
paclitaxel as first-line therapy for MBC. Patients recruited to this trial
are less heavily pretreated than patients in AVF2119g. A total of 722
patients have been randomized to one of two arms: paclitaxel
90 mg/m2 alone every week for 3 weeks followed by 1 week without
treatment or paclitaxel plus bevacizumab 10 mg/kg every 2 weeks. No
crossover is permitted in this trial. p
The objectives are to compare PFS, the OR rate and OS between the
arms. Preliminary results from the first preplanned interim analysis
showed a significant increase in median PFS in patients receiving
bevacizumab plus paclitaxel compared with paclitaxel alone (11.4
versus 6.11 months; P < 0.0001). This PFS result was obtained
following 89% of the required events. The OR rate for all patients was
29.9% (bevacizumab/paclitaxel) versus 13.8% (paclitaxel) (P < 0.0001),
and was 37.7% (bevacizumab/paclitaxel) versus 16% (paclitaxel)
(P < 0.0001) for patients with measurable disease only. The survival
data are still immature [12]. Bevacizumab has been tested in many tumours, proving efficacy when
added to almost any chemotherapy regimen. It has been hypothesized
that there are three main mechanisms by which bevacizumab exerts its
antitumour activity: regression of existing tumour microvasculature,
normalization of surviving mature tumour vasculature and inhibition of
vessel regrowth and neovascularization as an effect with continuous
treatment [8]. Available online http://breast-cancer-research.com/supplements/9/S1 Differences in the patient populations may help to explain the
differences in results between the two phase III trials. Trial AVF2119
included a higher proportion of patients who had received chemo-
therapy, including those who had received both an anthracycline and a
taxane. A greater number of HER2-positive patients were also enrolled
in AVF2119, most of whom had previously received trastuzumab. Based on preclinical findings that have shown the activity of
bevacizumab in breast cancer, bevacizumab monotherapy was tested
in a phase I/II dose escalation trial (AVF0776g) in metastatic breast
cancer (MBC) with three doses (3, 10 and 20 mg/kg every 2 weeks) in
75 patients who had relapsed following at least one conventional
chemotherapy regimen for metastatic disease. Combining data from
the three arms, the overall response (OR) rate was 6.7%, the median
duration of response (DR) was 5.6 months and overall survival (OS)
was 10.2 months. Bevacizumab was well tolerated although four
patients presented with headache with nausea and vomiting at the
higher dose (dose limiting toxicity). Comparison of data from the three
study arms indicated that a bevacizumab dose of 10 mg/kg every
2 weeks produced the best therapeutic ratio in this population of
heavily pretreated patients [9]. Trial AVF2119 patients were generally more heavily pretreated than
those enrolled in the E2100 trial. This may partly explain why the
significant response rate improvement seen in this trial did not translate
into a PFS benefit. Showing these results, it can be hypothesized that
bevacizumab should be used as early as possible to obtain the
maximum benefit. There are many other ongoing phase III trials that are testing the use of
bevacizumab in combination with standard chemotherapy regimens. bevacizumab in combination with standard chemotherapy regimens. The AVADO trial is an ongoing randomized, double-blind, placebo-
controlled, multicentre phase III trial that will randomize 705 patients to
receive docetaxel at a dose of 100 mg/m2 every 3 weeks with either
placebo, bevacizumab 7.5 mg/kg or bevacizumab 15 mg/kg. The
primary trial endpoint will be PFS. Secondary endpoints will include the
OR rate, duration of response, time to treatment failure, overall survival,
safety and quality of life. Another trial exploring bevacizumab in
combination with standard regimens is the RIBBON-1 study, a phase III
trial to be conducted in countries worldwide that will investigate further
combinations of bevacizumab and chemotherapy. The primary trial
endpoint is PFS. H Cortés-Funes VEGF expression in breast cancer cells
promotes oestrogen-independent tumour growth in ovariectomized
mice and VEGF-stimulated neovascularization, and contributed to
tumour growth in both oestrogen-treated and nonoestrogen-treated
mice. Tumour growth was highest in VEGF-expressing mice treated
with oestrogen [4]. S14 Available online http://breast-cancer-research.com/supplements/9/S1 The combination was found to be well
tolerated, with no increase in the frequency or severity of capecitabine-
related adverse events in the bevacizumab-containing arm [10]. In this
study, although the addition of bevacizumab to capecitabine did not
improve PFS (the primary endpoint), the OR rate doubled. y
y
The feasibility of combining bevacizumab with trastuzumab was
evaluated in the phase I, open-label AVF2473s trial. A total of nine
patients with HER2-positive advanced or MBC were treated in one of
three cohorts. Data from this trial led to the recommendation of
bevacizumab 10 mg/kg every 2 weeks for use in combination with
trastuzumab 2 mg/kg weekly (after a loading dose of 4 mg/kg) in phase
II trials. The maximum tolerated dose was not reached. Analyses of
pharmacokinetic
parameters
showed
that
coadministration
of
bevacizumab and trastuzumab does not alter the pharmacokinetics of
either agent, indicating no interaction between the two agents. The
combination was well tolerated, with no grade 3/4 adverse events [14]. Recently presented at the San Antonio Breast Cancer Symposium
2006 have been the first efficacy data from an ongoing, There have been a number of reasons hypothesized that could explain
these observations. First of all, it has been demonstrated that VEGF
inhibition is more effective in earlier disease, since in advanced disease
there are also other angiogenic factors that are overexpressed [11]. S15 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference in order to compare tumour angiogenesis in patients given
bevacizumab and placebo. nonrandomized, open-label, uncontrolled, phase II study trial
(TORI-B-03) that explores the combination of bevacizumab plus
trastuzumab for the first-line treatment of Her2-positive locally
recurrent, surgically unresectable, or metastatic breast cancer. The
interim data of 37 patients showed that the combination of both
targeted agents induces an overall response rate of 54% with an
acceptable safety profile without inducing the typical chemotherapy-
related side effects. Other trial objectives include investigation of the clinical benefit of
adding bevacizumab to TAC in the neoadjuvant setting. Parameters to
be evaluated are the clinical objective response rate (complete
response plus partial response), pathologic complete response rate
and rate of breast-conserving surgery. As wound-healing complications
have previously been reported in bevacizumab clinical trials, the effect
of bevacizumab on postsurgical wound-healing will also be investigated
as well as the rate of cardiac heart failure. Available online http://breast-cancer-research.com/supplements/9/S1 There is currently running a phase III trial of bevacizumab, docetaxel
and trastuzumab (AVEREL) in patients with previously untreated,
HER2-positive MBC: 320 patients will be randomized to receive either
docetaxel and trastuzumab or docetaxel, trastuzumab and bevacizumab
until disease progression. Patients from the control arm will not be
permitted to crossover to receive bevacizumab upon progression. The
primary trial endpoint is PFS. Other endpoints include response rate,
duration of response, OS and safety. The most successful use of antiangiogenic therapy has been predicted
to be in the adjuvant treatment, and there is a clear biologic basis and
rationale for exploring bevacizumab in this clinical setting. A large
proportion of patients with breast cancer have been reported to have
primary tumours that overexpress VEGF, and overexpression of VEGF
is associated with increased rates of relapse [18]. The trials planned
with bevacizumab in the adjuvant setting will confirm the efficacy of
adding an antiangiogenic therapy to standard combinations. There is also evidence from phase II trials proving the efficacy of
adding bevacizumab to other agents such as vinorelbine, erlotinib or
letrozol. All this combinations have demonstrated encouraging results
with acceptable toxicity profiles that warrant further exploration. The data from the trials currently ongoing will tell us the efficacy of
combining bevacizumab with other drugs used in the metastatic
setting, besides docetaxel or capecitabine, the exact role of
bevacizumab in neoadjuvant and adjuvant settings, and perhaps it will
be possible to identify which patients are most likely to benefit from
VEGF-targeted therapies. Besides the use of bevacizumab in the metastatic setting, it has been
hypothesized that the greater benefit could be obtained when used in
earlier stages. The progression of breast cancer is accompanied by the
production of a wide array of proangiogenic growth factors that
promote and support tumour growth. When tumours are small they
secrete VEGF, which acts as a paracrine factor to induce endothelial
cell proliferation and blood vessel formation, mediating tumour
progression. As the tumour develops further, additional factors are also
secreted [15]. This evidence suggests that the inhibition of VEGF may
be more beneficial in earlier stages, as neoadjuvant or adjuvant
treatment. There are many trials, planned and ongoing, exploring
bevacizumab in the neoadjuvant setting. An ongoing, phase II trial of
bevacizumab in combination with docetaxel in the neoadjuvant setting
(AVF2307s) is being conducted in patients with locally unresectable
breast cancer with or without metastasis. References References
1. Foekens JA, et al.: Cancer Res 2001. 2. Relf M, et al.: Cancer Res 1997. 3. Buteau H, et al.: Cancer Res 2002. 4. Guo P, et al.: Cancer Res 2003. 5. Macchiarini P, et al.: Ann Thorac Surg 1994. 6. Lucchi M, et al.: Eur J Cardiothorac Surg 1997. 7. Yuan A, et al.: Int J Cancer Pred Oncol 2000. 8. Gerber H, et al.: Cancer Res 2005. 9. Cobleigh MA, et al.: Semin Oncol 2003. 10. Miller KD, et al.: J Clin Oncol 2005. 11. Relf M, et al.: Cancer Res 1997. 12. Miller KD, et al.: Breast Cancer Res Treat 2005. 13. Russell KS, et al.: Am J Physiol 1999. 14. Pegram M, et al.: Breast Cancer Res Treat 2004. 15. Relf M, et al.: Cancer Res 1997. 16. Lyons JA, et al.: J Clin Oncol 2006. 17. Lyons JA, et al.: J Clin Oncol 2006. 18. Linderholm BK, et al.: Clin Breast Cancer 2003. 1. Foekens JA, et al.: Cancer Res 2001. 5. Macchiarini P, et al.: Ann Thorac Surg 1994. 6. Lucchi M, et al.: Eur J Cardiothorac Surg 1997. 7. Yuan A, et al.: Int J Cancer Pred Oncol 2000. 8. Gerber H, et al.: Cancer Res 2005. 9. Cobleigh MA, et al.: Semin Oncol 2003. 10. Miller KD, et al.: J Clin Oncol 2005. 11. Relf M, et al.: Cancer Res 1997. 12. Miller KD, et al.: Breast Cancer Res Treat 2005. 13. Russell KS, et al.: Am J Physiol 1999. 14. Pegram M, et al.: Breast Cancer Res Treat 2004. 15. Relf M, et al.: Cancer Res 1997. 16. Lyons JA, et al.: J Clin Oncol 2006. 17. Lyons JA, et al.: J Clin Oncol 2006. y
18. Linderholm BK, et al.: Clin Breast Cancer 2003. Available online http://breast-cancer-research.com/supplements/9/S1 Patients receive bevacizumab
10 mg/kg every 2 weeks and docetaxel 35 mg/m2 weekly for the first
6 weeks of an 8-week cycle. After two cycles, patients with stable
disease or response, undergo surgery and radiotherapy, followed by
further chemotherapy (not containing bevacizumab). The study
objectives are to evaluate the efficacy and safety of neoadjuvant
bevacizumab with docetaxel in breast cancer patients. Preliminary
efficacy data showed that bevacizumab plus docetaxel reduces tumour
vascular permeability and microvessel density [16]. Combined
response data for both study arms revealed seven complete responses
(14.3%), 32 partial responses (65.3%), five patients with stable
disease and a further five with progressive disease. This gave an OR
rate of 79.6%, with no difference between the study arms. Both PFS
and OS were 40 months in the docetaxel arm and neither had been
reached in the docetaxel plus bevacizumab arm [17]. TORI-B-02 is a
phase II neoadjuvant trial currently being conducted at the University of
California, Los Angeles. A total of 90 patients are being enrolled into
four different treatment arms, in order to compare two different
bevacizumab doses with placebo: Arm 1: bevacizumab 7.5 mg/kg,
followed by six cycles of bevacizumab 7.5 mg/kg in combination with
TAC (docetaxel, doxorubicin and cyclophosphamide) every 3 weeks;
Arm 2: placebo 7.5 mg/kg, followed by six cycles of placebo 7.5 mg/kg
in combination with TAC every 3 weeks; Arm 3: bevacizumab
15 mg/kg, followed by six cycles of bevacizumab 15 mg/kg in
combination with TAC every 3 weeks; and Arm 4: placebo 15 mg/kg,
followed by six cycles of placebo 15 mg/kg in combination with TAC
every 3 weeks. Then, 28–42 days after receiving chemotherapy, patients
eligible for surgery will undergo resection. After either receiving surgery
or completing chemotherapy, patients in Arms 1 and 3 will receive
bevacizumab at their previous dose until disease progression. Patients
in Arms 2 and 4 will not receive further therapy before disease progres-
sion. The primary objectives of the TORI-B-02 trial are to evaluate the
safety and toxicity of bevacizumab given as preoperative therapy to
patients with stage II/III breast cancer in combination with the TAC
regimen. Analysis of changes in HIF-1α levels will also be carried out, Prognostic factors for the node-negative breast
cancers Prognostic factors for the node negative breast
cancers
B-W Park, J-H Kim, K-S Kim, KS Lee
Yonsei University College of Medicine, Seoul, Korea
Breast Cancer Research 2007, 9(Suppl 1):P1 (doi: 10.1186/bcr1707) B-W Park, J-H Kim, K-S Kim, KS Lee
Yonsei University College of Medicine, Seoul, Korea
Breast Cancer Research 2007, 9(Suppl 1):P1 (doi: 10.1186/bcr1707) B-W Park, J-H Kim, K-S Kim, KS Lee Yonsei University College of Medicine, Seoul, Korea Cancer Research 2007, 9(Suppl 1):P1 (doi: 10.1186/bcr1707) Objective The proportion of node-negative breast cancer patients has
been increasing with improvement of diagnostic modalities and early
detection. However, there is a 20–30% recurrence in node-negative
breast cancer. To identify the prognostic factors for node-negative
breast cancers, we studied the impact of many clinico-pathologic para-
meters on the outcome of the node-negative breast cancer patients. Methods The data of 1,110 node-negative breast cancer patients who
underwent curative surgery at the Severance Hospital, Yonsei
University College of Medicine, were reviewed. The impact of many
clinico-pathological parameters on the outcome was investigated. Univariate survival curves for disease-free survival and death were
estimated using the Kaplan–Meier method: group differences in
survival time were tested by the log-rank test. Multivariate Cox regres-
sion analysis was performed to compare and identify independent
prognostic factors. 1. Slamon DJ, Clark GM, Wong SG, Levin WJ, Ullrich A, McGuire
WL: Human breast cancer: correlation of relapse and survival
with amplification of the HER-2/neu oncogene. Science 1987,
235:177-182. 1. Slamon DJ, Clark GM, Wong SG, Levin WJ, Ullrich A, McGuire
WL: Human breast cancer: correlation of relapse and survival
with amplification of the HER-2/neu oncogene. Science 1987,
235:177-182. 2. Esteva FJ, Valero V, Booser D, Guerra LT, Murray JL, Pusztai L,
Cristofanilli M, Arun B, Esmaeli B, Fritsche HA, et al.: Phase II
study of weekly docetaxel and trastuzumab for patients with
HER-2-overexpressing metastatic breast cancer. J Clin Oncol
2002, 20:1800-1808. Results The mean age was 47.2 years. The median follow-up was
88 months. Recurrence occurred in 161 patients; 64 patients with
locoregional recurrences, 129 with systemic recurrences, and 32 with
both. The 5-year overall survival rate was 93.3%. The rate of
locoregional recurrence for a 10-year period was significantly lower in
the mastectomy group compared with those in the breast conservation
therapy group (94.7% versus 79.6%, P = 0.000). No other prognostic
factors except age affected locoregional recurrence. FJ Esteva Novel therapies targeted against these
aberrant molecular pathways are being studied in laboratory and clinical
settings, and offer hope that the efficacy and duration of response to
trastuzumab can be greatly improved. 10. 10. Geyer CE, Forster J, Lindquist D, Chan S, Romieu CG,
Pienkowski T, Jagiello-Gruszfeld A, Crown J, Chan A, Kaufman B,
et al.: Lapatinib plus capecitabine for HER2-positive advanced
breast cancer. N Engl J Med 2006, 355:2733-2743. Lapatinib (Tykerb) is a small molecule tyrosine kinase inhibitor that
targets EGFR and HER-2 [8]. Clinical responses were observed in
patients with HER2-overexpressing metastatic breast cancer [9]. A
recent phase III randomized trial showed that a combination of lapatinib
and capecitabine (Xeloda) was superior to capecitabine alone [10],
leading to the FDA approval of lapatinib in 2007. Clinical trials are
ongoing to determine the role of lapatinib in the frontline setting for
metastatic breast cancer in combination with trastuzumab and taxanes,
as well as in the neoadjuvant and adjuvant settings. P1 Other novel strategies being tested in patients with HER2-over-
expressing breast cancer include monoclonal antibodies targeting HER-
2 on different epitopes than trastuzumab (for example, pertuzumab),
attaching toxins to trastuzumab (for example, trastuzumab-DM1), Hsp90
inhibitors that degrade the HER-2 protein (for example, 17-AAG),
irreversible small molecule tyrosine kinase inhibitors (for example, HKI-
272), agents directed against IGF-IR and multitarget kinase inhibitors. Indirect approaches include immunotherapy and anti-angiogenic
therapy. Clinical trials are evaluating the safety and efficacy of targeted
biologic therapies, both as single agents and in combination with other
biologics and in combination with standard chemotherapy and
endocrine therapy. One of the main challenges is to match the right
patient with the right drug(s) at the right time. Prognostic factors for the node-negative breast
cancers There was less
systemic recurrence in patients with age greater than 35, with
histologic grade I, and with intraductal components greater than 20%. Thus, the 10-year distant relapse-free survival rates were 87.4% versus
79.8% (P = 0.039), 93.5% versus 85.5% (P = 0.024), and 94.4%
versus 82.0% (P = 0.007), respectively. There was no statistical
significance in the other prognostic factors that influence systemic
recurrence. 3. Nahta R, Yu D, Hung MC, Hortobagyi GN, Esteva FJ: Mecha-
nisms of disease: understanding resistance to HER2-targeted
therapy in human breast cancer. Natl Clin Pract Oncol 2006, 3:
269-280. 4. Nahta R, Yuan LX, Zhang B, Kobayashi R, Esteva FJ: Insulin-like
growth factor-I receptor/human epidermal growth factor
receptor 2 heterodimerization contributes to trastuzumab
resistance of breast cancer cells. Cancer Res 2005, 65:11118-
11128. 5. Nagata Y, Lan KH, Zhou X, Tan M, Esteva FJ, Sahin AA, Klos KS,
Li P, Monia BP, Nguyen NT, et al.: PTEN activation contributes
to tumor inhibition by trastuzumab, and loss of PTEN predicts
trastuzumab resistance in patients. Cancer Cell 2004, 6:117-
127. Conclusion Patient age, histologic grade, and presence of intraductal
component were identified as independent prognostic factors in node-
negative breast cancer patients. 6. Nagy P, Friedlander E, Tanner M, Kapanen AI, Carraway KL, Isola
J, Jovin TM: Decreased accessibility and lack of activation of
ErbB2 in JIMT-1, a herceptin-resistant, MUC4-expressing
breast cancer cell line. Cancer Res 2005, 65:473-482. FJ Esteva The University of Texas MD Anderson Cancer Center, Houston, TX,
USA The University of Texas MD Anderson Cancer Center, Houston, TX,
USA Breast Cancer Research 2007, 9(Suppl 1):S23 (doi: 10.1186/bcr1706)
The HER2 tyrosine kinase receptor is overexpressed in approximately
25% of invasive breast cancers, and has been associated with a poor
prognosis [1]. Trastuzumab (Herceptin) and lapatinib (Tykerb) are the
two therapies currently approved by the FDA for the treatment of HER2-
overexpressing metastatic breast cancer. The majority of patients that
initially respond to trastuzumab monoclonal antibody-based therapy
develop progressive disease within 1 year of treatment initiation [2]. Preclinical studies have indicated several molecular mechanisms that
may contribute to the development of trastuzumab resistance [3]. Increased signaling via the phosphatidylinositol 3-kinase/protein kinase
B (or Akt) pathway could contribute to trastuzumab resistance due to
activation of multiple receptor pathways. These include HER2-related
receptors or non-HER receptors such as the insulin-like growth factor-I
receptor, which appears to cross-talk to HER2 in resistant cells [4]. Additionally, loss of function of the tumor suppressor PTEN, the
negative regulator of Akt, results in heightened Akt signaling that leads S16 Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 Phase I safety, pharmacokinetics, and clinical activity study of
lapatinib (GW572016), a reversible dual inhibitor of epidermal
growth factor receptor tyrosine kinases, in heavily pretreated
patients with metastatic carcinomas. J Clin Oncol 2005, 23:
5305-5313. Phase I safety, pharmacokinetics, and clinical activity study of
lapatinib (GW572016), a reversible dual inhibitor of epidermal
growth factor receptor tyrosine kinases, in heavily pretreated
patients with metastatic carcinomas. J Clin Oncol 2005, 23:
5305-5313. to decreased sensitivity to trastuzumab [5]. Decreased interaction
between trastuzumab and its target receptor HER2, due to steric
hindrance of the HER2 receptor by cell surface proteins, such as MUC-
4 [6], or by the presence of a truncated HER2 protein [7], may block
inhibitory actions of trastuzumab. Novel therapies targeted against these
aberrant molecular pathways are being studied in laboratory and clinical
settings, and offer hope that the efficacy and duration of response to
trastuzumab can be greatly improved. to decreased sensitivity to trastuzumab [5]. Decreased interaction
between trastuzumab and its target receptor HER2, due to steric
hindrance of the HER2 receptor by cell surface proteins, such as MUC-
4 [6], or by the presence of a truncated HER2 protein [7], may block
inhibitory actions of trastuzumab. P2 7. Scaltriti M, Rojo F, Ocana A, Anido J, Guzman M, Cortes J, Di
Cosimo S, Matias-Guiu X, Cajal S, Arribas J, Baselga J: Expres-
sion of p95HER2, a truncated form of the HER2 receptor, and
response to anti-HER2 therapies in breast cancer. J Natl
Cancer Inst 2007, 99:628-638. Retreatment with trastuzumab in Her2-positive
metastatic breast cancer patients: a clinical study
F Carabantes-Ocón, E Saez-Lara, L Burgos-Garcia,
E Villar-Chamorro, A Casaus-Hazañas, S Luna, C Martínez
Unidad de Mama, Hospital Carlos Haya, Málaga, Spain
Breast Cancer Research 2007, 9(Suppl 1):P2 (doi: 10.1186/bcr1708)
Objective To study the benefit of trastuzumab in monotherapy or
combined with different chemotherapeutic agents in the treatment for
Her2+ metastatic breast cancer (MBC) patients after progression on
prior trastuzumab therapy P4 Patients and methods The clinical evolution of patients with Her2+
MBC diagnosed by IHC3+/FISH+, and treated with trastuzumab in
several lines for the metastatic disease, has been studied retro-
spectively. A safety and efficacy study of bleomycin sulfate and
electroporation in patients with metastatic or locally
recurrent breast cancer Results The mean age of patients was 48.6 years (range 30–70). Of
the 61 patients, BCS was achieved in 48 (79%) patients. On the core
biopsy, four (6.5%) patients had grade I cancer, 26 (43%) had grade II
cancer and 31 (51%) had grade III cancer. Final histology showed no
invasive cancer in eight (13%) patients (seven DCIS, and complete
pathological response in one patient). In the rest of the patients, four
(6.5%) had grade I tumours, 26 (43%) had grade II tumours and 23
(38%) had grade III tumours. Overall, 14 patients (23%) showed a
decrease in histological grade (see Table 1). Seven patients (11.5%)
had a higher grade than the initial core. V Paramanov1, O Tyurin1, S Polenkov2, PM Goldfarb3
1Cherkassy Regional Oncologic Clinic, Cherkassy, Ukraine; 2Chernigiv
Regional Oncology Centre, Chernigiv, Ukraine; 3Consulting Medical
Director, Inovio Biomedical Corporation, San Diego, CA, USA
Breast Cancer Research 2007, 9(Suppl 1):P5 (doi: 10.1186/bcr1711) V Paramanov1, O Tyurin1, S Polenkov2, PM Goldfarb3
1Cherkassy Regional Oncologic Clinic, Cherkassy, Ukraine; 2Chernigiv
Regional Oncology Centre, Chernigiv, Ukraine; 3Consulting Medical
Director, Inovio Biomedical Corporation, San Diego, CA, USA
Breast Cancer Research 2007, 9(Suppl 1):P5 (doi: 10.1186/bcr1711) Objective The study evaluated bleomycin sulfate (BS) followed by
electroporation (EP) treatment in patients with recurrent in-breast or
chest-wall tumors. EP treatment following intralesional injection of BS
has been studied in various cancers, and significantly increased
destruction of cancer cells within the treatment field. The treatment has
also been used as an intracellular delivery system for gene therapies
and DNA vaccines. Table 1 (abstract P3)
Initial histology
(core)
Final histology designation (post NC)
No residual
Grade
n
invasive cancer
DCIS
Grade I
Grade II
Grade III
III
28
1
5
1
4
17
II
29
0
2
1
21
5
I
4
0
0
2
1
1 Table 1 (abstract P3) Retreatment with trastuzumab in Her2-positive
metastatic breast cancer patients: a clinical study
F C
b
O ó
E S
L
L B
G
i p
metastatic breast cancer patients: a clinical study
F Carabantes-Ocón, E Saez-Lara, L Burgos-Garcia,
E Villar-Chamorro, A Casaus-Hazañas, S Luna, C Martínez
Unidad de Mama, Hospital Carlos Haya, Málaga, Spain
Breast Cancer Research 2007, 9(Suppl 1):P2 (doi: 10.1186/bcr1708) 8. Nahta R, Yuan LX, Du Y, Esteva FJ: Lapatinib induces apoptosis
in trastuzumab-resistant breast cancer cells: effects on
insulin-like growth factor I signaling. Mol Cancer Ther 2007, 6:
667-674. Objective To study the benefit of trastuzumab in monotherapy or
combined with different chemotherapeutic agents in the treatment for
Her2+ metastatic breast cancer (MBC) patients after progression on
prior trastuzumab therapy. 9. Burris HA, III, Hurwitz HI, Dees EC, Dowlati A, Blackwell KL,
O’Neil B, Marcom PK, Ellis MJ, Overmoyer B, Jones SF, et al.: S17 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference reast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference M Dani, T Tahmid, J McDonnell, V Jaffe Department of Surgery (Breast Firm), Chase Farm Hospital, London,
UK Department of Surgery (Breast Firm), Chase Farm Hospital, London,
UK Breast Cancer Research 2007, 9(Suppl 1):P4 (doi: 10.1186/bcr1710)
Objective To demonstrate that saline instillation is a safe and simple
procedure for volume replacement after wide local excision in breast
surgery. Methods We performed a pilot study over a 12-month period at the
Chase Breast Unit. One hundred and six patients who underwent wide
local excision for breast cancer had saline instilled into the surgical
cavity at the time of wound closure. This was to maintain the volume
and shape of the breast after removal of significant amounts of tissue. We measured the volume instilled and monitored the wound and
breast postoperatively at 1 week, 2 weeks and 3 months. As is our
normal practice, all patients received perioperative antibiotics. Results The volume of fluid instilled varied between 30 and 180 ml. The weight of tissue removed was in the range of 12–116 g. The fluid
was retained within the cavity. However, in one case the wide local
excision cavity unexpectedly communicated with the axillary clearance
cavity and all the fluid was evacuated spontaneously through the
axillary suction drain with a resultant visible reduction in the volume of
the breast. There were no complications of saline instillation. In
particular, there was no early or late infection in any of the 106 patients. None of the patients reported any additional discomfort or pain. There
were no visible abnormalities apart from a subjective enhancement in
the shape and volume of the breast. This improvement in shape and
volume was maintained for the entire length of assessment (3 months). Conclusion Saline instillation is a simple and safe method of replacing
volume after removal of significant amounts of breast tissue. Surprisingly, the benefits seem to persist. We are now proceeding to
fully evaluate this technique in a formal prospective trial. Methods We performed a pilot study over a 12-month period at the
Chase Breast Unit. One hundred and six patients who underwent wide
local excision for breast cancer had saline instilled into the surgical
cavity at the time of wound closure. This was to maintain the volume
and shape of the breast after removal of significant amounts of tissue. We measured the volume instilled and monitored the wound and
breast postoperatively at 1 week, 2 weeks and 3 months. Do breast cancer tumours downsize as well as
downgrade with neoadjuvant chemotherapy?
M Dani1, J McDonnell1, S Karp2, V Jaffe1 1Department of Surgery (Breast Firm) and 2Department of Oncology,
Chase Farm Hospital, London, UK Breast Cancer Research 2007, 9(Suppl 1):P3 (doi: 10.1186/bcr1709) Objective Neoadjuvant chemotherapy (NC) is increasingly being used
for large primary breast carcinomas with the aim of improving breast-
conservation surgery (BCS) rates. This study was conducted to assess
the tumour response following NC. Methods In this retrospective study over a 4-year period, 61 women
with large operable invasive breast cancers (T2–4 N0–2 M0), unsuitable
for BCS, were consecutively treated with NC (5-FU, epirubicin,
cyclophosphamide
and
Taxotere). Pathological
response
was
monitored, comparing original core biopsy histology with final
excisional histology. M Dani, T Tahmid, J McDonnell, V Jaffe We are now proceeding to
fully evaluate this technique in a formal prospective trial. Saline instillation into the cavity after conservation
surgery for breast cancer is a safe way of improving
cosmesis y
Results Twenty-four patients with Her2+ MBC were treated with
several regimens containing trastuzumab alone or associated with
chemotherapy and/or hormonotherapy. In the first line of treatment 12
RR (50%), 11 SD (45%), with a 95% clinical benefit, was observed. The patients received a second line obtaining 8 RR (33%), 15 SD
(62%), with a clinical benefit of 95%. Seventeen patients were treated
with a third line, 5 RR (29.4%) and 11 SD (64%) being observed, with
a clinical benefit of 93%. Seven patients received a fourth line. In these,
2 RR and 4 SD, with a clinical benefit of 85%, were observed. Fifteen
of the patients, with RE+, received hormonotherapy plus trastuzumab
alone or with chemotherapy in one or more lines of treatment, obtaining
8 RR (53%) and 4 SD (26%), with a clinical benefit of 79%. M Dani, T Tahmid, J McDonnell, V Jaffe M Dani, T Tahmid, J McDonnell, V Jaffe As is our
normal practice, all patients received perioperative antibiotics. Results The volume of fluid instilled varied between 30 and 180 ml. The weight of tissue removed was in the range of 12–116 g. The fluid
was retained within the cavity. However, in one case the wide local
excision cavity unexpectedly communicated with the axillary clearance
cavity and all the fluid was evacuated spontaneously through the
axillary suction drain with a resultant visible reduction in the volume of
the breast. There were no complications of saline instillation. In
particular, there was no early or late infection in any of the 106 patients. None of the patients reported any additional discomfort or pain. There
were no visible abnormalities apart from a subjective enhancement in
the shape and volume of the breast. This improvement in shape and
volume was maintained for the entire length of assessment (3 months). Conclusion Saline instillation is a simple and safe method of replacing
volume after removal of significant amounts of breast tissue. Surprisingly, the benefits seem to persist. We are now proceeding to
fully evaluate this technique in a formal prospective trial. Conclusion The association of herceptin with chemotherapy and/or
hormonotherapy demonstrates a very active treatment in patients with
Her2+ MBC. The benefit seems to continue in patients who already have
received treatment with trastuzumab even in more than one regimen. Results The volume of fluid instilled varied between 30 and 180 ml. The weight of tissue removed was in the range of 12–116 g. The fluid
was retained within the cavity. However, in one case the wide local
excision cavity unexpectedly communicated with the axillary clearance
cavity and all the fluid was evacuated spontaneously through the
axillary suction drain with a resultant visible reduction in the volume of
the breast. There were no complications of saline instillation. In
particular, there was no early or late infection in any of the 106 patients. None of the patients reported any additional discomfort or pain. There
were no visible abnormalities apart from a subjective enhancement in
the shape and volume of the breast. This improvement in shape and
volume was maintained for the entire length of assessment (3 months). Conclusion Saline instillation is a simple and safe method of replacing
volume after removal of significant amounts of breast tissue. Surprisingly, the benefits seem to persist. P7 Objective To evaluate the feasibility, acute complications and cosmetic
results of partial breast cancer radiotherapy in initial tumors, with an
electron beam, in patients submitted to conservative surgery and
sentinel lymph-node dissection. Resveratrol downregulates acetyl-CoA carboxylase
alpha and fatty acid synthase by activating
AMP-activated protein kinase and suppressing the
mammalian target of rapamycin signal pathway
S Yoon, B-W Park, K-S Kim 1REH Oncology Center of Latvia, Riga, Latvia; 2University of Latvia,
Riga, Latvia Breast Cancer Research 2007, 9(Suppl 1):P6 (doi: 10.1186/bcr1712) Breast Cancer Research 2007, 9(Suppl 1):P6 (doi: 10.1186/bcr1712)
Objective To determine the predictive value of HER2 expression for
the selection of adjuvant chemotherapy (antracycline or nonantra-
cycline based) in patients with breast cancer. Yonsei University College of Medicine, Seoul, Korea
Breast Cancer Research 2007, 9(Suppl 1):P8 (doi: 10.1186/bcr1714)
Expression of HER2 is reported to be increased in approximately 30%
of human breast carcinoma. Fatty acid synthase (FASN) was expressed
higher in HER2-overexpressing breast cancer cells. Resveratrol (3,5,4′-
trihydroxystilbene), a red-wine-derived polyphenol, has been shown to
suppress cancer cell proliferation, and to interfere with the several
signaling pathways and induce apoptosis. We investigated the effects
of resveratrol on the expression of lipogenic enzymes in BT-474 cells,
in which HER2 overexpresses cells. Resveratrol treatment to BT-474
cells resulted in inhibition of acetyl-CoA carboxylase alpha (ACCalpha)
and FASN expression and a strong activation of AMP-activated protein
kinase (AMPK), which could be mimicked by the changes caused by
AICAR treatment or forced expression of constitutively active AMPK
mutant. The decreased ACCalpha and FASN expressions by
resveratrol were abolished by overexpression of dominant-negative
AMPK mutant. The activation of AMPK was accompanied with the
reduction of the mammalian target of rapamycin (mTOR), which plays a
key role in the upregulation of ACCalpha and FASN expression in
BT-474 cells. These results indicate that downregulation of HER2-
mediated ACCalpha and FASN expression by resveratrol is regulated
through suppressing the mTOR signaling pathway resulting from the
activation of AMPK in breast cancer cells. y
Methods Medical records of primary breast cancer patients treated at
the Oncology Center of Latvia from January 2002 to August 2005
were retrospectively reviewed. One hundred and ninety-two patients
with histopathologically confirmed breast cancer, who had undergone
radical surgery and adjuvant chemotherapy (CT), were identified. Tumor
characteristics were: ER+ in 62.5%, ER– in 37.5%, HER2-positive (3+
by IHC) in 30.2% (58 patients), HER2-negative (0, 1+) in 54.7% (105
patients); patients with score 2+ (15.1%, 29 patients) were excluded
from analysis. Staging: I (20.8%), II (51%), III (29.2%); 43.8% patients
were node negative, 56.2% were node positive. Median age at
diagnosis was 52.4 (30–75) years. P9 g
Conclusion In patients with HER2 overexpression, antracycline-based
CT produced a significantly lower relapse rate when compared with
nonantracycline-based CT. In HER2-negative patients there was no
benefit from antracycline-based CT compared with nonantracycline-
based CT. However, a longer follow-up period is needed to confirm the
results. Partial breast irradiation with an electron beam for
patients submitted to conservative surgery
MAC Maia, MM Netto, MS Maciel, JC Donoso, JV Salvajoli,
ACA Pellizzon, RC Fogaroli, KW Bocalletti, C Tanous
Hospital AC Camargo, São Paulo – SP, Brazil
Breast Cancer Research 2007, 9(Suppl 1):P9 (doi: 10.1186/bcr1715) Breast Cancer Research 2007, 9(Suppl 1):P9 (doi: 10.11 Axillary study before surgery in patients with breast
cancer M Izquierdo, R Fabregas, J Feu, L Lopez Marin, B Navarro,
C Ara, M Cusido, F Tresserra M Izquierdo, R Fabregas, J Feu, L Lopez Marin, B Navarro,
C Ara, M Cusido, F Tresserra Resveratrol downregulates acetyl-CoA carboxylase
alpha and fatty acid synthase by activating
AMP-activated protein kinase and suppressing the
mammalian target of rapamycin signal pathway
S Yoon, B-W Park, K-S Kim g
y
Results Antracycline-based CT (FAC or FEC) was received by 62.9%
patients in the HER2-negative group and 41.4% in the HER2-positive
group, nonantracycline based (CMF) CT in 37.1% and 58.6% respec-
tively. The median follow-up time was 21.3 (6.3–51.7) months. A total
of 25.2% tumor recurrences were observed. Median time to relapse
was 12.5 (1.4–34) months. In the HER2-positive group the relapse
rate was 20.8% in patients receiving antracycline-based CT versus
29.4% in patients receiving nonantracycline-based CT (P = 0.09). In
the HER2-negative group the relapse rate was 33.3% in patients
receiving antracycline-based CT versus 15.8% in patients receiving
nonantracycline-based CT (P = 0.2). The subgroup of patients with
HER2-negative, ER-negative tumors had the worst prognosis (relapse
rate 45%) regardless of the CT received. Table 1 (abstract P3) Methods Patients with histologically confirmed recurrent breast cancer
following partial or complete mastectomy received BS intratumorally,
1 unit/cm3 tumor volume, followed by EP under general anesthesia. A
CE-marked medical device (MedPulser®) and a six-needle array
applicator were used to electroporate each tumor. Safety evaluations
and monitoring for local tumor recurrence were performed periodically
up to 24 weeks. Results Ten female patients with 11 tumors were enrolled. The mean
age was 58.0 years (range 43.6–67.7). The mean tumor volume was
1.81 cm3 (0.01–6.60), the mean BS dose was 1.80 U (range 0.50–5.08),
and the mean number of EP applications was 11 (range 7–16). No
treatment-related serious adverse event was observed. Nonserious
adverse events were unremarkable during the 30-day follow-up period. At 24 weeks, the complete response rate was 75% (6/8) among Conclusion In our series of patients receiving NC for breast cancer,
there is not only a significant downsizing (permitting BCS) but also a
trend of downgrading of the tumour, and this is seen particularly in
poorly differentiated tumours. The higher grade on final histology
compared with the core could be due to an unrepresentative core
biopsy in large tumours prior to NC. S18 Available online http://breast-cancer-research.com/supplements/9/S1 Results In 54 patients (33.96%) FNA was positive. When we
conducted axillary lymphadenectomy, 13 patients (24%) were found to
have one positive node, seven patients (13%) two positive nodes, nine
patients (16%) three positive nodes, and 25 patients (45%) more than
three positive nodes. patients with evaluations for treated lesions; two patients were
inevaluable for tumor response. Conclusion Treatment with this drug–device combination was well
tolerated in these patients, a majority of whom were free of local
disease at 24 weeks. These results suggest a promising potential for
BS/EP as a new treatment for controlling local disease in patients with
recurrent breast cancer. Conclusion Axillary study with ultrasound and FNA before surgery
allows exclusion of a group of patients from sentinel node biopsy. M Izquierdo, R Fabregas, J Feu, L Lopez Marin, B Navarro,
C Ara, M Cusido, F Tresserra Methods From 2005 to 2007 we evaluated 40 patients, median age
63 years, with T1–T2 (maximum 3 cm) breast cancer, clinically N0
axilla, submitted to conservative surgery and intraoperative radiotherapy
with an electron beam. Institut Universitari Dexeus, Barcelona, Spain Breast Cancer Research 2007, 9(Suppl 1):P7 (doi: 10.1186/bcr1713) Breast Cancer Research 2007, 9(Suppl 1):P7 (doi: 10.1186/bcr1713) Objective Axillary study with ultrasound and cytological puncture with
fine-needle aspirate (FNA) in patients with invasive breast cancer is a
diagnostic method included in protocols. Results Of 40 patients, we had 73% T1 and 27% T2; 82% N0, 8%
N1micro, and 10% N1. As for acute complications we had 2%
infection and 5% fat necrosis. Regarding cosmetic results, 85% were
good and excellent, 10% were fair and 5% were bad. Methods We studied 159 patients with invasive breast cancer with
axillary ultrasound and cytological puncture with fine needle of
suspicious nodes before surgery. Suspicious nodes were those with at
least one of the following signs: long to short axis ratio less than 1.5,
absence of hilius and cortical disruption. If the results were compatible
with metastasis, then we performed axillary lymphadenectomy; if it was
found to be benign, then we conducted sentinel node biopsy. Conclusion This is a quite feasible method for partial breast irradiation,
with satisfactory results in terms of acute complications and cosmetic
results. For local control and late complications we still have to wait
longer and wait for the reports of the open trials. It also should be
emphasized that these patients should be treated only in a study
protocol. S19 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference S Menjón-Beltrán, R Olivencia, E Gonzalez S Menjón-Beltrán, R Olivencia, E Gonzalez Unidad de Ginecología Oncológica, Hospital Universitario Virgen de
las Nieves, Granada, Spain Methods From January 2000 to March 2007, 356 breast cancer
patients were operated on in the Department of General Surgery of
General Hospital ‘Sveti Vracevi’ in Bijeljina. We selected 173 (48.6%)
cases with pT1–pT3 node-positive breast cancer. The prognostic
significance of ECE of axillary metastases was evaluated with respect
to disease-free survival, overall survival, and the patterns of disease
recurrence. Such prognostic significance was then compared with that
of other clinical and pathologic factors. Breast Cancer Research 2007, 9(Suppl 1):P12 (doi: 10.1186/bcr1718)
Objective To study the efficacy of different regimens of treatment
based on trastuzumab in patients with Her2+ metastatic breast cancer
(MBC). Patients and methods Medical records of 47 Her2+ MBC patients
were retrospectively studied in our center between December 1999
and February 2004. The Her2 status was determined by immuno-
histochemistry (Herceptest), FISH being used to discriminate the
doubtful cases. Results Ninety-five patients (26.68%) presented with ECE. Thirty
patients (31.57%) were identified as having three or less lymph nodes
involved, 26 patients (27.36%) patients four to six nodes, 18 patients
(18.9%) seven to nine nodes, and 22.16% patients 10 or more nodes,
respectively. With a median follow-up of 86 months, factors with
independent prognostic value for disease-free survival by multivariate
analysis included absence of estrogen receptors (P < 0.005), pN
category (P < 0.01), presence of lymphovascular invasion (LVI;
P < 0.005), and ECE (P < 0.001). An independent negative prognostic
effect on overall survival was observed for absence of estrogen and
progesterone receptors (P < 0.05), pN category (P < 0.05), and
presence of LVI (P < 0.005) and ECE (P < 0.001). Results Forty-seven patients with MBC of bad prognosis treated
previously have been evaluated, a complete response (CR) being
observed in 30% of the cases with a response rate (RR) (CR + partial
response (PR)) of 63%. The stable disease rate (SD) was 12%, which
provides a clinical benefit (CR + RP + SD) of 75%. Thirteen of these
patients received a new scheme of treatment based on trastuzumab
after progression to the first regimen containing trastuzumab, 76% of
RR (CR + PR) and 30% of CR being observed. Three of these patients
received a third regimen of treatment with trastuzumab, still obtaining
one CR (RR 33%), and one SD. S Maksimovic1, Z Gojkovic2, M Opric3 1General Hospital “Sveti Vracevi” in Bijeljina, Bosnia and Herzegovina;
2Clinic for Oncology Clinical Center Banja Luka, Bosnia and
Herzegovina; 3Clinical Center “Bezanijska Kosa” Belgrade, Serbia
Breast Cancer Research 2007, 9(Suppl 1):P10 (doi: 10.1186/bcr1716)
Background Extracapsular extension (ECE) of axillary metastases has 1General Hospital “Sveti Vracevi” in Bijeljina, Bosnia and Herzegovina;
2Clinic for Oncology Clinical Center Banja Luka, Bosnia and
Herzegovina; 3Clinical Center “Bezanijska Kosa” Belgrade, Serbia
Breast Cancer Research 2007, 9(Suppl 1):P10 (doi: 10.1186/bcr1716) S Menjón-Beltrán, R Olivencia, E Gonzalez Conclusion
The association of trastuzumab with chemotherapy
constitutes a very active regimen in previously treated patients with
MBC of poor prognosis. This activity even continues in patients who
have already received a previous treatment based on trastuzumab. Conclusion ECE demonstrated a stronger statistical significance in
predicting prognosis than the pN category and was also related to an
increased risk of distant recurrences. We suggest that the decision on
adjuvant therapy should consider the presence of ECE of axillary
metastases and peritumoral LVI as indicators of high biological
aggressiveness. Balancing the risks and benefits of irradiation, we
continue to recommend that complete axillary irradiation is not routinely
indicated after adequate axillary dissection. P10 previous treatment with trastuzumab alone or in combination, four
additional responses and four stable disease responses being
observed, which produces an 88% clinical benefit. One patient
discontinued treatment because of LVEF decline (>50%). Conclusion Trastuzumab and gemcitabine constitutes a well-tolerated
and very active regimen for Her2+ MBC heavily pretreated patients,
including patients who have been previously treated with trastuzumab. Conclusion Trastuzumab and gemcitabine constitutes a well-tolerated
and very active regimen for Her2+ MBC heavily pretreated patients,
including patients who have been previously treated with trastuzumab. S Maksimovic1, Z Gojkovic2, M Opric3 BRCA1a has antitumor activity in triple-negative
breast cancers C Yuli, N Shao, G Oprea-llies, J Okoli, ESP Reddy, VN Rao
Cancer Biology Program, Department OB/GYN, Morehouse School of
Medicine, Atlanta, GA, USA C Yuli, N Shao, G Oprea-llies, J Okoli, ESP Reddy, VN Rao
Cancer Biology Program, Department OB/GYN, Morehouse School of
Medicine, Atlanta, GA, USA Clinical role of trastuzumab in metastatic breast
cancer: experience of a center Background Extracapsular extension (ECE) of axillary metastases has
importance as a risk factor for local or distant recurrence. Poorer
survival in breast cancer has been suggested, but its prognostic value
has not been uniformly confirmed. Study of the combination gemcitabine and
trastuzumab in the treatment of HER2+ metastatic
breast cancer Breast Cancer Research 2007, 9(Suppl 1):P13 (doi: 10.1186/bcr1719)
Most BRCA1-related breast cancers are high-grade, basal-like,
estrogen receptor (ER)-negative, progesterone receptor (PR)-negative,
and Her2-negative. Triple-negative breast cancers are more common in
younger black women than their white counterparts, have higher rates
of distant metastasis, and currently there are no effective treatments
against these cancers. We have previously characterized a splice
variant of BRCA1 (BRCA1a/p110), which is expressed at reduced
levels in several breast tumors. Stable expression of BRCA1a resulted
in inhibition of growth in vitro of human breast, ovarian, prostate and
colon cancer cells, and only those cells with wild-type Rb were
sensitive to BRCA1a-induced growth suppression and the status of
p53 did not affect the ability of BRCA1a to suppress growth of tumor
cells. We have introduced BRCA1a into the CAL51 cell line, which is
negative for ER and PR, and our results using semiquantitative
immunocytochemistry show CAL51 to be negative for HER2. These
transfectants were analyzed for BRCA1a protein expression by
western blot analysis. The BRCA1a transfectants were slow growing
and 98% inhibited in their growth in soft agar. BRCA1a also
significantly inhibited CAL-51 triple-negative breast cancer xenografts
in nude mice. These results suggest that the majority of exon 11
sequences lost in BRCA1a are not required for the tumor suppressor breast cancer S Menjón-Beltrán, R Olivencia-Dueso, E González-Jiménez,
MJ Titos Frequency of febrile neutropenia in patients treated
with taxane/epirubicine and colony-stimulating
growth factors for breast cancer: comparison of
filgrastim/lenograstim with pegfilgrastim
W Schippinger, R Holub, N Dandachi, T Bauernhofer
Hellmut Samonigg Medical University Graz, Department of Internal
Medicine, Division of Medical Oncology, Graz, Austria
Breast Cancer Research 2007, 9(Suppl 1):P16 (doi: 10.1186/bcr1722) Frequency of febrile neutropenia in patients treated
with taxane/epirubicine and colony-stimulating
growth factors for breast cancer: comparison of
filgrastim/lenograstim with pegfilgrastim
W Schippinger, R Holub, N Dandachi, T Bauernhofer
Hellmut Samonigg Medical University Graz, Department of Internal
Medicine, Division of Medical Oncology, Graz, Austria
Breast Cancer Research 2007, 9(Suppl 1):P16 (doi: 10.1186/bcr1722) Methods The multiplex PCR was conducted on DNA from 71 archive
breast tissue samples and 13 blood samples. We compared different
paraffin removal procedures and DNA extraction procedures in
combination in order to optimize and compare the results of the
multiplex PCR with morphological and immunohistochemical para-
meters for diagnosis of breast cancers. Objective This report describes a single centre’s experience on the
efficacy of pegfilgrastim compared with filgrastim or lenograstim in
reducing the incidence of febrile neutropenia in patients receiving
combination chemotherapy with docetaxel or paclitaxel and epirubicin
in neoadjuvant and adjuvant settings. Results The highest proportion of successful gene amplifications was
obtained with a DNA isolation procedure using proteinase K digestion
with followed boiling. Three 5382insC mutations were identified from
16 archival familial patients (19%) and five mtDNA4977 deletions were
detected from nine blood familial breast cancers by the multiplex PCR. The mtDNA4977 deletion was highly prevalent in peripheral blood
(56%), but it was absent in the breast tissue of cancer cases. Furthermore, familial breast cancer tumors exhibited higher mitotic
activity, higher polymorphism, lower necrosis, lower tubules, higher ER-
negatives and PR-negatives and lower TP53-positives than nonfamilial
cancers. j
j
g
Methods A total of 118 patients with breast cancer were treated with
either epirubicin 75 mg/m2 and docetaxel 75 mg/m2 or with epirubicin
90 mg/m2 and paclitaxel 200 mg/m2 every 3 weeks; 88 patients
received G-CSF support with daily filgrastim or lenograstim and 30
patients with pegfilgrastim once per cycle. Results Eight (9.1%) patients with prophylactic filgrastim or leno-
grastim support developed febrile neutropenia, and one (3.3%) patient
in the pegfilgrastim group (P = 0.445). Febrile neutropenia occurred in
13 (2.7%) of 476 filgrastim or lenograstim supported chemotherapy
cycles, and in two (1.2%) of 172 cycles with pegfilgrastim support
(P = 0.376). The frequency of chemotherapy delays and dose reduc-
tions was not significantly different between the two G-CSF treatment
groups. Conclusion Our results demonstrate that DNA extracted by the simple
boiling method with a microwave yielded higher proportions of
successful gene amplifications than the DNA extraction kit. Frequency of febrile neutropenia in patients treated
with taxane/epirubicine and colony-stimulating
growth factors for breast cancer: comparison of
filgrastim/lenograstim with pegfilgrastim
W Schippinger, R Holub, N Dandachi, T Bauernhofer
Hellmut Samonigg Medical University Graz, Department of Internal
Medicine, Division of Medical Oncology, Graz, Austria
Breast Cancer Research 2007, 9(Suppl 1):P16 (doi: 10.1186/bcr1722) Furthermore, differences in successful gene amplification may be
related to the size and number of the gene fragments amplified. Our
analysis shows that testing of mtDNA4977 deletions and 5382insC in
combination with morphological and immunohistochemical parameters
may be an extremely effective and inexpensive tool in testing breast
cancer patients aimed to identify individuals with high risk of familial
breast cancers. Conclusion The results of this study demonstrate a trend towards
superiority of pegfilgrastim over filgrastim or lenograstim in reducing
the frequency of febrile neutropenia in patients treated with taxane and
epirubicin chemotherapy regimens for breast cancer. P16 National Medical Academy of Post-Graduate Education, Kiev, Ukraine
Breast Cancer Research 2007, 9(Suppl 1):P14 (doi: 10.1186/bcr1720)
Objective Mutation analysis of mtDNA and nDNA are helpful in the
determination of developmental potential, early diagnosis and gene
therapy for breast cancer. In our study, we optimized the multiplex PCR
in AFPBT and compared the results with morphological and immuno-
histochemical parameters for detection of BRCA mutations and
mtDNA4977 deletion in familial and nonfamilial breast cancers. S Menjón-Beltrán, R Olivencia-Dueso, E González-Jiménez,
MJ Titos Unidad de Ginecología Oncológica, Hospital Universitario Virgen de
las Nieves, Granada, Spain las Nieves, Granada, Spain
Breast Cancer Research 2007, 9(Suppl 1):P11 (doi: 10.1186/bcr1717)
Objective Trastuzumab and gemcitabine are two active drugs for meta-
static breast cancer (MBC) treatment. We conducted a retrospective
study of this combination in patients with Her2+ MBC in our hospital. Patients and methods Retrospective assessment of the efficacy of
trastuzumab and gemcitabine association in patients with MBC
previously treated with different lines of chemotherapy. Breast Cancer Research 2007, 9(Suppl 1):P11 (doi: 10.1186/bcr1717)
Objective Trastuzumab and gemcitabine are two active drugs for meta-
static breast cancer (MBC) treatment. We conducted a retrospective
study of this combination in patients with Her2+ MBC in our hospital. Patients and methods Retrospective assessment of the efficacy of
trastuzumab and gemcitabine association in patients with MBC
previously treated with different lines of chemotherapy. Results Seventeen heavily pretreated patients with poor prognosis
were evaluated. Fourteen patients (82%) had received prior adjuvant
chemotherapy and 11 patients (64%) prior adjuvant radiotherapy; 12
patients (70%) had received prior chemotherapy for MBC. All the
patients had received taxanes and 15 (88%) had received anthra-
cyclines also. We observed a 41% rate of response, two complete
responses, five partial responses, and 41% stable disease, obtaining
82% clinical benefit. The time-to-progression was 7.2 months. Median
survival has not yet been reached. Nine of the patients had received S20 Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 function. This is the first report showing antitumor activity of BRCA1a
in triple-negative breast cancers. function. This is the first report showing antitumor activity of BRCA1a
in triple-negative breast cancers. intervention it is impossible to remove all the microscopic lymphatic
vessels and nodes that could be damaged by the tumor micro-
metastasis. In the field of high-frequency electromagnetic waves, the
magnetite nanoparticles give us possibilities of local, distance
hyperthermia on micrometastatic lesions. This minimizes the potentiality
of development of postoperative recurrence and secondary metastatic
processes. Identification of individuals with hereditary
predisposition to breast cancer and other breast
cancer-associated forms of malignant neoplasms:
data of the Belarusian Cancer Registry Conclusion We have demonstrated that: (a) patients who received
high-dose and standard chemotherapy showed similar results, (b)
patients with a low-risk of relapse had markedly lower values as
compared with high-risk primary breast cancer patients, and (c)
micrometastases persist in a substantial proportion of patients. Table 1 (abstract P18)
Incidence of positivity
Standard
High-dose
chemotherapy
chemotherapy
All high risk
T1N0
(n = 22)
(n = 17)
(n = 39)
(n = 20)
QPCR
58/138 (42%)
41/94 (44%)
103/238 (43%)
26/100 (26%)
ICC
50/110 (45%)
37/80 (46%)
90/198 (45%)
27/96 (28%)
Both
34/110 (34%)
26/80 (32%)
44/198 (22%)
14/96 (15%)
Either
73/138 (53%)
42/94 (45%)
127/238 (53%)
39/100 (39%) Table 1 (abstract P18)
Incidence of positivity
Standard
High-dose
chemotherapy
chemotherapy
All high risk
T1N0
(n = 22)
(n = 17)
(n = 39)
(n = 20)
QPCR
58/138 (42%)
41/94 (44%)
103/238 (43%)
26/100 (26%)
ICC
50/110 (45%)
37/80 (46%)
90/198 (45%)
27/96 (28%)
Both
34/110 (34%)
26/80 (32%)
44/198 (22%)
14/96 (15%)
Either
73/138 (53%)
42/94 (45%)
127/238 (53%)
39/100 (39%) Minimal residue disease (MRD)
A Zaidi1, G Tripuraneni1, S Weller2, B Ward2, HD Sinnett3,
RC Coombes1, MJ Slade1 1Department of Oncology, Imperial College, London UK, 2Department
of Medical Oncology and 3Department of Surgery, Charing Cross
Hospital, London UK Objective To develop and introduce into clinical practice a diagnostic
algorithm targeted at active identification of hereditary BC and other
BRCA1/2 mutation-associated forms of malignant neoplasms. Breast Cancer Research 2007, 9(Suppl 1):P18 (doi: 10.1186/bcr1724)
Introduction: We developed a quantitative PCR (QPCR) technique for
the detection of cytokeratin 19 (CK19) transcripts in blood and bone
marrow and compared this with immunocytochemistry (ICC). The aim
was to monitor these assays for micrometastases in primary breast
cancer patients. Methods Questionnaires for patients, and molecular genetic blood
analysis. Results Questionnaires for patients with BC, ovarian cancer or colon
cancer reveal individuals with cancer-burdened heredity, whose blood
is analysed for the presence of germinal mutations. Relatives of
BRCA1/2 mutation-positive patients are subject to examination for
both germinal mutation-carrying and tumour markers. A cohort is
formed for targeted prophylactic medical examinations. Materials and methods Bone marrow (BM) aspirates were taken
2–4 years following chemotherapy from 39 patients who had entered a
trial comparing high-dose chemotherapy (n = 17) with standard
chemotherapy (n = 22). The BM was tested for the presence of CK19-
positive cells using ICC and QPCR. We compared this with 20 low-
risk (T1N0) patients. Conclusion (1) An original method is developed for active identifica-
tion of hereditary BC and other BC-associated malignant neoplasms. (2) The proposed method makes it possible to conduct targeted and
efficient prophylatic medical examinations of germinal mutation carriers. Results See Table 1. A total of 232 aspirates were analysed from the
high-risk patients and 100 from the T1N0 patients. The number of
patients positive was therefore approximately the same irrespective of
therapy in the high-risk patients, and the levels of positivity were not
significantly different (PCR, P = 0.078; and ICC, P = 0.253). The levels
of positivity, however, were higher in the high-risk patients than in the
low-risk patients. IV Zalutsky, NN Antonenkova, GM Porubova NN Alexandrov Research Institute of Oncology and Medical Radiology,
Minsk, Belarus NN Alexandrov Research Institute of Oncology and Medical Radiology,
Minsk, Belarus Conclusion Although large numbers of side effects were reported,
tamoxifen was well tolerated and no new safety concerns were
identified. For most side effects no significant difference between
treatment groups was found after ceasing tamoxifen. Breast Cancer Research 2007, 9(Suppl 1):P19 (doi: 10.1186/bcr1725)
Introduction Hereditary cancers make up 5–15% of all forms of breast
cancer (BC). BRCA1/2 mutations determine about 50% of hereditary
BC forms and other pathologic BRCA1/2 genotype-associated forms
of malignant neoplasms. Meta-analysis has demonstrated a high
probability for development of ovarian cancer, gastric cancer, colon
cancer, endometrial cancer, pancreatic cancer, skin melanoma, urinary
bladder cancer, and head and neck tumours with pathologic BRCA1/2
genotype, which should be taken into consideration in medicogenetic
consulting and monitoring of patient carriers. Minimal residue disease (MRD) Minimal residue disease (MRD)
A Zaidi1, G Tripuraneni1, S Weller2, B Ward2, HD Sinnett3,
RC Coombes1, MJ Slade1 Novel method of sentinel lymph node detection in
malignant tumors using preparation ‘UNIMAG’
B Surguladze, R Zhorzoliani, T Tskitishvili ,
,
,
1Cancer Research UK, Centre for Epidemiology, Mathematics and
Statistics, London, UK; 2Department of Surgical Oncology, Newcastle
Mater Hospital, University of Newcastle, UK “Magnetic Fluids in Medicine and Biology”, ATT Ltd, Georgia, USA
Breast Cancer Research 2007, 9(Suppl 1):P15 (doi: 10.1186/bcr1721)
Preparation ‘UNIMAG’ is registered by the pharmacological committee
of Georgia (Cert.: DA Nr-000142, 08.04.2005; Author – PhD, ScD,
Professor Besiki Surguladze; Owner – ‘ATT’ Ltd, Sci. Laboratory
‘Magnetic fluids in Medicine and Biology’). Preparation ‘UNIMAG’
represents a magnet-sensitive stabile suspension of magnetite nano-
particles (magnetic fluid). After the peritumoral injection of ‘UNIMAG’,
magnetite nanoparticles will be absorbed by macrophages, which
deliver them through the lymphatic capillaries to regional lymph nodes. This mechanism of magnetite nanoparticle transport underlies the new
method of sentinel lymph node detection. Diversely to the other
dyestuff agents used in this direction, magnetite nanoparticles actively
filled lymphatic nodes and colored them in bold black. This significantly
facilitates the atraumatic separation of lymph nodes during lymph-
adenectomy. Besides the intraoperative indication of lymphatic nodes,
‘UNIMAG’ provides the possibility of X-ray and ultrasound imaging of
sentinel lymph nodes and performing their biopsy in the preoperative
period. This assuredly helps in a better planning of the operation and
considerably improves its radicalism. Even in the case of ideal surgical Breast Cancer Research 2007, 9(Suppl 1):P17 (doi: 10.1186/bcr1723)
Objective Tamoxifen is an effective drug but its role in prevention is
limited by its side-effect profile, particularly related to endometrial
problems and thrombotic events. We present updated results on the
comparison of side effects between active treatment and the follow-up
period incorporating four additional years of follow-up. Methods In the International Breast Cancer Intervention Study I (IBIS-I)
study, 7,154 women at increased risk of breast cancer were either
randomised to tamoxifen 20 mg/day or placebo for 5 years. Women
gave detailed information of any side effects at each 6-monthly follow-
up visit and once a year after active treatment. Results During active treatment, large numbers of side effects were
reported by participants in both treatment arms. However, the only
major categories that showed differences were vasomotor and
gynaecological side effects, which were about 12% higher in the
tamoxifen group than the placebo group. Novel method of sentinel lymph node detection in
malignant tumors using preparation ‘UNIMAG’
B Surguladze, R Zhorzoliani, T Tskitishvili Thromboembolic events were
significantly higher in the tamoxifen group compared with the placebo S21 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Proffered Papers group (85 versus 42, P < 0.001), whereas myocardial infarctions were
reduced in women on tamoxifen during active treatment (2 versus 7,
P = 0.09). Women on tamoxifen developed significantly more endo-
metrial cancer during active treatment than women on placebo (12
versus 3, P = 0.02). After active treatment, most menopausal-like side
effects decreased and the differences between the two treatment arms
were not significant. Reports on vaginal discharge decreased after
stopping tamoxifen. Thromboembolic events were similar between the
two treatment arms after active treatment (32 versus 26, P = 0.4). No
significant difference in endometrial cancer between the two treatment
groups was found during follow-up time (8 versus 5, P = 0.4). Table 1 (abstract P22) Patients and methods Twenty-five patients with breast cancer were
included in this prospective study. All patients underwent breast
surgery including lumpectomy or mastectomy followed by axillary lymph
node dissection (Berg Level I and II). In 13 patients, a surgical haemo-
stasis sponge Tachosil® was applied from the apex axillae to the
thoracic longus nerve and 12 had standard closure of the axillary
lymphadenectomy area. Patients did not differ with respect to general
characteristics, such as age, body mass index, treatment modality, and
tumor stage distribution. There were six mastectomy and five
lumpectomy operations in the Tachosil® group, and seven mastectomy
and four lumpectomy surgeries in the control group. The mean number
of removed lymph nodes was 11.9 in the Tachosil® group with a mean
of 1.2 metastatics nodes, and was 12.2 in the control group with a
mean of 2.5 metastatic nodes. intraoperative imaging probes, the time has come to quantify the
clinical benefit of these devices. Results The mean duration of axillary drainage was 3.3 days in the
Tachosil® group and 5.5 days in the control group. The mean total
drainage volume was 246 ml in the Tachosil® group and 470 ml in the
standard closure group. The mean length of postoperative hospital stay
was 3.5 days in the Tachosil® group and 5.5 days in the standard
closure group. Seroma formation after drain removal was found in four
patients with a mean of drainage volume of 161 ml in the Tachosil®
group, and in five patients with a mean of drainage volume of 517 ml in
the standard closure group. No intolerance of the product was
described. Objective
To compare the hand-held camera (POCI) with a
lymphoscintigraphy in order to precisely localize SLNs in patients with
breast cancer requiring SLN biopsy. q
g
p y
Methods The SLN protocol consisted of a peritumoral injection of
160 MBq 99mTc-labeled nano-colloids performed 2 hours before the
lymphoscintigraphy, which is realized preoperatively using a conven-
tional single-head gamma camera and then the hand-held POCI
camera (field-of-view, 13 cm2) (Figure 1). The day after, in the operating
room, the patients undergo one blue-dye subcutaneous tumoral
injection. Before incision the surgeon first uses the POCI to perform an
intraoperative lymphoscintigraphy and then the counting probe
(Europrobe CsI, Eurorad) for transcutaneous SLN prelocalizations. The
POCI camera was slowly moved on the skin until SLN identification. Incidence of positivity NN Alexandrov Research Institute of Oncology and Medical Radiology,
Minsk, Belarus Breast Cancer Research 2007, 9(Suppl 1):P20 (doi: 10.1186/bcr1726)
Introduction Nowadays, all developed countries spend enormous
resources on breast cancer (BC) treatment. However, no significant
reduction in the population’s BC rates due to the improvement of
treatment methods can be expected in the near future. p
Objective To use the data of the Belarusian Cancer Registry (BCR) for
active identification of individuals with hereditary predisposition to BC
and other BC-associated forms of malignant neoplasms. p
Objective To use the data of the Belarusian Cancer Registry (BCR) for
active identification of individuals with hereditary predisposition to BC
and other BC-associated forms of malignant neoplasms. Materials and methods To make the analysis, 4,442 patients with
second primaries (SP), one of which was BC, were selected, as well as
BC patients with disease origination before age 40. There were 7,137
such patients. Conclusion We have demonstrated that: (a) patients who received
high-dose and standard chemotherapy showed similar results, (b)
patients with a low-risk of relapse had markedly lower values as
compared with high-risk primary breast cancer patients, and (c)
micrometastases persist in a substantial proportion of patients. Results BC was most commonly associated with skin cancer (24.9%),
endometrial cancer (11.8%), ovarian cancer (9%), gastric cancer
(7.8%), cervical cancer (5.9%), rectum cancer (5.2%), thyroid cancer
(5%), colon cancer (4.8%), renal cancer (3.6%), lung cancer (3.4%),
skin melanoma (2.3%) and other cancers (16.3%). The fate of each
patient was retraced. Conclusions (1) BCR data enable one to identify individuals potentially
predisposed to hereditary BC and other BC-associated forms of
malignancies, according to two features. (2) Using the risk factors for Conclusions (1) BCR data enable one to identify individuals potentially
predisposed to hereditary BC and other BC-associated forms of
malignancies, according to two features. (2) Using the risk factors for S22 Available online http://breast-cancer-research.com/supplements/9/S1 Available online http://breast-cancer-research.com/supplements/9/S1 Figure 1 (abstract P22)
Preoperative image by POCI showing two hot sentinel nodes. Figure 1 (abstract P22) development of hereditary BC and other BC-associated forms of
malignant neoplasms makes it possible to draw the relatives of the
identified individuals into genetic consulting. (3) The rates of BC
association with other forms of malignancies in SP patients were
evaluated in the Belarusian population. Table 1 (abstract P22) The axillary area was scanned with the POCI camera with 10-second
acquisition images. SLN detection was defined as positive on the basis
of a local radioactivity increase in the intraoperative images of the
surveyed region. The SLN excision biopsy was guided, following the
established procedure, using the counting probe and blue dye. Finally,
a complementary scanning procedure was performed with the POCI
directly in the operative wound before skin closure to confirm complete
excision or to detect some residuals SLNs. The number and the
localization of SLNs obtained by both intraoperative detectors are
compared with those obtained the day before with the conventional
gamma camera. Conclusion The use of Tachosil® in the axillary area in patients with
breast cancer requiring axillary dissection seems to reduce the volume
and duration of postoperative axillary drainage, the duration of hospital
stay, and the frequency and volume of seroma after axillary drainage. Larger series are required to confirm these results. Incidence of positivity (4) The use of BCR data and
active involvement of relatives of persons with a cancer burden in
oncogenetic consulting offer opportunities for early diagnosis and
prevention of hereditary BC and other BC-associated forms of
malignant neoplasms. Tachosil® to reduce the morbidity of axillary lymph
node dissection in breast cancer E Barranger, O Morel, G Akerman, C Malartic, D Clement
Département de Gynecologie-Obstétrique, Hôpital Lariboisière, Paris,
France Breast Cancer Research 2007, 9(Suppl 1):P21 (doi: 10.1186/bcr1727)
Background Seroma formation after axillary lymph node dissection in
breast cancer remains a problem despite many efforts to reduce
surgery-related morbidity. The aim of the present study was to evaluate
the impact of a fibrin-glue-coated collagen patch (Tachosil®; Nycomed
Laboratory, Denmark) to reduce the volume and duration of post-
operative axillary drainage, the duration of hospital stay, and procedural
safety. Preoperative image by POCI showing two hot sentinel nodes. Preoperative image by POCI showing two hot sentinel nodes. Table 1 (abstract P22)
Results of SLN identification with lymphoscintigraphy and POCI
Total SLNs
Mean
95% CI
Range
Preoperative lymphoscintigraphy
54
1.6
1.28–1.99
0–4
POCI camera the day before surgery
59
1.8
1.46–2.12
0–4
POCI intraoperative imager
61
1.9
1.55–2.15
0–4 P23 Results Twelve patients have so far been randomized. Preliminary
safety data will be presented at the meeting. Acknowledgement Supported by GlaxoSmithKline. Preliminary safety data of preoperative
chemotherapy plus trastuzumab, lapatinib or both in
HER2-positive operable breast cancer V Guarneri1, A Frassoldati1, F Piacentini1, K Cagossi2,
L Cavanna3, A Michelotti4, G Jovic1, S Giovannelli1, G Ficarra5,
C Oliva6, P Conte1 First clinical results on the potential of intraoperative
imaging for sentinel lymph node biopsy in breast
cancer by the POCI in 32/33 patients (97%) (P = 0.13). At least one SLN
(mean: 2.3; range: 1–4) was identified in all patients during the surgery. Concerning the duration of these procedures, the mean acquisition
time was 15 minutes (range: 10–30) with lymphoscintigraphy,
8.8 minutes (range: 3–18) with the POCI used the day before surgery
and 3.35 minutes (range: 2–6.5) with preoperative POCI. Conclusion These preliminary clinical results show that the POCI
camera is able to predict the number and localization of breast cancer
SLNs. The POCI camera appears to be a promising tool to complete or
replace the preoperative standard lymphoscintigraphy, especially in
surgical centers without an onsite nuclear medicine department. Sample size Assuming a 50% increase in the pCR rate for the CT + T +
L arm versus CT + T or CT + L, 52 patients will be enrolled in the first
stage; in case we observe 13 pCR, an additional 68 patients will be
enrolled, for a total of 120 patients (Simon’s design). Results Twelve patients have so far been randomized. Preliminary
safety data will be presented at the meeting. Acknowledgement Supported by GlaxoSmithKline. Sample size Assuming a 50% increase in the pCR rate for the CT + T +
L arm versus CT + T or CT + L, 52 patients will be enrolled in the first
stage; in case we observe 13 pCR, an additional 68 patients will be
enrolled, for a total of 120 patients (Simon’s design). First clinical results on the potential of intraoperative
imaging for sentinel lymph node biopsy in breast
cancer E Barranger1, K Kerrou2, S Pitre3, MA Duval3, C Coutant1,
R Siebert3, J Talbot2, Y Charon3, S Uzan1
1Gynécologie Obstétrique, Hôpital Lariboisière, Hôpital Tenon AP-HP,
Paris, France; 2Médecine Nucléaire, Hôpital Tenon AP-HP, Paris,
France; 3Laboratoire IMNC–CNRS Paris 7–Paris 11, Orsay, France
Breast Cancer Research 2007, 9(Suppl 1):P22 (doi: 10.1186/bcr1728)
Background The growing interest in the sentinel lymph node (SLN)
detection concept has led to the development of several prototypes of
hand-held gamma cameras. After the first successful clinical trials with E Barranger1, K Kerrou2, S Pitre3, MA Duval3, C Coutant1,
R Siebert3, J Talbot2, Y Charon3, S Uzan1 1Gynécologie Obstétrique, Hôpital Lariboisière, Hôpital Tenon AP-HP,
Paris, France; 2Médecine Nucléaire, Hôpital Tenon AP-HP, Paris,
France; 3Laboratoire IMNC–CNRS Paris 7–Paris 11, Orsay, France Results To date, 33 patients (mean age: 64 years) have been included
in this clinical protocol. A SLN was identified by lymphoscintigraphy in
31/33 patients (94%), versus 30/33 (90.9%) with the POCI (P > 0.3). The mean number of SLNs identified by lymphoscintigraphy was 1.6
(range: 0–4), versus 1.8 (range: 0–4) with the POCI (Table 1). The day
of the surgery, at least one SLN (mean: 1.9; range: 0–4) was identified Background The growing interest in the sentinel lymph node (SLN)
detection concept has led to the development of several prototypes of
hand-held gamma cameras. After the first successful clinical trials with S23 Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference Breast Cancer Research Vol 9 Suppl 1
VII Madrid Breast Cancer Conference by the POCI in 32/33 patients (97%) (P = 0.13). At least one SLN
(mean: 2.3; range: 1–4) was identified in all patients during the surgery. Concerning the duration of these procedures, the mean acquisition
time was 15 minutes (range: 10–30) with lymphoscintigraphy,
8.8 minutes (range: 3–18) with the POCI used the day before surgery
and 3.35 minutes (range: 2–6.5) with preoperative POCI. for 12 weeks, followed by four courses of FEC (5-FU 600 mg/m2 +
epirubicin 75 mg/m2 + cyclophosphamide 600 mg/m2 i.v.) every
3 weeks. T is administered at the dose of 2 mg/kg weekly in arms A
and C; L is administered at 1,500 mg p.o. daily in arm B, and at
1,000 mg p.o. daily in arm C. Both T and L are administered throughout
the duration of CT. The following biomarkers are evaluated at baseline,
and at surgery: EGFR, HER2, pTEN, pAKT, pMAPK, apoptosis (TUNEL
Test), Ki67. Significance of nuclear medicine: 99mTc-MDP in the
detection of breast cancer bone metastasis 1Department of Oncology and Hematology, University of Modena and
Reggio Emilia, Modena, Italy; 2Division of Medical Oncology Ramazzini
Hospital, Carpi, Italy; 3Division of Medical Oncology, Hospital of
Piacenza, Italy; 4Division of Medical Oncology, S. Chiara University
Hospital, Pisa, Italy; 5Department of Pathology, University of Modena
and Reggio Emilia, Modena, Italy; 6Oncology Medicine Development
Center, GlaxoSmithKline, Greenford, UK Nuclear Medicine, Department of Radiation Oncology, Kamla Nehru
Hospital, Gandhi Medical College, Bhopal, India Nuclear Medicine, Department of Radiation Oncology, Kamla Nehru
Hospital, Gandhi Medical College, Bhopal, India Breast Cancer Research 2007, 9(Suppl 1):P24 (doi: 10.1186/bcr1730) Finding bone metastases is frequently important for clinical decisions
affecting quality of life. Detection of such bone metastatic lesions
allows radiation therapy or surgical interventions to prevent pathologic
fractures from disabling the patients. We investigated 53 breast cancer
patients referred by surgeons, radiotherapists and chemotherapists. Adsorption of 99mTc-MDP occurs in the mineral phase of the bone. High-sensitivity bone scanning in determining the presence and extent
of metastatic disease is an extremely important tool in decision-making. Bone scans demonstrate metastatic lesions much earlier than X-ray,
CT or MRI. 99mTc-MDP 22–25 mCi was injected i.v. In total, 53
patients were investigated. On visual analysis there were positive scan
findings (bone mets) in 17 patients (33.4%) and negative scan findings
(normal bone scan) in 34 patients (66.6%). Significance of bone mets
in the management of disease occurs when clinically stage I and
scintigraphically stage IV; here a change of treatment is needed. Sensitivity for detecting bone mets is quoted as 95% or above. Bone
scintigraphy is a noninvasive technique used for detection of breast
cancer bone metastasis. Quality of life will be good if diagnosed early
and accurately and if managed properly. and Reggio Emilia, Modena, Italy; Oncology Medicine Development
Center, GlaxoSmithKline, Greenford, UK
Breast Cancer Research 2007, 9(Suppl 1):P23 (doi: 10.1186/bcr1729)
Introduction and objective Lapatinib (L) is a tyrosine kinase inhibitor
of EGFR and HER2. The inhibition of these two pathways can affect
tumor growth by reducing the EGFR-dependent proliferative stimulus,
by restoring apoptosis, and possibly by enhancing sensitivity to
chemotherapy (CT). On these premises, the combination of L with CT
or with CT and trastuzumab (T) is promising. We have therefore
designed a phase II randomized trial to evaluate the activity and safety
of this combination as preoperative therapy for HER2+ operable breast
cancer (BC). The primary endpoint was percentage of pathologic
complete response (pCR). Significance of nuclear medicine: 99mTc-MDP in the
detection of breast cancer bone metastasis Secondary aims were the breast objective
response, breast conservative surgery, safety, molecular responses,
and gene expression related to pCR. Patients and methods After a core biopsy for diagnosis, biomarker
evaluation and storage of fresh tissue for molecular analyses, patients
with HER2+ stage II–IIIA BC are randomized to: arm A, CT + T; arm B,
CT + L; arm C, CT + T + L. CT consists of: paclitaxel 80 mg/m2 weekly Breast Cancer Research 2007, 9(Suppl 1):P23 (doi: 10.1186/bcr1729)
Introduction and objective Lapatinib (L) is a tyrosine kinase inhibitor
of EGFR and HER2. The inhibition of these two pathways can affect
tumor growth by reducing the EGFR-dependent proliferative stimulus,
by restoring apoptosis, and possibly by enhancing sensitivity to
chemotherapy (CT). On these premises, the combination of L with CT
or with CT and trastuzumab (T) is promising. We have therefore
designed a phase II randomized trial to evaluate the activity and safety
of this combination as preoperative therapy for HER2+ operable breast
cancer (BC). The primary endpoint was percentage of pathologic
complete response (pCR). Secondary aims were the breast objective
response, breast conservative surgery, safety, molecular responses,
and gene expression related to pCR. Patients and methods After a core biopsy for diagnosis, biomarker
evaluation and storage of fresh tissue for molecular analyses, patients
with HER2+ stage II–IIIA BC are randomized to: arm A, CT + T; arm B,
CT + L; arm C, CT + T + L. CT consists of: paclitaxel 80 mg/m2 weekly S24
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Avaliação da atividade eletromiográfica com ou sem o uso de diversos tipos de calçado, em diferentes planos de locomoção
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Fisioterapia em Movimento
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Evaluation of eletromyographic activity with or without
the use of various types of shoes, in different plans Geraldo Fabiano de Souza Moraes[a], Adriana Papini Antunes[b],
Elaine Souza Rezende[c], Poliana Cardoso Ribeiro de Oliveira[d] [a] Fisioterapeuta, mestre em Ciências da Reabilitação, especialista em Fisioterapia Ortopédica e Esportes, professor
assistente do curso de Engenharia de Saúde e Segurança da Universidade Federal de Itajubá – Câmpus Itabira - Be
Horizonte, MG - Brasil, e-mail: geraldmoraes@terra.com.br
[b] Fisioterapeuta, especialista em Fisioterapia Ortopédica e Desportiva - Belo Horizonte, MG - Brasil, e-mail:
dripantunes@yahoo.com.br
[c] Fisioterapeuta, Belo Horizonte, MG - Brasil, e-mail: enialerezende@yahoo.com.br
[d] Fisioterapeuta, Belo Horizonte, MG - Brasil, e-mail:polianacro@yahoo.com.br [a] Fisioterapeuta, mestre em Ciências da Reabilitação, especialista em Fisioterapia Ortopédica e Esportes, professor
assistente do curso de Engenharia de Saúde e Segurança da Universidade Federal de Itajubá – Câmpus Itabira - Belo
Horizonte, MG - Brasil, e-mail: geraldmoraes@terra.com.br ISSN 0103-5150
Fisioter. Mov., Curitiba, v. 25, n. 3, p. 507-516, jul./set. 2012
Licenciado sob uma Licença Creative Commons Avaliação da atividade eletromiográfica com ou sem o uso de
diversos tipos de calçado, em diferentes planos de locomoção Evaluation of eletromyographic activity with or without
the use of various types of shoes, in different plans Abstract Introduction: It is very common women’s complaints of discomfort in the lumbar region, caused by the use
of high heeled shoes. Objective: The objective of this study was to evaluate the electromyographyc activity
of the muscles of the leg and spine associated with different types of shoes and barefoot, in various plans of
locomotion, before and after fatigue. Materials and methods: This is a cross-sectional study, in which was
used a sample of convenience with 15 young women, aged between 18 and 35 years, sedentary. The examined
muscles were tibialis anterior, gastrocnemius medialis and lateralis and erector spinae. The muscular activity
was assessed during locomotion on flat surface, up and down stairs and in an inclined surface. The shoes were
high-heeled, small heeled, snickers, slipper, and it was also made an evaluation in barefoot. Results: The results
of electromyographyc analysis showed that the muscles of the leg had greater electromyographyc activity in
the position of pre-fatigue of the lower limbs and erector spinae in the post-fatigue of the lower limbs, in most
of the conditions and situations. Conclusion: Adaptive conditions associated with regular use of high heels has
been widely questioned in relation to the incidence of injuries. In post-fatigue of the lower limbs, there was a
decline in the activities of the muscles of the leg and increased recruitment of the erector muscles, justified by
the need for greater stability of the spine and pelvis during the locomotion of young women. [K] Keywords: Electromyography. Gait. Evaluation. Muscle fatigue. Resumo Introdução: São muito recorrentes as queixas de mulheres com desconforto na região lombar durante
o uso de sapato de salto. Objetivo: O objetivo deste estudo foi avaliar a atividade eletromiográϐica de
músculos da perna e eretores da espinha associada a tipos de calçados e ao andar descalço, nos diferentes
planos de locomoção, nas situações pré e pós-fadiga. Materiais e métodos: Trata-se de um estudo ob-
servacional transversal, no qual foi utilizado uma amostra de conveniência com 15 mulheres jovens, com
idades entre 18 e 35 anos, sedentárias. Os músculos analisados foram: tibial anterior, gastrocnêmio me-
dial e lateral e eretores. A atividade muscular foi avaliada durante a marcha em superϐície plana, subindo e
descendo escada e rampa. Os calçados utilizados foram salto alto, salto baixo, tênis, chinelo, e também foi
feita a avaliação sem o uso deles, ou seja, descalço. Resultados: Os resultados da análise eletromiográϐica
mostrou que os músculos da perna tiveram maior atividade eletromiográϐica pré-fadiga e os eretores, pós-
-fadiga dos membros inferiores, na maioria das condições e situações. Conclusão: Condições adaptativas
associadas ao uso regular de salto alto foram amplamente questionadas em relação à incidência de lesões. Após fadiga de membros inferiores, houve declínio na atividade dos músculos da perna e aumento do Fisioter Mov. 2012 jul/set;25(3):507-16 Moraes GFS, Antunes AP, Rezende ES, de Oliveira PCR. 508 recrutamento dos músculos eretores, justiϐicado pela necessidade de maior estabilidade da coluna e da
pelve durante a locomoção de mulheres jovens. [P] recrutamento dos músculos eretores, justiϐicado pela necessidade de maior estabilidade da coluna e da
pelve durante a locomoção de mulheres jovens. [P] [ ]
Palavras-chave: Eletromiograϐia. Marcha. Avaliação. Fadiga muscular. Fisioter Mov. 2012 jul/set;25(3):507-16 Keywords: Electromyography. Gait. Evaluation. Muscle fatigue. Introdução 2012 jul/set;25(3):507-16 Avaliação da atividade eletromiográfica com ou sem o uso de diversos tipos de calçado, em diferentes planos de locomoção 509 áreas do corpo. Outra boa prática é alongar periodi-
camente os músculos da coxa e da panturrilha (10). áreas do corpo. Outra boa prática é alongar periodi-
camente os músculos da coxa e da panturrilha (10). Hoje em dia, as mulheres estão mais inseridas no
mercado de trabalho, e o uso de salto é frequente,
principalmente associado à questão estética. Devido
a relatos de incômodos como dores, alterações pos-
turais e deformidades nos pés, é extremamente im-
portante veriϐicar qual tipo de calçado seria o mais
adequado e o mais confortável para o uso diário. refere-se à medida dos ângulos formados nas arti-
culações pelos segmentos corporais. Ao utilizar um
goniômetro universal, o examinador obtém essas
medidas colocando as partes do instrumento junto
aos segmentos imediatamente proximal e distal à ar-
ticulação que está sendo avaliada. É um equipamento
de medida do ângulo articular que apresenta validade
e conϐiabilidade já descritas na literatura (12, 13). Hoje em dia, as mulheres estão mais inseridas no
mercado de trabalho, e o uso de salto é frequente,
principalmente associado à questão estética. Devido
a relatos de incômodos como dores, alterações pos-
turais e deformidades nos pés, é extremamente im-
portante veriϐicar qual tipo de calçado seria o mais
adequado e o mais confortável para o uso diário. Foi utilizado o eletromiógrafo de superϐície da
marca EMG System, modelo EMG 1600 (EMG System,
São José dos Campos, SP, Brasil), conectado a um
microcomputador com oito eletrodos de superϐície
ativos, bipolares, Ag/AgCl. Os resultados dos testes
foram armazenados e analisados por um programa
especíϐico, seguindo o manual do fabricante. O objetivo deste estudo foi avaliar a atividade ele-
tromiográϐica dos músculos da perna e eretores da
espinha associados aos tipos de calçados e sem eles
(descalço), nos diferentes planos de locomoção, nas
situações pré e pós-fadiga. A eletromiograϐia (EMG) possibilita o registro dos
sinais elétricos gerados pelas células musculares, o
que permite a análise da atividade muscular durante
o movimento simples ou associado à realização de
uma tarefa. Introdução A validade e a precisão da avaliação da
atividade muscular, por meio da utilização da EMG,
estão relacionadas ao processo de detecção dos sinais
e à correta condução dos procedimentos de análise,
bem como a conhecimentos de possíveis interferên-
cias durante o processo de coleta (14, 15). Locais de análise da locomoção Utilizou-se um plano com uma distância retilínea
de seis metros, uma rampa de um metro e sessenta
centímetros, com uma inclinação de 16º, e uma esca-
da com três degraus, com altura de 16 centímetros e
largura de 24 centímetros. Procedimentos Inicialmente, todas as voluntárias foram escla-
recidas quanto aos objetivos e aos procedimentos
do estudo e, em seguida, assinaram o termo de con-
sentimento livre e esclarecido. Em seguida, foi feita
uma avaliação padronizada, por uma avaliadora de-
vidamente treinada, para identiϐicação, anamnese e
exame ϐísico de cada voluntária. Esse estudo foi aprovado pelo Comitê de Ética em
Pesquisa do Centro Universitário Newton Paiva, com
o número interno do projeto 0082, de 6 de março
de 2008. Materiais e métodos Trata-se de um estudo observacional transversal,
no qual foi utilizada uma amostra de conveniência
com 15 mulheres jovens, com idades entre 18 e 35
anos, sedentárias. Os dados foram coletados entre
fevereiro e junho de 2008. Os critérios de exclusão foram mulheres que
possuíssem rigidez articular, dor que incapacite a
realização dos testes, discrepância de MMII (acima
de um centímetro), terem tido entorse de tornozelo
há menos de seis meses do estudo, terem sido diag-
nosticadas com ruptura ligamentar nos tornozelos,
terem sido submetidas a cirurgias ou ϐisioterapia nos
membros inferiores há menos de seis meses. Também
foram excluídas mulheres obesas – IMC ≥ 30 (11),
grávidas, diabéticas, que utilizassem auxílio à marcha
e/ou palmilhas, com presença de edema de tornozelo
e pés, hipotroϐia acima de dois centímetros de pantur-
rilha e coxa, que possuíssem hálux valgo, joanete do V
metatarso e neuroma de Morton que impossibilitasse
a realização dos procedimentos. Introdução Neptune et al. (7) mostraram que o gastrocnêmio
medial é o único ϐlexor plantar que auxilia no início
da fase de balanço. Em síntese, há pouco consenso
sobre o papel funcional dos músculos individualmen-
te durante a fase de balanço da marcha. Um dos aspectos mais prevalentes são queixas de
mulheres com desconforto na região lombar durante
o uso de sapato de salto (1). Snow e Williams (2) des-
creveram que pode haver uma relação entre a postura
assumida e os desconfortos presentes, geralmente
associados à fadiga muscular e ao aumento das forças
de reação do solo durante o uso desse tipo de calçado. Durante a marcha, o corpo se movimenta de for-
ma semelhante a um pêndulo invertido. Na primeira
metade da fase de apoio, a energia cinética é trans-
formada em energia potencial gravitacional, que é
parcialmente recuperada; o corpo inclina para frente
e para baixo na segunda metade da fase de apoio. Quando uma perna atinge o chão, as energias cinética
e potencial gravitacional são armazenadas tempora-
riamente como energia elástica em músculos, tendões
e ligamentos e, então, é quase totalmente recuperada
durante a fase de impulso (8). Alguns estudos (2-4) demonstraram que as maio-
res alterações que ocorrem nos membros inferiores,
de acordo com a altura do salto, são o aumento signi-
ϐicativo na ϐlexão plantar, na mudança da orientação
relativa das estruturas ósseas das articulações do
tornozelo, metatársica e metatarsofalangeanas, al-
teração dos ângulos de inserção dos músculos do pé
e do tornozelo e diminuição do ângulo máximo do
joelho durante a fase de balanço e na velocidade de
extensão do joelho. O trabalho estático é altamente fatigante e, sempre
que possível, deve ser evitado. Quando isso não for
possível, pode ser aliviado por meio de mudanças
de postura, uso de sapatos adequados ou por meio
de apoios para partes do corpo, com o objetivo de
reduzir as contrações estáticas dos músculos (9). Trabalhos anteriores sugerem que alterações na
atividade muscular terão um efeito previsível sobre
as forças de reação do solo. Tais trabalhos demonstra-
ram que os ϐlexores plantares são músculos principais
que contribuem para o impulso propulsor na última
metade do apoio da marcha (5, 6). Dentre os melhores recursos para a prevenção,
está a opção pelos calçados mais baixos, que dão mais
sustentação e equilíbrio e não forçam determinadas Fisioter Mov. Redução dos dados Para análise eletromiográϐica, utilizou-se o pro-
grama AqDanalysis, seguindo as recomendações do
fabricante. Para normalização dos dados, utilizou-se
o cálculo da Root Mean Square (RMS) e cálculo da
porcentagem da CVMI. O processamento dos dados
eletromiográϐicos incluiu retiϐicação e ϐiltragem dos
sinais. Os dados foram coletados a uma frequência
de 1000 Hz e foram ϐiltrados com um ϐiltro passa alta
de 10 Hz e um ϐiltro passa baixa de 500 Hz. Após a colocação dos eletrodos, observou-se o
“silêncio” muscular, e, em seguida, solicitou-se a con-
tração dos músculos a serem analisados, durante os
respectivos movimentos realizados, a ϐim de se con-
ϐirmar o posicionamento correto do equipamento. Posteriormente, foi realizada a contração voluntária
máxima isométrica (CVMI) de cada músculo, para
normalização dos dados e posterior análise da ati-
vidade muscular. Os dados foram armazenados no
programa especíϐico. Instrumentos Após avaliação, a voluntária realizou um sorteio,
por meio de envelope selado, para aleatorização dos
planos de locomoção e dos calçados a serem utiliza-
dos durante a coleta da atividade muscular, antes e
após o protocolo de fadiga. Foi utilizado, para mensurar ϐlexibilidade, um go-
niômetro universal (Baseline®, Aurora, IL, EUA), tendo
duas hastes de 31,5 cm de comprimento e um fulcro
com precisão de medida de um grau. A goniometria Fisioter Mov. 2012 jul/set;25(3):507-16 Moraes GFS, Antunes AP, Rezende ES, de Oliveira PCR. 510 ininterruptamente, até a sensação de queimação e
de não suportar mais executar as repetições (16, 17). Após a aplicação desse protocolo, foram feitas as
mesmas medidas pré-fadiga, sendo que a sequên-
cia de calçados e as atividades foram previamente
aleatorizadas. Todos os dados de análise da loco-
moção nos diversos planos, utilizando os diversos
calçados e de maneira descalça, foram armazenados
no programa especíϐico do equipamento, para pos-
terior análise. ininterruptamente, até a sensação de queimação e
de não suportar mais executar as repetições (16, 17). Foi demarcada uma distância de seis metros para
locomoção no plano. Durante a análise, desprezaram-
-se os dois metros iniciais e ϐinais, a ϐim de se evitar
interferências na coleta da eletromiograϐia durante
a aceleração e a desaceleração da marcha. Após a aplicação desse protocolo, foram feitas as
mesmas medidas pré-fadiga, sendo que a sequên-
cia de calçados e as atividades foram previamente
aleatorizadas. Todos os dados de análise da loco-
moção nos diversos planos, utilizando os diversos
calçados e de maneira descalça, foram armazenados
no programa especíϐico do equipamento, para pos-
terior análise. Uma avaliadora realizou a tricotomia dos respecti-
vos pontos de inserção dos eletrodos, seguindo as re-
comendações (14), e a higienização do local por meio
de fricção com gaze e álcool. Os músculos analisados
foram tibial anterior (TA), gastrocnêmio medial (GM)
e lateral (GL) e eretores (ERET), todos bilateralmente. Foram colocados dois eletrodos na região em que a
avaliadora detectava, por palpação, a região de maior
contração muscular (14). Os eletrodos foram aϐixados
a uma distância de dois centímetros de cada um. Foi
colocado um eletrodo “terra” sobre o acrômio direito,
como forma de padronização das medidas. Análise estatística Estatísticas descritivas, testes de normalidade
(Shapiro-Wilk) e testes de igualdade de variância
(Levene) foram realizados para todas as variáveis,
utilizando-se o pacote estatístico Statistical Package
of Social Science for Windows (SPSS), na sua versão
15.0 (SPSS Inc©, Chatanoga, IL). A atividade muscular foi avaliada durante a loco-
moção em solo plano, subindo e descendo escadas
(três degraus com 15 centímetros de altura cada),
aclive e em declive (16). Os sapatos utilizados foram:
salto alto tipo Chanel, salto baixo tipo Chanel, tênis,
chinelo modelo Havaianas®, além de ter sido feita a
avaliação sem sapatos, ou seja, descalço. Foram consi-
derados sapato de salto alto aqueles com altura entre
nove e onze centímetros e, para salto baixo, foram
considerados aqueles entre cinco e sete centímetros. Para o tênis, foi necessário que ele tivesse uma eleva-
ção de calcanhar de dois a quatro centímetros. Foi usado o teste Post Hoc com correção de Scheffé
para comparações múltiplas, a ϐim de se determinar o
efeito de interação dos calçados. Para análise da inϐlu-
ência das situações de pré e pós-fadiga, nos diversos
planos utilizados e com os diferentes calçados e de
maneira descalça, utilizou-se o t Student para amos-
tras pareadas. O nível de signiϐicância estabelecido
foi de α igual a 5%. Foi utilizado foot switch para determinar as fases
da marcha, flash sincronizado com o eletromiógrafo,
a ϐim de se determinar o início do movimento e o
registro da marcha. Um metrônomo foi utilizado para
cadenciar e padronizar a velocidade de marcha em
110 passos por minuto, no plano. Fisioter Mov. 2012 jul/set;25(3):507-16 Resultados Após a primeira coleta, a participante foi enca-
minhada para um protocolo de fadiga dos múscu-
los do tríceps sural, bilateralmente. Esse protocolo
correspondeu à participante executar movimentos
de ϐlexão plantar concêntrica e excentricamente, Participaram deste estudo 15 voluntárias, com
idade variando entre 18 e 31 anos (23,2 ± 3,36 anos),
sedentárias. Das 15 voluntárias, 13 eram destras e
duas eram sinistras. A descrição das voluntárias está
demonstrada na Tabela 1. Fisioter Mov. 2012 jul/set;25(3):507-16 Avaliação da atividade eletromiográfica com ou sem o uso de diversos tipos de calçado, em diferentes planos de locomoção 511 Tabela 1 - Descrição das participantes
Voluntária
Idade
Tamanho do calçado
Dominância
Atividade física
1
22
36
D
Não
2
21
36
D
Não
3
23
35
D
Não
4
18
36
D
Não
5
20
37
E
Não
6
21
36
D
Não
7
22
33
D
Não
8
22
36
E
Não
9
25
37
D
Não
10
23
38
D
Não
11
24
37
D
Não
12
31
36
D
Não
13
30
36
D
Não
14
22
35
D
Não
15
27
36
D
Não
Fonte: Dados da pesquisa. Neste estudo, foram analisados os músculos tibial
anterior direito (TAD), tibial anterior esquerdo (TAE),
gastrocnêmio medial direito (GMD), gastrocnêmio
medial esquerdo (GME), gastrocnêmio lateral direito
(GLD), gastrocnêmio lateral esquerdo (GLE), eretor
da espinha direito (ERETD), eretor da espinha es-
querdo (ERETE), os quais apresentaram diferenças
signiϐicativas, demonstradas na Tabela 2. disso, observou-se, também, um aumento na ativi-
dade eletromiográϐica pós-fadiga, exceto para o TAE
descalço-subir rampa. O músculo TA controla o posicionamento do pé
tanto na fase de apoio, com um aumento da estabili-
dade da base de suporte do segmento em contato com
o solo, quanto na fase de balanço, durante o movimen-
to de dorsiϐlexão, que prepara o pé para o próximo
apoio do calcâneo, durante o ciclo da marcha (19, 20). Isso pode ser um fator que justiϐicaria a diferença
signiϐicativa encontrada nesses músculos ao subir e
descer rampa, durante a fase de balanço da marcha. Fisioter Mov. 2012 jul/set;25(3):507-16 Discussão Os resultados da análise eletromiográϐica dos
músculos avaliados demonstram que os músculos
da perna apresentaram maior atividade eletromio-
gráϐica na situação de pré-fadiga dos MMII, e os ere-
tores da espinha, na situação pós-fadiga dos MMII,
na maioria das condições e situações. Bogey, Perry e Gitter (20) descrevem uma rápida
ativação do músculo TA, durante a fase inicial de ba-
lanço da marcha, como forma de preparação para o
descolamento do segmento distal do MI do solo, bem
como na fase terminal do balanço, com o objetivo de
manter a dorsiϐlexão do tornozelo, para aumentar a
estabilidade para o início da nova fase de contato do
segmento distal no duplo apoio. O músculo TA é o motor primário para a dorsiϐle-
xão de tornozelo e ajuda em sua estabilização (18). No presente estudo, os músculos TAD e TAE apresen-
taram diferenças signiϐicativas quando as voluntá-
rias estavam descalças nas condições descer rampa
e subir rampa, respectivamente, durante a fase de
balanço da marcha, e com o uso de salto baixo, no
plano, durante a fase de balanço da marcha. Além Com a coativação dos músculos da perna durante
o apoio do segmento distal do MI e em função do
protocolo de fadiga, uma maior ativação do TA tam-
bém pode se manifestar como forma de recrutamento
desse músculo, para maior estabilidade do segmento
distal do MI durante os ciclos da marcha. Fisioter Mov. 2012 jul/set;25(3):507-16 Moraes GFS, Antunes AP, Rezende ES, de Oliveira PCR. Discussão 512 Tabela 2 - Comparação da atividade eletromiográfica muscular
Músculo
Calçado
Condição
Valor de p
TAD - apoio MIE*
Descalça
Descer rampa
0,001
Salto baixo
Plano
0,010
TAE - apoio MID**
Descalça
Subir rampa
0,005
Salto baixo
Plano
0,028
GMD - apoio MID
Chinelo
Descer escada
0,007
Tênis
Plano
0,049
GMD - apoio MIE
Salto alto
Plano
0,002
GME - apoio MID
Descalça
Descer escada
0,009
Descalça
Subir rampa
0,039
Salto alto
Subir escada
0,049
GME - apoio MIE
Tênis
Subir escada
0,032
Salto alto
Plano
0,008
Salto alto
Descer rampa
0,036
GLD - apoio MID
Descalça
Plano
0,007
GLE - apoio MIE
Descalça
Subir rampa
0,001
Salto baixo
Subir rampa
0,036
ERETD - apoio MID
Descalça
Subir escada
0,011
Descalça
Descer escada
0,001
Chinelo
Plano
0,049
Chinelo
Descer escada
0,001
Chinelo
Subir rampa
0,001
Chinelo
Descer rampa
0,015
Tênis
Plano
0,008
Tênis
Descer escada
0,022
Tênis
Subir rampa
0,022
Tênis
Descer rampa
0,016
Salto baixo
Subir escada
0,033
Salto baixo
Subir rampa
< 0,001
Salto alto
Plano
0,008
Salto alto
Descer rampa
0,015
ERETD - apoio MIE
Descalça
Subir escada
0,034
Descalça
Descer escada
0,014
Descalça
Descer rampa
0,002
Chinelo
Plano
0,002
Chinelo
Subir escada
0,002
Chinelo
Subir rampa
< 0,001
Chinelo
Descer rampa
0,002
Tênis
Plano
0,016
Tênis
Descer escada
0,001
Tênis
Subir rampa
< 0,001
Salto baixo
Descer escada
0,001
Salto baixo
Subir rampa
0,005
Salto baixo
Descer rampa
0,041
Salto alto
Subir escada
0,048
(Contin Tabela 2 - Comparação da atividade eletromiográfica muscular Fisioter Mov. Discussão O GLD apresentou diferença signiϐicativa na con-
dição descalça, no plano, na fase de apoio da mar-
cha. O GLE apresentou diferença signiϐicativa na
condição descalça subindo rampa, na fase de apoio
da locomoção. Não foram observadas diferenças signiϐicativas
para os ERET bilateralmente: nas condições descalço
no plano e ao subir rampa, tanto com apoio de MID
quanto de MIE, e ao descer rampa com apoio de MID;
com o uso de tênis, ao subir escadas, tanto com apoio
de MID quanto de MIE, e descer rampa com apoio de
MIE; com o uso de salto baixo, no plano, tanto com
apoio de MID quanto de MIE; ao subir escadas com
apoio de MIE, descer escadas com apoio de MID e
descer rampa com apoio de MID; com o uso de salto
alto, no plano apoio de MIE, subir escadas com apoio
de MID e descer escadas com apoio de MIE. O Gastrocnêmio ajuda na propulsão durante a
locomoção do indivíduo nas AVD e nas atividades
proϐissionais. A prevalência de maior atividade desse
músculo durante a fase de apoio da marcha pode ser
compreendida em virtude da necessidade de manu-
tenção da estabilidade da massa corporal e absorção
e dissipação de forças reativas, pois atua tanto na fase
do impulso quanto no apoio inicial para controle da
ϐlexão do joelho, por ser um músculo biarticular (21). Em relação à atividade eletromiográϐica dos mús-
culos eretores da espinha, houve diferença signiϐica-
tiva nas condições de pré e pós-fadiga, na maioria das
condições de estudos com todos os tipos de calçados e
sem o uso deles (descalço). Tais achados contradizem
os encontrados no estudo de Bendix et al. (24), no
qual os músculos eretores da espinha foram avalia-
dos e não foram observadas diferenças estatísticas
signiϐicativas com o uso sapatos de salto alto. Gefen et al. (22) demonstraram um aumento na
atividade eletromiográϐica do GL em relação ao GM
com o uso de salto alto em mulheres que tinham hábi-
tos regular e não regular de uso. Avaliaram, ainda, que
a fadiga muscular do Gastrocnêmio foi preponderante
na porção lateral em relação à medial durante o uso
de sapato de salto alto. Discussão 2012 jul/set;25(3):507-16 Avaliação da atividade eletromiográfica com ou sem o uso de diversos tipos de calçado, em diferentes planos de locomoção 513 Tabela 2 - Comparação da atividade eletromiográfica muscular
Músculo
Calçado
Condição
Valor de p
Salto alto
Descer rampa
0,021
ERETE – apoio MID
Descalça
Subir escada
0,037
Descalça
Descer escada
0,002
Chinelo
Plano
< 0,001
Chinelo
Subir escada
0,015
Chinelo
Descer escada
0,022
Chinelo
Subir rampa
0,004
Chinelo
Descer rampa
0,007
Tênis
Plano
< 0,001
Tênis
Descer escada
< 0,001
Salto baixo
Subir rampa
0,011
Salto alto
Plano
0,026
Salto alto
Descer escada
0,011
Salto alto
Subir rampa
0,022
Salto alto
Descer rampa
< 0,001
ERETE - apoio MIE
Descalça
Subir escada
0,03
Descalça
Descer escada
0,003
Descalça
Descer rampa
0,004
Chinelo
Plano
< 0,001
Chinelo
Subir escada
0,025
Chinelo
Descer escada
0,036
Chinelo
Subir rampa
0,009
Chinelo
Descer rampa
< 0,001
Tênis
Plano
< 0,001
Tênis
Descer escada
< 0,001
Tênis
Subir rampa
0,003
Salto baixo
Descer escada
0,005
Salto baixo
Subir rampa
0,001
Salto baixo
Descer rampa
0,039
Salto alto
Subir escada
0,004
Salto alto
Subir rampa
0,004
Salto alto
Descer rampa
0,001
Fonte: Dados da pesquisa
(Conclusão) Tabela 2 - Comparação da atividade eletromiográfica muscular Fonte: Dados da pesquisa. Legenda: *MIE – membro inferior esquerdo; **MID – membro inferior direito. Legenda: *MIE – membro inferior esquerdo; **MID – membro inferior direito. O GME apresentou diferenças signiϐicativas na
condição descalça descendo escadas e subindo ram-
pa, na fase de apoio de MID da locomoção, com o
uso de tênis subindo escadas, na fase de apoio de
MIE, de salto alto no plano e descendo rampa, na
fase de apoio de MIE, e subindo escadas, na fase de
apoio de MID. Observou-se, também, um aumento da Em relação à ativação do músculo GMD, observou-
-se diferenças signiϐicativas quando as voluntárias
estavam de chinelo descendo escadas e de tênis no
plano, na fase de apoio, e de salto alto no plano, na
fase de balanço da marcha. Observou-se, também, um
aumento na atividade eletromiográϐica pós-fadiga,
apenas com o uso do chinelo. Fisioter Mov. 2012 jul/set;25(3):507-16 Moraes GFS, Antunes AP, Rezende ES, de Oliveira PCR. 514 ao subir e descer rampa com apoio de MID, e com uso
de salto baixo, ao subir escadas com apoio de MID. atividade eletromiográϐica pós-fadiga, apenas com o
uso do tênis. Discussão A análise eletromiográϐica indicou menor ativi-
dade dos ERET quando comparado aos músculos da
perna na situação de pré-fadiga, em função da menor
exigência dos músculos lombares após as voluntárias
alcançarem o equilíbrio necessário, calçando os sa-
patos de salto alto. Pelo fato de ter sido utilizado o
protocolo de fadiga, pode-se inferir que os eretores
da espinha foram mais recrutados para manter a pos-
tura durante a locomoção, compensando a redução
da ativação dos outros músculos avaliados. Como
sugerido por Lee et al. (25), os músculos eretores se
adaptam à situação de fadiga compensando a redução
da ativação dos músculos dos MMII. Neste estudo, as porções mediais do músculo
Gastrocnêmio apresentaram maior atividade ele-
tromiográϐica que as porções laterais. Isso pode ser
explicado pelo fato de o movimento de inversão dos
pés aumentar com o desequilíbrio corporal acentua-
do pelo uso de sapatos com pouca estabilidade, como
chinelo e salto alto, e pelo pouco uso de sapatos com
o calcanhar elevado (18, 22). Os ERET são importantes músculos antigravita-
cionais que atuam predominantemente de forma es-
tática. Os tecidos passivos, como cápsulas, ligamentos
e discos da coluna vertebral, são mais sobrecarre-
gados após os elementos ativos tornarem-se menos
efetivos, em detrimento da fadiga muscular (23). O chinelo foi o calçado que promoveu maior ativi-
dade eletromiográϐica dos músculos eretores da es-
pinha, tanto à direita como à esquerda. Tal fato pode
ser justiϐicado por ser um calçado instável, sem apoio
nas laterais do pé e na região posterior do calcâneo,
quando comparado aos outros calçados utilizados. A maioria das condições e situações pré e pós-
-fadiga dos músculos da perna, avaliadas com o uso
dos diversos sapatos e sem o uso deles (descalço),
apresentou diferenças signiϐicativas para os músculos
ERET bilateralmente. Os ERETE isoladamente apresentaram diferenças
signiϐicativas apenas com o uso de chinelo subindo esca-
das, na fase de apoio de MID, e descendo escadas, na fase
de apoio de MIE da locomoção. Com o uso de salto alto,
apresentou diferenças signiϐicativas ao descer escadas,
com apoio do MID, e ao subir rampa, tanto com o apoio
do MID quanto do MIE. Os ERETD isoladamente apre-
sentaram diferenças signiϐicativas com o uso de tênis, Fisioter Mov. 2012 jul/set;25(3):507-16 Relevância clínica O uso regular de salto, principalmente o alto,
pode levar ao aprendizado motor da mulher que usa
esse tipo de calçado com frequência, pois a repeti-
ção de uma tarefa é um fator determinante para a Fisioter Mov. 2012 jul/set;25(3):507-16 Avaliação da atividade eletromiográfica com ou sem o uso de diversos tipos de calçado, em diferentes planos de locomoção 515 4. Hong WH, Lee YH, Chen HC, Pei YC, Wu CY. Inϐluence
of heel height and shoe insert on comfort perception
and biomechanical performance of young female adults
during walking. Foot Ankle Int. 2005;26(12):1042-8. PMid:16390637. plasticidade cortical, que, por sua vez, gera automa-
tismo do gesto (26). Consequentemente, pode haver
menor recrutamento de ϐibras para realizar uma ta-
refa e gasto energético reduzido. Condições adaptativas, tais como fraqueza, en-
curtamento e desequilíbrios musculares, associa-
das ao uso regular de calçados com salto têm sido
amplamente questionadas em relação à incidência
de lesões como entorses de joelho e tornozelo, além
de alterações posturais, como aumento da lordose
lombar ou sua retiϐicação. 5. Neptune R, Zajac F, Kautz S. Muscle force redistributes
segmental power for body progression during walk-
ing. Gait Posture. 2004;19(2):194-205. doi:10.1016/
S0966-6362(03)00062-6. 6. Liu MQ, Anderson FC, Pandy MG, Delp SL. Muscles that
support the body also modulate forward progression
during walking. J Biomech. 2006;39(14):2623-30. doi:10.1016/j.jbiomech.2005.08.017. Portanto, medidas preventivas, tais como imple-
mentação de um programa de atividade ϐísica regular,
com reforço muscular e alongamentos, devem ser
prescritas e orientadas às mulheres com esse hábito,
além de serem implantadas em empresas, a ϐim de
se prevenirem lesões e quadros álgicos. Dessa forma,
poder-se-ia evitar a diminuição na capacidade pro-
dutiva, bem como diminuir a taxa de absenteísmo,
desonerando o sistema de saúde vigente no país. 7. Neptune R, Kautz S, Zajac F. Contributions of the
individual ankle plantar ϐlexors to support, for-
ward progression and swing initiation during walk-
ing. J Biomech. 2001;34(11):1387-98. doi:10.1016/
S0021-9290(01)00105-1. 8. Cappellini G, Ivanenko Y, Poppele V, Lacquaniti F. Motor
patterns in human walking and running. J Neurophysiol. 2006;95(6):3426-37. doi:10.1152/jn.00081.2006. 9. Moraes GFS, Antunes AP, Rezende ES, Oliveira PCR. Uso de diferentes tipos de calçados não interfere na
postura ortostática de mulheres hígidas. Fisioter Mov. 2010;23(4):565-74. Conclusão A avaliação eletromiográϐica demonstrou, na
maioria das condições utilizadas, uma maior ativi-
dade dos músculos da perna na condição pré-fadiga,
principalmente com sapato de salto alto e chinelo,
provavelmente pela instabilidade e pelo não hábito
de uso regular desses calçados. 10. Potério-Filho J, Silveira F, Potério G, Almeida F, Mene-
zes F. The effect of walking with high-heeled shoes on
the leg venous pressure. Angiology. 2006;57(4):424-30. doi:10.1177/0003319706290744. 11. Anjos L. Body mass index as a tool in the nutritional
assessment of adults: a review. Rev Saúde Pública. 1992;26(6):431-6. Na situação pós-fadiga dos MMII, houve um de-
clínio nas atividades dos músculos da perna e maior
recrutamento dos músculos eretores, justiϐicados
pela necessidade de mais estabilidade da coluna e
da pelve durante a locomoção de mulheres jovens. 12. Gajdosik R, Bohannon R. Clinical measurement of range
of motion. Review of goniometry emphasizing reli-
ability and validity. Phys Ther. 1987;67(12):1867-72. PMid:3685114. 13. Rothstein J, Miller P, Roettger R. Goniometric reliability
in a clinical setting. Elbow and knee measurements. Phys
Ther. 1983;63(10):1611-5. PMid:6622536. Fisioter Mov. 2012 jul/set;25(3):507-16 Referências 1. Frey C. Foot health and shoewear for women. Clin Orthop. 2000;372(3):32-44. PMid:7978696. 14. Wirth DP, Cram JR. Multisite surface electromyography
and complementary healing intervention: a comparative
analysis. J Altern Complement Med. 1997;3(4):355-64. doi:10.1089/acm.1997.3.355. 2. Snow R, Williams K. High heeled shoes: their effect on
center of mass position, posture, three-dimensional kine-
matics, rear foot motion and ground reaction forces. Arch
Phys Med Rehabil. 1994;75(5):568-76. PMid:8185452. 2. Snow R, Williams K. High heeled shoes: their effect on
center of mass position, posture, three-dimensional kine-
matics, rear foot motion and ground reaction forces. Arch
Phys Med Rehabil. 1994;75(5):568-76. PMid:8185452. 15. Fridlund A, Cacioppo J. Guidelines for human electromyo-
graphic research. Psycophysiology. 1986;23(5):567-98. doi:10.1111/j.1469-8986.1986.tb00676.x. 3. Bertoncello D, De Sá CSC, Calapodópulos AH, Lemos
VL. Equilíbrio e retração muscular em jovens estu-
dantes usuárias de calçado de salto alto. Fisioter Pesq. 2009;16(2):107-12. 16. Silva S, Gonçalves M. Comparação de protocolos para
veriϐicação da fadiga muscular pela eletromiograϐia de
superϐície. Motriz. 2003;9(1):51-8. Fisioter Mov. 2012 jul/set;25(3):507-16 Moraes GFS, Antunes AP, Rezende ES, de Oliveira PCR. 516 17. Silva S, Gonçalves M. Análise da fadiga muscular pela
amplitude do sinal eletromiográϐico. Rev Bras Ciência
Mov. 2003;11(3):15-20. 23. Roy SH, De Luca CJ, Emley M, Oddsson LI, Buijs RJ, Levins
JA, et al. Classiϐication of back muscle impairment based
on the surface eletromyographic signal. J Rehabil Res Dev. 1997;34(4):405-14. PMid:9323644. 18. Henderson P, Piazza S. A biomechanical evaluation of
standing in high-heeled shoes; [citado 12 ago. 2012]. Disponível em: www. gradsch.psu.edu. 24. Bendix T, Sorensen SS, Klausen K. Lumbar curve, trunk
muscles and line of gravity with different heel heights. Spine. 1984;9(2):223-7. doi:10.1097/00007632-
198403000-00016. 19. Li J, Hong Y. Kinematic and electromyographic analysis
of the trunk and lower limbs during walking in negative-
heeled shoes. J Am Podiatr Med Assoc. 2007;97(6):447-
56. PMid:18024839. 25. Lee K, Shieh J, Matteliano A, Smiehorowski T. Electro-
myographic changes of leg muscles with heel lifts in
women: therapeutic implications. Arch Phys Med Re-
habil. 1990;71(1):31-3. PMid:2297307. 25. Lee K, Shieh J, Matteliano A, Smiehorowski T. Electro-
myographic changes of leg muscles with heel lifts in
women: therapeutic implications. Arch Phys Med Re-
habil. 1990;71(1):31-3. PMid:2297307. 20. Bogey RA, Perry J, Gitter AJ. An EMG-to-force processing
approach for determining ankle muscle forces during
normal human gait. IEEE Trans Neural Syst Rehabil Eng. 2005;13(3):302-10. doi:10.1109/TNSRE.2005.851768. 26. Janacsek K, Nemeth D. Predicting the future: from im-
plicit learning to consolidation. Int J Psychophysiol. Referências 2012;83(2):213-21. doi:10.1016/j.ijpsycho.2011.11.012. 26. Janacsek K, Nemeth D. Predicting the future: from im-
plicit learning to consolidation. Int J Psychophysiol. 2012;83(2):213-21. doi:10.1016/j.ijpsycho.2011.11.012. 21. Stefanyshyn D, Nigg B, Fisher V, O'Flynn B, Liu W. The
inϐluence of high heeled shoes on kinematics, kinetics,
and muscle emg of normal female gait. J Appl Biomech. 2000;16(3). PMid:11757569. Recebido: 16/08/2010
Received: 08/16/2010 Recebido: 16/08/2010
Received: 08/16/2010 22. Gefen A, Megido-Ravid M, Itzchak Y, Arcan M. Analysis of
muscular fatigue and foot stability during high-heeled
gait. Gait Posture. 2002;15(1):56-63. doi:10.1016/
S0966-6362(01)00180-1. Aprovado: 15/05/2012
Approved: 05/15/2012 Aprovado: 15/05/2012
Approved: 05/15/2012 Fisioter Mov. 2012 jul/set;25(3):507-16
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https://www.nature.com/articles/s41598-021-93385-4.pdf
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Geochemical characterization and assessment of fluoride sources in groundwater of Siloam area, Limpopo Province, South Africa
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Scientific reports
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cc-by
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Tobiloba Onipe1, Joshua N. Edokpayi1* & John O. Odiyo1,2 Siloam’s groundwater is reportedly characterized by high fluoride. In response to the reported
high incidence of dental fluorosis in the area, sources of elevated fluoride in the groundwater were
investigated. Total fluoride (TF) was determined using Ion Chromatograph and Fluoride Ion Selective
Electrode. The mineral composition of rocks and soils were determined using X-ray Fluorescence and
X-ray diffraction, respectively. Results revealed that groundwater fluoride concentration ranged from
3.92 to 4.95 mg/L. Na-Cl water type was found to be dominant in the water samples. TF content of
the rocks and soils ranged from 10 to 2000 mg/L. Leachates were obtained by making a slurry from
the samples at a predetermined temperature and time. TF in leachates ranged between 0.27 and
14.88 mg/L and 0.05 to 10.40 mg/L at induced, and non-induced temperatures, respectively. The
possible source of fluoride has been previously inferred to be caused by fluorite minerals occurring at
greater depth. However, this study proves that fluoride decreases with depth and the elevated fluoride
in the groundwater is caused by smectite-kaolinite clay, muscovite and chlorite minerals abundant
in the area. Geothermal temperature exhibited by the groundwater in the area is a major factor
enhancing the release of fluoride from the clay materials. Water is an important basic resource necessary for human development and economic growth. The supply of
clean and safe water over the last decade has improved progressively globally1. Despite this recorded success,
millions of people are not connected to water supply infrastructure and often resort to several alternative sources
for their domestic water needs2,3. One of such sources include the exploitation of groundwater4. Groundwater is the largest deposit of freshwater on earth and is a dependable alternative source of water with
more than 75% of African population depending on it for survival5. However, there are various misconceptions
about groundwater that it is free from chemical contamination and pathogens owing to its aesthetic property. Over the years, studies have shown that groundwater is exposed to various chemical contaminants from natural
geological processes and anthropogenic activities6–8. Groundwater are often exploited in the form of natural
springs, wells and drilling of boreholes. p
g
g
Several contaminants have been reported in the groundwater which are of potential risk to public health. Amongst which are the presence of elevated levels of arsenic, lead, cadmium, mercury, fluoride, nutrients and
microorganisms9–11. Some of these contaminants are more linked to geogenic sources than others. www.nature.com/scientificreports www.nature.com/scientificreports 1Department of Hydrology and Water Resources, University of Venda, Private bag X5050, Thohoyandou 0950,
South Africa. 2DVC: RICl, Vaal University of Technology, Vanderbiljpark, South Africa. *email: Joshua.Edokpayi@
univen.ac.za Scientific Reports | (2021) 11:14000 Geochemical characterization
and assessment of fluoride sources
in groundwater of Siloam area,
Limpopo Province, South Africa
OPEN Tobiloba Onipe1, Joshua N. Edokpayi1* & John O. Odiyo1,2 Tobiloba Onipe1, Joshua N. Edokpayi1* & John O. Odiyo1,2 Fluoride is
believed to be caused majorly by fluoride bearing minerals with little or no contribution from human activities. However, groundwater contamination from lead, nutrients and microorganisms are more linked to anthropo-
genic activities such as mining and agriculture10,11. g
g
g
Fluoride is very important in the healthy development of the skeletal and dental framework of the body, if
present in levels < 0.5 mg/L, can lead to dental caries while concentration exceeding 1.5 mg/L can lead to fluorosis
and no fluorosis diseases. The levels of fluoride vary globally and various climatic, hydrological and geochemical
properties often determine and influence its levels in groundwater. The consumption of fluoride rich water has
been linked to various public health burden notable among which are dental and skeletal fluorosis12–14. Cases of
several non-fluorosis diseases such as Alzheimer’s disease, loss of mobility, infertility, hearing difficulty, retarded
growth, low intelligence quotient and cancer have also been linked to the consumption of fluoride rich water9,15–20. 1Department of Hydrology and Water Resources, University of Venda, Private bag X5050, Thohoyandou 0950,
South Africa. 2DVC: RICl, Vaal University of Technology, Vanderbiljpark, South Africa. *email: Joshua.Edokpayi@
univen.ac.za | https://doi.org/10.1038/s41598-021-93385-4 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 1. Map of the study area (Figure drawn using ArcGIS version 10.4, licensed to the University of Venda,
South Africa). Figure 1. Map of the study area (Figure drawn using ArcGIS version 10.4, licensed to the University of Vend
South Africa). Occurrence of elevated fluoride in groundwater is an emerging world-wide threat that affects over 200 million
people worldwide and over 80 million people in East Africa21.hl The occurrence of high levels of fluoride exceeding the permissible level of 1.5 mg/L by the World Health
Organization has been recorded in many regions of the world. The East Africa rift valley system have been
renowned for high levels of fluoride in groundwater22–24. In most parts of South Africa, elevated levels of fluoride
have been reported in groundwater. The Northern region of the Limpopo Province which is semi-arid consist of
numerous springs which are also known to contain high fluoride concentration9,25,26.f p
g
gl
Globally, several efforts have been channeled towards the monitoring of groundwater quality for compliance
to regulatory standard due to the number of people that depends on it for survival27–29. Fluoride compliance study
have been greatly reported in literature7,8,26. However, very few studies have reported the source of fluoride in
groundwater9,18,25. Tobiloba Onipe1, Joshua N. Edokpayi1* & John O. Odiyo1,2 The most important factor controlling the occurrence of fluoride naturally in groundwater is
the rock types (geology) of the area. Fluorine has been reported in all the major rock types (igneous, sedimen-
tary and metamorphic)9,18. Notable geogenic sources that have been reported include fluoride bearing minerals
such as fluorite, villiaumite, apatite, biotite, amphibole, micas, topaz, cryolite, muscovite and fluorspar9,18,25,30,31. ll
In Siloam and the Northern part of South Africa, studies from our research group and other researchers have
shown the occurrence of elevated fluoride concentrations in wells, boreholes (cold and hot) and geothermal
springs25,26,31–34. Siloam area is known for a large-scale occurrence of dental fluorosis amongst children and
adults and according to Odiyo and Makungo35, over 85% of the population in the study area could be affected
by dental fluorosis. The groundwater chemistry of this region has not been fully explored or reported. Therefore,
in this study, we report mainly on the occurrence of fluoride bearing minerals in the region and some factors
that could favor its dissolution. Description of the study areah p
y
Location. The study area (Fig. 1) is located within Makhado Municipality, Vhembe District in Limpopo
Province of South Africa. This includes the northern flank of Tswime Mountain where Mphephu thermal spring
is located. It is 60 km northeast of Makhado and is approximately 45 km west of Thohoyandou. Siloam falls
under surface water and groundwater quaternary catchment A80A of the Nzhelele River catchment, which is in
the northern region of Limpopo Province, South Africa36. The Nzhelele River flows in the northwest direction,
towards Nzhelele Dam26. The prevailing seasons are winter and summer, with average winter temperatures rang-
ing between 16 and 22 °C and average summer temperatures varies between 22 to 40 °C37. Siloam experiences
seasonal rainfall, ranging from 350 – 400 mm per annum in the summer months of September to March36,38. Rainfall in Siloam is largely influenced by its position on the leeward side of Soutpansberg mountain which plays
an important role in the groundwater recharge of the area35. Evaporation rate is higher than the precipitation
rate at 1300–1400 mm/annum. Siloam is dominated by two major geothermal springs and other hot private and https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ community borehole Boreholes in the study area varies in depth and are usually within the range of 65–85 m
Figure 2. Geological map of the study area32, permission granted by Dr. Durowoju). Figure 2. Geological map of the study area32, permission granted by Dr. Durowoju). Figure 2. Geological map of the study area32, permission granted by Dr. Durowoju). community borehole. Boreholes in the study area varies in depth and are usually within the range of 65–85 m
and the mean depth to groundwater is about 15–25 m33. ommunity borehole. Boreholes in the study area varies in depth and are usually within the range of 65–85 m
nd the mean depth to groundwater is about 15–25 m33. Geology. Siloam lies within the Soutpansberg group (Fig. 2). Soutpansberg group is a Mokolian age exten-
sively faulted succession that provides a link between the pre-and post-Bushveld age (younger than 1800 mya)
rocks39. The Soutpansberg succession is an east to west trending asymmetrical rift overlying the Palala shear
belt39. Soutpansberg group is subdivided into six formations namely: Tshifhefhe formation, Sibasa formation,
Fundudzi formation, Wyllie’s formation, Musekwa formation and Nzhelele formation40,41. The Palala shear belt
separates the Kaapval craton in the South and the Limpopo belt in the North39. Description of the study areah The area has been through differ-
ent post-deposition tectonic and erosional activities. The evolution of Soutpansberg started with the deposition
of basaltic lava as a result of volcanic activities, followed by the deposition of syn-rift sequence of sedimentary
rock. The area was subjected to an extensive erosional period of non-deposition after which resistant sandstone-
quartzite was deposited42. Unconformable deposition of Karoo supergroup sediments occurred and altogether,
went through the process of block-faulting43. The sequence is best developed from north of Siloam fault to
Musekwa mountains44. Materials and methods The
EC of the samples were below 500 µs/cm hence dilution was not done. Trace elements analysis for groundwater and rock samples. Major cations in the acidified ground-
water water samples were analyzed using Inductively coupled plasma optical emission spectrophotometer (ICP-
OES) while Inductively coupled plasma mass spectrophotometer (ICP-MS) were used for the analysis of trace
metals. Similarly, Trace and major metals in the soil and rock samples were analyzed using the same analytical
instruments outlined above after microwave digestion. The procedure reported by Pais and Jones47 for soil and
rock sample digestion were adhered to. Briefly: The soil/rock samples were digested using a microwave digestion
system (SR ISO 11,466: 1999). Approximately 1.0 g of pre-treated samples were digested with 9 mL HNO3 and
1 mL H2O2. The solutions were allowed to stay overnight at room temperature and then, placed in the microwave
for 30 min, followed by cooling. The solutions were diluted to 50 mL with distilled water. Preparation of soil and rock samples. The rocks and soil samples for X-ray diffractometer (XRD) analy-
ses were prepared according to the standardized PANalytical backloading system, which provides nearly random
distribution of the particles, while the samples for X-ray fluorescence (XRF) were prepared as pressed powders48. The rock samples were split, washed, dried, crushed and pulverized. Splitting into chips was done by a hydraulic
splitter after which the split chip was washed and treated with ultrasound wave to remove any loose impure
particles. After washing, the samples were dried overnight in an oven to remove excess water introduced dur-
ing washing of the samples. A jaw crusher was used to crush the samples which were further reduced to finer
grain (< 40 μm in diameter) by pulverizing them for about five (5) min using a Retsch RS 200 miller. The milled
samples were transferred to a paper bag and oven dried at 110 °C for 6 h. After oven drying, the samples were
further milled to less than 20 µm48.l µ
Samples for total fluoride in soil and rocks were prepared by weighing 0.2 g of the samples in a nickel cru-
cible, 2 g of CaCO3 and Na2O2 was added, respectively. The mixture was fused manually to aid leaching, using
a low flame bunsen burner in a fume box. Auto fusion was avoided to prevent burning of the nickel crucibles
and ensure that Na2O2 does not get moist. Materials and methods Sampling of soil, water and rock. One soil and rock samples were collected from the surface in the study
area while twelve borehole cuttings from the subsurface were sampled for analysis. Four water samples were col-
lected across the area. The samples were collected using plastic cups as recommended by Harvey45. For each loca-
tion, the samples were collected three times in a 1 L sampling bottle and were transported to the laboratory for
analysis. As suggested by Weaver et al.46, the bottles were pre-rinsed with the water to be sampled, to avoid cross
contamination. The groundwater samples for anion analysis were preserved in a refrigerator at a temperature of
4 °C and analyzed within seven days of collection. However, the samples for cation and trace metals analysis were
preserved with concentrated nitric acid. Table 1 below summarizes the sample types and number. Measurement of basic water quality parameters. The pH, electrical conductivity (EC) and tempera-
ture were measured insitu using a multimeter (Multi 340i/SET). The instrument was calibrated prior to measure-
ment in adherence to the manufacturer’s guideline. https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ Table 1. Description of Sample types. N/A not available. Sample type
Sample ID
Depth (m)
Location
No of samples
Water samples
Monitoring borehole 1
BH1
> 60
22° 53′ 34.008″ S
30° 11′ 47.22″ E
1
Monitoring borehole 2
BH2
> 60
22° 53′ 38.148″ S
30° 11′ 18.52″ E
1
Private Borehole 1
H1
> 60
22° 53′ 39.43" S
30° 11′ 43.94" E
1
Private Borehole 2
H2
> 60
22°53′43.39"S
30°11′32.98"E
1
Rocks and soil samples
Surface Soil Sample
S1
N/A
22° 53′ 34.83″ S
30° 11′ 45.56″ E
1
Surface Rock Sample 1
SR2
N/A
22° 54′ 22.8″ S
30° 10′ 44.0″ E
1
Surface Rock Sample 2
SR3
N/A
22° 52′ 02.5″ S
30° 12′ 09.7″ E
1
Borehole 1 Cuttings
X
1–65
22° 53′ 34.008″ S
30° 11′ 47.22″ E
6
Borehole 2 Cuttings
Y
1–40
22° 53′ 38.148″ S
30° 11′ 18.528″ E
6 Table 1. Description of Sample types. N/A not available. Major anions analysis. Groundwater samples were analyzed for major anions content (fluoride, nitrate,
phosphate, bicarbonate) using an Ion Chromatograph (Dionex Model DX 500). Prior to analysis, the samples
were filtered using 0.45 μm syringe filter. The samples were placed in vails associated with an auto sampler1. www.nature.com/scientificreports/ ions, forming HF or HF2, which cannot be detected by the fluoride electrode49. Likewise, in a solution with pH
above 9, the electrode responds to hydroxide ion as well as to fluoride ion giving an exaggerated reading. Sam-
ples for leachable fluoride in soil and rocks were prepared by mixing 10 g of the sample with 100 mL of distilled
water at a ratio of 1:10. The samples were prepared in duplicate to ensure that each sample is represented under
induced temperature and room temperature. The first set of samples were shaken in a warm bath at normal
room temperature for 6 h48. The second set of samples were shaken in a warm bath at a temperature of 42 °C. Because of the clay contents of the sample the mixture was centrifuged for 10 min at a speed of 3000 rpm. The
centrifuged samples were decanted and filtered using a 9 cm filter paper. The resultant mixture was then further
filtered using a 40 µm syringe filter to ensure that all impurities that could block the IC column were removed. The EC of the samples were below 500 µs/cm hence dilution was not required. Lithology and mineral phase identification. The minerals in the rocks and soil samples from Siloam
were identified and quantified using X-ray diffraction method of analysis. The samples were analyzed using a
PANalytical X’Pert Pro powder diffractometer in θ–θ configuration with an X’Celerator detector and variable
divergence and fixed receiving slits with Fe filtered Co-Kα radiation (λ = 1.789 Å). The phases were identified
using X’Pert Highscore plus software. The relative phase amounts (weight%) were estimated using the Rietveld
method (Autoquan Program). The angles of the peaks were used to identify the mineral phase while the intensi-
ties of the peaks indicated the abundance of each mineral50. Total oxide analysis. The total rock and soil oxides were measured using X-ray Fluorescence analytical
method. The ARL Perform’X Sequential XRF instrument with Uniquant software was used for the analyses51. The software analysed for all elements in the periodic Table between Na and U, but only elements found above
the detection limits were reported51. The intensities for all elements were corrected automatically for line inter-
ference and absorption effects due to all the other elements using the fundamental parameter method49. Total fluoride analysis. www.nature.com/scientificreports/ Total fluoride analysis were performed on the groundwater samples as well as the
leached samples from rocks and soil. The groundwater analysis was carried out using Fluoride Ion-Selective
electrode Orion Versastar Advanced Electrochemistry meter, while the fluoride in solids were analyzed using
Metrohm fluoride meter with reference electrode48. Calibration standards 0.1 ppm, 1 ppm, 10 ppm and 100 ppm
were used to calibrate the equipment. Orion TISAB II was used as the ionic strength adjustment buffer and the
TISAB II was mixed in equal volume of 50 mL with 50 mL of samples and buffer. The TISAB used were pre-
mixed with standard at ratio 1:1. Labotec Magnetic stirrer was used to ensure that the mixture of TISAB and
sample was thorough and accurate during measurement. Leaching experiment. A form of mini-leaching experiment was used to determine the leachability of fluo-
ride and other major cation and anions from the rocks and soil samples. Ion chromatography (IC) method was
used for the analysis of both normal samples and the temperature induced samples. The IC was stabilized for
15 min prior to analysis48. The eluent used was Dionex AS22 which is made up of 45 mM Na2CO3 and 1.4 mM
NaHCO3. The pH, EC and alkalinity of the water, soil and rock samples were pre-measured using Mantech Titra-
sip Autotitrator to ensure that the unknown samples fall within the recommended pH and EC limit for using Ion
chromatograph1. The analysis was carried out using Dionex Model DX 500 Ion Chromatograph. Statistical analysis. Experimental data were analyzed using the Statistical Package for Social Sciences
(SPSS) (IBM Version 22) and Microsoft Excel 2013 (Microsoft Corp., Santa Rosa, CA). Descriptive statistics
using tables, charts and graphs were used to present the chemical analysis data of the groundwater. Data recorded
from the geochemical processes were subjected to Piper chart to identify the main chemical compositions of the
groundwater. Correlation analysis was performed using a suitable package in SPSS. Materials and methods 250 mL plastic beakers were pre-washed in a heated Eco bath using
concentrated HCl. The heated crucibles were transferred into 250 mL plastic beakers where 50 mL of de-ionized
water and 8 mL of HCl were added49. The mixtures were covered with a plastic lid and placed on warm bath until
the samples were leached out of the crucibles. The crucibles were washed with de-ionized water to make sure that
all the leachate was removed from the crucibles. The solutions were transferred into 100 mL volumetric flask and
diluted to mark. Blank was prepared by fusing 2 g of CaCO3 and Na2O2. The fused mixture was transferred into a
250 mL beaker and 100 mL of de-ionized water and 16 mL of concentrated HCl were added48. The mixture was
allowed to leach out and the crucible was rinsed with distilled water. The leachate was transferred into a 200 mL
volumetric flask and filled to mark with de-ionized water. Calibration was carried out using 0.1 ppm, 1 ppm,
10 ppm, 100 ppm and 1000 ppm fluoride standards. The standards, samples and blanks were all mixed in equal
proportion with TISAB II in a 1:1 ratio.fh p
p
Calibration of pH meter was done using buffers 6.00 and 4.00. The Slope was 97.9% which fell within the
recommended slope limit of 95 to 105%. The pH of the samples and blanks were adjusted to 6.00 using 50%
NaOH and HCl. The pH was adjusted because at pH below 5, hydrogen ions complex a portion of the fluoride https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ Results and discussion Fluoride levels in groundwater samples of the study area. Fluoride levels in the groundwater sam-
ples ranged between 3.92–4.95. These levels exceeded the South African National standards (SANS) for drinking
water and the guidelines (1.5 mg/L) of the52,53. The levels recorded can lead to dental and skeletal fluorosis on
the consumers of this waters and they are also at risk of non-fluorosis diseases. Previous studies by Odiyo and
Makungo35 have reported fluoride levels in the range of 1.7–5.6 mg/L. Similarly, a more recent publication by the
authors also reported fluoride levels exceeding 1.5 mg/L. Table 2 presents the fluoride levels results of this study
and other related studies on groundwater around the study area. pH levels in groundwater of the study area. The pH of all the samples were in the range of 8.10–9.19
and complied with the South African (2014) National Standards for drinking water of 5.0 to 9.5. The samples
with higher temperature (45–48 °C) in this study recorded slightly higher pH (8.86–9.10) than those with a lower
temperature (25–27 °C) but this difference was not statistically significant (p > 0.05). Odiyo and Makungo35
reported pH levels in the range of 6.9–8.7 for groundwater around Siloam area. Durowoju et al.32 reported mean
pH levels between 7.89 and 9.39 for geothermal springs in Siloam, Tshipise, Mpephu and Sagole areas of North-
ern Limpopo province. High groundwater pH is a proxy indicator of long residence time of groundwater-rock
interaction54,55. Although pH affects fluoride mineralization differently, it is widely reported that alkaline pH
favors the dissolution of fluoride from most fluoride bearing minerals9,25. Previous results on the monitoring of
fluoride in the groundwater of Vhembe district in Limpopo Province shows the prevalence of alkaline pH26,32. In https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ Table 2. Mean fluoride, pH, temperature and calcium levels of groundwater in the study area. Nr not reported. Results and discussion Sample code
Groundwater
type
Study location
Fluoride (mg/L)
pH
Temperature
(oC)
Ca (mg/L)
Reference
H1
Borehole
Siloam
4.55 ± 0.00
8.86 ± 0.01
48.00 ± 0.01
3.54 ± 0.01
This study
H2
Borehole
Siloam
4.95 ± 0.01
9.19 ± 0.06
45.00 ± 0.00
0.82 ± 0.00
This study
BH1
Borehole
Siloam
4.50 ± 0.00
8.17 ± 0.00
25.00 ± 0.01
27.80 ± 1.71
This study
BH2
Borehole
Siloam
3.92 ± 0.01
8.10 ± 0.01
27.00 ± 0.00
12.80 ± 0.61
This study
BH3
Borehole
Siloam
5.60 ± 0.85
8.97 ± 0.49
Nr
0.33 ± 0.71
Odiyo and
Makungo33
BH4
Borehole
Siloam
5.76 ± 0.55
8.26 ± 0.40
Nr
0.08 ± 0.07
Odiyo and
Makungo33
BH5
Borehole
Siloam
3.37 ± 1.56
7.54 ± 0.18
Nr
0.47 ± 0.46
Odiyo and
Makungo33
BH6
Borehole
Siloam
1.51 ± 0.12
7.34 ± 0.27
Nr
1.41 ± 1.25
Odiyo and
Makungo33
BH7
Borehole
Siloam
1.44 ± 0.18
7.17 ± 0.13
Nr
1.04 ± 0.71
Odiyo and
Makungo33
BH8
Borehole
Siloam
1.49 ± 0.06
7.44 ± 0.44
Nr
1.62 ± 2.43
Odiyo and
Makungo33
BH9
Borehole
Siloam
5.59 ± 0.16
8.11 ± 0.35
Nr
0.07 ± 0.02
Odiyo and
Makungo33
BH10
Borehole
Siloam
5.37 ± 0.48
8.62 ± 0.47
Nr
0.07 ± 0.06
Odiyo and
Makungo33
BH11
Borehole
Siloam
4.25 ± 0.90
7.30 ± 0.30
Nr
2.95 ± 2.58
Odiyo and
Makungo33
BH12
Borehole
Siloam
2.21 ± 1.24
7.35 ± 0.16
Nr
1.81 ± 1.65
Odiyo and
Makungo33
BH13
Borehole
Siloam
5.11 ± 0.49
7.44 ± 0.22
Nr
1.30 ± 0.68
Odiyo and
Makungo33
BH14
Borehole
Siloam
5.10 ± 1.09
8.70 ± 0.33
35.30 ± 1.53
4.40 ± 2.42
Odiyo and
Makungo35
BH15
Borehole
Siloam
1.70 ± 0.60
6.90 ± 0.01
26.90 ± 0.64
70.40 ± 13.59
Odiyo and
Makungo35
GS1
Geothermal
spring
Siloam
5.50 ± 0.35
8.40 ± 0.15
63.86 ± 18.19
2.40 ± 0.86
Odiyo and
Makungo35
GS2
Geothermal
spring
Siloam
6.51 ± 0.08
9.39 ± 0.06
67.7 ± 1.68
5.69 ± 0.05
Durowoju et al.32
GS3
Geothermal
spring
Mphepu
3.43 ± 1.25
8.10 ± 0.05
42 ± 1.12
12.05 ± 0.14
Durowoju et al.32
GS4
Geothermal
spring
Tshipise
5.50 ± 0.36
8.47 ± 0.22
55 ± 2.24
2.81 ± 0.09
Durowoju et al.32
GS5
Geothermal
spring
Sagole
1.69 ± 0.59
8.38 ± 0.93
43.60 ± 1.79
2.28 ± 3.36
Durowoju et al.32 Table 2. Results and discussion Parameters
Sampling sites
WHO (2011)
(mg/L)
H1
H2
BH1
BH2
NO3
−
0.17
1.31
3.22
83.95
44.0
Cl−
153.30
38.90
80.14
103.23
250
SO4
2−
16.45
10.55
17.56
25.88
500
PO4
3−
1.15
1.52
3.29
4.59
N/A
CO3
2−
1.80
2.40
0.00
2.70
20.0
HCO2
−
8.54
9.76
31.11
15.86
N/A
Na+
118.00
62.70
124.00
170.00
400
K+
2.73
2.21
5.15
4.67
400
Mg2+
Bdl
Bdl
15.80
3.72
100
TDS
306.00
130.00
296.00
423.00
450.00
EC (µS/m)
63.00
33.00
69.00
73.00
150.00 Table 3. Chemical parameters of groundwater. STD N/A Not available, H1 & H2 individual borehole 1 & 2,
BH1 & BH2 monitoring borehole 1 & 2, Bdl Below detection limit. Parameters
Sampling sites
WHO (2011)
(mg/L)
H1
H2
BH1
BH2
NO3
−
0.17
1.31
3.22
83.95
44.0
Cl−
153.30
38.90
80.14
103.23
250
SO4
2−
16.45
10.55
17.56
25.88
500
PO4
3−
1.15
1.52
3.29
4.59
N/A
CO3
2−
1.80
2.40
0.00
2.70
20.0
HCO2
−
8.54
9.76
31.11
15.86
N/A
Na+
118.00
62.70
124.00
170.00
400
K+
2.73
2.21
5.15
4.67
400
Mg2+
Bdl
Bdl
15.80
3.72
100
TDS
306.00
130.00
296.00
423.00
450.00
EC (µS/m)
63.00
33.00
69.00
73.00
150.00 Table 3. Chemical parameters of groundwater. STD N/A Not available, H1 & H2 individual borehole 1 & 2,
BH1 & BH2 monitoring borehole 1 & 2, Bdl Below detection limit. Table 3. Chemical parameters of groundwater. STD N/A Not available, H1 & H2 individual borehole 1 & 2
BH1 & BH2 monitoring borehole 1 & 2, Bdl Below detection limit. between 41.3–67.7 in thermal springs around the study area. Kirkpatrick57 reported higher fluoride levels in
Malawi which were associated with higher geothermal temperature. His report shows that higher fluoride levels
(17 mg/L and 20 mg/L) were determined at 65 and 79 °C when compared to 3–12 mg/L recorded within the
temperature range of 32–54 °C. Results from several other studies agrees that geothermal temperature generally
leads to more fluoride mineralization in groundwater14,23. Influence of calcium on fluoride levels in groundwater. In this study, Ca varied differently in the
sites (Table 2). Generally, the sites H1 and H2 with the lowest Ca concentration recorded the highest fluoride
level. Although BH2 recorded lower Ca levels, the fluoride level was lower than that of BH1. It has been widely
reported that low calcium concentration in groundwater often increases the dissolution of CaF2 which increases
fluoride levels in groundwater26,33. Results and discussion Mean fluoride, pH, temperature and calcium levels of groundwater in the study area. Nr not reported this study, high fluoride levels were also associated with alkaline pH values. A Pearson’s correlation analysis per-
formed on the data in Table 2 between fluoride and pH yielded a positive correlation with R2 = 0.72. This shows
that alkaline pH could have contributed to the mineralization of fluoride from their host rocks. Temperature levels in groundwater of the study area. The mean temperature ranged from 25 to
48 °C. Generally, temperature has a direct effect on chemical reactions as it speeds up the rate of chemical
reaction and dissolution. Fluoride concentration was higher in hot water aquifer (H1 and H2) than in cold
water aquifer (BH1 and BH2). At H1 and H2, the temperature of the groundwater was 45 °C and 48 °C yield-
ing fluoride concentrations of 4.55 mg/L and 4.95 mg/L, respectively, whereas lower levels of fluoride (4.50 and
3.92 mg/L) were determined at groundwater temperatures of 27 °C and 25 °C, respectively. The temperature
change of 23 °C resulted in 1.03 mg/L increase in fluoride concentration in groundwater. This is a significant
increase in fluoride concentration. A similar trend was reported in Ethiopia by Tekle-Haimanot et al.56, where
80% of the groundwater samples obtained in the geothermal springs of the rift valley area contained fluoride
concentrations above 3.0 mg/L and 30% contained fluoride concentrations above 13.0 mg/L compared to the
cold springs in the same area with maximum fluoride concentration of < 3.0 mg/L. High geothermal temperature
causes an increased dissolution of fluoride bearing minerals and thus increases the fluoride concentration in
groundwater35. However, existence of geothermal springs does not necessarily mean fluoride will always be high. Therefore, water chemistry and local geology also plays an important role in the occurrence of high groundwater
fluoride in any area. A positive correlation (R2 = 0.6) was computed between fluoride and temperature from the
data presented in Table 2. p
Previous studies conducted within the region have also reported varying temperatures. Temperature in the
range of 26.9–63.86 °C have been reported for boreholes in Siloam area35. Durowoju et al.32 reported temperatures https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ Table 3. Chemical parameters of groundwater. STD N/A Not available, H1 & H2 individual borehole 1 & 2,
BH1 & BH2 monitoring borehole 1 & 2, Bdl Below detection limit. Results and discussion Chae et al.58 stated that there is a thermodynamic relationship between Ca2+
and F- ions which is controlled by the equilibrium of fluorite. Odiyo and Makungo35 reported an inverse relation-
ship between fluoride and calcium levels in groundwater around Siloam. A negative correlation (R2 = − 0.30) was
computed between fluoride and calcium levels in the groundwater of the study area reported in Table 2.l l
Nezli et al.59 however reported that when there is groundwater saturation with respect to fluorite, low calcium
levels in groundwater can yield high fluoride concentrations. Odiyo and Makungo33 reported a mean level of
calcium in the range of 0.38–1.44 mg/L associated with high levels of fluoride (1.34–6.74 mg/L) from 10 borehole
samples from Siloam area. The chemistry of the groundwater at Siloam partially agrees with the opposing factor
of solubility between calcium and fluoride because it appears that geothermal temperature plays an important
role in the inverse solubility trend between fluoride and calcium. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). Sulphate, nitrate and electrical conductivity levels in groundwater samples. The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). p
p
g
y
(
)
Nitrate contamination is a growing problem and ingestion by infants can cause methemoglobinemia and
death60,61. High concentration of nitrate in groundwater above the permissible limit of 44 mg/L is considered an
indicator of anthropogenic pollution62. Nitrate source is mostly from septic tanks, pit latrines and fertilizers. The
water table in well BH2 occurs at 28 m below the surface, and this makes it easy for infiltration of sewage from
nearby pit latrines located less than 20 m uphill from the well. The nitrate levels of the other boreholes complied
with the regulatory guideline limit.h g
y g
The electrical conductivity (EC) and total dissolved solids (TDS) values for all the locations sampled within
iloam were within the recommended limits of < 150 µS/m and < 450 mg/L, respectively52. Geochemical classification of groundwater. Groundwater chemistry is directly linked to its quality
therefore it is imperative to understand the complex geochemical processes occurring below the surface of the
earth through different geochemical facies present. The Major cations (Ca2+, Mg2+, Na+ and K+) were plotted
against major anions (SO4
2-, HCO3
- and Cl-) on a piper trilinear diagram, to understand the water type dominant
in the groundwater of Siloam (Fig. 3).h g
g
Piper diagram divides water into six basic types based on the dominating cation and anion. The divisions
are: (1) Ca-HCO3 type, (2) Na-Cl type, (3) Ca–Mg–Cl type, (4) Ca-Na-HCO3 type, (5) Ca–Cl type, and (6)
Na-HCO3 type63. From the piper diagram (Fig. 3), all the samples were plotted within the sodium chloride
(Na-Cl) quadrant. Na-Cl water type is dominated by Na+ and Cl- derived from Na-Cl which could be linked to
the underlying geology emanating from gneissic rocks. This water type is typical of marine and deeper ancient
groundwater influenced by ion exchange. Although exceptions can be made in situations where dissolution fac-
tors like residence time, climate and rainfall, are not favorable for fluoride migration from the rock to ground-
water as experienced in Eswatini Kingdom32. https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ Figure 3. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). Piper Trilinear diagram of major anions and cations in Siloam groundwater (Figure drawn using GW
Chart version 1.30: U.S. Geological Survey Software Release, 26 June 2020, https://doi.org/10.5066/P9Y29U1H). Figure 3. Piper Trilinear diagram of major anions and cations in Siloam groundwater (Figure drawn using GW
Chart version 1.30: U.S. Geological Survey Software Release, 26 June 2020, https://doi.org/10.5066/P9Y29U1H). A previous study based on the water type of thermal groundwaters around Siloam area indicated that the
dominant water type is Na-Cl26,32. Groundwater mixing from different sources do not occur in the study area
because the water is predominantly and 100% Na+–Cl− type. A piper plot by Durowoju64 shows that the geother-
mal springs of Siloam in both wet and dry periods were dominated by Na-Cl ions. Therefore, seasonal changes
do not significantly impact on the groundwater type and dominant cation and anions. However, groundwater
with high fluoride in Korea occurs mostly within the basement aquifer and are dominantly Na-HCO3 water type
influenced by granitoids and metamorphic rocks58. Elevated Na+ in groundwater could be from the weathering
and dissolution of plagioclase tectosilicate mineral end member (albite). Na–Cl water type indicates ancient
groundwater with ample residence time with associated overburden and aquifer material. bb d
d
f
h
b
h
f h
h
Th
bb d
l g
q
Gibbs diagram was used to further buttress the source of the Na enrichment. The Gibbs diagram gave a clear
indication that the groundwater enrichment was as a result of rock-water interaction and weathering (Fig. 4). The total dissolved solids were plotted against major anions and cations on Gibbs diagram to determine the geo-
chemical process responsible for the chemical constituents of groundwater at Siloam using the Eqs. (1) and (2)65. (1)
Anions =
Cl
Cl + HCO3
(2)
Cations =
Na + K
Na + K + Ca (1) (2) However, the occurrence of Cl- > Na+ hydro-chemical process in borehole H1 (Table 2) denotes that although
the prevailing water type is Na+—Cl-, the dominance of the water type is as a result of ion exchange and reverse
ion exchange. The occurrence of sulphate (SO4
2-) in groundwater is mostly assumed to be influenced by the
dissolution of gypsum or the neutralization of acid water by limestone or dolomite66. Gibbs plot showed the
geological process responsible for the mineralization process in the groundwater at Siloam.h The plot of Na/Cl (Fig. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). 5) is a good indicator of the type of weathering responsible for the dominance of Na in
groundwater. Mayback67 noted that Na/Cl ratio greater than one is an indication of silicate weathering, otherwise
the source of Na is from another source other than silicate weathering. From the Na/Cl ratio plot, 75% of the
samples (BH2, BH1 and H2) show predominant silicate weathering while 25% (H1) of the samples show other
sources of Na+ other than silicate weathering. This other source is the reverse ion exchange. The dominant Na+ https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ A
1
10
100
1000
10000
100000
0
0.2
0.4
0.6
0.8
1
TDS (mg/L)
Cl/Cl+HCO3
Rock-Water Interacon &
Evaporaon
Precipitaon
B
1
10
100
1000
10000
100000
0
0.2
0.4
0.6
0.8
1
TDS (mg/L)
Na+K/Na+Ca+K
Rock-Water Interacon & Weathering
Evaporaon
Precipitaon
Figure 4. Gibbs plot showing dominant anion (A) and cation (B) mineralisation process of groundwater in
Siloam. A
1
10
100
1000
10000
100000
0
0.2
0.4
0.6
0.8
1
TDS (mg/L)
Cl/Cl+HCO3
Rock-Water Interacon &
Evaporaon
Precipitaon A A B
1
10
100
1000
10000
100000
0
0.2
0.4
0.6
0.8
1
TDS (mg/L)
Na+K/Na+Ca+K
Rock-Water Interacon & Weathering
Evaporaon
Precipitaon Evaporaon B Figure 4. Gibbs plot showing dominant anion (A) and cation (B) mineralisation process of groundwater in
Siloam. BH1
BH2
H1
H2
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
0
1
2
3
4
5
Na/Cl
Sample No
Figure 5. Plot showing Na/Cl ratio. Figure 5. Plot showing Na/Cl ratio. in the groundwater at Siloam is thus as a result of the weathering and chemical alteration of tectosilicate miner-
als in the form of Plagioclase feldspar (Na rich feldspar) or sheet silicate minerals in the form of chlorite, due to
rock-water interaction over a period resulting in base ion exchange between the rocks, soil and groundwater. in the groundwater at Siloam is thus as a result of the weathering and chemical alteration of tectosilicate miner-
als in the form of Plagioclase feldspar (Na rich feldspar) or sheet silicate minerals in the form of chlorite, due to
rock-water interaction over a period resulting in base ion exchange between the rocks, soil and groundwater. p
g
g
g
Chloro-Alkaline Indexes (CAI) were calculated from Eqs. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). (3) and (4) to determine if the Na+ is from base
ion exchange or from reverse ion exchange. In ion exchange process, the Ca and Mg from the groundwater
is exchanged with the Na+ and K+ from the host rock or surrounding rocks. CAI 1 and CAI 2 were plotted in
Fig. 6a,b. (3)
CAI 1 =
Cl−
Na + + K +
Cl
(4)
CAI 2 =
[Cl−−
Na + + K +
]
SO2−
4
+ HCO−
3 + CO2−
3
+ NO−
3 (3) (4) CAI 1 and CAI 2 will result in a negative value if the process of Na+ enrichment is by ion exchange process, oth-
erwise, the process of reverse ion exchange is responsible68. CAI 1 and CAI 2 from Fig. 6 shows that the boreholes
BH1, BH2 and H2 exhibited a sodium enrichment process by normal ion exchange while borehole H1 shows
that the sodium enrichment process is by reverse ion exchange process. CAI 1 and CAI 2 will result in a negative value if the process of Na+ enrichment is by ion exchange process, oth-
erwise, the process of reverse ion exchange is responsible68. CAI 1 and CAI 2 from Fig. 6 shows that the boreholes
BH1, BH2 and H2 exhibited a sodium enrichment process by normal ion exchange while borehole H1 shows
that the sodium enrichment process is by reverse ion exchange process. https://doi.org/10.1038/s41598-021-93385-4 https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ a
b
BH1
BH2
H1
H2
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0
1
2
3
4
5
CAI 1
Sample no
BH1
BH2
H1
H2
-1.5
-1
-0.5
0
0.5
1
1.5
0
1
2
3
4
5
CAI 2
Sample no
Figure 6. Chloro-Alkaline Index CAI 1 (a) and CAI 2 (b) for enrichment process. a
BH1
BH2
H1
H2
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0
1
2
3
4
5
CAI 1
Sample no b Figure 6. Chloro-Alkaline Index CAI 1 (a) and CAI 2 (b) for enrichment process. Lithology and mineral composition of soils and rocks in the study area. The lithologic descrip-
tion of the samples is given in Table 4. Chlorite minerals can be found in any major rock group, but they are
known to be predominant in low grade metamorphic rocks. Chlorite is also the index mineral for green schist
facie69. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). Chlorite is found as a common constituent of igneous rocks resulting from hydrothermal alteration
of pyroxenes, amphiboles, biotite and garnet69. In sedimentary basins, Clay-rich sediments derived from the
weathering of igneous rocks are often rich in chlorite69. This is basically the source of chlorite enrichment in
sedimentary terrain.h y
The abundance of chlorite can be seen in Siloam which is made up of volcano sedimentary sequence. Table 5
gives the weight percent (wt.%) and the constituent minerals in all the soil and rock samples collected in Siloam
as analysed by X-ray Diffraction (XRD). The abundance of chlorite is seen especially in borehole cuttings of BH1
at depths 40–65 m where chlorite is seen as much as 38 wt.% of the total rock mass at some depths (Table 5). However, the occurrence of chlorite determines the colour of the total rock mass given that the wt.% of chlorite is
more than 20% as seen in cuttings X40 and X65 (Table 5). From depths 5–35 m in borehole BH1, the pink–brown
colour could be due to the presence of smectite and occurrence of hematite. The brown colour may also be due
to the presence of plagioclase. p
p g
However, occurrences of quartz and muscovite mostly do not determine the colour of the whole rock mass
because they are mostly colourless to white in colour. The pinkish colour of rock SR2 could signify the occurrence
of hematite (iron oxide). The occurrence of chlorite in the sedimentary terrains of Siloam and the high abundance
of smectite and hematite group shows that the present geologic sequence has undergone a series of weathering
and tectonic activities. This explains the abundance of Na+ in groundwater at Siloam because of ion exchange and
possible reverse ion exchange during the process of weathering of silicate minerals like plagioclase and chlorites.h From the mineralogy (Table 5), silicate minerals as well as clay minerals are abundant in the study area. The
area is dominated by clay minerals such as chlorite and smectite, as well as silicate minerals such as muscovite,
biotite and plagioclase. Clay can adsorb and desorb fluoride under favorable condition. Clay in the soil can func-
tions as a natural barrier to protect groundwater from fluoride pollution due to its strong adsorption potential70. The adsorption capabilities of clay are possible in the acidic pH conditions. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). However, the adsorbed fluoride ion
can also be released into the groundwater under alkaline conditions.hl g
The adsorption properties of fluoride by clay are proportional to the amount of clay minerals present. Clay
desorption is a faster geochemical process when compared to adsorption process71, thus it is easy for fluoride to
migrate from clay to groundwater when in contact with small volume of alkaline water. The abundance of clay
minerals show that extensive weathering altered the chemical and physical composition of the silicate minerals to
form clay minerals. The fluoride enrichment of the groundwater in the area is as a result of ion exchange between
the fluoride bearing minerals and groundwater. However, muscovite also contains fluoride as an accessory ion
in its chemistry, which at favorable conditions, is released into the groundwater. Scientific Reports | (2021) 11:14000 | https://doi.org/10.1038/s41598-021-93385-4 www.nature.com/scientificreports/ Table 4. Lithologic Description of Sampled Rocks and Soils. S surface soil, SR surface rocks, BH1 borehole 1,
BH2 borehole 2. Location
Sample ID
Depth (M)
Associated group
Lithology
Brief description
S
S1
Soil
Clay
Brown color with very fine texture
SR2
Metamorphic
Epitomized grey wacke
This rock type shows a low-grade metamorphism
characteristic and it exhibits an aphanitic texture. It has a green colour due to the abun-
dance of chlorite
SR3
Sedimentary
Sandstone
Pinkish Sandstone due to the presence of hematite
BH1
X5
5
Sedimentary
Argillaceous Sediment
Topsoil with brittle texture and pinkish-brown color. Presence of Smectite and hematite
noticeable
X15
15
Sedimentary
Argillaceous Sediment
Dark brown color with reduced pinkness probably due to the hematite content
X20
20
Sedimentary
Argillaceous Sediment
Light pink color due to the heavy presence of clay mineral Smectite and Hematite
X30
30
Sedimentary
Argillaceous Sediment
Reduction in the pink color and traces of darker brown color. Smectite and Hematite still
present although at a reduced concentration
X40
40
Sedimentary
Gray Wacke
Green in color probably due to the presence of Chlorite mineral and the rock is slightly
saturated due to its function being the aquifer rock. Total disappearance of clay minerals of
smectite and hematite
BH2
X65
65
Sedimentary
Gray Wacke
Green in color probably due to the presence of Chlorite mineral and the rock is slightly
saturated due to its function being the aquifer rock. Total disappearance of clay minerals of
smectite and hematite noticeable. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). Index mineral noticed are quartz and chlorite
Y5
5
Soil
Clay
Light brown in color with more than 60 wt.% Smectite
Y10
10
Soil
Clay
Light brown color with increased smectite content of more than 70 wt.%
Y20
20
Soil
Clay
Reduced lightness with two different groups of Smectite namely smectite 1 and 2. Overall
smectite content is greater than 75 wt.%
Y25
25
Soil
Sandy Clay
Dark brown color with intercalation of clay and sand. Although smectite content is still
above 50% but there is reduction in its wt.%
Y28
28
Igneous
Basalt
Dark color with dominantly plagioclase feldspar and diopside mineral
Y40
40
Igneous
Basalt
Dark color with dominantly plagioclase feldspar and diopside mineral Table 4. Lithologic Description of Sampled Rocks and Soils. S surface soil, SR surface rocks, BH1 borehole 1,
BH2 borehole 2. Table 5. Mineral constituents and percentage weight of rocks and soils. S surface soil, SR surface rock, X
borehole BH1 depth, Y borehole BH2 depth
S1
SR2
SR3
X5
X15
X20
X30
X40
X65
Y5
Y10
Y20
Y25
Y28
Y40
Weight (%)
Diopside
2.76
20.5
28.7
29.87
Chlorite
28.41
4.21
5.42
4.59
5.42
38.92
26.98
4.69
4.72
Hematite
1.7
0.17
0.67
9.41
7.87
5.07
7.27
0.78
Muscovite
1.6
32.41
33.77
33.07
41.15
12.33
7.49
4.56
3.29
Orthoclase
8.04
2.65
1.87
7.7
5.61
7.97
14.99
Plagioclase
32.38
14.82
17.35
16.31
11.08
6.86
9.75
22.93
39.49
38.27
Quartz
8.36
14.47
97.73
35.99
34.44
44.76
30.04
25.99
20.72
12.19
8.34
5.53
9.72
7.69
9.00
Smectite
44.26
15.33
16.63
12.51
16.1
69.02
78.41
52.36
5.88
7.1
Smectite1
41.2
Smectite 2
35.55
Sepiolite
2.49
Epidote
21.63
12.04
Titanite
5.4
7.25
Actinolite
9.22
2.08
2.6
Enstatite
3.02
Ilmenite
3.89
5.18 Table 5. Mineral constituents and percentage weight of rocks and soils. S surface soil, SR surface rock, X
borehole BH1 depth, Y borehole BH2 depth Muscovite is an important fluoride bearing mineral because it contains fluorine in its crystal lattices and
hydroxyl groups which can also substitute for fluoride because of their similar ionic charges70. This fluorine can
be released as fluoride ion into the groundwater under favorable conditions. Muscovite occurs at about 1.62 wt. % (Table 5) in SR3. Onipe48 noted that muscovite in the surface rocks at Siloam contributes to the groundwater
fluoride rather than fluorite as earlier inferred by McCaffrey and Willis25 and Odiyo and Makungo35. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). Fluorine affiliated muscovite increases with
depth from 5 to 15 m, slows down at depth 20 m and picks up its increasing trend again at depth 30 m below
ground level before drastically reducing as the depth increases. Figure 7C shows the XRD peaks for the epitomized gray-wacke which is the aquifer rock for borehole BH1. Although muscovite is present, the abundance is not as much as at depths 5 to 30 m. The grey wacke is dominated
by chlorite which explains why the color is greenish grey (Table 4). The primary minerals present in the rock
materials include chlorite, quartz and plagioclase. The intensities and abundance of each mineral are identified in
Fig. 7. The combined presence of muscovite and chlorite at depth X40 and X 65 in borehole BH1 may accounts for
the slightly high total fluoride concentration of the aquifer due to the exchange of OH with F in their structure. Figure 7 also shows a high abundance of plagioclase which denotes that the level of weathering is either absent
or low at depth 40 m below the earth surface, therefore there has been no chemical alteration of plagioclase to
smectite clay or kaolin as seen at shallow depths before 40 m. Two main dynamic geochemical processes occur
in clay, they are the enrichment and leaching processes. Under the dynamic geochemical process of leaching,
areas with clay formations and arid to semi-arid climatic conditions, experience high groundwater and surface
water fluoride concentration72. Dynamic geochemical process of leaching occurs when fluoride is leached out
of clay formation into groundwater through infiltration and percolation of water. Fluorine can easily migrate
from clay formations to groundwater during migration of groundwater73.l y
g
g
g
g
In borehole BH2 at Siloam, muscovite which is the predominant fluoride bearing mineral in the area is seen
to be absent until the depth of 28 m (Table 5). Muscovite occurrence was found at depth 28 to 40 m although at
a volume less than 5 wt.%. The peaks of smectite at depths Y5, Y10, Y15 and Y20 occur at almost the same count
and intensity (Fig. 7). Smectite is the most abundant mineral at depths Y5–Y20. Clay could also act as a migration
agent for fluoride enrichment of groundwater at Siloam. The abundance of major minerals in borehole BH2 at
depths Y28 and Y40 are also described in Table 5. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). Onipe48
also argued that the muscovite present in the surface sandstone at Siloam can never be the sole contributor of
fluoride to groundwater of the area.h g
Surface rock SR2 contains high proportions of chlorite and epidote (Fig. 6). The occurrence of clinochlore
n end member of chlorite is predominant in Siloam. Chlorite has been linked to fluoride contribution to Scientific Reports | (2021) 11:14000 | https://doi.org/10.1038/s41598-021-93385-4 www.nature.com/scientificreports/ B A
B
C
0
5
10
15
20
25
30
35
40
45
0
4100
8200
12300
0
5
10
15
20
25
30
35
40
45
0
4500
9000
13500
Plagioclase
Chlorite
Muscovite
Chlorite
Intensities (Count)
X40
Chlorite
Muscovite
Quartz
Plagioclase
Plagioclase
Quartz
Chlorite
Chlorite
Intensities (Count)
2-theta (Degrees)
X65
Epidote
Figure 7. XRD plot showing major minerals in borehole 1 at X15, X20 & X30 (A) and surface soil SR2 & SR3
(B) borehole 1 at X40 and X65. 0
5
10
15
20
25
30
35
40
45
0
4100
8200
12300
0
5
10
15
20
25
30
35
40
45
0
4500
9000
13500
Plagioclase
Chlorite
Muscovite
Chlorite
Intensities (Count)
X40
Chlorite
Muscovite
Quartz
Plagioclase
Plagioclase
Quartz
Chlorite
Chlorite
Intensities (Count)
2-theta (Degrees)
X65
Epidote B C A Figure 7. XRD plot showing major minerals in borehole 1 at X15, X20 & X30 (A) and surface soil SR2 & SR
(B) borehole 1 at X40 and X65. groundwater mostly due to its hydroxyl content which is displaced by fluoride ion. Generally, chlorite contains
fluoride but not as much as its ripidolite. This reason is attributed to the fact that clinochlore has an appreciable
number of aluminium in its octahedral layer therefore limiting its fluoride adsorption properties unlike ripidolite
that has aluminium in its tetrahedral layer. However, at varying depth in borehole BH1, muscovite occurs as an
abundant rock forming mineral rather than its accessory form as found in SR2. The concentration of muscovite
in wt. % increases from topsoil to 30 m below the surface (Table 5). The major minerals present in borehole
BH1 from depth 5 m to 30 m are muscovite, quartz and smectite (Table 5). The abundance of major dominating
minerals of borehole BH1 from depth 15–30 m are shown in Fig. 7. Oxide wt percent × Conversion factor = Elemental wt percent (5) The conversion factor is the sum of the atomic weights of the elements in the required formula divided by
the sum of the atomic weights in the original formula. Silica (SiO2) and quartz (SiO2) have the same chemical
composition, but they are different in nature. Silica refers to the total pure silicon dioxide in the rock mass while
quartz refers to a mineral with a very high concentration of silica. However, often, quartz occurs as silica with
little amount of impurities. Therefore, the name is used interchangeably. Total rock silica could be from quartz
and other silicate minerals like feldspars, chlorites and other aluminium and silicate rich minerals. The SiO2
refers to the total silica content of the rock and soil. Silica has the highest wt. % in soils and rocks of Siloam. This
means that the area is dominated by felsic rock and the soil with high silica content. Felsic rocks, which contain
relatively high concentrations of SiO2, tend to have higher concentrations of fluorine than mafic rock74. bl
h
h
l
l
l
d fl
f
k
d
l
l
k li
Table 6 shows the total major elemental and fluorine compositions of rocks and soils at Siloam in mg/kg. Although fluorine is regarded as a trace element, its concentration in some rocks and soil in Siloam is higher
than expected. The total fluorine content of rocks and soil ranges from 10 to 2000 mg/kg (Table 6). The average
fluorine concentration is about 762 mg/kg. This is above the permissible limit of 30 mg/kg concentration of
fluorine in soil for agriculture75. The highest fluorine concentration of 2000 mg/kg occurs at a depth of 5 m in
borehole BH2. The lowest concentration occurs in borehole BH1 at a depth of 30 m (Table 6).hlh h
The fluorine concentration in clay is typically in the range of 20–500 mg/kg76. The surface clay deposit S1 has
a total fluorine concentration of 431 mg/kg (Table 6). However, the clay formation of borehole BH2 from 5 m to
around 20 m depth has the highest concentrations of fluorine. The Soil of BH2 at depths 5 m and 10 m have more
fluorine concentration than the surface rock formations and aquifer rocks in Siloam as observed from Table 6. This is different from the findings of McCaffrey and Willis25 that stated that rock samples have higher fluorine
content than soil samples. Oxide wt percent × Conversion factor = Elemental wt percent The clay deposit and argillaceous sediments of Siloam are from chemical alteration
and weathering of plagioclase of parent rock materials therefore giving more room for OH and F replacements. This ion displacement gives a higher room for more storage of fluoride in the crystal lattices of the resultant clay. It should be noted, however, that clays formed under hydrothermal conditions are mostly rich in fluoride77 as
observed in Siloam, although this is not always the case as observed in Sagole, Tshipise and Evangelina area of
Limpopo, South Africa78. Fluoride leaching and other chemical constituents from rocks and soils. The fluoride concentra-
tion emigrating out of the rock and soil samples of Siloam ranges from 0.27 to 14.88 mg/L (Table 7). Leachate
with the lowest fluoride concentration occurs at surface rock SR2 and leachate with the highest fluoride concen-
tration occurs at a depth of 5 m of borehole BH2 (Table 7). Fluoride concentrations show a decreasing trend from
the surface down to the aquifer. Figure 9 shows the fluoride concentration trend in the borehole BH1 leachates.h Fluoride leaching and other chemical constituents from rocks and soils. The fluoride concentra-
tion emigrating out of the rock and soil samples of Siloam ranges from 0.27 to 14.88 mg/L (Table 7). Leachate
with the lowest fluoride concentration occurs at surface rock SR2 and leachate with the highest fluoride concen-
tration occurs at a depth of 5 m of borehole BH2 (Table 7). Fluoride concentrations show a decreasing trend from
the surface down to the aquifer. Figure 9 shows the fluoride concentration trend in the borehole BH1 leachates. The fact that from boreholes BH1 and BH2, the sub-surface rocks and soils of Siloam show decreasing trends
in fluoride concentrations, means that the aquifer rocks release less fluorine into the groundwater compared to
the regolith and overburden soils and clays. This may partially be due to the loose state of the overburden. The
ions in the leachate were correlated against each other to determine the relationship between them in relation to tration occurs at a depth of 5 m of borehole BH2 (Table 7). Fluoride concentrations show a decreasing trend from
the surface down to the aquifer. Figure 9 shows the fluoride concentration trend in the borehole BH1 leachates. Sulphate, nitrate and electrical conductivity levels in groundwater samples.
The levels of sul-
phate recorded in this study complied with the regulatory standards for drinking water. Similarly, the levels of
sodium, potassium, chloride all complied with regulatory standards (Table 3). The abundance of chlorite and plagioclase were also revealed
from the results. Y28 and Y40 is the basaltic aquifer material of borehole BH2. Chemical composition of rocks and soils in the study area. In sedimentary terrain, the most abun-
dant fluorine bearing mineral is associated with mica mineral group and clay minerals especially montmoril-
lonite and kaolinite. Total rock chemistry is important to determine the total rock composition in oxides and
elemental properties. The graphical representation of major oxides in the rocks and soil of Siloam are presented
in Fig. 8. The rocks and soil are dominated by high silica content followed by aluminium oxides. The highest
concentration of silica occurs at surface sandstone rock of location SR3. The formula for conversion of oxides to
elemental weight. percent is given in Eq. (5). https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ d
f
l
l
0
20
40
60
80
100
120
S1
SR2
SR3
X5
X15
X20
X30
X40
X65
Y5
Y10
Y20
Y25
Y28
Y40
Major Oxides in wt.%
Sample ID
CaO
Na₂O
MgO
Al₂O₃
SiO₂
P₂O₅
K₂O
MnO
Fe₂O₃
Figure 8. Major oxide abundance in sampled rocks and soils. 0
20
40
60
80
100
120
S1
SR2
SR3
X5
X15
X20
X30
X40
X65
Y5
Y10
Y20
Y25
Y28
Y40
Major Oxides in wt.%
Sample ID
CaO
Na₂O
MgO
Al₂O₃
SiO₂
P₂O₅
K₂O
MnO
Fe₂O₃
Figure 8. Major oxide abundance in sampled rocks and soils. CaO
Na₂O
MgO
Al₂O₃
SiO₂
P₂O₅
K₂O
MnO
Fe₂O₃ Figure 8. Major oxide abundance in sampled rocks and soils. (5)
Oxide wt percent × Conversion factor = Elemental wt percent Oxide wt percent × Conversion factor = Elemental wt percent The fact that from boreholes BH1 and BH2, the sub-surface rocks and soils of Siloam show decreasing trends
in fluoride concentrations, means that the aquifer rocks release less fluorine into the groundwater compared to
the regolith and overburden soils and clays. This may partially be due to the loose state of the overburden. The
ions in the leachate were correlated against each other to determine the relationship between them in relation to l
The fact that from boreholes BH1 and BH2, the sub-surface rocks and soils of Siloam show decreasing trends
in fluoride concentrations, means that the aquifer rocks release less fluorine into the groundwater compared to
the regolith and overburden soils and clays. This may partially be due to the loose state of the overburden. The
ions in the leachate were correlated against each other to determine the relationship between them in relation to https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ Table 6. Major elemental compositions of rocks and soils (mg/kg) in the study area. S surface soil, SR surface
rock, X borehole BH1 depth, Y borehole BH2 depth, ion units, mg/kg depth: m. Sample ID
Ca
Na
Mg
Al
Si
P
K
Mn
Fe
F
S1
25,429.08
23,889.18
21,587.40
90,880.81
241,417.00
3500.73
11,206.35
1541.26
95,607.98
431.00
SR2
58,286.88
20,253.87
48,240.00
87,863.80
225,241.50
969.03
305.48
1657.43
101,972.52
1400.00
SR3
415.72
242.60
940.68
12,650.27
448,332.50
484.52
3137.78
41.82
6329.57
160.00
X5
658.58
5749.73
20,019.60
100,461.14
271,477.25
281.54
33,619.05
569.26
91,551.46
450.00
X15
2021.47
2559.56
22,672.80
102,101.97
271,617.50
471.42
33,536.04
723.38
86,096.14
330.00
X20
2521.48
1409.61
21,406.50
94,744.70
296,628.75
475.79
35,030.22
749.72
62,806.12
290.00
X30
4057.22
1468.96
23,215.50
108,877.01
264,231.00
659.12
43,580.25
836.46
79,941.42
10.00
X40
14,143.14
10,757.55
59,094.00
103,848.66
231,926.75
1169.82
11,621.40
1773.61
97,706.18
850.00
X65
36,000.72
11,944.59
54,330.30
88,340.17
232,815.00
999.59
11,123.34
1618.71
100,084.14
770.00
Y5
13,500.27
10,905.93
29,486.70
86,911.06
267,129.50
2330.91
8301.00
1184.99
91,551.46
2000.00
Y10
13,785.99
12,389.73
27,376.20
85,587.81
265,166.00
2099.57
8633.04
1239.20
95,188.34
1500.00
Y20
17,143.20
8457.66
26,954.10
97,444.13
260,163.75
2549.16
10,210.23
1215.97
89,872.90
1200.00
Y25
31,214.91
14,021.91
24,602.40
86,805.20
255,442.00
3727.71
17,017.05
1394.10
87,145.24
800.00
Y28
51,572.46
20,847.39
29,124.90
82,041.50
239,593.75
4932.45
19,922.40
1014.60
74,695.92
620.00
Y40
54,429.66
19,437.78
31,959.00
76,960.22
236,181.00
4234.05
16,851.03
1177.24
81,340.22
620.00 Table 6. Major elemental compositions of rocks and soils (mg/kg) in the study area. S surface soil, SR surface
rock, X borehole BH1 depth, Y borehole BH2 depth, ion units, mg/kg depth: m. Table 7. Oxide wt percent × Conversion factor = Elemental wt percent Chemical parameters in the leachate obtained from leaching experiment. BDL Below detection Lim
S surface soil, SR surface rock, X borehole BH1 depth, Y borehole BH2 depth
Sample
K
EC
pH
Ca
Mg
Cl
NO3
NO2
PO4
Na
B
F
mg/kg
µs/cm
mg/kg
mg/kg
mg/kg
mg/kg
mg/kg
mg/kg
mg/kg
mg/kg
mg/kg
S 1
62.50
24.00
7.57
135.00
891.00
36,03
1,65
0.00
1,89
929.00
1.75
10,52
SR 2
11.60
3.00
7.17
BDL
40.00
2,75
0,12
0.00
0,67
36.10
0.05
0,27
SR 3
27.80
3.00
6.83
BDL
BDL
2,77
0,21
0.00
3,17
2.26
0.04
0,44
X 5
379.00
42.00
7.10
19.80
773.00
114,43
24,66
0.00
1,55
1020.00
2.07
3,85
X 15
125.00
7.00
6.91
2.26
172.00
10,59
2,41
0.00
0,78
110.00
0.46
2,29
X 20
118.00
3.00
6.95
1.88
150.00
2,15
0,60
0.00
0,65
52.40
0.28
1,10
X 30
164.00
3.00
7.03
11.90
183.00
1,61
0,72
0,03
0,59
35.90
0.38
0,78
X 40
33.40
4.00
7.16
18.20
179.00
1,43
0,58
0,13
0,30
72.00
0.26
0,68
X 65
31.90
9.00
7.37
36.30
41.20
2,34
0,56
0,71
0,50
82.40
0.02
0,53
Y 5
31.90
32.00
8.00
186.00
675.00
11,57
0,78
0.00
0,39
886.00
0.93
14,88
Y 10
45.60
76.00
7.97
145.00
438.00
171,79
8,10
0.00
1,00
1620.00
1.11
9,51
Y 20
26.00
6.00
7.16
68.00
178.00
2,12
0,85
0.00
0,39
129.00
0.26
3,79
Y 28
61.90
9.00
7.43
94.80
97.90
1,93
0,29
0,33
0,90
151.00
0.15
1,02
Y 25
25.30
5.00
7.10
19.30
61.60
1,59
0,15
0,01
0,70
84.20
0.14
2,60
Y 40
54.50
10.00
7.50
110.00
104.00
2,46
0,27
0,49
0,80
166.00
0.17
0,72 Table 7. Chemical parameters in the leachate obtained from leaching experiment. BDL Below detection Limit,
S surface soil, SR surface rock, X borehole BH1 depth, Y borehole BH2 depth the release of fluoride. Table 8 shows the correlation coefficients in the leachate at Siloam. Fluoride concentrations
in groundwater of boreholes BH1 and BH2 show high positive correlations to pH, Ca, Na (Table 8).hh the release of fluoride. Table 8 shows the correlation coefficients in the leachate at Siloam. Fluoride concentrations
in groundwater of boreholes BH1 and BH2 show high positive correlations to pH, Ca, Na (Table 8).hh This means that at an increasing F concentration, pH, Ca and Na increases. The concentrations of these
highlighted parameters (pH, Ca, Na) are directly proportional to each other. Oxide wt percent × Conversion factor = Elemental wt percent Fluoride concentration of (a) borehole 1 and (b) borehole 2. Table 8. Correlation of physico-chemical constituent of leachates. K
EC
pH
Ca
Mg
Cl
NO3
NO2
PO4
Na
B
F
K
1.00
EC
0.25
1.00
pH
− 0.27
0.69
1.00
Ca
− 0.26
0.60
0.94
1.00
Mg
0.44
0.64
0.50
0.56
1.00
Cl
0.41
0.94
0.44
0.33
0.55
1.00
NO3
0.85
0.60
0.02
− 0.03
0.56
0.74
1.00
NO2
− 0.20
− 0.19
0.17
0.09
− 0.35
− 0.24
− 0.21
1.00
PO4
0.15
0.11
− 0.22
− 0.09
0.17
0.19
0.22
− 0.22
1.00
Na
0.26
0.97
0.72
0.67
0.80
0.89
0.59
− 0.27
0.15
1.00
B
0.62
0.70
0.36
0.39
0.95
0.70
0.76
− 0.37
0.27
0.82
1.00
F
− 0.06
0.67
0.77
0.82
0.80
0.44
0.16
− 0.35
0.01
0.79
0.64
1.00 Table 8. Correlation of physico-chemical constituent of leachates. K
EC
pH
Ca
Mg
Cl
NO3
NO2
PO4
Na
B
F
K
1.00
EC
0.25
1.00
pH
− 0.27
0.69
1.00
Ca
− 0.26
0.60
0.94
1.00
Mg
0.44
0.64
0.50
0.56
1.00
Cl
0.41
0.94
0.44
0.33
0.55
1.00
NO3
0.85
0.60
0.02
− 0.03
0.56
0.74
1.00
NO2
− 0.20
− 0.19
0.17
0.09
− 0.35
− 0.24
− 0.21
1.00
PO4
0.15
0.11
− 0.22
− 0.09
0.17
0.19
0.22
− 0.22
1.00
Na
0.26
0.97
0.72
0.67
0.80
0.89
0.59
− 0.27
0.15
1.00
B
0.62
0.70
0.36
0.39
0.95
0.70
0.76
− 0.37
0.27
0.82
1.00
F
− 0.06
0.67
0.77
0.82
0.80
0.44
0.16
− 0.35
0.01
0.79
0.64
1.00 Table 8. Correlation of physico-chemical constituent of leachates. Table 8. Correlation of physico-chemical constituent of leachates. groundwater at Siloam. The study area is dominated by rocks of high silica content (Table 6). The silica content is
a combined value of all the silicate minerals (quartz, plagioclase and muscovite). Rocks with high silica content
often have high fluorine concentration74. This agrees with this study because there seem to be a decreasing trend
in the fluorine content towards the mafic rocks at depth. Also, a decreasing trend could be noticed as opposed to
a general norm that fluoride increases with depth. This is possibly due to the clay and argillaceous overburden. At BH1 and BH2, fluoride decreases from depth X5 to X65 and Y5 to Y40. This coincides with the decreasing
concentration of smectite and chlorite in the mineralogy of the rocks. Oxide wt percent × Conversion factor = Elemental wt percent Effect of temperature on fluoride release from soil and rocks. Siloam is located on Siloam fault
which acts as a channel for transport of heated groundwater up to some near surface aquifer. This gives Siloam
a very high geothermal gradient. Therefore, the effect of temperature is very important when investigating the
source of fluoride from the dissolution of minerals irrespective of the temperature of the water at present. The
effect of temperature in the dissolution of fluoride from the mineral constituents in the rocks and soil into the
groundwater was experimented in the laboratory. The average water temperature of 42 °C from past literature
focusing on Siloam was used as the base temperature. Although, the effect of temperature was simulated for less
than 10 h. Temperature plays an important role by increasing the fluoride concentration in the leachates. This
difference can be observed in Fig. 10 where the comparison can be seen between fluoride release at room tem-
perature and fluoride release at 40 °C.hfh pl
The temperature effect can be seen at almost all sampling points except for Y28 (Fig. 10). The sampling point
Y5 shows a distinct effect of temperature by a concentration difference of almost 5 mg/L. The groundwater tem-
perature is evident to be one of the driving factors favoring the dissolution of fluorine from the rocks and soils
at Siloam, into the groundwater in the area. Oxide wt percent × Conversion factor = Elemental wt percent EC is also positively correlated
to F, which means that increase in fluoride results in an increase in pH, Ca and Na which in turn increases the
conductivity of the groundwater of boreholes BH1 and BH2. The very weak correlation between fluoride and
nitrate confirms that the possible source of high nitrate in groundwater of BH2 is not from a natural source rather
from anthropogenic sources which were previously inferred.hl g
y
The weak negative correlation between fluoride and potassium connotes that most of the occurrence does not
originate from K bearing minerals. The groundwater fluoride of the study area is controlled by the desorption and
adsorption properties of clay and partly by chlorite. Therefore, the groundwater hydrochemistry is dominated
by Na-Cl water type signifying the importance of Na weathering and dissolution to investigating groundwater
fluoride source. The process is simplified by Eq. (6). (6) (6)
NaAlSiO8 + 2H+ + 9HO →AlSiO5(OH) + 4HSiO + 2Na The hydroxyl ion in the clay is displaced by fluoride in the structure lattice of the kaolin-smectite clay due
to the similarity in their charge and radius. The resultant Na in the equation explains the abundance of Na in The hydroxyl ion in the clay is displaced by fluoride in the structure lattice of the kaolin-smectite clay due
to the similarity in their charge and radius. The resultant Na in the equation explains the abundance of Na in https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | ww.nature.com/scientificreports/
Figure 9. Fluoride concentration of (a) borehole 1 and (b) borehole 2. Table 8. Correlation of physico-chemical constituent of leachates. K
EC
pH
Ca
Mg
Cl
NO3
NO2
PO4
Na
B
F
K
1.00
EC
0.25
1.00
pH
− 0.27
0.69
1.00
Ca
− 0.26
0.60
0.94
1.00
Mg
0.44
0.64
0.50
0.56
1.00
Cl
0.41
0.94
0.44
0.33
0.55
1.00
NO3
0.85
0.60
0.02
− 0.03
0.56
0.74
1.00
NO2
− 0.20
− 0.19
0.17
0.09
− 0.35
− 0.24
− 0.21
1.00
PO4
0.15
0.11
− 0.22
− 0.09
0.17
0.19
0.22
− 0.22
1.00
Na
0.26
0.97
0.72
0.67
0.80
0.89
0.59
− 0.27
0.15
1.00
B
0.62
0.70
0.36
0.39
0.95
0.70
0.76
− 0.37
0.27
0.82
1.00
F
− 0.06
0.67
0.77
0.82
0.80
0.44
0.16
− 0.35
0.01
0.79
0.64
1.00 www.nature.com/scientificreports/ w.nature.com/scientificreports/
Figure 9. Fluoride concentration of (a) borehole 1 and (b) borehole 2. Figure 9. Conclusions Fluoride levels exceeding 1.5 mg/L recommended by the WHO was determined in the groundwater of the study
area. The level is in the range that could cause both fluorosis and non-fluorosis diseases to the consumer of the
groundwater resource. Positive correlation was determined between fluoride levels with pH and temperature
while a negative correlation was determined with calcium. The major water type present in the study area is the https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ 0
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Figure 10. Fluoride leachate behaviour at room temperature and at 40 °C, F + Temp = Fluoride concentration at
induced temperature and F-Temp = fluoride at concentration at room temperature. 0
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F- Temp igure 10. Fluoride leachate behaviour at room temperature and at 40 °C, F + Temp = Fluoride concentration at
nduced temperature and F-Temp = fluoride at concentration at room temperature. NaCl water type. The geological process responsible for the enrichment of groundwater is rock-water interac-
tion and weathering. However, chemical processes activated by the rock-water interaction were identified as ion
exchange and reverse ion exchange. The host minerals determined from this study are the muscovite, chlorite
and smectite. The study also revealed a decreasing trend in the fluoride concentrations from the surface down to
the aquifer. From the hydrogeochemical analysis, a final conclusion can be drawn that muscovite, smectite and
chlorite minerals are the main contributor of fluoride to groundwater in the study area. Groundwater temperature
was also determined as a major driving force for fluoride dissolution. Data availabilityh The data used in this study has been included in the manuscript. Received: 5 September 2020; Accepted: 24 June 2021 Received: 5 September 2020; Accepted: 24 June 2021 Received: 5 September 2020; Accepted: 24 June 2021 References 1. Edokpayi, J. N. et al. Challenges to sustainable safe drinking water: a case study of water quality and use across seasons in rural
communities in Limpopo Province. South Africa. Water 10, 159 (2018). p p
f
2. Edokpayi, J. N., John Odiyo, J. O., Popoola, O. E. & Msagati, T. A. M. Evaluation of contaminants removal by waste stabilization
ponds: A case study of Siloam WSPs in Vhembe District. South Africa. Heliyon 7, e06207. https://doi.org/10.1016/j.heliyon.2021.
e06207 (2021). f
2. Edokpayi, J. N., John Odiyo, J. O., Popoola, O. E. & Msagati, T. A. M. Evaluation of contaminants removal by waste stabilization
ponds: A case study of Siloam WSPs in Vhembe District. South Africa. Heliyon 7, e06207. https://doi.org/10.1016/j.heliyon.2021.
e06207 (2021). 3. Enitan-Folami, A. M., Mutileni, N., Odiyo, J. O., Swalaha, F. M. & Edokpayi, J. N. Hydrochemical, bacteriological assessment, and
classification of groundwater quality in Thulamela Municipality, South Africa: potential health risk. Hum. Ecol. Risk Assess. 26(8),
2044–2058. https://doi.org/10.1080/10807039.2019.1644153 (2019). p
g
4. Olasoji, S. O., Oyewole, N. O., Abiola, B. & Edokpayi, J. N. Water Quality Assessment of Surface and Groundwater Sources Using
a Water Quality Index Method: A Case Study of a Peri-Urban Town in Southwest, Nigeria. Environments 6, 23. https://doi.org/10.
3390/environments6020023 (2019).h 5. United Nations. (2000). The Africa Water Vision for 2025: Equitable and Sustainable Use of Water for Socioeconomic Development. UN Economic Commission for Africa, P.O. Box 3001, Addis Ababa, Ethiopia. World Bank, Economic Commission for Africa,
African Development Bank. p
6. Abdesselam, S., Halitim, A., Jan, A., Trolard, F. & Bourrié, G. Anthropogenic contamination of groundwater with nitrate in arid
region: Case study of southern Hodna (Algeria). Environ. Earth Sci. 70, 2129–2141. https://doi.org/10.1007/s12665-012-1834-5
(2013). 7. Stellato, L. et al. Allocca V (2020) Natural and anthropogenic groundwater contamination in a coastal volcanic-sedimentary
aquifer: the case of the archaeological site of Cumae (Phlegraean Fields, Southern Italy). Water 12(12), 3463. https://doi.org/10.
3390/w12123463 (2020). (
)
8. Zereg, S., Boudoukha, A. & Benaabidate, L. Impacts of natural conditions and anthropogenic activities on groundwater quality in
Tebessa plain, Algeria. Sustain. Environ. Res. 28(6), 340–349 (2018).l p
g
9. Onipe, T. A., Edokpayi, J. N. & Odiyo, J. O. A review on the potential sources and health implications of fluoride in groundwater
of Sub-Saharan Africa. J. Environ. Sci. Health, Part A, https://doi.org/10.1080/10934529.2020.1770516 (2020). J
,
,
p
g
(
)
10. Shankar S, Shankar, U & Shikha (2014). www.nature.com/scientificreports/ Physiologic conditions affect toxicity of ingested industrial fluoride. J. Environ. Public Health https://doi.org/10.
1155/2013/439490 (2013). (
)
20. Shomar, R. B., Müller, G., Yahya, A., Askar, S. & Sansur, R. Fluorides in groundwater, soil and infused black tea and the occurrence
of dental fluorosis among school children of the Gaza strip. J. Water Health 2(1), 23–35. https://doi.org/10.2166/wh.2004.0003
(2004).fl 1. Shen, J. & Schäfer, A. I. Factors affecting fluoride and natural organic matter (NOM) removal from natural waters in Tanzania by
nanofiltration/reverse osmosis. Sci. Total Environ. 527, 520–529 (2015). i
2. Gevera, P., Mouri, H.& Maronga, G. (2018). High Fluoride and Dental Fluorosis Prevalence: A Case Study from Nakuru Area, the
Kenyan Rift Valley. Geophysical Research Abstracts. Vol. 20, EGU2018–1422, 2018. EGU General Assembly 2018.l yt
y
p y
y
23. Haji, M., Wang, D., Li, L., Qin, D. & Guo, Y. Geochemical evolution of fluoride and implication for F enrichment in groundwater:
Example from the bilate river basin of southern main ethiopian rift. Water 10, 1799. https://doi.org/10.3390/w10121799 (2018).ll t
g
4. Rango, T. et al. Fluoride Exposure from Groundwater as Reflected by Urinary Fluoride and children’s dental fluorosis in the Main
Ethiopian Rift Valley. Sci. Total Environ. 496, 188–197. https://doi.org/10.1016/j.scitotenv.2014.07.048 (2014). pt
y
p
g
j
25. McCaffrey, L.P. & Willis J.P. (2001). Distribution of fluoride-rich groundwater in the eastern and Mogwase regio
and North-West Provinces. WRC Report No. 526/1/01. Water Research Commission, Pretoria.www.rsc.org.h pt
y
p
g
j
25. McCaffrey, L.P. & Willis J.P. (2001). Distribution of fluoride-rich groundwater in the eastern and Mogwase regions of the Nor f
y,
J
(
)l
g
g
g
and North-West Provinces. WRC Report No. 526/1/01. Water Research Commission, Pretoria.www.rsc.org.h p
26. Olivier, J., Venter, J. S. & Jonker, C. Z. Thermal and chemical characteristics of thermal springs in the
Province, South Africa. Water SA 34(2), 163–174. https://doi.org/10.4314/wsa.v37i4.1 (2011). 26. Olivier, J., Venter, J. S. & Jonker, C. Z. Thermal and chemical characteristics of thermal springs in the northern part of the Limpopo
Province, South Africa. Water SA 34(2), 163–174. https://doi.org/10.4314/wsa.v37i4.1 (2011). 26. Olivier, J., Venter, J. S. & Jonker, C. Z. Thermal and chemical characteristics of thermal springs in the northern part of the Lim
Province, South Africa. Water SA 34(2), 163–174. https://doi.org/10.4314/wsa.v37i4.1 (2011).l p
g
27. Aravinthasamy, P., Karunanidhi, D., Subramani, T., Srinivasamoorthy, K. & Anand, B. www.nature.com/scientificreports/ The adequacy of water supply to meet the demand in Siloam of Limpopo Province of South Africa. Honours,
mini-dissertation, University of Venda, Thohoyandou, South Africa.f yh
y
38. Department of Water Affairs and Forestry (DWAF). (2001). Luvuvhu/Letaba water management area: Water resource situ
assessment report NO P0200/00/030/. WSM (pty) Ltd. Department of Water Affairs and Forestry, Pretoria. p
p y
pf
y
39. Brandl, G., Cloete, M. & Anhaeusser C.R. (2006). Sedimentary Rocks of the Karoo Supergroup. In: Johnson M.R., van Vuuren C.J.,
Visser J.N.J., Cole D.I., de V. Wickens H., Christie A.D.M., Roberts D.L. (Eds). The Geology of South Africa. Geological Society
of South Africa Johannesburg/Council for Geoscience Pretoria pp 461–499 9. Brandl, G., Cloete, M. & Anhaeusser C.R. (2006). Sedimentary Rocks of the Karoo Supergroup. In: Johnson M.R., van Vuuren C.J. Visser J.N.J., Cole D.I., de V. Wickens H., Christie A.D.M., Roberts D.L. (Eds). The Geology of South Africa. Geological Society
of South Africa, Johannesburg/Council for Geoscience, Pretoria. pp 461–499. 40. Brandl, G. (1999). Soutpansberg Group. Catalogue of South African lithostratigraphic units. SA Committee for Stratigraphy,
Council for Geoscience. pp 6. S
h Af
C
l f S
h (SACS) (
) S
h
f S
h Af
P
(C
L E K
) L h
h
f pp
41. South African Council of Stratigraphy (SACS). (1980). Stratigraphy of South Africa, Part 1 (Comp. L.E. Kent). Lithostratigraphy of
the Republic of South Africa, South West Africa/Namibia, and the Republics of Bophuthatswana, Transkei and Venda. Handbook
Geological Survey, South Africa. 8, pp 690.h 42. Barker, O. B., Brandl, G., Callagham, C. C., Eriksson, P. G. & Van der Neut, M. The Soutpansberg and Waterberg Groups and the
Blouberg Formation. In The Geology of South Africa (eds Johnson, M. R. et al.) 301–318 (Geological Society of South Africa &
Council for Geoscience, 2006).hh 43. Johnson, M. R., Anhaeusser, C. R. & Thomas, R. J. The geology of South Africa 301–318 (Published jointly by the Geological Society
of South Africa, 2006).h 44. Brandl, G. (2002). The geology of the Alldays area. Explanation sheet geological Survey South Africa, 2228 (Alldays). pp 71
(
)
d
l
l h
l d
ll h
45. Harvey, D. (2000). Modern analytical chemistry. International edition. Mc Graw-Hill Company, ISBN: 0–07–116953–9. l
d
l
h
d f
l
h d 46. Weaver, J.M., Cavé, L.C. & Talma, A.S. (2007). Groundwater sampling: a comprehensive guide for sampling methods. www.nature.com/scientificreports/ Geochemical evaluation of fluoride contami-
nation in groundwater from Shanmuganadhi River basin, South India: Implication on human health. Environ. Geochem. Health
42, 1937–1963. https://doi.org/10.1007/s10653-019-00452-x (2020). p
g
28. Jenifer, M. A. & Jha, M. K. Comprehensive risk assessment of groundwater contamination in a weathered hard-rock aquifer system
of India. J. Clean. Prod. 201, 853–868 (2018). 9. Jha, M. K., Shekhar, A. & Jenifer, M. A. Assessing groundwater quality for drinking water supply using hybrid fuzzy-GIS-based
water quality index. Water Res. 179, 115867. https://doi.org/10.1016/j.watres.2020.115867 (2020). y
g
j
0. MacDonald, A. &Davies, J. A Brief Review of Groundwater for Rural Water Supply in Sub-Saharan Africa. Technical Repor
WC/00/33. 2000.h 31. Ncube, E. J. & Schutte, C. F. The Distribution of Fluoride in South African Groundwater and the Impact thereof on Dental Health
(University of Pretoria, 2002). 2. Durowoju, O. S., Butler, M., Ekosse, G. E. & Odiyo, J. O. Hydrochemical processes and isotopic study of geothermal springs within
Soutpansberg, Limpopo Province, South Africa. Appl. Sci. 9, 1688 (2019). p
g
p p
pp
3. Odiyo, J. O. & Makungo, R. Chemical and microbial quality of groundwater in Siloam village, implications to human health and g
pp
33. Odiyo, J. O. & Makungo, R. Chemical and microbial quality of groundwater in Siloam village, implications to human health and
sources of contamination Int J Environ Res Public Health 15 317 https://doi org/10 3390/ijerph15020317 (2018) 33. Odiyo, J. O. & Makungo, R. Chemical and microbial quality of groundwater in Siloam village, implications to hum
sources of contamination. Int. J. Environ. Res. Public Health 15, 317. https://doi.org/10.3390/ijerph15020317 (2018) sources of contamination. Int. J. Environ. Res. Public Health 15, 317. https://doi.org/10.3390/ijerph15020317 (2018).h 34. Olivier, J., Van Niekerk, H. J., Van der Walt, I. J. & Van Der Walt, I. Physical and Chemical Characteristics of Thermal S
the Waterberg Area in Limpopo Province. WSA. 34, 163–174. https://doi.org/10.4314/wsa.v34i2.183636 (2019). 35. Odiyo, J. O. & Makungo, R. Fluoride concentrations in groundwater and impact on human health in Siloam, Limpopo Prov
South Africa. Water SA 38(5), 731–736. https://doi.org/10.4314/wsa.v38i5.12 (2012).f er SA 38(5), 731–736. https://doi.org/10.4314/wsa.v38i5.12 (2012 f
p
g
36. Makungo, R., Odiyo, J. O., Ndiritu, J. G. & Mwaka, B. Rainfall–runoff modelling approach for ungauged catchments: A case study
of Nzhelele River sub-quaternary catchment. Phys. Chem. Earth, Parts A/B/C 35(13–14), 596–607. https://doi.org/10.1016/j.pce.
2010.08.001 (2010).h (
)
37. Makungo, R. (2008). www.nature.com/scientificreports/ www.nature.com/scientificreports/ 12. Ayele, B. A., Yifru, Y. M., Tekle-Haimanot, R. & Godebo, T. R. Neuro-medical complications of fluoride toxicity among populations
living in fluorosis endemic region of the Ethiopian Rift Valley. Res. Square https://doi.org/10.21203/rs.2.17675/v2 (2019).l lt
13. Demelash, H., Beyene, A., Abebe, Z. & Melese, A. Fluoride concentration in ground water and prevalence of dental fluoros
Ethiopian Rift Valley: Systematic review and meta-analysis. BMC Public Health 19, 1298. https://doi.org/10.1186/s12889-
7646-8 (2019). Ethiopian Rift Valley: Systematic review and meta-analysis. BMC Public Health 19, 1298. https://doi.org/10.1186/s12889-019-
7646-8 (2019). 14. Rango, T. et al. Groundwater Quality and Its Health Impact: An Assessment of Dental Fluorosis in Rural Inhabitants of the Main
Ethi
i
Rift E
i
I t 43 37 47 htt
//d i
/10 1016/j
i t 2012 03 002 (2012) 7646-8 (2019). 14. Rango, T. et al. Groundwater Quality and Its Health Impact: An Assessment of Dental Fluorosis in Rural Inhabitants of the Main
Ethiopian Rift. Environ. Int. 43, 37–47. https://doi.org/10.1016/j.envint.2012.03.002 (2012). 14. Rango, T. et al. Groundwater Quality and Its Health Impact: An Assessment of Dental Fluorosis in Rural Inhabitants of the M
Ethiopian Rift. Environ. Int. 43, 37–47. https://doi.org/10.1016/j.envint.2012.03.002 (2012).l pt
p
g
j
15. Apambire, W. B., Boyle, D. R. & Michel, M. F. Geochemistry, genesis, and health implications of flori
upper regions of Ghana. Environ. Geol. 33(1), 13–24. https://doi.org/10.1007/s002540050221 (1997). pt
p
g
j
15. Apambire, W. B., Boyle, D. R. & Michel, M. F. Geochemistry, genesis, and health implications of floriferous groundwater i y
y gl
upper regions of Ghana. Environ. Geol. 33(1), 13–24. https://doi.org/10.1007/s002540050221 (1997). 16. Fawell, J. K., Bailey, K. & Chilton, J. Fluoride in Drinking-Wate y
g
g
17. Idon, P. I. & Enabulele, J. E. Prevalence, severity, and request for treatment of dental fluorosis among adults in an endem
of Northern Nigeria. Eur. J. Dentistry. 12, 184–190. https://doi.org/10.4103/ejd.ejd_260_17 (2018).l 18. Kut, K. M. K., Sarswat, A., Srivastava, A., Pittman, C. U. Jr. & Mohan, D. A review of fluoride in African groundwater an
remediation methods. Groundwater Sustain. Dev. 2, 190–212. https://doi.org/10.1016/j.gsd.2016.09.001 (2016).fl 18. Kut, K. M. K., Sarswat, A., Srivastava, A., Pittman, C. U. Jr. & Mohan, D. A review of fluoride in African groundwater and local
remediation methods. Groundwater Sustain. Dev. 2, 190–212. https://doi.org/10.1016/j.gsd.2016.09.001 (2016). 19. Sauerheber, R. Physiologic conditions affect toxicity of ingested industrial fluoride. J. Environ. Public Health https://doi.org/10.
1155/2013/439490 (2013) 19. Sauerheber, R. References Arsenic Contamination of Groundwater: A Review of Sources, Prevalence, Health Risks,
and Strategies for Mitigation", The Scientific World Journal. vol. 2014, Article ID 304524, 18 pages, 2014.https://doi.org/10.1155/
2014/304524. 11. Yu, G. et al. The analysis of groundwater nitrate pollution and health risk assessment in rural areas of Yantai, China. BMC Public
Health 20, 437. https://doi.org/10.1186/s12889-020-08583-y (2020). https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | Authors contribution T.A.O., J.N.E. and J.O.O. conceptualized the study. T.A.O. performed the laboratory analysis, T.A.O. and J.N.E. performed the data analysis and wrote the first draft of the manuscript. All the authors contributed to the final
draft of the manuscript and approved it for submission. www.nature.com/scientificreports/ www.nature.com/scientificreports/ 1. Thermoscientific (2011). Thermo Scientific ARL PERFORM’X XRF Sequential X-Ray Fluorescence Spectrometer. http://tools
thermofisher.com/content/sfs/brochures/D01508~.pdf. i
p
52. SANS (2015). South African National Standards 241–1–2015; SANS: Pretoria, South Africa. h Organisation. Guidelines for drinking-water quality world health o 53. World Health Organisation. Guidelines for drinking-water qua g
f
g
q
y
g
54. Kim, K. Long-term disturbance of groundwater chemistry following well installation. Groundwater 41, 780–7h 54. Kim, K. Long-term disturbance of groundwater chemistry following well installation. Groundwater 41, 780–789 (2003). l Th
h
l
l
f
d l
h
h
h
d
h 5. Kim, K. et al. The geochemical evolution of very dilute CO2-rich water in Chungcheong Province, Korea: processes and pathways
Geofluids 8(1), 3–15 (2008).hl fl
6. Tekle-Haimanot, R. et al. The geographic distribution of fluoride in surface and groundwater in Ethiopia with an Emphasis on the
Rift Valley. Sci. Total Environ. 367(1), 182–190. https://doi.org/10.1016/j.scitotenv.2005.11.003 (2006).hh p
g
j
I. M. The Thermal Springs of Malawi. XXIII Int. Geol. Congress 19, t
y
p
g
Kirkpatrick, I. M. The Thermal Springs of Malawi. XXIII Int. Geol phh
p
g
g
8. Chae, G. T. et al. Fluorine geochemistry in bedrock groundwater of South Korea. Sci. Total Environ. 385, 272–283. https://doi.org/
10.1016/j.scitotenv.2007.06.038 (2007).l j
9. Nezlie, I. E., Achour, S., Djidel, M. & Attalah, S. Presence and origin of fluoride in the complex terminal of Ouargla Basin (Northern
Sahara of Algeria). Am. J. Appl. Sci. 6(5), 876–881 (2009). 60. Edokpayi, J. N. et al. Recent trends and national policies for water provision and wastewater treatment in South Africa. In Water
Conservation and Wastewater Treatment in BRICS Nations – Technologies, Challenges, Strategies and Policies, 978-0-12-818339-7
(eds Singh, P. et al.) 187–211 (Elsevier, 2020). 61. Fewtrell, L. Drinking-water nitrate, methemoglobinemia, and global burden of disease: A discussion. Environ. Health Perspect. 112(14), 1371 (2004).f (
)
(
)
62. Kim, K. et al. Evaluation of geochemical processes affecting groundwater chemistry based on mass balance approach: a case study
in Namwon, Korea. Geochem. J. 39(4), 357–369 (2005). 63. Piper, A. M. A graphic procedure in geochemical interpretation of water analyses. Trans. Am. Geophys. Union 25, 914–923 (1944). 64. Durowoju, O. Trace element concentrations in geothermal springs and their impact on soil and vegetation in Siloam and Tshipise
springs (University of Venda, 2015). p
g
y
65. Gibbs, R. J. Mechanisms controlling world water chemistry. Science 170, 1088–1090 (1970). www.nature.com/scientificreports/ The Framework for the Management of Contaminated Land, South Africa. Available online: http://sawic.environment.gov.za/documents/562.pdf (accessed on 5 November 2017). some selected Paleozoic mineral deposits in the Federal Republic of Germany. Contrib. Miner. Petrol. 65(3), 273 281 (1978). 75. Department of Environmental Affairs (DEA). (2010). The Framework for the Management of Contaminated Land, South Africa. Available online: http://sawic.environment.gov.za/documents/562.pdf (accessed on 5 November 2017). 75. Department of Environmental Affairs (DEA). (2010). The Framework for the Management
Available online: http://sawic.environment.gov.za/documents/562.pdf (accessed on 5 Nove 5. Department of Environmental Affairs (DEA). (2010). The Framework for the Management of Contaminated Land, South Africa
Available online: http://sawic.environment.gov.za/documents/562.pdf (accessed on 5 November 2017). ias, A. & Pendias, H. Trace Elements Soils Plants [M] (CRC Press, i abata-Pendias, A. & Pendias, H. Trace Elements Soils Plants [M] (C 77. Lagat, J.K.E. (2007). Hydrothermal alteration mineralogy in geothermal fields with case examples from Olkaria domes geothermal
field, Kenya. 001045504. Presented at Short Course II on Surface Exploration for Geothermal Resources, organized by UNU-GTP
and KenGen, at Lake Naivasha, Kenya. Pp 26. 77. Lagat, J.K.E. (2007). Hydrothermal alteration mineralogy in geothermal fields with case examples from Olkaria domes geothermal
field, Kenya. 001045504. Presented at Short Course II on Surface Exploration for Geothermal Resources, organized by UNU-GTP
and KenGen, at Lake Naivasha, Kenya. Pp 26. y
p
78. Durowoju, O., Odiyo, J. O. & Ekosse, G. Hydrogeochemical setting of geothermal springs in Limpopo Province, South Africa. Res. J. Chem. Environ. 19(1), 77–88 (2015). y
8. Durowoju, O., Odiyo, J. O. & Ekosse, G. Hydrogeochemical setting of geothermal springs in Limpopo Province, South Africa. Res
J. Chem. Environ. 19(1), 77–88 (2015). www.nature.com/scientificreports/ Water
Research Commission.h 7. Pais, I. & Jones, J. B. The handbook of trace elements (Lucie Press, 1997). 47. Pais, I. & Jones, J. B. The handbook of trace elements (Lucie Press, 1997). h
48. Onipe, T.A. (2016). Investigation of Possible Geogenic Source of Fluoride in Groundwater
South Africa. Unpublished Honours mini-dissertation, University of Venda, South Africa.l 48. Onipe, T.A. (2016). Investigation of Possible Geogenic Source of Fluoride in Groundwater: A Case Study of Siloam, Limpopo
South Africa. Unpublished Honours mini-dissertation, University of Venda, South Africa.l 49. Onipe, T.A. (2018). Geogenic fluoride source in groundwater: A case Study of Siloam Village, Limpopo Province, South Africa. Unpublished Master’s dissertation, University of Venda, South Africa.i p
y
0. Doebelin, N. & Kleeberg, R. Profex: A graphical user interface for the Rietveld refinement program BGMN. J. Appl. Crystallogr
48(5), 1573–1580. https://doi.org/10.1107/S1600576715014685 (2015). https://doi.org/10.1038/s41598-021-93385-4 https://doi.org/10.1038/s41598-021-93385-4 Scientific Reports | (2021) 11:14000 | www.nature.com/scientificreports/ ,
J
g
y
,
(
)
66. Hounslow A. (1995). Water quality data: analysis and interpretation. CRC press. ISBN 0–87371–676–0, Library of Congress Card
95–48. 71 - 175. https://doi.org/10.1201/9780203734117i p
g
7. Mayback, M. Global chemical weathering of surficial rocks estimated from river dissolved loads. Am. J. Sci. 287, 401–428. https://
doi.org/10.2475/ajs.287.5.401 (1987).h g
j
8. Sajil Kumar, P. J. & James, E. J. Physicochemical parameters and their sources in groundwater in the Thirupathur region, Tami
Nadu, South India. Appl. Water Sci. 3, 219–228. https://doi.org/10.1007/s13201-012-0074-x (2013). 69. Phillips, W.J. & Phillips, N. (1980). An introduction to mineralogy for geologists. John Wiley & Sons. ISBN-13: 978–0471277958. 366. 70. María, G.G. & Laura, B. (2015). Fluoride in the Context of the Environment. Food and Nutritional Components in Focus
Fluorine: Chemistry, Analysis, Function and Effects, edited by Victor R Preedy, published by the Royal Society of Chemistry f
71. Sivasankar, V., Darchen, A., Omine, K., and Sakthivel, R. 2016. Fluoride: a world ubiquitous compound, its chemistry, and ways
of contamination. Chapter 2, In Surface modified carbons as scavengers for fluoride from water; 223 p in V.Sivasankar (ed.), XIII,
Springer. Doi:https://doi.org/10.1007/978-3-319-40686-2_2.l p
g
p
g
2. Liu, X., Wang, B. & Zheng, B. Geochemical process of fluorine in soil, China. J. Geochem. 33(3), 277–279. https://doi.org/10.1007/
s11631-014-0688-9 (2014). 73. Jacks, G. & Sharma, V. P. Geochemistry of calcic horizons in relation to hillslope processes, southern India. Geoderma 67(3–4),
203–214. https://doi.org/10.1016/0016-7061(95)00002-6 (1995).h p
g
4. Wedepohl, K. H., Delevaux, M. H. & Doe, B. R. The potential source of lead in the Permian Kupferschiefer bed of Europe and
some selected Paleozoic mineral deposits in the Federal Republic of Germany. Contrib. Miner. Petrol. 65(3), 273–281 (1978). 5 Department of Environmental Affairs (DEA) (2010) The Framework for the Management of Contaminated Land South Africa g
4. Wedepohl, K. H., Delevaux, M. H. & Doe, B. R. The potential source of lead in the Permian Kupferschiefer bed of Europe and
some selected Paleozoic mineral deposits in the Federal Republic of Germany. Contrib. Miner. Petrol. 65(3), 273–281 (1978). 5. Department of Environmental Affairs (DEA). (2010). The Framework for the Management of Contaminated Land, South Africa
Available online: http://sawic environment gov za/documents/562 pdf (accessed on 5 November 2017) some selected Paleozoic mineral deposits in the Federal Republic of Germany. Contrib. Miner. Petrol. 65(3), 273–281 (1978). 75. Department of Environmental Affairs (DEA). (2010). Fundingh g
This research was funded by National Research Foundation of South Africa, grant numbers SFH150709124675
nd UID: 127176 (Ref:RA190111407282). Competing interests
The authors declare no competing interests. Additional information
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Reference to this paper in APA (6th):
Borge, B. H., Filstad, C., Olsen, T. H. & Skogmo, P. Ø. (2018). Diverging assessments of learning
organizations during reform implementation. The Learning Organization. doi:
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compensation. Reference to this paper in APA (6th):
Borge, B. H., Filstad, C., Olsen, T. H. & Skogmo, P. Ø. (2018). Diverging assessments of learning
organizations during reform implementation. The Learning Organization. doi:
https://doi.org/10.1108/TLO-02-2018-0024 Reference to this paper in APA (6th):
Borge, B. H., Filstad, C., Olsen, T. H. & Skogmo, P. Ø. (2018). Diverging assessments of learning
organizations during reform implementation. The Learning Organization. doi:
https://doi.org/10.1108/TLO-02-2018-0024 Reference to this paper in APA (6th): Reference to this paper in APA (6th): Reference to this paper in APA (6th):
Borge, B. H., Filstad, C., Olsen, T. H. & Skogmo, P. Ø. (2018). Diverging assessments of learning
organizations during reform implementation. The Learning Organization. doi:
https://doi.org/10.1108/TLO-02-2018-0024 This is the final text version of the article, it may contain minor differences from the publisher’s pdf version. Diverging assessments of learning organizations during
reform implementation Baard H. Borge, Cathrine Filstad, Trude Høgvold Olsen & Per Ø. Skogmo Baard H. Borge, Cathrine Filstad, Trude Høgvold Olsen & Per Ø. Skogmo Introduction The purpose of this paper is to explore whether hierarchical position and organizational size
affect perceptions of a learning organization (LO) during reform implementation in four
Norwegian police districts. This contributes to the LO literature in two ways. First, it builds on
the importance of national and sector contexts (Örtenblad, 2013; 2017) and suggests public
sector reform implementation as an additional dimension of context. In the Norwegian police
reform, one of the objectives is to develop the police towards working in a more knowledge-
based manner and a number of governmental reports implicitly and explicitly acknowledge the
LO as an ideal (NOU 2009; NOU 2012; NOU 2013). Second, it explores diverging views
within an organization about its learning characteristics. Previous research has identified
challenges regarding LO in the police service (Filstad and Gottschalk, 2010; 2011; Wathne,
2012), but has relied on leaders’ accounts. In a reform context, however, we might expect
leaders and employees to have diverging perceptions. By including employees’ accounts, we
point to challenges of developing LOs, which may guide practitioners in their implementation
work. It is perhaps not surprising that organizational reforms adopt the idea of an LO as an
ideal, implying expectations to organizations to develop learning practices, processes,
structures and cultures. For example, studies of the police show a lack of a vision and strategy
for organizational learning across organizational units (Filstad and Gottschalk, 2010; Wathne,
2012). In addition, police leaders’ espoused values correspond only to a limited extent with the
values that are assumed to be important to develop an LO (Filstad and Gottschalk, 2011). However, Wathne (2012) acknowledges that the police does have some well-functioning local
learning practices but that there is scant knowledge sharing across organizational boundaries. If each organization is unique and must be given necessary flexibility to develop its own
version of the learning organization (Pedler et al., 1991; Senge et al., 1994), we might expect
diverging views of whether a large organization shares LO characteristics, because
organizational members assess this from their particular position in the organization. An LO
consists of local learning practices and practices to tie these together across organizational
boundaries. This implies that local learning practices and learning processes may diverge
considerably between organizational units in large organizations. Abstract Purpose – This study explores whether hierarchical position and organizational size
affect perceptions of a learning organization during reform implementation. Design/methodology/approach – An electronic survey was distributed in four Norwegian
police districts at an early stage of reform implementation. One of the objectives of the reform
was to develop the police towards being more knowledge-based and there had been specific
calls for the police to become a learning organization. The respondents were 753 top managers,
middle managers and employees. Findings – Respondents rated their organizations lower than benchmark scores on supportive
learning environment, learning processes and practices, and leadership that reinforces learning. The perceptions diverged across hierarchical levels: middle managers and top managers gave
higher scores to the organization as a learning one than employees did. Respondents from large
police districts gave higher scores to their organizational units as learning organizations than
respondents from small police districts. Research limitations/implications – The study captures perceptions of characteristics of a
learning organization at one point in reform implementation, and further studies are needed to
fully understand explanations of diverging views within an organization as to whether it can
be characterized as a learning organization. Practical implications – Actual differences in local learning practices or different assessments
of learning practices within the organization should be considered when developing learning
organizations. Originality/value – The study contributes to our knowledge of learning organizations by
showing diverging views within the same organization in a context of reform implementation. Keywords: learning organization, learning practices, reform implementation, police services Keywords: learning organization, learning practices, reform implementation, police services Introduction The research reported in this
paper answers a call for more pragmatic and divergent approaches to the LO by exploring how
hierarchical position and organizational size affect the assessment of the learning practices and 2 processes. This is especially important in reform implementation where a shared understanding
of the status quo of the organization’s learning potential could facilitate development work. The paper is structured as follows. First, the literature on LOs is briefly reviewed and
hypotheses are developed. Second, the research methods and data analysis are described. Finally, findings and contributions are discussed. Literature review The learning organization concept is based on the idea of an organization as a dynamic system
that promotes continuous learning in response to various pressures (Grieves, 2008; Senge
1990), where individuals learn and transform themselves into a learning unit (Pedler et al.,
1991). The concept still relies heavily on the originators’ contributions; Pedler et al.’s (1991)
learning company, Senge’s (1990) fifth discipline and Argyris and Schön’s (1978) single and
double-loop learning. The key point for learning organizations has traditionally been outcomes
rather than mechanisms and processes of learning, and a unilateral focus on normative models
for change, reconstruction and best practice of organizations (Elkjaer and Wahlgren, 2006;
Laursen, 2006). The literature on the learning organization has been criticized for not
sufficiently addressing how and why learning occurs (Senge and Kofman, 1995) but instead
describing learning as more prescriptive than practical. First and foremost, a learning
organization has been described as a set of actions that purport to ensure learning capabilities
such as experimentation, continuous improvement, team work and group problem solving
(Alegre and Chiva, 2008; Rebelo and Gomes, 2008). The learning organization concept,
however, suffers from a lack of a clear definition that can be tested, and contested (Garvin,
2000; Grieves, 2008), and a lack of a clear description of the challenges of transforming an
organization into a learning one (Bui and Baruch, 2010). However, the concept of the learning
organization ‘survives’. New contributions argue for the idea that each organization needs to
create its own version of a learning organization (Örtenblad, 2004). The concept of a learning
organization brings valuable insights to learning processes and a context for institutions to
prove and reflect upon their incapacity (Örtenblad, 2011). Even though the literature shows
differences concerning what constitutes an LO and whether LOs can be compared across
cultures and sectors, there seems to be general agreement on local learning practices and
learning processes being at the heart of the learning organization. Such practices and processes
may vary considerably between organizational units in large organizations. This implies that 3 3 there may be diverging views of the learning characteristics of large organizations and this may
hamper attempts to improve learning. Literature review Örtenblad (2013) suggests that four factors characterize the LO: workplace learning
(continuous learning through practice, informal learning based in social practice, and
knowledge sharing), organizational learning (learning based in organizational routines, shared
understandings, organizational knowledge and organizational memory), climate for learning
(leaders facilitating learning, workplace that initiates and stimulates learning), and structures
for learning. Garvin et al. (2008) discussed three building blocks and developed the Learning
Organization Survey (LOS), a diagnostic tool for organizations to rate the degree to which they
share the characteristics of an LO: supportive learning environment, concrete learning
processes and practices, and leadership that reinforces learning. The Dimensions of the
Learning Organization Questionnaire (DLOQ) (Kim et al., 2015; Marsick and Watkins, 2003;
Watkins and Dirani, 2013; Watkins and O’Neil, 2013; Yang et al., 2004) identifies seven
factors characterizing an LO: it creates continuous learning opportunities, promotes inquiry
and dialogue, encourages collaboration and team learning, creates systems to capture and share
learning, empowers people toward a collective vision, connects the organization to its
environment, and provides strategic leadership for learning. Even though these examples illustrate different factor structures of the learning
organization, there seem to be similarities between them. For example, supportive learning
environment (Garvin et al., 2008) could be compared to climate for learning (Örtenblad, 2013),
concrete learning processes and practices (Garvin et al., 2008) resemble workplace learning
and organizational learning (Örtenblad, 2013), and leadership that reinforces learning is
reflected in climate and structures for learning (Örtenblad, 2013). The study reported in this
paper uses the three central building blocks for organizational learning and adaptability
developed by Garvin and colleagues (2008, p. 110): ‘a supportive learning environment,
concrete learning processes and practices, and leadership behavior that provides
reinforcement… Each block and its discrete subcomponents, though vital to the whole, are
independent and can be measured separately.’ Senge’s (1994) and Pedler and colleagues’ (1991) work focused on businesses as LOs;
however, in recent decades the concept has also led to considerable research and practical
interest in several parts of the public sector. For example, the LOS (Garvin et al., 2008) has
been adapted for use in health care (Singer et al., 2012) and schools (Higgins et al., 2012). The 4 DLOQ has been adapted for non-profit organizations, higher education, government and the
army (Watkins and O’Neil, 2013). Literature review However, organizational learning
presupposes that information and knowledge can be shared easily in the organization and
division of work, size and geographical dispersion could be structural barriers to learning
(Lipshitz et al., 2007). This question is of particular relevance for the Norwegian police reform
as the number of police districts was reduced from 27 to 12. Naturally, this resulted in larger
police districts, in terms of both the geographic region they cover and the number of employees. We have not been able to find studies of LOs that explore whether there are different
perceptions across organizational units of different size. However, organizational learning
presupposes that information and knowledge can be shared easily in the organization and
division of work, size and geographical dispersion could be structural barriers to learning
(Lipshitz et al., 2007). This question is of particular relevance for the Norwegian police reform
as the number of police districts was reduced from 27 to 12. Naturally, this resulted in larger
police districts, in terms of both the geographic region they cover and the number of employees. Hypothesis 4: Large police districts score higher on all three dimensions of the learning
organization than do small police districts. Literature review The police in different parts of the world have been studied
as learning organizations (Crank and Giacomazzi, 2009; Filstad and Gottschalk, 2010; 2011;
2013; Wathne, 2012). A meta-analysis of the DLOQ (Watkins and Dirani, 2013, p. 155)
concluded that government respondents rated their organizations consistently below non-
government respondents, but that ‘the pattern of high and low dimensions is relatively
consistent across government and nongovernment respondents’. Filstad and Gottschalk (2011;
2013) found a medium score on ‘learning structures’, and low score on ‘learning at work’,
‘climate for learning’, and ‘organizational learning’ among managers in the police. As the
police is part of the public domain, we expect the respondents to rate their organization lower
than benchmark scores for an LO: Hypothesis 1: Respondents give their organization low ratings on the dimensions of
learning organizations. A meta-analysis of the DLOQ showed that non-managers rated five of seven dimensions
significantly higher than managers did (Watkins and Dirani, 2013, p. 156): continuous learning,
embedded systems, dialogue and inquiry, system connection and strategic leadership. This is
interesting because we would expect that leaders and managers responsible for developing an
LO would tend to be positive about the results of their efforts. However, these results also
underscore that there may be large variations between organizational units, and that managers’
scores could reflect a mean for the organization, while non-manager scores reflect their
organizational unit. Studies of the preparations for the implementation of the Norwegian police
reform, however, suggest that more managers than employees expressed positive views on the
consequences of the reform because they were more involved in the implementation work
(Renå et al., 2016) or because they gave their ratings according to espoused theory rather than
their theory in use (Filstad and Gottschalk, 2011). Because elements of the learning
organization are intertwined in the reform, it is likely that managers give their organization a
higher rating for learning than employees. Hypothesis 2: Middle managers give their organization a higher learning rating than
employees in all three dimensions. Hypothesis 3: Top managers give their organization a higher learning rating than middle
managers in all three dimensions. 5 5 We have not been able to find studies of LOs that explore whether there are different
perceptions across organizational units of different size. Research methods and data analysis An electronic survey was sent to top managers, middle managers and employees in four local
police districts in January 2017. The survey was based on the LOS (Garvin et al., 2008) because
it provided benchmark scores (Garvin et al., 2008, p. 14) that were necessary to test the
hypotheses. The study was approved by the participating police districts, reported to and
approved by the Norwegian privacy protection commission for research. Respondents were
informed about the objectives of the study, that it was voluntary to participate, and that data
provided could not be traced back to them personally or to their police district. The 55 items developed by Garvin et al. (2008, pp. 112-113) were used. In line with
research in particular contexts or organizations (Higgins et al., 2012; Singer et al., 2012) some
items were modified to make the language specific to context. For example, market specific
terms such as ‘competitors’ were changed to ‘other police districts’ as the police frequently
compare results across police districts. The survey was translated into Norwegian and pretested
to ensure that the respondents would understand the questions. The building blocks ‘supportive learning environment’ and ‘concrete learning
processes and practices’ were measured by 47 items that respondents were asked to rate on a
seven-point scale. Instead of providing a description for each of the seven points as in the
original survey, a scale where 1 indicated ‘poor description’ and 7 indicated ‘perfect
description’ was chosen. ‘Supportive learning environment’ was measured by items reflecting
psychological safety, appreciation of differences, openness to new ideas and time for reflection. Items reflecting experimentation, information collection, analysis, education and training, and
information transfer measured ‘concrete learning processes and practices’. Eight items that 6 respondents were asked to state whether they agreed or disagreed with on a five-point scale
measured the third building block ‘leadership that reinforces learning’. The items described
how managers facilitate learning and how they act as learning role models for example by
inviting input from others, acknowledging their own limitations and asking probing questions. A factor analysis (see Table 1) showed that the items in the translated survey load on
two common factors that correspond with two of the components that the survey was intended
to measure: ‘supportive learning environment’ and ‘concrete learning processes and practices’. However, ‘leadership that reinforces learning’ loaded on the factor ‘supportive learning
environment’. Garvin et al. Research methods and data analysis (2008) did not report factor analysis, Higgins et al. (2012) extracted
one subscale from each of the building blocks and Singer et al. (2012) developed a short version
of the survey with only 27 items. This makes it difficult to compare the results of our factor
analysis with previous studies. However, Cronbach’s alphas for the three factors are
satisfactory and do not indicate problems with the Norwegian translation of the items
supportive learning environment (0.838), concrete learning processes and practices (0.846),
and leadership that reinforces learning (0.925). Table 1. Factor analysis
Rotated Component Matrixa
Component = C
1
2
Factor 1 Appreciation of differences (C1)
.901
Openness to new ideas (C1)
.858
Psychological Safety (C1)
.855
Analysis (C2)
.650
.445
Leadership that reinforces learning (C3)
.602
.430
Time for reflection (C1)
.527
Factor 2 Information collection (C2)
.843
Information transfer (C2)
.841
Experimentation (C2)
.311
.718
Education and training (C2)
.502
.626
Extraction Method: Principal Component Analysis. Rotation Method: Varimax with Kaiser Normalization. a. Rotation converged in 3 iterations. Rotated Component Matrixa 7 7 Background questions about the respondent’s position in the police district and the size of the
police district where the respondent worked were included, allowing for the testing of
hypotheses 2-4. Even though the reduction to 12 police districts was formally decided in 2016,
the practical mergers of the police districts were not finalized at the time of the study. Two
large and two small police districts from the old structure of 27 police districts were invited to
participate. The size of the police districts was defined with reference to the Norwegian context
where a large police district had more than 500 employees and a small one had fewer than 500. Originally distributed to 2340 individuals in four police districts in January 2017, the
survey yielded a response rate of 32.2% (N=753). While the response rate was not particularly
high, the number of respondents was sufficient to allow careful statistical inferences about the
population, given that we assumed the sample to be fairly representative, i.e. that nonresponse
was random and not systematic. The survey was open for 30 days, and two reminders were
sent to respondents. Considering that this period was a busy one regarding the reform
implementation and that several police districts had experienced a large increase in research
interest and invitations to surveys because of the reform, this response rate was satisfactory. Research methods and data analysis The respondents included employees at all three levels of authority (29 top managers, 125
middle managers and 599 employees) and from small and large police districts, with a total of
216 and 535 respondents respectively. Results Hypothesis 1. Table 2 shows the median scores from the police survey. Overall, findings
strengthened H1 that respondents give their organization a low rating on the dimensions of the
LO. Within all the three building blocks, median scores from the survey were lower (67.1, 49.1
and 70) than the corresponding benchmark scores (71, 74 and 76) (Garvin et al., 2008, p. 114). The police survey median scores were lower than the benchmark scores on seven of the nine
underlying components of the building blocks, two notable exceptions being ‘appreciation of
differences’ and ‘time for reflection’. Regarding these seven components, five of the median
scores from the police survey (openness to new ideas, experimentation, information gathering,
education and training, information exchange) fell within the lowest quartile of the benchmark
scores and two (psychological safety, analysis) fell within the second quartile. Table 2. Median scores from the police survey. 8 SURVEY
MEDIAN
SCORES
A supportive learning environment:
-
Psychological safety
74.3
-
Appreciation of differences
64.3
-
Openness to new ideas
71.4
-
Time for reflection
60.0
Average score
67.1
Learning processes and practices:
-
Experimentation
42.9
-
Information gathering
52.4
-
Analysis
60.0
-
Education and training
52.4
-
Information exchange
42.9
Average score
49.1
Leadership that reinforces learning
Average score
70.0 Hypothesis 2. This hypothesis was only partly supported by the data. As shown in Table 3, the
survey findings indicated that middle managers on two of the three dimensions did tend to rate
their organization as more of a learning organization than employees. Regarding ‘leadership
that reinforces learning’, the opposite pattern was identified. However, t-tests showed that only
one of the three differences in scores between the two groups, i.e. on the ‘supportive learning’
dimension, was statistically significant (p<0.01). When comparing the two groups’ answers to
the individual factors underlying the dimensions, t-tests demonstrated that ‘time for reflection’,
‘experimentation’ and ‘information’ stood out as there was no significant difference between
employees and middle managers. Table 3. Relationship between job level and size of police districts and scores on the three
building blocks. Results A supportive
learning
environment
Learning
processes and
practices
Leadership
that reinforces
learning
Job level
Operating unit manger
Average scores
77.8638
62.2762
76.8103 9 9 N
27
25
29
Middle manager with personnel
responsibility
Average scores
70.3205
50.8584
64.4612
N
117
112
116
Employee
without
managerial responsibility
Average scores
65.0872
48.7396
67.2671
N
565
510
569
Total
Average scores
66.4374
49.6294
67.1989
N
709
647
714
Size of police district
Small (less than 500 employees)
Average scores
64.9064
46.5561
63.4587
N
206
186
206
Large (more than 500 employees)
Average scores
66.9935
50.8617
68.6215
N
501
461
506
Total
Average scores
66.3854
49.6239
67.1278
N
707
647
712 Hypothesis 3. As expected, average scores in Table 3 show a clear difference between top
managers and middle managers. On all three counts, the top managers gave their organization
significantly higher scores than the middle managers, as demonstrated by t-tests (p<0.01). Thus, H3 was strengthened. Among the individual factors, ‘time for reflection’ was found to
be the only one where the difference in the two groups’ ratings was not significant (p>0.10). Hypothesis 4. Average scores also indicated that respondents in large police districts
rated their local organization on all three dimensions as more of a learning organization than
their colleagues in smaller districts (see Table 3). On all three dimensions, the difference in
scores was statistically significant (p<0.01). Consequently, H4 was strengthened by the data. Again, ‘time for reflection’ was the only underlying factor where the difference was not
significant (p>0.10). Discussion The findings suggest some challenges regarding an LO, which confirms previous studies of
police managers (Filstad and Gottschalk, 2010, 2011, 2013; Gottschalk et al., 2009; Wathne,
2012). Even though the LO is one of the important goals of the police reform, substantial
challenges for learning and knowledge-based policing need to be addressed. When accounting 10 for the whole organization and not only police leaders, as has been common in previous
research, becoming an LO seems even more at a distance. Our findings indicate major concerns regarding a supporting learning environment,
concrete learning processes and leadership that reinforces learning. In fact, these factors mostly
scored lower than the benchmark scores, with the only notable exceptions being appreciation
of differences and time for reflection, both addressed as important variables for a supporting
learning environment. What constitutes an LO is argued to be continuing learning in practices
that represent structures, such as leadership and organization in teams, enabling these
continuing learning processes for change and the creation of new knowledge (see original
contributions from Argyris and Scön (1978); Pedler et al. (1991) and Senge et al. (1994)). However, organizations can prove and reflect upon their incapacity and capacity provided by
learning structures, learning at work, climate for learning and organizational learning
(Örtenblad, 2011). The factors of time for reflections and appreciation of differences found in
this study are, however, not enough, but could represent a potential. Openness to new ideas and
psychological safety, which scored quite low in our study, are needed for a supporting
environment, as a climate for learning (Örtenblad, 2011). The low scores on information
gathering and sharing provide serious challenges for organizational learning, where knowledge
sharing bridges individual learning and organizational learning (Elkjaer and Wahlgren, 2006;
Filstad, 2016). The acknowledgement of leaders as facilitators for learning and knowledge
sharing and the importance of learning for the creation of a learning organization are not
evident in our study, especially in the lower levels of policing. It might be that the police is typical of the public sector. Watkins and Dirani (2013) find
that managers in the public sector give their organizations a lower score on learning than
managers in the private sector. However, their study does not account for diverging views
within the organizations. The present study is an important contribution, adding knowledge by
identifying diverging views on whether managers and employees consider their organization
as an LO. Discussion This is in accordance with the understanding of a learning organization as built up
of local learning practices and learning processes that may vary considerably within a large
organization. The findings suggest that the higher up in the hierarchy the respondents were, the
more positive they were in characterizing the organization’s learning practices and processes. The present Norwegian reform context in the police conveys great expectations that leaders
will develop an LO (NOU 2009, NOU 2012, NOU 2013). At the time of the study, the reform
work and implementation was in an early stage with significant uncertainty for employees and 11 managers regarding their future responsibilities and job roles. This may have influenced the
respondents’ responses because learning practices and learning processes may have had less
focus, but on the other hand, their awareness of the need for learning due to the reform might
also be higher. In addition, the lack of a clear vision and strategy on what constitutes a learning
organization might explain the conflicting views we found among employees and managers on
how good their organization is at learning. Managers may base their understanding on formal
structures such as learning routines and reporting structures that may or may not operate as
intended. Employees, on the other hand, may take as their baseline the actual learning practices
that they engage in and their daily practice. International research suggests that police mergers involve risks of competence loss at
all levels (Holmberg, 2010; Mendell et al., 2017). Risk of competence loss is not measured in
this study, but in light of previous research, the finding that large police districts are seen as
providing more learning than small police districts is interesting. More knowledge is needed
of whether and how an LO can mitigate the risks of competence loss in the context of mergers. In larger police districts, there are possibilities of greater specialization. While specialization
answers the calls in the reform for more knowledge-based police services, it also demands
coordination across specialities. Concrete learning processes and practices beyond
organizational units could be established and encouraged to remedy the negative effects of
specialization. In addition, local variation within the organization can be a source of learning
because it can initiate discussions of good learning practices across organizational units. Conclusions and implications This study identifies a tendency that managers at higher levels are more positive to the idea of
a learning organization than middle managers are, and that middle managers are more positive
than employees are. The study also shows that respondents across hierarchical levels in large
police districts give their organization a higher rating for learning than respondents in small
police districts. The findings contribute to the literature on learning organizations by showing
that there may be diverging views of the learning characteristics within large organizations. The definition of small and large police districts was tailored to the Norwegian context, and
may not necessarily generalize to other countries. Therefore, we encourage more research to
explore the issues of both hierarchy and organizational size and their impact on organizational
learning. In our own data, regression analysis indicated that hierarchy overall had a stronger 12 effect than size but the question remains to be answered by further research. The study’s
primary contribution is linked to the call for context in studies of LO (Örtenblad, 2017),
suggesting that public sector reform implementation is a specific contextual dimension in
addition to national culture, religion and sector affiliation, which have been studied in previous
research. From a practitioner’s perspective, it may be productive to ask how a top manager,
middle manager or employee could contribute to developing a learning organization. This study
shows that the respondents give the lowest scores on the building block concrete learning
processes and learning practices. This gives leaders specific suggestions as to where learning
efforts could be targeted. 13 References Alegre, J. and Chiva, R. (2008), “Assessing the impact of organizational learning capability on
product innovation performance: an empirical test”, Technovation, Vol. 28, pp. 315-326. Bui, H. and Baruch, Y. (2010), “Creating learning organizations: a systems perspective”, The
Learning Organization, Vol. 17 No. 3, pp. 208-227. Crank, J.P. and Giacomazzi, A. (2009), “A sheriff’s office as a learning organization”, Police
Quarterly, Vol. 12 No. 4, pp. 351-369. Elkjær, B. and Wahlgren, B. (2006), “Organizational learning and workplace learning:
Similarities and differences”, in Antonacopoulou, E., Jarvis, P., Andersen, V., Elkjær, B. and
Høyrup, S. (Eds.), Learning, Working and Living: Mapping the Terrain of Working Life
Learning, Palgrave Macmillan, New York. Filstad, C. (2016), Organisasjonslæring [Organizational learning], 2nd ed., Bergen, Norway:
Fagbokforlaget. Filstad, C. and Gottschalk, P. (2014), “The police force: to be or not to be a learning
organization?”, in Örtenblad, A. (Ed.), Handbook of Research on the Learning Organization:
Adaptation and Context, Edward Elgar, Cheltenham, UK. Filstad, C. and Gottschalk, P. (2011), “Becoming a learning organization: The espoused values
of police managers from two Norwegian districts”, The Learning Organization, Vol. 18 No. 6,
pp. 486-500. Filstad, C. and Gottschalk, P. (2010), “Creating a learning organization in law enforcement:
Maturity levels for police oversight agencies”, The Learning Organization, Vol. 17 No. 5, pp. 404-418. Garvin, D.A. (2000), Learning in action: a guide to putting the learning organization to work,
Harvard Business School Press, Boston, Massachusetts. Garvin, D.A., Edmondson, A.C. and Gino, F. (2008), “Is yours a learning organization?”
Harvard Business Review, Vol. 86 No. 3, pp. 109-116. Gottschalk, P., Holgersson, S. and Karlsen, J.T. (2009), “How knowledge organizations work:
the case of detectives”, The Learning Organization, Vol. 16 No. 2, pp. 88-102. Grieves, J. (2008), “Why we should abandon the idea of the learning organization”, The
Learning Organization, Vol. 15 No. 6, pp. 463-473. Higgins, M., Ishimaru, A., Holcombe, R. and Fowler, A. (2012), “Examining Organizational
Learning in Schools: The Role of Psychological Safety, Experimentation, and Leadership that
Reinforces Learning”, Journal of Educational Change, Vol. 13 No. 1, pp. 67-94. Holmberg, L. (2010). From community policing to… Police reform in the Nordic countries. Paper presented at Nordic Criminology Conference, Copenhagen. Kim, J., Egan, T. and Tolson, H. (2015), “Examining the dimensions of the learning
organization questionnaire: A review and critique of research utilizing the DLOQ”, Human
Resources Development Review, Vol. 14 No. 1, pp. 91-112. Laursen, E. References (2006), “Knowledge, progression and the understanding of workplace learning”,
in Antonacopoulou, E., Jarvis, P., Andersen, V., Elkjær, B. and Høyrup, S. (Eds.), Learning, 14 Working and Living: Mapping the Terrain of Working Life Learning, Palgrave Macmillan,
New York. Lipshitz, R., Friedman, V.J. and Popper, M. (2007), Demystifying organizational learning,
Sage Publications, Thousand Oaks, California. Marsick, V.J. and Watkins, K.E. (2003), “Demonstrating the value of an organization’s
learning culture: The dimensions of the learning organization questionnaire”, Advances in
Developing Human Resources, Vol. 5 No. 2, pp. 132-151. Mendell, J., Fyfe, N.R. and den Heyer, G. (2017), “Does police size matter? A review of the
evidence regarding restructuring police organizations”, Police Practice and Research, Vol. 18
No. 1, pp. 3-14. NOU (2009), Et ansvarlig politi. Åpenhet, ansvarlighet og læring [A responsible police force. Openness, responsibility and learning], NOU 2009: 12, Evaluation report from a committee
appointed by the Norwegian Ministry of Justice and the Police. NOU (2012), Rapport fra 22. juli-kommisjonen [Report by the 22 July Commission], NOU
2012: 14, Appointed by royal resolution of 12 August 2011 to study and learn from the attacks
on the government buildings and Utøya on 22 July 2011. NOU (2013), Ett politi – rustet til å møte fremtidens utfordringer Politianalysen. [One police
force: Equipped to meet the challenges of the future. Police analysis], NOU 2013: 9, Report by
a committee appointed by the Norwegian Ministry of Justice and Public Security. Örtenblad, A. (2017), “Taking ‘The Learning Organization’ into the future: introduction of and
by the new editor”, The Learning Organization, Vol 24 No 1, pp. 2-12. Örtenblad, A. (2013), Handbook of research on the learning organization: Adaptation and
context, Edward Elgar Publishing, Cheltenham, UK. Örtenblad, A. (2011), Making sense of the learning organization: what is it and who needs it?,
Yayasan Ilmuwan, Kuala Lumpur. Pedler, M., Burgoyne, J. and Boydell, T. (1991), The learning company: A strategy for
sustainable development, McGraw-Hill, London. Rebelo, T.M. and Gomes, A.D. (2008), “Organizational learning and the learning organization:
Reviewing evolution for prospecting the future”, The Learning Organization, Vol. 15 No. 4,
pp. 294-308. Renå, H., Lægreid, P., Aars, J. and Glomseth, R. (2016), Nærpolitireformen – politiansatte og
lederes vurdering av dagens situasjon og forventninger til reformen [The Local Police Reform:
Evaluation by police and leaders of the current situation and expectations for the reform]. Available
at
http://www.uib.no/sites/w3.uib.no/files/attachments/rapport-
naerpolitireformen_0.pdf (accessed 4 October 2017). Singer, S.J., Moore, S.C., Meterko, M. References and Williams, S. (2012), “Development of a short-form
learning organization survey”, Medical Care Research and Review, Vol. 69 No. 4, pp. 432-
459. Senge, P.M. and Kofman, F. (1995), “Communities of commitment: the heart of learning
organizations”, in Chawla, S. and Renesch J. (Eds.), Learning Organizations: Developing
Cultures for Tomorrow’s Workplace, Productivity Press, Portland, Oregon, pp. 11-43. 15 Senge, P., Ross, R., Smith, B., Roberts, C. and Kleiner, A. (1994), The fifth discipline
fieldbook: strategies and tools for building a learning organization, Nicholas Brealey, London. Senge, P. (1990), The fifth discipline: The art and practice of the learning organization,
Currency Doubleday, New York. Wathne, C.T. (2012), “The Norwegian Police Force: a learning organization?”, Policing: An
International Journal of Police Strategies & Management, Vol. 35 No. 4, pp. 704-722. Watkins, K.E. and O’Neil, J. (2013), “The dimensions of the learning organization
questionnaire (the DLOQ): A nontechnical manual”, Advances in Developing Human
Resources, Vol. 15 No. 2, pp. 133-147. Watkins, K.E. and Dirani, K.M. (2013), “A meta-analysis of the dimensions of a learning
organization questionnaire: looking across cultures, ranks, and industries”, Advances in
Developing Human Resources, Vol. 15 No. 2, pp. 148-162. Yang, B., Watkins, K.E. and Marsick, V.K. (2004), “The construct of the learning organization:
Dimensions, measurement, and validation”, Human Resource Development Quarterly, Vol 15
No. 1, pp. 31-55. 16
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Optimizing yield of improved varieties of millet and sorghum under highly variable rainfall conditions using contour ridges in Cinzana, Mali
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© The Author(s) 2017. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Optimizing yield of improved varieties
of millet and sorghum under highly variable
rainfall conditions using contour ridges
in Cinzana, Mali Kalifa Traore1* , Daouda Kalifa Sidibe1, Harouna Coulibaly1 and Jules Bayala2 Kalifa Traore1* , Daouda Kalifa Sidibe1, Harouna Coulibaly1 and Jules Bayala2 Abstract Background: Low productivity of cereals, the staple food, in Sahelian zone of Cinzana in Mali is caused by a range
of factors including but not limited to inherent low soil fertility, and insufficient and inadequate distribution of the
rainfall due to high climate variability. In addition, the small amount of rain falls as heavy storms in very short periods
of time leading to water losses by runoff which in turn causes a lot of erosion. The two phenomena therefore call for
a combination of both strategic (combating erosion) and tactical (coping with inter- and intra-annual rainfall vari-
ability) measures to cope with the production uncertainties in such risk-prone environment. As opposed to most
farmers’ practice of using the same variety, a tactical solution of using varieties of different cycles for different rainfall
amounts/patterns was thought to be worth testing. Varieties of different cycles for different rainfall amounts/patterns
were combined with a well-known soil and water conservation practice which is the contour ridge tillage (CRT). The
combined effects of the two measures on the production of different varieties of sorghum and millet as well as on
soil water content were assessed in on-farm participatory trials in five villages. The experiment was run during three
consecutive years (2012, 2013 and 2014). Results: A key finding of this research is that regardless of the yearly rainfall amount and provided CRT is used, there
were large differences in yields between improved varieties and local ones. This is a result of higher soil water conser-
vation and better response of the improved varieties. Conclusion: The use of CRT increases considerably the yields of improved varieties of the most important staple
crops of the Cinzana commune which are millet and sorghum. Thus, the use of these early maturing improved varie-
ties, along with CRT, could be an accessible adaptation strategy to climate variability by farmers. Keywords: Climate variability, Mitigation, Soil moisture, Improved varieties *Correspondence: ibosimon_1@yahoo.fr
1 Institut d’Economie Rurale (IER), BP 262, Bamako, Mali
Full list of author information is available at the end of the article Agriculture & Food Security Agriculture & Food Security Traore et al. Agric & Food Secur (2017) 6:11
DOI 10.1186/s40066-016-0086-0 Open Access © The Author(s) 2017. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Background The
combined effects of all the above-mentioned factors will
induce low water infiltration rates [12] with only 10–15%
of rainfall that will be used by crops for transpiration [6,
13]. Thus, water availability to crop roots in the soil pro-
file constitutes a major constraint for sustainable produc-
tion systems [14–17]. Because of unpredictable rainfall
[18] and decreased agricultural productivity, many soil
and water conservation technologies such as stone lines,
half-moons, contour hedgerows, rock bunds, filter walls,
zaï, agroforestry, contour ridges, benches and no-tillage
have been developed and are now widespread [19–23]. Tested technologies have shown that they can reduce
runoff [16, 24–26] and soil erosion [27–29], improve
water infiltration [12, 22, 30] and increase soil moisture
[20, 23, 31–33]. However, their adoption did not always
meet the expectations probably due to the promotion of a
limited number of options everywhere as if “one size fits
all.” Actually, some analysis has revealed that the effects
of such technologies depend on a number of factors such
as rainfall (some performed better than others in drier
areas, while others performed better in humid zones),
soil productivity potential (some performed better in
less fertile soils) and labor availability [31, 32]. All these
observations call for local testing and adaptation of even
the proven practices to make them context specific [34]. Background Indeed, improved varieties along with CRT
could help in addressing both the short- and long-term
climate-related stresses and improve the resilience of
the agro-ecosystems and farmers’ income. We therefore
hypothesized that improved crop varieties as opposed to
the local ones will make a better use of a higher soil water
storage using the CRT technique in the Sahelian zone of
Cinzana in Mali. Centre de Coopération Internationale en Recherche
Agronomique pour le Développement (CIRAD). Accord-
ing to Kablan et al. [12], the innovation of CRT resides
in the fact that it is a holistic landscape level method for
managing surface water on farmers’ fields. Indeed, the
contoured ridges decrease runoff, increase water infiltra-
tion and, therefore, capture rainfall close to the crop root
system. The technology has been applied in the Sudanian
area with rainfall varying from 600 to 1200 mm in south-
ern Mali where runoff still occurs in fields with a slope as
low as 1 to 2%, [6]. As a consequence of increased water
infiltration due to CRT [8, 12], an increase in crop yields
of 30–50% was reported for millet, sorghum, maize,
groundnut and cotton [30, 36]. This is probably due to
the fact that water availability is important for evapo-
transpiration, but also for releasing nutrients in the root-
ing zone of the crops. Without CRT, runoff varied from
25–55% (unavailable water for crops) while its implemen-
tation reduced runoff to 10% of annual rainfall. Although
the CRT was introduced since early 1990s [35], its effects
on crop yield in the Sahelian area of Mali are not well
documented. Indeed, improved varieties along with CRT
could help in addressing both the short- and long-term
climate-related stresses and improve the resilience of
the agro-ecosystems and farmers’ income. We therefore
hypothesized that improved crop varieties as opposed to
the local ones will make a better use of a higher soil water
storage using the CRT technique in the Sahelian zone of
Cinzana in Mali. erratic rainfall patterns leading to water stress at some
critical plant-growth stages [7] and inherent low soil
fertility [6]. In addition, rain storms generate runoff and
associated soil erosion [8–11]. This later phenomenon
reduces top soil layer depth and soil organic matter con-
tent leading to weak soil water-holding capacity. Background average yield of 768 kg ha−1. Equivalent figures for sor-
ghum (Sorghum spp) were 986,367 ha and 943 kg ha−1
[2]. Millet occupies a larger area than sorghum because
of its higher plasticity. Average yields for millet and sor-
ghum in Cinzana commune, Mali (Ségou region), were,
respectively, 822 and 926 kg ha−1 reflecting national
trends [3]. Obviously the yield values mentioned above
are below the potential of most grown varieties of these
staple crops [4, 5]. The low yields are attributed not only
to climate change-related decreases in rainfall amount
but also to variability of water availability related to the In sub-Saharan Africa region, 97% of the agricultural
land is rainfed with crop yields of about 0.5–1 t ha−1
[1]. The most common crops in the Sahelian part of this
region are cereals (millet, sorghum, maize, rice, etc.) as
a staple food. For instance in 2008 in Mali, 1,615,450 ha
were planted with pearl millet (Pennisetum spp) with an Traore et al. Agric & Food Secur (2017) 6:11 Page 2 of 13 Page 2 of 13 Centre de Coopération Internationale en Recherche
Agronomique pour le Développement (CIRAD). Accord-
ing to Kablan et al. [12], the innovation of CRT resides
in the fact that it is a holistic landscape level method for
managing surface water on farmers’ fields. Indeed, the
contoured ridges decrease runoff, increase water infiltra-
tion and, therefore, capture rainfall close to the crop root
system. The technology has been applied in the Sudanian
area with rainfall varying from 600 to 1200 mm in south-
ern Mali where runoff still occurs in fields with a slope as
low as 1 to 2%, [6]. As a consequence of increased water
infiltration due to CRT [8, 12], an increase in crop yields
of 30–50% was reported for millet, sorghum, maize,
groundnut and cotton [30, 36]. This is probably due to
the fact that water availability is important for evapo-
transpiration, but also for releasing nutrients in the root-
ing zone of the crops. Without CRT, runoff varied from
25–55% (unavailable water for crops) while its implemen-
tation reduced runoff to 10% of annual rainfall. Although
the CRT was introduced since early 1990s [35], its effects
on crop yield in the Sahelian area of Mali are not well
documented. Materials and methods
Study siteh i
Because the farmers of Cinzana collaborate with the
Climate Change Agriculture and Food Security (CCAFS)
project and are therefore well aware of the advantages of
soil and water conservation techniques and crop diver-
sity to buffer climate change effects, a diagnosis including
key stakeholders was realized in this village. Despite the
awareness of the contour ridge tillage technique (CRT),
there is a weak adoption of this practice and a need for
training. The participatory selection of the technologies
(the selection of technologies was done with the active
participation of farmers) to be tested led to the choice
of contour ridge tillage technique (CRT) and the use of
improved sorghum and millet varieties among several
adaptation strategies proposed to mitigate the observed
erratic rainfall patterns. These improved varieties were
chosen because of their performance on station trials,
although local varieties are sometimes considered bet-
ter adapted to high stress and low productivity condi-
tions typical of smallholder farms. In Mali, CRT, referred
to as “Aménagement en courbes de niveau” [12, 6, 35],
is a water conservation technique locally developed in
the early 1990s by Institut d’Economie Rurale (IER) and This on-farm trial was conducted in the Cinzana rural
commune, which belongs to the Sahelian agroecologi-
cal zone of Mali (Fig. 1). The trial area is located between
13°53′N and 13°14′N latitude and 5°63′W–6°15′W longi-
tude. Participating villages are distributed within a radius
of 30 km and are represented by the stars in Fig. 1. Rain-
fall was measured in Cinzana Research Station which
is the closest meteorological weather station. Rainfall
is uni-modal with the maximum of rain events occur-
ring in July and August (Fig. 2) with a long-term average
annual rainfall of 680 mm (Fig. 3b). The first useful rains
(which provide enough soil moisture at time of planting
without prolonged dry spells that could prevent the sur-
vival of seedlings after sowing [37]) occur in May and the
rainy season ends in October. An analysis of rainfall pat-
terns in Cinzana was performed using decadal (10-day)
intervals in the month (Fig. 3b). Low temperatures occur
in December through February (18 °C monthly aver-
age low), and high temperatures occur in April and May
(40 °C monthly average high) (Fig. 2a). The daily evapo-
transpiration is 6–7 mm day−1 in the dry season and Traore et al. Agric & Food Secur (2017) 6:11 Page 3 of 13 Fig. Cultural operations 0
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2012
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2014
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PET
Max T
Min T For both millet and sorghum, planting dates were 2–3,
11–12 and 3–4 July in 2012, 2013 and 2014, respectively. Sorghum and millet seeds were placed at 0.5-m inter-
vals within rows and 0.8-m intervals between rows, and
seedlings were thinned to two plants per hill 15 days after
emergence to ensure the targeted population of 50,000
plants ha−1 which is the density advised by extension
services in Cinzana area. Immediately after thinning (i.e.,
the same day), the trials were hand-weeded using a hoe
and again 30 days after crop germination. Fertilizer was uniformly applied to the trial at the rate
of 37.5 kg ha−1 of NPK (15–15–15) and 37.5 kg ha−1 of
urea (46% of nitrogen), respectively, 15 and 30 days after
germination. Fertilizer was buried in microdoses (1.5 g
per hole) 5 cm below and 5 cm away the plant rows. Fig. 2 Monthly rainfall average, maximum (Max T), minimum (Min
T) temperatures and potential evapotranspiration (PET) of three con-
secutive years (2012, 2013 and 2014) in Cinzana commune, Mali Sorghum and millet grains were harvested on 20–21
October, 5–6 November and 25–26 October in 2012,
2013 and 2014, respectively, and sun-dried straw meas-
ured 21 days after. 4 mm day−1 during the rainy season. The main soil types
of the area are classified as leached tropical ferruginous
soils with spots and concretions [38] and Alfisols accord-
ing to U.S. Soil Taxonomy [39], with many Paleustalfs and
frequent Plinthustalfs [12, 40]. Ustalfs are highly weath-
ered and highly leached soils. Plinthustalfs are of special
concern because they contain a plinthite layer of soft iron
(Fe) and aluminum (Al) oxides that will harden irrevers-
ibly into lateritic stone if exposed. Materials and methods
Study siteh 1 The Cinzana commune and the location of the on-farm trial sites where the effects of contour ridge tillage on the production of local and
improved millet and sorghum varieties were tested in 2012, 2013 and 2014 in Mali Fig. 1 The Cinzana commune and the location of the on-farm trial sites where the effects of contour ridge tillage on the production of local and
improved millet and sorghum varieties were tested in 2012, 2013 and 2014 in Mali 0
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J
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M
J
J
A
S
O
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D
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Rainfall (mm)
2012
2013
2014
Average
PET
Max T
Min T
Fig. 2 Monthly rainfall average, maximum (Max T), minimum (Min
T) temperatures and potential evapotranspiration (PET) of three con-
secutive years (2012, 2013 and 2014) in Cinzana commune, Mali Data collection and analysis Composite soil samples were collected only in May
2012 at 0–20 cm soil depth before establishing the tri-
als on each site. Composite samples were made of 20 soil
samples taken in an asterisk shape pattern in the field. Samples were analyzed for both physical and chemical
properties. Particle size (soil texture) analysis was per-
formed by the hydrometer method [41]; pH was deter-
mined by the electrometric method in a soil solution with
a soil/water ratio of 1:2.5; soil organic C was determined
by the modified Walkley–Black wet oxidation method as
outlined by Nelson and Sommers [42]; total nitrogen was
determined by the modified Kjeldahl digestion method
[43]; bases, effective cation exchange capacity (CEC) and
available P were determined as described in Page et al. [44]. 1981
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the dry season (mean dry soil) and in the rainy season at
15-day interval period in Sorobougou village to illustrate
water conservation related to the use of CRT. Soil was
sampled using an Edelman Combination Auger (4 cm
core) of 1.2 m length at three locations in both plots in
each field. Soil was sampled at four depths (0–10, 10–20,
20–40 and 40–60 cm) until a hardpan layer was reached,
which in general was at about 60 cm depth. Soil samples
were sent to the laboratory after securing them in a dou-
ble plastic bag to avoid moisture loss. Gravimetric soil
water content was determined at the same soil depths by
weighing soil samples to obtain their wet mass, followed
by oven-drying at 105 °C during 24 h until constant mass
and weighing them again for their dry mass. Gravimetric
soil water content was calculated as: Fig. Experimental designhi The field of each farmer was divided into two parts: one
with contour ridges and the second part without contour
ridge. The trial was established as a randomized complete
block design with farmer fields or sites as replicates. This
disposal allows a first examination of the global trend of
the results for the control and the CRT plots. This pair Traore et al. Agric & Food Secur (2017) 6:11 Page 4 of 13 0
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Fig. 3 Long-term annual rainfall a and decadal (10-day interval)
rainfall (Month1 first decade, Month2 second decade, Month3 third
decade) of three consecutive years (2012, 2013 and 2014), b in Cin-
zana commune, Mali 0
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a farmers for each of the two crop species (millet and sor-
ghum), giving a total 20 farmers involved. Tested varie-
ties were local Boboni, Soxat, improved Toroniou and
HKD for millet and local Kenikeni, CSM 219, Seguifa and
Sangatigui for sorghum. Data collection and analysis 3 Long-term annual rainfall a and decadal (10-day interval)
rainfall (Month1 first decade, Month2 second decade, Month3 third
decade) of three consecutive years (2012, 2013 and 2014), b in Cin-
zana commune, Mali of plots was treated the same way with regard to sowing
dates, crop species and other cropping operations, except
the ridging mode which was tested. Varieties were ran-
domly distributed in each part of the experimental field. Plot sizes were 42 m2 in 2012 and 2013 and 98 m2 in 2014
for demonstrative purpose.h The trial started in 2012 with three farmers in each vil-
lage (Moussawere, Sorobougou and Ngakoro), and two
factors were studied which are field preparation (con-
tour ridging and control) and varieties for each crop. Two varieties were tried in 2012 for both sorghum (local
Jacumbe and Seguifa) and millet (local Toronion and Syn
0006) and the trial replicated three times. These varieties
were chosen by farmers during a field visit in Cinzana
research station. In 2013, two more villages (Tongo and
Dougakoungo) were included in the trial as well as two
more fodder crop “stay green” varieties, i.e., they remain
green as fodder after harvesting the panicles (Seguifa and
Tiandougou). The trial was therefore replicated five times
for three varieties of sorghum (local Jacumbe, Seguifa
and Tiandougou) and three varieties of millet (local Toro-
nion, Syn 0006 and Soxat). Based on the outcomes of
the first two years of trial and to facilitate the monitor-
ing, the experience was conducted in two villages (Tongo
and Ngakoro) in the third year, but was expanded to ten Gravimetric soil water content (GSW)
g g−1 Gravimetric soil water content (GSW)
g g−1 =
wet mass −dry mass
/dry mass =
wet mass −dry mass
/dry mass From the data collected throughout the rainy season,
dates were chosen to represent the beginning, the middle
and the end of the rainy season and are plotted in Fig. 4. As soil bulk density changes very little with time, we
decided to use values obtained in a previous study in
2011 along the 0–60 cm profile which includes most of
the root system of cereals [45, 46]. The values for soil bulk
density were 1.67 ± 0.02, 1.61 ± 0.01, 1.48 ± 0.01 and
1.45 ± 0.00 g cm−3 for 0–10, 10–20, 20–40 and 40–60 cm
depths, respectively [46]. Soil moisture storage (SMS,
mm) for each layer was calculated from gravimetric soil Traore et al. Agric & Food Secur (2017) 6:11 Page 5 of 13 Fig. 4 Vertical distribution of gravimetric soil water content in the 0–60 cm depth in Contour ridge tillage plots (CRT) and plots without CRT (Ctrl) in
Sorobougou village in Cinzana commune in 2012 and 2013; a beginning of the growing season (July 22, 2012; July 20, 2013); b middle of the grow-
ing season (August 7, 2012; August 5, 2013); c end of the growing season (September 7, 2012; September 4, 2013); dry soil soil during the dry season
(May 5, 2012); bars indicate standard errors of the means Fig. 4 Vertical distribution of gravimetric soil water content in the 0–60 cm depth in Contour ridge tillage plots (CRT) and plots without CRT (Ctrl) in
Sorobougou village in Cinzana commune in 2012 and 2013; a beginning of the growing season (July 22, 2012; July 20, 2013); b middle of the grow-
ing season (August 7, 2012; August 5, 2013); c end of the growing season (September 7, 2012; September 4, 2013); dry soil soil during the dry season
(May 5, 2012); bars indicate standard errors of the means Fig. Gravimetric soil water content (GSW)
g g−1 4 Vertical distribution of gravimetric soil water content in the 0–60 cm depth in Contour ridge tillage plots (CRT) and plots without CRT (Ctrl) in
Sorobougou village in Cinzana commune in 2012 and 2013; a beginning of the growing season (July 22, 2012; July 20, 2013); b middle of the grow-
ing season (August 7, 2012; August 5, 2013); c end of the growing season (September 7, 2012; September 4, 2013); dry soil soil during the dry season
(May 5, 2012); bars indicate standard errors of the means water content (GSW), soil bulk density (Db) and soil
layer depth (H) as follows: Crop yields were measured in central rows of each plot
by discarding two rows along the border of each side of
the plot. At harvest, total panicles, grain and stems dry
weight were recorded in the central subplot as indicated
above and data extrapolated from the subplot size to ha. SMSi = SGWi × Dbi × H (i = 1, 2, 3 . . . n) where SMSi is the soil moisture storage for a certain soil
layer depth (mm), SGWi is the gravimetric soil water
content (g g−1) at such soil depth, Dbi is the soil bulk
density (g cm−3) at such depth, H is the soil layer depth
(mm), i is the soil sequence and n is the number of meas-
ured layers. At the beginning of data processing, each part of the
experiment plot was analyzed as a simple trial and the
means and residual values used to pool the trial fol-
lowing two hierarchized factors (CRT-Ctrl; varieties)
to just determine the global significance of data using Page 6 of 13 Page 6 of 13 Traore et al. Agric & Food Secur (2017) 6:11 Soil characteristicsh STATBOX 7.4.4. Then, data were analyzed using Gen-
stat statistical software (Release 14 for Windows) where
crop data were subjected to a factorial analysis consid-
ering the individual effects of CRT and crop variety as
well as their interaction. Because the numbers of rep-
lications and crop varieties varied from year to year,
the data were analyzed separately per year. Finally, the
three years were pooled to statistically assess the inter-
action between CRT and varieties. The effects of the
treatments were considered significant at the probabil-
ity threshold of P < 0.05. Newman–Keuls test was used
to separate means for significant differences between
treatments. The soils of Ngakoro and Tongo sites displayed more silt
content and less clay than those of other villages, whereas
mean sand content was less variable between villages
with a value around 90% (Table 1). Soil pH (water) of
the study sites was generally slightly acid, but more acid
at the Sorobougou village site. The Ca and Mg contents
at this latter site had double the values observed on the
other sites. However, considering other physicochemical
characteristics, Moussawere village appeared to have the
poorest soil with phosphorus content at least twice lower
compared to other sites. The CEC was also higher in all
sites in comparison with Moussawere, except Tongo. All
soils showed very low values in organic matter, nitrogen
and phosphorus (Table 1). Results Figure 4 shows that gravimetric soil water content
(GSW) was frequently greater in CRT than in the control
(P = 0.04). In general, soil was drier in 2012 compared to
2013. Rainfall was more abundant in 2012 but less well
distributed compared to 2013 because of two heavy rain
events of 70 and 80 mm in less than two hours (Fig. 3b). In July at the beginning of the rainy season, CRT exhib-
ited greater differences from control in 2013 compared to
2012. Differences were only noticeable at the 10–20 cm
soil depth in 2012 but were noticeable in the whole soil
profile in 2013. CRT differences from control were also
more noticeable at the 10 to 20 cm soil depth in early
August 2012 and 2013 when rainfall events were still
frequent and differences were more pronounced at the
10–20 cm soil depth in 2012 when soils were drier com-
pared to 2013. This difference appeared at 10 cm and was
maintained up to 60 cm in 2012. In 2013, when rainfall
was much lower, CRT displayed only higher soil water
content in the 10–20 cm depth. Rainfall pattern in the study area Maximum amount of 166 mm of rain was received in the
first decadal (10-day) interval of August in 2012, where
July and August represented 77% of the total amount of
rainfall (Fig. 3b), with no significant dry spell during this
period. Dry spell of 6 days occurred once in the second
decade of June. In September, dry spells of 7 and 8 days
occurred in the second and third decades, respectively. The dry spells coincided with the development of repro-
ductive organs of millet and sorghum. In 2013, the long-
est dry spell lasted 14 days and occurred in second and
third decades of June, before crop sowing. A 9-day dry
spell also occurred in July (second and third decades) and
a 11-day one in September (second and third decades). In
2014, the longest dry spell was 5 days and occurred in the
second decade of September, suggesting that rainfall was
evenly distributed throughout the cropping season. This
relatively short dry spell was adequate to allow weeding,
mounding and other crop management operations. Table 1 Soils characteristics in the 0–20 cm soil depth of five sites under trial in 2012 in Cinzana commune, Mali
Sites
Sorobougou
N’Gakoro
Moussawere
Tongo
Dougakoungo
pH (water)
5.75
6.54
6.44
6.50
6.48
pH (KCl)
4.04
5.10
4.44
5.37
5.34
OC (g kg−1)
3
4
4
5
6
Total N (g kg−1)
0.2
0.03
0.2
0.4
0.05
P av (ppm)
5.32
4.20
1.96
3,75
3,67
CEC meq 100 g−1
5.80
5.80
4.35
4.40
4,65
Ca meq 100 g−1
3.86
1.58
1.58
1.41
1.18
Mg meq 100 g−1
1.80
0.95
0.84
0.81
0.77
K meq 100 g−1
0.41
0.13
0.15
0.16
0.18
Na meq 100 g−1
0.03
0.03
0.03
0.02
0.04
Sand % 0.05 mm
92
89
92
90
92
Silt % 0.05–0.002 mm
4
9
4
8
6
Clay % 0.002 mm
4
2
4
2
2 ristics in the 0–20 cm soil depth of five sites under trial in 2012 in Cinzana commune, Mali ble 1 Soils characteristics in the 0–20 cm soil depth of five sites under trial in 2012 in Cinzana commu Traore et al. Agric & Food Secur (2017) 6:11 Page 7 of 13 Water storage reached a maximum of 42 mm in August
2012 and a maximum of 68 mm in August 2013 (Fig. 5). Discussion Sorghum yield did not differ significantly under the
CRT technique in 2012 as opposed to the two following
years during which CRT displayed statistically higher
values compared to the control plot (all P < 0.05). Yield
increases related to the CRT technique were 613 kg ha−1
in 2013 and 616 kg ha−1 in 2014 or, respectively, 85
and 58% yield increases compared to the control plot An increasing but non-consistent trend in both grain and
straw biomass yields was observed for millet (Table 2)
and sorghum (Table 3) from the first to the third year. Such trend cannot be easily related to the amount of rain-
fall recorded during the three years of testing. Indeed,
the amount of rainfall recorded in 2013 (692 mm) and
in 2014 (725 mm) was almost half of the volume in 2012
(1051 mm), yet better yields were recorded in 2014. Bet-
ter production in 2014 might therefore be due to bet-
ter rainfall distribution during the rainy season of that
year. Decadal rainfall analysis revealed the occurrence
of several dry spells in September during the grain fill-
ing period which might have affected the yields in both
2012 and 2013 (two very contrasting years in terms of
rainfall amount) independently of the total amount of
rainfall received in a given year. These observations are
supported by Sivakumar [18] who widely reported simi-
lar trends when studying the relation between climate
and soil productivity in Sudanian and Sahelian zones of
Africa. Indeed, high inter-annual rainfall and within-sea-
son variability of rainfall typify the West Africa Sahel cli-
mate [47–49]. A supplementary explanation may be the
cumulative effect of fertilization which would make the 0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
20-7
3-8
17-8
31-8
14-9
28-9
12-10 26-10
9-11
23-11 7-12
Soil water storage (mm)
Time
CRT 2013
Ctrl 2013
CRT 2012
Ctrl 2012
Fig. 5 Soil water storage in the 60 cm profile in the Sorobougou
village of the Cinzana commune in 2012 and 2013. CRT contour ridge
tillage plots; Ctrl plots without Contour ridge tillage 0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
20-7
3-8
17-8
31-8
14-9
28-9
12-10 26-10
9-11
23-11 7-12
Soil water storage (mm)
Time
CRT 2013
Ctrl 2013
CRT 2012
Ctrl 2012 Time
Fig. 5 Soil water storage in the 60 cm profile in the Sorobougou
village of the Cinzana commune in 2012 and 2013. Rainfall pattern in the study area Water storage decreased regularly until November when
both CRT plot and control displayed similar values of
13.4 mm in 2012 and 21.8 mm in 2013. Water storage was
always higher in CRT plot compared to control plot with
a surplus of 0.23 mm day−1 in 2012 and 0.43 mm day −1
in 2013 in the CRT plots over the monitoring period. (Table 3a). In the overall, average sorghum grain yield
increased consistently from 461 kg ha−1 in 2012 to
1378 kg ha−1 in 2014. Improved varieties produced on
average 55% more yield than the local ones (Fig. 6). There
were significant effects of CRT on sorghum grain pro-
duction in 2013 (P < 0.04) and 2014 (P < 0.001). There
was, also, significant interaction in 2014 between variety
and tillage mode (P = 0.001). Table 3b shows sorghum straw production for which
significant differences were only observed in 2014 for
both varieties and the tillage modes but the interaction
between these two factors was not significant (P > 0.05). Straw biomass increase due to CRT was 3363 kg ha−1 in
2014, representing 61% more biomass, while increase due
to improved varieties was much lower (17%). Millet and sorghum yield Average millet grain yield was 783 kg ha−1 in 2012,
1424 kg ha−1 in 2013 and 1301 kg ha−1 in 2014 (Table 2a). Millet grain yield in 2012, 2013 and 2014 was statisti-
cally higher in CRT plots compared to the control (all
P < 0.01) with yield difference ranging from 301 kg ha−1
in 2012 to 622 kg ha−1 in 2013. These values correspond
to an increase of 60 and 56%, respectively. Improved vari-
eties produced more than the local ones, and the average
increase was +25% in 2012 and +35% in 2014 (Table 2a). There were significant interactions between variety and
tillage mode in 2012 and 2014 (P < 0.029 in 2012 and
P < 0.002 in 2014).f For both crops, the statistical analysis showed incon-
sistent interactions between variety and tillage mode
each year which is characteristic of on-farm trials. How-
ever, when plotting grain yield against the tillage modes,
another interaction is revealed, which is an interaction
between CRT mode and improved varieties. In general,
without CRT there were no much differences between
local and improved varieties of both millet (Table 2a)
and sorghum (Table 3a). However, improved varieties
produced better under CRT compared to the local ones. Moreover, such difference is larger in sorghum compared
to millet, particularly for Sangatigui (Fig. 6) which out-
yielded the other sorghum varieties. Millet straw production differed statistically according
to varieties only in 2014 (P = 0.01) during the three years
(Table 2b). Straw production was statistically greater in
CRT plots compared to control plots in 2013 and 2014,
but not in 2012. The effect of CRT on straw yield varied
from 881 kg ha−1 in 2012 to 2654 kg ha−1 in 2014 corre-
sponding to an increase of 32–61%.fi Discussion This
finding corroborates Gigou et al. [36] who estimated
water supply through modeling and concluded that
more significant water was available in CRT field when
compared to the control in South Mali. The use of CRT
can result in reducing soil erosion by reducing pre-
cipitation water runoff. It allows more time than the
control for rainwater to infiltrate, therefore increasing
water storage. This leads to better growth and higher
yield during cropping seasons with unpredictable rain-
fall or low total rainfall as reported by many authors
[12, 29, 30, 52].h comparison between years inappropriate in the absence
of soil data for each year.h The overall low grain yield of the tested varieties for
both millet and sorghum, with highest grain yield infe-
rior to 1500 kg ha−1, might stem from a combination
of limited water availability (due to poor within-sea-
son distribution) and poor soil fertility. The labora-
tory analyses have revealed that the soils of the study
sites have a low fertility and are slightly acid. They all
showed a very high proportion of sand of about 90%
and very low nitrogen and soil organic matter contents
as well as low CEC values (Table 1). Tropical ferrugi-
nous soils are characterized by a high water infiltration
rate (leading to high drainage) in sandy soils and a low
water-holding capacity unless soil organic matter con-
tent is improved [9, 11]. In fact, low activity of kaolinite
(1:1 clay type) which is the dominant clay in these soils
suggests that other fine elements (e.g., silt) intervene
in complexes with soil organic matter and play a cer-
tain role in soil chemical (CEC) properties by influenc-
ing its capacity for storage and exchange of nutrients
as reported by previous workers [9, 50]. In such sandy
soils, an increase of 1 g kg−1 of organic carbon leads to
an increase of 4.3 mol kg−1 of CEC [51]. Improved vari-
eties as expected performed better than the local ones
for both crops (Tables 2 and 3). Indeed, Fig. 6 shows
that a marginal difference was found between improved
varieties and local ones with the control tillage mode
and a much larger difference was found between these
two types of varieties under CRT. Discussion CRT contour ridge
tillage plots; Ctrl plots without Contour ridge tillage Page 8 of 13 Traore et al. Agric & Food Secur (2017) 6:11 Table 2 Effects of contour ridge tillage on the production of millet varieties in Cinzana commune, Mali
Mean values and comparisons
Year
Conservation technique
Variety
Variety
Technique
Variety × technique
a. Grain yield (kg ha−1)
2012
CRT
Syn 006
1094a
963a
Toronion (local)
831b
Control
Syn 006
641c
602b
Toronion (local)
563c
SE
45.6
Probability value
0.002
0.001
0.029
CRT yield increase
301
2013
CRT
Syn 006
1837a
1735a
Toronion (local)
1497a
Soxat
1871a
Control
Syn 006
1063a
1113b
Toronion (local)
1280a
Soxat
997a
SE
309.4
Probability value
0.97
0.002
0.125
CRT yield increase
622
2014
CRT
Toroniou
1716a
1585a
Soxat
1646a
Boboni (local)
1166b
HKP
1811a
Control
Toroniou
1064b
1017b
Soxat
1009b
HKP
1105b
Boboni (local)
891b
SE
102.9
Probability value
0.001
0.001
0.002
CRT yield increase
568
Mean values and comparisons
Year
Technique
Varieties
Variety
Technique
Variety × technique
b. Straw dry mass (kg ha−1)
2012
CRT
Syn 006
4048a
a
Toronion (local)
3238a
Control
Syn 006
3048a
a
Toronion (local)
2476a
SE
404
Probability
0.611
0.641
0.691
CRT yield increase
881
2013
CRT
Syn 006
3514a
a
Toronion (local)
2886a
Soxat
4314a
Control
Syn 006
2200a
b
Toronion (local)
2657a
Soxat
2514a
SE
524
Probability
0.270
0.001
0.148 Table 2 Effects of contour ridge tillage on the production of millet varieties in Cinzana commune, Mali ridge tillage on the production of millet varieties in Cinzana commune, Mali Mean values and comparisons Page 9 of 13 Traore et al. Agric & Food Secur (2017) 6:11 Table 2 continued
Mean values and comparisons
Year
Technique
Varieties
Variety
Technique
Variety × technique
CRT yield increase
1114
2014
CRT
Toroniou
7389a
a
Soxat
7034ab
Boboni (local)
6112b
HKP
7563a
Control
Toroniou
4460c
b
Soxat
4530c
HKP
4588c
Boboni (local)
4460c
SE
312
Probability
0.01
0.001
0.001
CRT yield increase
2654
NB For a given year, values with different letters are statistically different at P = 0.05. Column means represent tillage techniques and row means the varieties. SE
standard error of the mean Table 2 continued Mean values and comparisons higher yield. Accumulated water in CRT may delay
water stress [6, 30, 52] while being more available for
the crop to accomplish its physiological processes of
biomass accumulation and grain filling [53, 54]. Discussion Improved varie-
ties with a higher yield potential likely took advantage
of the higher available water under CRT to produce The higher grain and straw biomass yields could also
be attributed to growth and genetic characteristics of the
crop. Improved varieties have a greater ability to convert
assimilates to grain and biomass. In fact, genetic char-
acteristics could explain variability of sensitivity of crop
to water deficit or availability. There is a very large plant
genetic variability of growth sensitivity related to water
deficit as reported by Tardieu [55], who mentioned that
sensitivity of leaf growth to evaporative demand and soil
water deficit can be translated into biomass accumula-
tion in the field. The different responses of improved vs
local varieties to water availability could be attributed to
this difference in biomass accumulation both in grain and
straw.h The substantial response of millet and sorghum to the
use of CRT indicated that in Sahelian area such as the
Cinzana zone, this soil and water conservation technique Page 10 of 13 Traore et al. Agric & Food Secur (2017) 6:11 Table 3 Effects of contour ridge tillage on the production of sorghum varieties in Cinzana commune, Mali
Mean values and comparisons
Year
Technique
Varieties
Variety
Technique
Variety × technique
a. Grain yield (kg ha−1)
2012
CRT
Seguifa
621a
a
Jacumbe (local)
381b
Control
Seguifa
545a
a
Jacumbe (local)
297b
SE
43.5
Probability
0.01
0.56
0.97
CRT yield increase
96
2013
CRT
Jacumbe(local)
1174a
a
Seguifa
1231a
Tiandougou
1600a
Control
Jacumbe(local)
677b
b
Seguifa
704b
Tiandougou
786b
SE
287
Probability
0.39
0.04
0.62
CRT yield increase
613
2014
CRT
Seguifa
1957b
a
CSM 219
1353c
Sangatigi
2300a
Kenikeni (local)
1134cd
Control
Seguifa
1200cd
b
CSM 219
928de
Sangatigi
1333c
Kenikeni (local)
819e
SE
81.6
Probability
0.001
0.001
0.001
CRT yield increase
616
Mean values and comparisons
Year
Technique
Varieties
Variety
Technique
Variety × technique
Straw dry biomass (kg ha−1)
2012
CRT
Jacumbe
3524a
a
Seguifa (local)
6857a
Control
Jacumbe
3943a
a
Seguifa (local)
5000a
SE
1407
Probability
0.08
0.49
0.29
CRT yield increase
−167
2013
CRT
Jacumbe
5057a
a
Seguifa (local)
4457a
Tiandougou
4143a
Control
Jacumbe
3314a
a
Seguifa(local)
3429a
Tiandougou
3486a
SE
958
Probability
0.92
0.06
0.88 Table 3 Effects of contour ridge tillage on the production of sorghum varieties in Cinzana commune, Mali Technique
Variety × technique Page 11 of 13 Traore et al. Discussion Agric & Food Secur (2017) 6:11 Table 3 continued
Mean values and comparisons
Year
Technique
Varieties
Variety
Technique
Variety × technique
CRT yield increase
1142
2014
CRT
Seguifa
10452a
a
CSM 219
8007a
Sangatigi
9543a
Kenikeni (local)
7558a
Control
Seguifa
6027b
b
CSM 219
4937b
Sangatigi
5873b
Kenikeni (local)
5273b
SE
445
Probability
<0.001
<0.001
0.97
CRT yield increase
3363
NB For a given year, values with different letters are statistically different at P = 0.05. Column means represent tillage techniques and row means the varieties. SE
standard error of the mean Table 3 continued NB For a given year, values with different letters are statistically different at P = 0.05. Column means represent tillage techniques and row means the varieties. SE
standard error of the mean NB For a given year, values with different letters are statistically different at P = 0.05. Column means represent tillage techniques and row means the varieties. SE
standard error of the mean varieties requires improved water management. How-
ever, as mentioned by Mcauley et al. [56], additional sup-
port is required to strengthen production and delivery
systems of improved seed varieties while encouraging
farmers to better manage their natural resources with the
CRT technique. 0
200
400
600
800
1000
1200
1400
1600
1800
2000
CRT
Control
Millet grain yield (kg ha-1)
Technique
HKP
Soxat
Syn 006
Toroniou
Boboni (local)
Toronion (local)
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2200
2400
CRT
Control
Sorghum grain yield (kg ha-1)
Technique
CSM 219
Sangatigui
Seguifa
Tiandougou
jacumbe (local)
Kenikeni (local)
a
b
Fig. 6 Interactions between contour ridge tillage (CRT) and millet
a varieties (improved: Soxat, Soxat1, HKP, Synthetic 006, Toroniou;
local: Boboni, Toronion) and sorghum b varieties (improved: CSM219,
Sangatigui, Seguifa, Tiandougou; local: Jacumbe, Kenikeni) observed
from 2012 to 2014 in Cinzana commune, Mali. CRT contour ridge till-
age plots; Ctrl plots without contour ridge tillage 0
200
400
600
800
1000
1200
1400
1600
1800
2000
CRT
Control
Millet grain yield (kg ha-1)
Technique
HKP
Soxat
Syn 006
Toroniou
Boboni (local)
Toronion (local)
a Acknowledgements This work was funded by the CGIAR Program on Climate Change, Agriculture
and Food Security (CCAFS), which is a strategic partnership of the CGIAR and
Future Earth. The CCAFS Program is carried out with funding by CGIAR Fund
Donors, the Canadian International Development Agency (CIDA), the Danish
International Development Agency (DANIDA) and the European Union (EU),
with technical support from the International Fund for Agricultural Develop-
ment (IFAD). The world Agroforestry Centre (ICRAF) is also acknowledged for
coordinating the participatory action research on climate smart agriculture
(PAR-CSA) in West Africa. Additional funding from the Institut d’Economie
Rurale du Mali is also gratefully acknowledged. We are grateful to AMEDD
and ARCAD NGOs for supporting farmer exchange visit in the PAR site. We
are grateful to farmers of Nkakoro, Tongo, Sorobougou, Moussawèrè and
Dougakoungo. We thank a lot Youssouf Coulibaly (extension agent in Cinzana)
and Oudou Cissé (technician of the project) for facilitating the implementa-
tion of research activities and data collection. Dr. Coe Richard is acknowledged
for his support for the data analysis and comments on the earlier version of
this article. 6. Doumbia M, Jarju A, Sene M, Traore K, Yost R, Kablan R, et al. Sequestra-
tion of organic carbon in West African soils by Aménagement en Courbes
de Niveau. Agron Sust Dev. 2008;29:267–75. 6. Doumbia M, Jarju A, Sene M, Traore K, Yost R, Kablan R, et al. Sequestra-
tion of organic carbon in West African soils by Aménagement en Courbes
de Niveau. Agron Sust Dev. 2008;29:267–75. 7. Chakraborty S, Newton AC. Climate change, plant diseases and food
security: an overview. Plant Pathol. 2011;60:2–14. 7. Chakraborty S, Newton AC. Climate change, plant diseases and food
security: an overview. Plant Pathol. 2011;60:2–14. 8. Casenave A, Valentin C. Soil surface status in the Sahelian zone. Influence
on infiltration. Paris: Office de Recherche Scientifique des Territoires
d’Outre Mer; 1989. 8. Casenave A, Valentin C. Soil surface status in the Sahelian zone. Influence
on infiltration. Paris: Office de Recherche Scientifique des Territoires
d’Outre Mer; 1989. 9. Pieri C. Fertilité des terres de savanes. Bilan de trente ans de recherche et
de développement agricoles au sud du Sahara. Ministère de la Coopéra-
tion Et du Développement-CIRAD-IRAT, Paris. 1989. 10. Roose E, Barthes B. Organic matter management for soil conservation
and productivity restoration in Africa: a contribution from francophone
research. Nutr Cycl Agroecosyst. 2001;61:159–70. 11. Van Der Pol F. Acknowledgements L’épuisement des terres, une source de revenu pour les
paysans au Mali-Sud. In: Pieri C, editor. Savanes d’Afrique, terres fertiles?. Montpellier: France CIRAD; 1991. p. 403–19. Competing interests The authors declare that they have no competing interests. 12. Kablan R, Yost RS, Brannan K, Doumbia MD, Traoré K, Yoroté A, et al. “Amé-
nagement en courbes de niveau”, Increasing rainfall capture, storage, and
drainage in soils of Mali. Arid Land Res Manag. 2008;22(1):62–80. Author details
1 1 Institut d’Economie Rurale (IER), BP 262, Bamako, Mali. 2 World Agroforestry
Centre (ICRAF), West and Central Africa Regional Office - Sahel Node, Bamako,
Mali. 1 Institut d’Economie Rurale (IER), BP 262, Bamako, Mali. 2 World Agroforestry
Centre (ICRAF), West and Central Africa Regional Office - Sahel Node, Bamako,
Mali. 5. Goudou D, Traoré-Gue JN, Ouedraogo M, Segda Z, Diakité L, Kebe Z
et al. Village Baseline Study—Site Analysis Report for Segou—Cinzana,
Mali (MA0109). CGIAR Research Program on Climate Change, Agriculture
and Food Security (CCAFS), Copenhagen, Denmark Available online at:
wwwccafscgiarorg. 2012. 5. Goudou D, Traoré-Gue JN, Ouedraogo M, Segda Z, Diakité L, Kebe Z
et al. Village Baseline Study—Site Analysis Report for Segou—Cinzana,
Mali (MA0109). CGIAR Research Program on Climate Change, Agriculture
and Food Security (CCAFS), Copenhagen, Denmark Available online at:
wwwccafscgiarorg. 2012. Ethical approval and consent to participate IER: Institut d’Economie Rurale; ICRAF: World Agroforestry Centre; CRT: contour
ridge tillage; CCAFS: Climate Change, Agriculture and Food Security; CIRAD:
Centre de Coopération Internationale en Recherche Agronomique pour le
Développement; Fe: iron; Al: aluminum; NPK: nitrogen–phosphorus–potas-
sium; ECEC: effective cation exchange capacity; SM: soil moisture content;
SMS: soil moisture storage; Db: soil bulk density; H: soil depth; D1: first decade;
D2: second decade; D3: third decade; Ca: calcium; Mg: magnesium; CGIAR:
Consultative Group on International Agricultural Research; CIDA: Canadian
International Development Agency; DANIDA: Danish International Develop-
ment Agency; EU: European Union; IFAD: International Fund for Agricultural
Development; PAR-CSA: participatory action research on climate smart
agriculture; AMEDD: Association Malienne d’Eveil pour le Developpement
Durable; ARCAD: Association pour le Renforcement des Capacités pour une
Agriculture Durable; NGO: Non-Governmental Organization; ENSAM: Ecole
Normale Supérieure Agronomique de Montpellier; FAO: Food and Agricul-
ture Organization; SSAC: Sous-Secteur d’Agriculture de Cinzana; IRAT: Institut
de Recherche en Agronomie Tropicale; IRD: Institut de Recherche pour le
Développement; ORSTOM: Office de la Recherche Scientifique et Technique
Outre-mer; USDA: United States Department of Agriculture; USA: United States
of America; DC: District of Columbia. Generating scientific knowledge, technological innovations and decision sup-
port tools for improving agricultural sector in Mali is part of the mandate and
missions of Institut d’Economie Rurale (IER, http://www.ier.gouv.ml/), institu-
tion to which belong Dr. Kalifa Traore, Dr. Daouda Kalifa Sidibe and Dr. Harouna
Coulibaly. Such research involves active participation of local stakeholders to
help implementing trials. The protocol of the current study was submitted to
the scientific and ethical committee of IER and was approved. Before starting
the field work, farmers in the community were informed about the context of
the study and the willingness to participate. They have all given their consent
and participated to all field works. Authors’ information y
2. FAOSTAT. Food and agriculture organization of the United Nations,
FAOSTAT database. 2008. http://faostat.fao.org/site/362/DesktopDefault. aspx?PageID=362 y
2. FAOSTAT. Food and agriculture organization of the United Nations,
FAOSTAT database. 2008. http://faostat.fao.org/site/362/DesktopDefault. aspx?PageID=362 KT is a researcher in the Soil–Water–Plant Laboratory of the Institut d’Economie
Rurale (IER) in Mali. He holds a doctorate degree in Soil Sciences from the
University of Montpellier II, ENSAM, France. DKS is a researcher in the Program
of Forest Resources of the Institut d’Economie Rurale (IER) in Mali. He holds a
PhD in Agroforestry from the University of Bangor, UK. HC is a researcher in the
Soil–Water–Plant Laboratory of the Institut d’Economie Rurale (IER) in Mali. He
holds a doctorate degree in Regional Human Geography and Economy from
the University of “Paris Ouest Nanterre La Defense,” France. 3. Témé B, Niangado O, Traoré S, Kanté S. De la création d’une station de
recherche au renforcement des capacités des producteurs: L’experience
de la Fondation Syngenta au Mali. 2011. http://www.future-agricultures. org/farmerfirst/files/T2a_Teme.pdf. Accessed 22 Aug 2016. 4. Coulibaly H. Role des organisations paysannes dans la diffusion de
semences de céréales: articulation des réseaux semenciers étatiques et
traditionnels paysans pour une conservation in situ des variétés. Le cas
des mils et sorghos au Mali. Thèse de Doctorat en géographie humaine,
économique et régionale de l’université de Paris ouest Nanterre, France. 2010. p. 295. Funding
h
k This work was funded by the CGIAR Program on Climate Change, Agriculture
and Food Security (CCAFS), which is a strategic partnership of the CGIAR and
Future Earth. Received: 5 March 2016 Accepted: 24 December 2016 Conclusionh The current investigation highlighted the importance of
rainfall variability during the cropping season in com-
parison with inter-annual variability of total rainfall. Fortunately, there are management practices like the
CRT that can help buffering the effects of the uneven
distribution of rainfall within a season. The results also
showed that the effects of the efforts and resources
put in realizing the CRT may be optimized by using
improved varieties of the most important staple crops
of the Cinzana rural commune and its region which are
millet and sorghum. Thus, the use of the tested early
maturing varieties of the two crops could be an accessi-
ble adaptation strategy to climate variability by farmers. Ridging being already traditionally practiced in dif-
ferent farmer communities, the additional step will be
the implementation of ridge tilling in contour lines and
mechanization of the operation to reduce human labor
(otherwise this operation can be done by hand hoe but
takes more time and effort in this case). This finding is
very important but may gain more attention if the social
acceptability of the tested practice (CRT) is assessed
through a cost–benefit analysis. Such investigation also
needs to be validated on a larger scale by involving more
farmers of different wealth status and by including more
agroecological zones. Technique
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2200
2400
CRT
Control
Sorghum grain yield (kg ha-1)
Technique
CSM 219
Sangatigui
Seguifa
Tiandougou
jacumbe (local)
Kenikeni (local)
b b Fig. 6 Interactions between contour ridge tillage (CRT) and millet
a varieties (improved: Soxat, Soxat1, HKP, Synthetic 006, Toroniou;
local: Boboni, Toronion) and sorghum b varieties (improved: CSM219,
Sangatigui, Seguifa, Tiandougou; local: Jacumbe, Kenikeni) observed
from 2012 to 2014 in Cinzana commune, Mali. CRT contour ridge till-
age plots; Ctrl plots without contour ridge tillage should be largely recommended as a sustainable agro-
nomic practice. Indeed, results clearly showed that
realizing some of the increased potential of these new Page 12 of 13 Page 12 of 13 Traore et al. Agric & Food Secur (2017) 6:11 References KT, DKS and HC designed the experiments, the data collection instruments
and gathered the data, and helped in analysis and write-up. JB provided guid-
ance, corrections and supervision to the entire research and critically read and
amended the manuscript. All authors read and approved the final manuscript. 1. Rockström J, Folke C, Gordon L, Hatibu N, Jewitt G, Penning De Vries F,
et al. A watershed approach to upgrade rain-fed agriculture in water
scarce regions through water system innovations: an integrated research
initiative on water for food and rural livelihoods in balance with ecosys-
tem functions. Phys Chem Earth. 2004;29:1109–18. Consent for publication CIRAD. Les systèmes racinaires des cultures tropicales: rôle, méthodes
d’étude in situ, développement, fonctionnement. Document de syn-
thèse, JL Chopart. 2004:43 p. the dry lands. J Agric Vet Sci. 2015;8(2):1–4. 25. Guillobez S, Zougmoré R, Kaboré B. L’érosion en Afrique soudanienne. Confrontation des points de vue des chercheurs et des paysans. Cas
du Burkina. In: Ganry F., Campbell B. (eds). Proceedings of the scope
workshop, 15–19 November 1993 Dakar, Sénégal Sustainable land man-
agement in Africa semi-arid and sub-humid regions Montpellier: CIRAD
France. 1995; 203–12. 47. Dai A, Lamb PJ, Trenberth KE, Hulme K, Jones PD, Xie P. The recent Sahel
drought is real. Int J Climatol. 2004;24:1323–31. 48. Guichard F, Frappart F, Hiernaux P, Kergoat L, Mougin E, Arjounin M et al. A multi-scale analysis of in situ precipitation data across the Sahelian
Gourma. Geophys Res Abs 12, EGU2010-9271-2. 2010. 26. Gigou J, Coulibaly L, Wenninck B, Traore K. Aménagements des champs
pour la culture en courbes de niveau au sud du Mali. Agric Dév. 1997;14:47–57. 49. Nicholson S. On the question of the ‘‘recovery’’ of the rains in the West
African Sahel. J Arid Environ. 2005;63:615–41. 50. Asadu CLA, Diels J, Vanlauwe B. A comparison of the contributions of clay,
silt, and organic matter to the effective CEC of soils of sub-Saharan Africa. Soil Sci. 1997;162:785–94. 27. Diallo D. Erosion des sols en zone soudanienne du Mali, transfert des
matériaux érodés dans le bassin versant de Djitiko (Haut Niger). Thèse
université Grenoble IRD Montpellier, France. 2000. p. 202. 51. Rider ND, Van Keulen H. Some aspect of organic matter role in sustain-
able arable farming systems in West Africa semi-arid-tropics (SAT). Fert
Res. 1990;26:325–45. 28. Roose E. Ruissellement et érosion avant et après défrichement en fonc-
tion du type de culture en Afrique occidentale. Cahiers ORSTOM, Série
Pédologie. 1983;20:327–39. 52. Gigou J, Traore K, Giraudy F, Coulibaly H, Sogoba B, Doumbia M. Amé-
nagement paysan des terres et réduction du ruissellement dans les
savanes africaines. Cah Agric. 2006;15(1):116–22. 29. Zougmoré R, Mando A, Stroosnijder L. Soil nutrient and sediment loss as
affected by erosion barriers and nutrient source in semi-arid Burkina Faso
Arid Land Res Manag. 2009;23(1):85–101. 53. Duivenbooden VN, Pala M, Studer C, Bielders CL. Cropping systems and
crop complementarity in dryland agriculture: a review. Neth J Agric Sci. 2000;48:213–36. 30. Traore KB, Gigou JS, Coulibaly H, Doumbia MD. Contoured ridge-tillage
increases cereal yields and carbon sequestration. Consent for publication Comité Pédologique pour la Classification des sols. 1969. 39. Staff SS. Soil Taxonomy. A basic system of soil classification for making and
interpreting soil surveys. 2nd edition Agricultural Handbook 436, Natural
Resources Conservation Service, USDA, Washington DC, USA. 1999. p. 869. 19. Fatondji D, Martius C, Zougmore R, Vlek PLG, Bieldels CL, Koala S. Decom-
position of organic amendment and nutrient release under the zaï
technique in the Sahel. Nutr Cycl Agroecosyst. 2009;85:225–39. g
40. Kouyaté Z, Krasova-Wade T, Yattara II, Neyra M. Effects of cropping system
and Cowpea variety Sahelian zone of Mali. Int Res J Agric Sci Soil Sci. 2014;4(2):30–9. 20. Obalum SE, Ezenne GI, Watanabe Y, Wakatsuki T. Contemporary Global
Issue of Rising Water Scarcity for Agriculture: the Quest for Effective and
Feasible Soil Moisture and Free-Water Surface Conservation Strategies. J
Water Resour Prot. 2011;3:166–75. 41. Anderson JM, Ingram JSI. Tropical soil biology and fertility: a handbook of
methods. Wallingford: CAB International; 1993. 42. Nelson DW, Sommer LE. Total carbon, organic matter. Methods of soil
Analysis. ASA 92 edition. 1982. 21. Quinton JN, Catt JA. The effects of minimal tillage and contour cultiva-
tion on surface runoff, soil loss and crop yield in the long-term Woburn
Erosion Reference Experiment on sandy soil at Woburn, England. Soil Use
Manag. 2004;20:343–9. 43. Bremner JM, Mulvaney CS. Total nitrogen. In: Page AL, Miller RH, Keeney
DR, editors. Methods of soil analysis. Part 2. Chemical and microbiological
properties. Madison: American Society of Agronomy and Soil Science
Society of America; 1982. p. 593–624. 22. Sawadogo H. Using soil and water conservation techniques to reha-
bilitate degraded lands in northwestern Burkina Faso. Int J Agric Sust. 2011;9(1):120–8. y
p
44. Page AL, Miller RH, Kenney DR. Methods of soil analysis. Chemical and
microbiological properties. American Society of Agronomy Monographs,
Madison, WI, USA No 9 (2). 1982. 23. Zougmoré R, Jalloh A, Tioro A. Climate-smart soil water and nutrient
management options in semiarid West Africa: a review of evidence and
analysis of stone bunds and zaï techniques. Agric Food Secur. http://agri-
cultureandfoodsecurity.com/content/3/1/16. 2014. 45. Bayala J, Teklehaimanot Z, Ouedraogo SJ. Fine root distribution of pruned
trees and associated crops in a parkland system in Burkina Faso. Agrofor
Syst. 2004;60:13–26. cultureandfoodsecurity.com/content/3/1/16. 2014. y
24. Danjuma MN, Mohammed S. Zai pits system: a catalyst for restoration in
the dry lands. J Agric Vet Sci. 2015;8(2):1–4. 24. Danjuma MN, Mohammed S. Zai pits system: a catalyst 46. Consent for publication The Institut d’Economie Rurale and ICRAF, the researchers (Dr. Kalifa Traore, Dr. Daouda Kalifa Sidibe and Dr. Harouna Coulibaly, Dr. Jules Bayala) and farmers
involved in this research gave their consent for this publication. 13. Bationo A, Buerkert A. Soil Organic carbon measurement for sustain-
able land use in Sudano-Sahelian West Africa. Nutr Cycl Agroecosyst. 2001;61:131–42. 13. Bationo A, Buerkert A. Soil Organic carbon measurement for sustain-
able land use in Sudano-Sahelian West Africa. Nutr Cycl Agroecosyst. 2001;61:131–42. Page 13 of 13 Page 13 of 13 Traore et al. Agric & Food Secur (2017) 6:11 14. Bertrand R, Gigou J. La fertilité des sols tropicaux. Paris p: Maisonneuve et
Larose (Le technicien d’agriculture tropicale); 2000. p. 397. 33. GIZ. Good practices in soil and water conservation. A contribution to
adaptation and farmers’ resilience towards climate change in Sahel. Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ). 2012. p. 60 15. Breman H, Kessler JJ. Role of woody plants in agro-ecosystems of semi-
arid regions, with an emphasis on the Sahelian countries, Advanced
series in agricultural sciences. Berlin: Springer; 1995. p. 340. 34. Coe R, Sinclair F, Barrios E. Scaling up agroforestry requires research ‘in’
than ‘for’ development. Curr Opin Environ Sust. 2014;6:73–7. 16. Traore K. Le parc à karité, sa contribution à la durabilité de l’agrosystème:
cas d’une toposéquence à Konobougou dans le Mali-sud. Thèse de
Doctorat en Sciences du Sol Université de Montpellier II, ENSAM, France. 2003:180 p. 35. Gigou J, Traoré K. Rapport Analytique du Projet: Fertilité des champs au
Mali-sud. Institut d’Économie Rurale, Ministère du Développement Rural
et de l’eau, Bamako. 1997. 36. Gigou J, Traore KB, Coulibaly H, Vaksman M, Kouressy M. Aménagement
en courbes de niveau et rendements des cultures en région Mali Sud. Bulletin Réseau Erosion. 1996. p. 391–404. 17. Van Duivenboodew N, Paln M, Studer C, Bielders CL, Beukes DI. Cropping systems and crop complementarity in dryland agricul-
ture to increase soil water use efficiency: a review. Neth J Agric Sci. 2000;48:213–36. p
37. Sultan B, Janicot S. The West African Monsoon dynamics. Part II: the
‘‘Preonset’’ and ‘‘Onset’’ of the Summer Monsoon. J Clim. 2003;16:3407– 18. Sivakumar MVK, Manu A, Virmani SM, Kanemasu ET. Relation between
climate and soil productivity. In: Lal R, Sanchez PA, editors. Myths and
science of Soils of the Tropics, vol. 29. Guilford: Soil Science Society of
America, Special Publication; 1992. p. 92–120. 38. CPCS. Consent for publication In: 13th International
soil conservation organisation conference—Brisbane, July 2004 Conserv-
ing Soil and Water for Society: Sharing Solutions. 2004. p. 6. 54. Kouressy M, Traoré S, Vaksmannb M, Grum M, Maikano I, Soumaré M, et al. Adaptation des sorghos du Mali à la variabilité climatique. Cah Agric. 2008;17(2):95–100. 31. Bayala J, Kalinganire A, Tchoundjeu Z, Sinclair F, Garrity D. Conservation
agriculture with trees in the West African Sahel—a review. ICRAF Occa-
sional Paper No 14 World Agroforestry Centre, Nairobi. 2011. 55. Tardieu F. Plant response to environmental conditions: assessing poten-
tial production, water demand, and negative effects of water deficit. Frontiers in Physiology Plant Physiology. 2013;4(17):1. 32. Bayala J, Sileshi GW, Coe R, Kalinganire A, Tchoundjeu Z, Sinclair F, et al. Cereal yield response to conservation agriculture practices in drylands of
West Africa: a quantitative synthesis. J Arid Environ. 2012;78:13–25. 56. Macauley H, Ramadjita T. Cereal crops: rice, maize, millet, sorghum, wheat. In: Feeding Africa, Oct 21–23 2015. p. 36
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Influence of winter waves on the longitudinal growth of the Punta Banda Estuary sandbar, Todos Santos Bay, Baja California, Mexico
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Ciencias marinas
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Resumen El Estero de Punta Banda, localizado dentro de la Bahía de Todos Santos, en el noroeste de la Península de Baja California,
se encuentra delimitado hacia el mar por una barra arenosa de 8 km de longitud. De 1972 a 2003 la barra tuvo un crecimiento
longitudinal neto de 420 m, lo que redujo el ancho de la boca del estero en más de 400 m. A pesar de dicho crecimiento, se ha
sugerido que la boca del estero no se ha cerrado debido a la existencia de un balance anual en los volúmenes de sedimento que se
transportan en ambas direcciones a lo largo de la barra. Mientras que mediciones directas indican que en las épocas de
primavera, verano y otoño la dirección del transporte litoral de sedimento es hacia el noreste, se ha planteado la hipótesis de que
durante la época invernal el transporte litoral en la barra debería ser hacia el suroeste En este trabajo se analizan mediciones de
oleaje realizadas de noviembre de 2004 a marzo de 2005 frente a la barra del Estero de Punta Banda y se infiere por primera vez
la magnitud y dirección del trasporte litoral de sedimento en esta barra durante la época invernal. Los resultados muestran que
durante la época invernal el oleaje dominante que arriba a la bahía proviene del oeste-noroeste, aproximándose a la barra del
estero con dirección oeste franco, lo que en combinación con la orientación de la barra induce un transporte litoral de sedimento
en dirección noreste, hacia la boca del estero. Este resultado contradice la hipótesis de que durante el invierno la dirección del
transporte litoral es hacia el sur y permite establecer que a lo largo de un año típico la dirección dominante del transporte litoral
de sedimento en la barra del estero es hacia el noreste. El hecho de que la boca del estero no se haya cerrado debe ser atribuible
a otros procesos físicos, como por ejemplo a aportes pluviales extraordinarios durante la época de lluvias o posibles
desigualdades entre las velocidades del flujo y reflujo de la marea al estero. Palabras clave: oleaje invernal, refracción, transporte de sedimento, Estero de Punta Banda. Abstract Punta Banda Estuary, located within Todos Santos Bay, on the northwest coast of the Baja California Peninsula, is separated
from the bay by a single sandbar, approximately 8 km long. From 1972 to 2003 this sandbar showed a longitudinal net growth of
420 m, which decreased the width of the estuary mouth by more than 400 m. Despite the bar’s rapid growth it has been
suggested that the estuary mouth remains open because in spring, summer and autumn the longshore sand transport is
northeastward, but during winter the longshore sand transport should be toward the southwest, away from the mouth,
establishing a balance between the amount of sediment transported both ways. In this study we analyze wave data acquired from
November 2004 to March 2005 on the bay side of the sandbar, and for the first time provide the magnitude and direction of the
longshore sand transport during winter. The results show that during this season the dominant waves approach the bay from the
west-northwest and the sandbar from the west, inducing a net longshore sand transport of 817 m3 day–1 to the northeast. This
result contradicts the hypothesis of a longshore sand transport balance, and shows that throughout a typical year the net
longshore sand transport is to the northeast. The fact that the estuary mouth has not closed up should be attributed to other
causes, such as extraordinary amounts of rain during the rainy season or inequalities between the ebb and flood tidal current
velocities to the estuary. Key words: winter waves, refraction, sediment transport, Punta Banda Estuary. A Martínez-Díaz-de-León*, R Lizárraga-Arciniega, O Delgado-González, L Galindo-Bect, CR Torres-Navarrete,
R Blanco-Betancourt, E Gil-Silva, R Cano-Cetina A Martínez-Díaz-de-León*, R Lizárraga-Arciniega, O Delgado-González, L Galindo-Bect, CR Torres-Navarrete,
R Blanco-Betancourt, E Gil-Silva, R Cano-Cetina Instituto de Investigaciones Oceanológicas, Universidad Autónoma de Baja California, Apartado postal 453, Ensenada 22800,
Baja California, México. * E-mail: asdrubal@uabc.mx Ciencias Marinas (2008), 34(1): 69–76 Ciencias Marinas (2008), 34(1): 69–76 http://dx.doi.org/10.7773/cm.v34i1.1270 Introduction Punta Banda Estuary (PBE), one of the northernmost
coastal lagoons on the Pacific coast of Mexico, is located
within Todos Santos Bay, on the northwest side of the Baja
California Peninsula (fig. 1). One of the estuary’s most notable El Estero de Punta Banda (EPB), una de las lagunas coste-
ras más norteñas en el litoral Pacífico mexicano, se localiza
dentro de la Bahía de Todos Santos, en el noroeste de la Penín-
sula de Baja California (fig. 1). Una de sus características más 69 Ciencias Marinas, Vol. 34, No. 1, 2008 features is the approximately 8-km-long and 1-km-wide
sandbar that separates it from the bay. This sandbar consists of
well-classified quartz sands of approximately 2φ in diameter
(Blanco-Betancourt 1987) and numerous dunes, and on the bay
side, a moderately wide (~250 m) beach slopes gently (0.02) to
the sea. These characteristics make it highly attractive for
recreational use and for the construction of tourism-related
infrastructure. importantes es su barra arenosa, de aproximadamente 8 km de
longitud y 1 km de ancho, que lo separa de la bahía. Consti-
tuida de arenas de cuarzo bien clasificadas cuyo diámetro
medio es de 2φ (Blanco-Betancourt 1987), la barra cuenta con
numerosas dunas y presenta hacia el mar una playa moderada-
mente ancha (~250 m), de pendiente suave (0.02), lo que la
hace sumamente atractiva para el desarrollo de actividades
recreativas y la construcción de infraestructura turística. Entre 1972 y 2003 la barra del EPB mostró un crecimiento
longitudinal neto de 420 m, lo que redujo el ancho de su boca
de 600 a 180 m (Delgado-González et al. 2005). El crecimiento
longitudinal de la barra se ha atribuido a que, durante prima-
vera, verano y otoño, el transporte litoral dominante de
sediNSmento a lo largo de la barra es hacia el noreste; esto
es, en dirección a la boca del estero, según se infiere de
mediciones de oleaje realizadas durante tales estaciones
(Torres-Navarrete 1991). Introduction Por otro lado, se ha sugerido que, a
pesar del importante crecimiento de la barra, la boca del estero
no se ha cerrado debido a que durante la época invernal,
cuando el oleaje arriba a la bahía con sus máximas alturas y del
noroeste, la dirección del transporte litoral de sedimento
debiera ser de mayor magnitud que el resto del año y hacia el
sur, lo que permite establecer un balance anual entre las canti-
dades de sedimento que se trasportan en ambas direcciones a lo
largo de la barra (Torres-Navarrete 1991). Between 1972 and 2003, the PBE sandbar showed a
longitudinal net growth of 420 m and the width of the estuary
mouth decreased from 600 to 180 m (Delgado-González et al. 2005). This longitudinal growth has been attributed to the
fact that in spring, summer and autumn the longshore sand
transport along the bar is predominantly northeastward, in the
direction of the mouth, as inferred from wave measurements
made during those seasons (Torres-Navarrete 1991). Despite
the bar’s rapid growth, it has been suggested that the mouth
remains open because during winter, when waves approach
from the northwest and maximum wave heights occur in the
bay, the longshore sand transport should be toward the south
and of greater magnitude than at other times of the year, estab-
lishing an annual balance between the amounts of sediment
that are transported in both directions along the bar (Torres-
Navarrete 1991). The objective of this study was to analyze wave measure-
ments taken during winter, from November 2004 to March
2005, off the PBE sandbar. This is the first time that the charac-
teristics of the waves approaching the sandbar and that the
magnitude and direction of the wave-induced longshore sedi-
ment transport are inferred for this season. Moreover, the data
were compared with existing measurements to determine the
possible occurrence of an annual balance between the amounts
of sediment that are transported in both directions along the
sandbar. En este trabajo se analizan mediciones de oleaje realizadas
durante la época invernal, de noviembre de 2004 a marzo de
2005, frente a la barra del EPB. Se infieren por primera vez
para esta época las características del oleaje que arriba a la
barra del estero, y la magnitud y dirección del trasporte litoral
de sedimento inducido por este oleaje. Introduction Se investiga también,
comparando con mediciones existentes, el posible balance
anual entre las cantidades de sedimento que se transportan en
ambas direcciones a lo largo de la barra del EPB. Resultados Las características generales del oleaje registrado por el
instrumento instalado frente a la boca del estero durante el
periodo de medición se muestran en la figura 2. Las series de
tiempo para las otras dos localidades no mostraron diferencias
relevantes, excepto para el caso de Hs, que resultó ser en pro-
medio 20% mayor en el punto de medición ubicado al norte de
la boca del estero. Esto concuerda con lo reportado por
Martínez-Díaz-de-León (2004), quien encontró que las alturas
del oleaje que arriban a la zona conocida como El Ciprés (fig. 1) pueden ser hasta 2.5 veces mayores que en otros sitios den-
tro de la bahía. Durante el periodo de mediciones se observó (fig. 2a)
variabilidad en la altura del oleaje típica para esta región
durante de la época invernal (Martínez-Díaz-de-León et al. 1989, Martínez-Díaz-de-León 2004). El promedio de la altura
fue de 0.7 m, con mínimos de 0.3 m. Destaca el arribo de varias
tormentas, cuatro de ellas importantes, con altura significante Figure 1. Geographic location of the wave sampling stations off the Punta
Banda Estuary sandbar. The broken lines indicate the bathymetric
configuration (depth in meters), and the square corresponds to the area
considered to obtain the wave refraction pattern shown in figure 4. Figure 1. Geographic location of the wave sampling stations off the Punta
Banda Estuary sandbar. The broken lines indicate the bathymetric
configuration (depth in meters), and the square corresponds to the area
considered to obtain the wave refraction pattern shown in figure 4. Figura 1. Ubicación geográfica de las estaciones de medición de oleaje
frente a la barra del Estero de Punta Banda. Las líneas segmentadas
muestran la configuración batimétrica (profundidades en metros), y el
recuadro frente al estero corresponde al área considerada para obtener el
patrón de refracción del oleaje mostrado en la figura 4. Figura 1. Ubicación geográfica de las estaciones de medición de oleaje
frente a la barra del Estero de Punta Banda. Las líneas segmentadas
muestran la configuración batimétrica (profundidades en metros), y el
recuadro frente al estero corresponde al área considerada para obtener el
patrón de refracción del oleaje mostrado en la figura 4. Figure 2. Time series of wave height, period and direction measured at the
Boca station (fig. 1) in front of the mouth of Punta Banda Estuary from
November 2004 to March 2005. Resultados The time series were interrupted in late
January because the instruments were removed for maintenance
purposes. Figura 2. Series de tiempo de altura, periodo y dirección del oleaje medido
en la estación Boca (fig. 1) frente a la boca del Estero de Punta Banda de
noviembre de 2004 a marzo de 2005. La interrupción de las series de
tiempo a finales de enero se debe a que los instrumentos fueron
recuperados para realizar maniobras de mantenimiento. instruments were installed at an average depth of 15 m and
operated from 9 November 2004 to 30 March 2005, a period
corresponding to the winter season. The measurements were
interrupted from 18 to 24 January 2005 for the instruments to
undergo maintenance. instruments were installed at an average depth of 15 m and
operated from 9 November 2004 to 30 March 2005, a period
corresponding to the winter season. The measurements were
interrupted from 18 to 24 January 2005 for the instruments to
undergo maintenance. Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar Figure 1. Geographic location of the wave sampling stations off the Punta
Banda Estuary sandbar. The broken lines indicate the bathymetric
configuration (depth in meters), and the square corresponds to the area
considered to obtain the wave refraction pattern shown in figure 4. frente a la barra, y el tercer instrumento al norte de la boca
(fig. 1). Los tres se instalaron a una profundidad media de 15 m
y operaron del 9 de noviembre de 2004 al 30 de marzo de
2005, periodo correspondiente a la época invernal. Las
mediciones se interrumpieron del 18 al 24 de enero de 2005
para realizar maniobras de mantenimiento a los equipos de
medición. Material and methods Para establecer durante la época invernal el clima de oleaje
que arriba al EPB y la dirección del transporte litoral de sedi-
mento a lo largo de su barra se realizaron mediciones costeras
de oleaje en tres localidades. Las estaciones de medición se
identificaron como Ciprés (31º45.5′ Ν, 116º37.9′ W), Boca
(31º47.0′ N, 116º38.6′ W) y Barra (31º45.5′ Ν, 116º39.4′ W)
(fig. 1). Se utilizaron instrumentos de medición tipo ADP
(Acoustic Doppler Profiler), con capacidad para resolver el
campo direccional del oleaje, dos de 1000 kHz (SonTek) y uno
de 600 kHz (RD Instruments). Estos instrumentos fueron pro-
gramados para registrar cada hora 2048 muestras de presión (p)
y de las componentes horizontales del campo de velocidad
(u, v), con un intervalo de muestreo de 0.5 s. Las rutinas de
cómputo de los propios instrumentos, que combinan p, u y v,
proporcionan para cada registro de oleaje valores de altura sig-
nificante (Hs), periodo del pico espectral (Tp) y dirección
media de propagación del oleaje (θ). Uno de los medidores
quedó ubicado frente a la boca del estero, otro al sur de la boca To determine the winter wave climate off PBE and the
direction of the longshore sand transport along the sandbar,
coastal wave measurements were taken at three stations, identi-
fied as Ciprés (31º45.5′ Ν, 116º37.9′ W), Boca (31º47.0′ Ν,
116º38.6′ W) and Barra (31º45.5′ Ν, 116º39.4′ W) (fig. 1). Measurements were taken with acoustic doppler profilers
(ADPs) capable of resolving the directional wave field. One
600 kHz (RD Instruments) and two 1000 kHz (SonTek) ADPs
were used. The instruments were programed to record, every
hour, 2048 samples of pressure (p) and of the horizontal com-
ponents of the velocity field (u, v), with a sampling interval of
0.5 s. The software of these instruments, which combine p, u
and v, provide significant wave height (Hs), spectral peak
period (Tp), and wave propagation direction (θ) data for each
measurement. One of the ADPs was located in front of the
estuary mouth, another to the south of the mouth, off the sand-
bar, and the third to the north of the mouth (fig. 1). The three 70 Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar Results The wave data recorded during the sampling period by
the instrument deployed off the estuary mouth are shown in
figure 2. The time series for the other two sites did not show
relevant differences, except in the case of Hs, which was on
average 20% higher at the station located to the north of the
mouth. This result concurs with that reported by Martínez-
Díaz-de-León (2004), who found that the height of the waves
reaching the area known as El Ciprés (fig. 1) can be up to 2.5
times higher than at other sites within Todos Santos Bay. Figure 2. Time series of wave height, period and direction measured at the
Boca station (fig. 1) in front of the mouth of Punta Banda Estuary from
November 2004 to March 2005. The time series were interrupted in late
January because the instruments were removed for maintenance
purposes. Figure 2a shows a typical variation in the wave height for
this region during the winter season (Martínez-Díaz-de-León et
al. 1989, Martínez-Díaz-de-León 2004). The mean Hs value
was 0.7 m and the minimum value was 0.3 m. The arrival of
several storms, four of them significant, is noticeable, with Hs
values greater than 1.5 m, but greater than 2 m in the case of p p
Figura 2. Series de tiempo de altura, periodo y dirección del oleaje medido
en la estación Boca (fig. 1) frente a la boca del Estero de Punta Banda de
noviembre de 2004 a marzo de 2005. La interrupción de las series de
tiempo a finales de enero se debe a que los instrumentos fueron
recuperados para realizar maniobras de mantenimiento. 71 Ciencias Marinas, Vol. 34, No. 1, 2008 the storm in early December 2004. The number and severity of
the storms recorded is not unusual, since numerous cold fronts
occur in winter over the Pacific Ocean of the Northern
Hemisphere. Most of these fronts affect the coasts of California
and Baja California (Allan and Komar 2000, 2002). mayor a 1.5 m. La tormenta de principios de diciembre de 2004
rebasó inclusive los 2 m de altura. El número y severidad de las
tormentas registradas no es algo sorprendente, ya que durante
la época invernal se tiene la ocurrencia de numerosos frentes
fríos sobre el Océano Pacífico del hemisferio norte. Estos
frentes en su mayoría afectan las costas de California y Baja
California (Allan y Komar 2000, 2002). Results The wave period (fig. 2b) also showed high variability,
with minimum and maximum values of 3.6 and 21 s, respec-
tively. The period can be observed to increase drastically on
several occasions and then decrease slowly until reaching, in
most cases, its initial value. It is interesting to note the clear
association between the peaks in wave period and the peaks in
wave height; this behaviour indicates that most of the peaks in
height are related to the arrival of waves generated by distant
storms. El periodo del oleaje (fig. 2b) mostró igualmente una gran
variabilidad, con valores mínimos de 3.6 s y máximo de 21 s. Se observa como en repetidas ocasiones el periodo se incre-
menta drásticamente para luego decrecer de manera paulatina
hasta alcanzar, en la mayoría de los casos, su valor inicial. Es
interesante notar la marcada asociación entre los picos de
periodo y los picos de altura del oleaje, comportamiento que
indica que la mayoría de los picos de altura están asociados al
arribo de olas generadas por tormentas lejanas. The predominant wave direction (fig. 2c) at the three sam-
pling stations was from the west, with a standard deviation of
only 17º. To identify the association between wave height and
approach direction, joint histograms were calculated (Hs, θ)
and are presented as wave roses in figure 3. In these charts the
thickness of the bars corresponds to wave height according to
the scale shown. The length of the bars (individual or cumula-
tive) represents the percentage of occurrence of the pairs of
values (Hs, θ), whose scale is indicated by the concentric cir-
cles. Note how regardless of height, more than 70% of the
waves approach from the west, while only a small percentage
(<15%) approach from other directions. La dirección dominante del oleaje en los tres puntos de
medición (fig. 2c) resultó ser del oeste franco, con una
desviación estándar de tan sólo 17 grados. Para identificar la
asociación entre la altura del oleaje y su dirección de arribo se
calcularon histogramas conjuntos (Hs, θ) que se presentan
como rosas de oleaje en la figura 3. En estas figuras el grosor
de las barras corresponde a la altura del oleaje según la escala
mostrada en la parte inferior derecha. Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar rompiente. Para su propagación se utilizó el modelo numérico
de refracción y difracción REFDIF-1 (Kirby y Dalrymple
1984). Este modelo, ligeramente no lineal, utiliza una expan-
sión en series de Stokes para resolver el problema analítico del
oleaje e incluye una corrección de tercer orden a la velocidad
de fase de las olas. La derivación matemática del modelo
supone que los cambios de profundidad se suceden en distan-
cias más grandes que la longitud de onda de las olas. correction to the wave phase velocity. The model’s mathemati-
cal deduction assumes that the changes in depth occur in
distances greater than the wave wavelengths. Different triads of wave height, period and direction were
used as model input parameters; nevertheless, as already men-
tioned, the predominant wave direction was from the west
(fig. 3). The refraction pattern of one of these triads (Hs =
0.75 m, Tp = 15 s, θ = 270º) is shown as sea surface height
contours in figure 4. This example is representative of the dif-
ferent trials carried out, since the refraction pattern proved to
be more sensitive to the wave incidence angle than to the varia-
tions in wave height or period. In general, the refraction trials
revealed that in the breaker zone the dominant wave direction
was from the southwest, generating a longshore transport along
the sandbar towards the northeast, in the direction of the estu-
ary mouth. Como parámetros de entrada al modelo se utilizaron dife-
rentes triadas de altura, periodo y dirección del oleaje. Sin
embargo, como ya se comentó, la dirección dominante de las
olas resultó ser del oeste franco (fig. 3). El patrón de refracción
para una de estas triadas (Hs = 0.75 m, Tp = 15 s, θ = 270º) se
ilustra como contornos de la elevación de la superficie del mar
en la figura 4. Cabe mencionar que este ejemplo es representa-
tivo de los diferentes ejercicios realizados, ya que el patrón de
refracción resultó ser más sensible al ángulo de incidencia de
las olas que a las variaciones en su altura o periodo. Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar En general,
los ejercicios de refracción mostraron que en la zona de rom-
piente la dirección dominante del oleaje es suroeste, lo que
induce que el transporte litoral a lo largo de la barra sea hacia
el noreste, esto es, hacia la boca del estero. To calculate the magnitude of longshore transport,
expressed as volume per unit of time (m3 day–1), the following
equation developed by the US Corps of Engineers (CERC
1984) was used: Q1
Il
ρs
ρ
–
(
) g 1
p
–
(
)
-------------------------------------------
= Q1
Il
ρs
ρ
–
(
) g 1
p
–
(
)
-------------------------------------------
= Para calcular la magnitud del transporte litoral, expresado
como volumen por unidad de tiempo (m3 día–1), se utilizó la
fórmula desarrollada por el Cuerpo de Ingenieros de los
Estados Unidos (CERC 1984): where ρs is the relevant sediment density (2650 kg m–3), ρ is
the density of seawater (1025 kg m–3), g is the constant of
gravity (9.81 m s–2), p is the porosity of the substrate (= 0.4),
and Il is the immersed weight sediment transport rate (N s–1)
given by: Q1
Il
ρs
ρ
–
(
) g 1
p
–
(
)
-------------------------------------------
= Q1
Il
ρs
ρ
–
(
) g 1
p
–
(
)
-------------------------------------------
= Il
KPl
= donde ρs es la densidad relativa del sedimento (2650 kg m–3), ρ
es la densidad del agua de mar (1025 kg m–3), g es la constante
de gravedad (9.81 m s–2) y p es la porosidad del substrato
(= 0.4), e Il es la tasa del transporte de sedimento como peso
inmerso en N s–1, dada por: where K is an adimensional constant (= 0.77), and Pl is the
longshore component of wave power (N s–1) given by: Pl
ECn
θ senθ
cos
(
)r
= Pl
ECn
θ senθ
cos
(
)r
= Il
KPl
= where E is the wave energy (N m–1), C is the celerity of the
waves (m s–1), n represents the quotient between the group
velocity and the celerity of the waves, and θ is the wave
propagation direction. The subindex r indicates that all these
parameters are evaluated at the depth where the waves begin to
break. Results La longitud de las barras
(individual o acumulativa) representa el porcentaje de ocurren-
cia de las parejas de valores (Hs, θ), cuya escala es indicada
por los círculos concéntricos. Se aprecia como, sin importar
su altura, más del 70% de las olas provienen del oeste, mien-
tras que sólo un pequeño porcentaje (<15%) arriba de otras
direcciones. To be able to infer the magnitude and direction of sediment
transport, wave height and direction at the breaker line have to
be known. As the wave measurements were made in 15-m-
deep waters, it was necessary to conduct a numerical
propagation of the waves measured up to the breaker zone. The
REFDIF-1 numerical refraction/diffraction model (Kirby and
Dalrymple 1984) was used for the propagation. This weakly
nonlinear model uses Stokes´ series expansion to resolve
the analytical problem of waves and includes a third-order Para inferir la magnitud y dirección del transporte de sedi-
mento se requiere conocer la altura y dirección del oleaje en la
línea de rompiente. Debido a que las mediciones de oleaje se
realizaron en aguas de 15 m de profundidad, fue necesario
propagar numéricamente el oleaje medido hasta la zona de Figure 3. Wave, height and direction roses for the three sampling stations (fig. 1) off the Punta Banda Estuary sandbar. Figura 3. Rosas de oleaje, altura y dirección, en los tres puntos de medición (fig. 1) frente a la barra del Estero de Punta Banda. Figure 3. Wave, height and direction roses for the three sampling stations (fig. 1) off the Punta Banda Estuary sandbar. Figura 3. Rosas de oleaje, altura y dirección, en los tres puntos de medición (fig. 1) frente a la barra del Estero de Punta Banda. 72 Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar donde K es una constante adimensional (= 0.77), y Pl es la
componente a lo largo de la costa de la potencia del oleaje en
N s–1, dada por: Pl
ECn
θ senθ
cos
(
)r
= Based on the pair of height (Hs = 0.75 m) and direction (θ =
270º) values that occurred with most frequency (>70%, fig. 3)
during the sampling period, the volume of sediment trans-
ported along the PBE sandbar was 817 m3 day–1. This amount is
much higher than the sum of the volumes reported by Torres-
Navarrete (1991) for spring (384 m3 d–1), summer (10.5 m3 d–1),
and autumn (–110.4 m3 d–1). The wave approach direction and
orientation of the sandbar generate a sediment transport
towards the estuary mouth (i.e. towards the northeast). donde E es la energía del oleaje en N m–1, C es la celeridad de
las olas (m s–1), n representa el cociente entre la velocidad
de grupo y la celeridad de las olas, y θ es la dirección de pro-
pagación de las olas. El subíndice r indica que todos estos
parámetros se evalúan en la profundidad donde inicia la rom-
piente de las olas. Considerando la pareja más frecuente (>70%, fig. 3) de
valores de altura (Hs = 0.75 m) y dirección (θ = 270º) durante
el periodo de mediciones se obtiene que el volumen de This result contradicts the hypothesis presented by Torres-
Navarrete (1991) that during winter the sediment along the 73 Ciencias Marinas, Vol. 34, No. 1, 2008 Figure 4. Wave refraction pattern off the Punta Banda Estuary sandbar, expressed as sea surface height contours. The refraction corresponds to the
area indicated by the square in figure 1 and was obtained with the REFDIF-1 model, using Hs = 0.75 m, Tp = 14 s, and θ = 270º as model input data. Figura 4. Patrón de refracción del oleaje frente a la barra del Estero de Punta Banda, expresado como contornos de elevación de la superficie del
mar. La refracción corresponde al área enmarcada en el recuadro de la figura 1 y se obtuvo utilizando el modelo REFDIF-1. Como información de
entrada al modelo se utilizó: Hs = 0.75 m, Tp = 14 s y θ = 270º. Figure 4. Wave refraction pattern off the Punta Banda Estuary sandbar, expressed as sea surface height contours. Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar The refraction corresponds to the
area indicated by the square in figure 1 and was obtained with the REFDIF-1 model, using Hs = 0.75 m, Tp = 14 s, and θ = 270º as model input data. Figura 4. Patrón de refracción del oleaje frente a la barra del Estero de Punta Banda, expresado como contornos de elevación de la superficie del
mar. La refracción corresponde al área enmarcada en el recuadro de la figura 1 y se obtuvo utilizando el modelo REFDIF-1. Como información de
entrada al modelo se utilizó: Hs = 0.75 m, Tp = 14 s y θ = 270º. sandbar is transported southward. On the other hand, for the
first time it allows us to suggest that during a typical annual
cycle the dominant transport along the sandbar is in the direc-
tion of the estuary mouth. This result could partially explain
the significant longitudinal growth of the sandbar and the rele-
vant decrease of more than 400 m in the width of the PBE
mouth observed over the last decades (Delgado-González et al. 2005). sedimento transportado a lo largo de la barra del estero es
de 817 m3 día–1, el cual resultó ser mucho mayor que la suma
de los volúmenes reportados por Torres-Navarrete (1991)
para primavera (384 m3 d–1), verano (10.5 m3 d–1) y otoño
(–110.4 m3 d–1). La dirección de aproximación del oleaje y la
orientación de la barra inducen un trasporte de sedimento hacia
la boca del estero, esto es, hacia el noreste. Este resultado contradice la hipótesis planteada por Torres-
Navarrete (1991) en la que durante la época invernal el
sedimento en la barra es transportado hacia el sur. Sin
embargo, al mismo tiempo permite sugerir por primera vez que
a lo largo de un ciclo anual típico el transporte dominante a lo
largo de la barra es en dirección a la boca del EPB. Este
resultado pudiera explicar en parte el importante crecimiento
longitudinal de la barra y la relevante disminución en más de
400 m del ancho de la boca del estero, observados en las
últimas décadas (Delgado-González et al. 2005). Discussion Coastal waves are the main physical agent responsible for
changes in the morphology of the coastline, so monitoring and
analyzing their characteristics is of the utmost importance,
especially when sandy beaches are involved. The wave characteristics analyzed in this study reflect a
typical winter condition for Todos Santos Bay (Martínez-Díaz-
de-León et al. 1987, Martínez-Díaz-de-León 2004, Lizárraga-
Arciniega et al. 2007). The occurrence of some short-duration
storms shows a clear association between the increase in both
wave height and period. It can be assumed from this result that
the dominant waves were generated by distant storms. Discusión Es de suma importancia medir y analizar las características
del oleaje que arriba a las costas, ya que éste es el principal
agente físico responsable de inducir cambios en la morfología
costera particularmente cuando se trata de playas arenosas. On the other hand, a small standard deviation (~17º) was
observed in the direction that waves approach the PBE
sandbar. This suggests that the sediment transport direction
determined in this study is a typical condition of winter waves,
especially if we consider that the refraction pattern showed
greater sensitivity to the wave approach angle than to wave Las características del oleaje analizado en este trabajo
reflejan una condición invernal típica para la Bahía de Todos
Santos (Martínez-Díaz-de-León et al. 1987, Martínez-Díaz-de-
León 2004, Lizárraga-Arciniega et al. 2007). La ocurrencia de 74 Martínez-Díaz-de-León et al.: Winter growth of the Punta Banda Estuary sandbar height and period, increasing the relevance of the results
presented here. algunos eventos de tormenta de corta duración muestra una
marcada asociación entre la creciente altura del oleaje y el
incremento en el periodo, lo que permite suponer que las olas
dominantes registradas fueron generadas por tormentas lejanas. The length of the sandbar has been increasing over the past
two decades and though the width of the estuary mouth has
been considerably reduced it has not closed up. This has been
explained by inferring a balance between the sediment trans-
ported southwestward during spring, summer and autumn, and
that transported northeastward during winter. The wave data
analyzed here indicates that this hypothesis is not necessarily
true. Even though the amount of sediment transported along
the sandbar is much greater in winter (817 m3 day–1) than at
other times of the year, the winter wave characteristics, particu-
larly direction, indicate that sediment is transported in the
direction of the estuary mouth. This result suggests that during
a typical year the dominant sediment transport direction along
the sandbar is to the northeast, and this has undoubtedly con-
tributed to increase the length of the sandbar. Por otro lado, se observa una pequeña desviación estándar
(~17º) en la dirección de aproximación del oleaje a la barra del
estero. Discusión Esto sugiere que la dirección del transporte de sedi-
mento determinada en este trabajo es una condición típica del
oleaje durante la época invernal, sobretodo si se considera que
el patrón de refracción resultó ser más sensible al ángulo de
aproximación de las olas que a su altura y periodo. Esto incre-
menta la relevancia de los resultados aquí presentados. La longitud de la barra del EPB se ha estado incrementando
durante las últimas dos décadas, y aunque esto conlleva a una
reducción considerable del ancho de la boca del estero, ésta no
se ha cerrado. Esto se ha explicado infiriendo un balance entre
el sedimento que se transporta hacia el oeste durante prima-
vera, verano y otoño, y el que se transporta hacia el noreste
durante la época invernal. La información de oleaje analizada
aquí sugiere que dicha hipótesis no es necesariamente cierta. Si
bien durante el invierno la cantidad de sedimento que se trans-
porta a lo largo de la barra es mucho mayor (817 m3 día–1) que
las cantidades que se reportan para las otras épocas del año, las
características del oleaje en invierno, particularmente su direc-
ción, inducen un transporte de sedimento en dirección a la boca
del estero. Esto parece sugerir que durante un año típico la
dirección dominante del transporte de sedimento a lo largo de
la barra es hacia el noreste, lo que sin duda ha contribuido a
incrementar más rápidamente la longitud de la barra del estero. The fact that the PBE mouth still remains open must be
attributed to other physical processes and not to an annual
balance in the magnitudes and directions of sediment transport
along the sandbar. For example, recent studies (Ortiz et al. 2003, Delgado-González et al. 2005) suggest that the extraor-
dinary input of sediment during the extreme rainfall events of
1978 and 1983 caused significant silting in the PBE basin,
which considerably reduced the self-dredging ability of the
mouth and facilitated the longitudinal growth of the sandbar,
but kept the mouth open. It is important to mention that the longitudinal growth of
the PBE sandbar has not been continuous. During the winter of
1978/1979, the width of the estuary mouth increased from 444
to 756 m as a result of severe erosion at the tip of the sandbar. Discusión This erosion was attributed to the effects caused by the extreme
wave storms during the El Niño winter of 1977/1978
(Dormurat 1978, González-Calvillo and Cupul-Magaña 1986,
Lizárraga-Arciniega et al. 2003). El hecho de que la boca del estero no se haya cerrado aún
puede ser atribuible a otros procesos físicos y no a un balance
en un ciclo anual en las magnitudes y direcciones del trans-
porte de sedimento a lo largo de la barra. Por ejemplo, trabajos
recientes (Ortiz et al. 2003, Delgado-González et al. 2005)
sugieren que los aportes extraordinarios de sedimento durante
las lluvias extremas de 1978 a 1983 asolvaron considerable-
mente la cuenca del estero, lo que redujo considerablemente la
capacidad de autodragado de la boca del estero y facilitó el cre-
cimiento longitudinal de la barra pero manteniendo la boca del
estero abierta. Another aspect that may be playing an important role in
maintaining the estuary mouth open is a possible inequality
between the magnitudes of the ebb and flood tidal currents. Ortiz et al. (2003) used a hydrodynamic model to simulate the
maximum speeds attained during ebb and flood tides in PBE,
and their results show that the velocities during ebb tide are
much greater than during flood tide, thus preventing the accu-
mulation of sediment at the mouth and increasing the estuary’s
self-dredging ability. Es importante mencionar que el crecimiento longitudinal
de la barra no ha sido continuo. Durante el invierno 1978/1979
el ancho de la boca del estero pasó de 444 a 756 m, como con-
secuencia de la erosión extrema en la punta de la barra del
estero. Tal erosión fue atribuida a los efectos ocasionados por
las tormentas con oleaje extremo registradas durante el
invierno 1977/1978, reportado como invierno Niño (Dormurat
1978, González-Calvillo y Cupul-Magaña 1986, Lizárraga-
Arciniega et al. 2003). It can therefore be concluded that during winter, the
dominant waves that reach Todos Santos Bay come from the
west-northwest and approach the sandbar from the west. The
characteristics of these waves together with the orientation of
the sandbar can generate a net longshore sediment transport of
up to 817 m3 day–1 towards the northeast, in the direction of the
estuary mouth. Discusión This result contradicts the hypothesis that the
winter longshore transport direction is southeastward and
allows us to establish, considering the results of Torres- Otro especto que pudiera contribuir de manera importante a
mantener la boca del estero abierta es la existencia de una des-
igualdad entre las magnitudes del flujo y reflujo de la marea. Ortiz et al. (2003), mediante el uso de un modelo hidrodiná-
mico, simularon las velocidades máximas alcanzadas durante
flujo y reflujo de la marea en el EPB. Sus resultados muestran 75 Ciencias Marinas, Vol. 34, No. 1, 2008 Ciencias Marinas, Vol. 34, No. 1, 2008 Navarrete (1991), that during a typical year the dominant long-
shore sediment transport along the PBE sandbar is to the
northeast. que las velocidades durante el reflujo son mucho mayores que
durante el flujo, previniendo así la acumulación de sedimento
en la boca e incrementando por otro lado la capacidad de auto-
dragado del estero. References Allan JC, Komar PD. 2000. Are ocean wave heights increasing in the
eastern North Pacific? EOS 81: 561, 566–567. Allan JC, Komar PD. 2002. Nearshore-process climates related to
changing deep-water wave conditions. Shore & Beach 70: 31–40. Blanco-Betancourt R. 1987. Comparación de dos modelos de
predicción de la corriente a lo largo de la playa, con datos reales
obtenidos en la barra del estero de Punta Banda, B.C. Tesis de
licenciatura,
Facultad
de
Ciencias
Marinas,
Universidad
Autónoma de Baja California, Ensenada, México, 36 pp. English translation by Christine Harris. English translation by Christine Harris. Acknowledgements Por lo anterior se puede concluir que durante la época
invernal el oleaje dominante que arriba a la bahía proviene del
oeste-noroeste, aproximándose a la barra del estero con
dirección oeste franco. Las características de este oleaje en
combinación con la orientación de la barra pueden inducir un
transporte litoral neto de sedimento de hasta 817 m3 día–1 en
dirección noreste, hacia la boca del estero. Este resultado con-
tradice la hipótesis de que durante el invierno la dirección del
transporte litoral es hacia el suroeste, y permite establecer,
aunado a los resultados de Torres-Navarrete (1991), que a lo
largo de un año típico de oleaje la dirección dominante del
transporte litoral de sedimento en la barra del estero es hacia el
noreste. We thank CONACYT for financial support through project
SEP-2004-C01-47656. We thank CONACYT for financial support through project
SEP-2004-C01-47656. Recibido en mayo de 2007;
aceptado en febrero de 2008. Agradecimientos Agradecemos al CONACYT por el apoyo financiero a tra-
vés del proyecto SEP-2004-C01-47656. CERC. 1984. Shore Protection Manual. Vicksburg, Mississippi: US
Army Coastal Engineering Research Center, Corps of Engineers. Delgado-González O, Lizárraga-Arciniega R, Martínez-Díaz-de-León
A, Galindo-Bect L, Fermán-Almada JL, Sánchez-Arcilla A,
Mosso C, Pérez-Higuera R, Cruz-Varela A. 2005. Cambios en la
posición de la línea de playa de la boca del Estero de Punta Banda,
Baja California, durante 1972–2003. Cienc. Mar. 31: 707–717. Lizárraga-Arciniega
JR,
Martínez-Díaz-de-León
A,
Delgado-
González O, Torres C, Galindo-Bect LA. 2007. Alternancia de los
ciclos de erosión/acreción de la playa relacionados con el oleaje en
Rosarito, Baja California, México. Cienc. Mar. 33: 259–269. Martínez-Díaz-de-León A. 2004. Spatial variability of wave data from
Todos Santos Bay, Baja California, Mexico. J. Coast. Res. 20:
1231–1236. Dormurat JW. 1978. Selected coastal shoredamage in California. Winter of 1977–1978. Shore & Beach 46: 15–20. González-Calvillo A, Cupul-Magaña L. 1986. Causas de erosión de
Playas de Tijuana, BC, durante el periodo 1975–1985. Cienc. Mar. 12: 82–94. Martínez-Díaz-de-León A, Nava-Button C, Ocampo-Torres FJ. 1989. Estadística del oleaje en la Bahía de Todos Santos, B.C., de
septiembre de 1986 a agosto de 1987. Cienc. Mar. 15(3): 1–20. Kirby JT, Dalrymple RA. 1984. Combined refraction/diffraction
model, REFDIF-1, version 2.5. Technical Report CACR-94-22. Centre for Applied Coastal Research, Department of Civil and
Environmental Engineering, University of Delaware, Newark,
172 pp. Ortiz M, Huerta-Tamayo L, Hinojosa A. 2003. Transporte de
sedimento por tracción de marea en el Estero de Punta Banda,
Baja California, México. GEOS 23: 283–294. Torres-Navarrete CR. 1991. Transporte litoral en una zona de la Bahía
de Todos Santos, B.C., México, durante abril, agosto y octubre de
1985. Cienc. Mar. 17(3): 59–71. Torres-Navarrete CR. 1991. Transporte litoral en una zona de la Bahía
de Todos Santos, B.C., México, durante abril, agosto y octubre de
1985. Cienc. Mar. 17(3): 59–71. Lizárraga-Arciniega R, Chee-Barragán A, Gil-Silva E, Mendoza-
Ponce T, Martínez-Díaz-de-León A. 2003. Effect of El Niño on
the subaereal beach Playas de Rosarito, B.C., México. Geofís. Int. 42: 419–428. Recibido en mayo de 2007;
aceptado en febrero de 2008. 76 76
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Predator-Driven Nutrient Recycling in California Stream Ecosystems
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Introduction The rate at which nutrients are recycled within a system depends
heavily on the physical characteristics of that system and
characteristics of the organisms that inhabit it. The productivity of primary producers in aquatic ecosystems is
limited by a range of biotic and abiotic factors, with light and
nutrient availability among the primary drivers [1–6]. Nutrient
limitation can over-ride the importance of light, and even in low-
light environments, increasing the availability of nutrients can
increase primary producer biomass [7]. Nitrogen (N) and
phosphorus (P) are key macronutrients that can individually or
simultaneously limit growth depending on their availability and
the requirements of the demand assemblage [1,8]. External
ambient nutrient fluxes of N and P are driven by weathering,
fixation, and runoff from terrestrial ecosystems [9] as organic and
inorganic components of soils release dissolved mobile ions in
surface waters [10]. In addition, internal biotic processes can
subsidize fluxes into the system, increasing nutrient availability. Interactions among producers, herbivores, and predators are
important determinants of nutrient dynamics in aquatic ecosys-
tems. Changes in nutrient availability can have direct effects on
producer biomass [16], as well as potential for future growth
through nutrient storage [17]. As the base of the food web,
producers in streams can drive ecosystem productivity and can be
directly and indirectly affected by a range of animals. Herbivores
can directly limit producer growth and biomass through grazing
pressure [18]. Higher trophic level animals indirectly affect
autotroph abundance by stimulating higher producer productivity
through nutrient recycling and preying on herbivores, which in
turn reduces grazing pressure [13,19–22]. To date, investigations of the effects of consumer identity and
abundance on nutrient recycling in streams have focused mainly
on fish assemblages (e.g. [12,15,23–30], but see [31–34]). While
fish species represent a large fraction of animal biomass in many
stream ecosystems, there are myriad other taxa that make up a
substantial component of secondary production, including aquatic
macroinvertebrates and other vertebrates (amphibians, reptiles,
mammals, birds). Predatory amphibian populations in particular,
often rival the abundance and biomass of fishes in many systems, In aquatic environments, animals process organic compounds
through consumption, metabolism, and excretion into labile
dissolved forms that can be taken up by autotrophs and other
microbial organisms [11]. Abstract Nutrient recycling by consumers in streams can influence ecosystem nutrient availability and the assemblage and growth of
photoautotrophs. Stream fishes can play a large role in nutrient recycling, but contributions by other vertebrates to overall
recycling rates remain poorly studied. In tributaries of the Pacific Northwest, coastal giant salamanders (Dicamptodon
tenebrosus) occur at high densities alongside steelhead trout (Oncorhynchus mykiss) and are top aquatic predators. We
surveyed the density and body size distributions of D. tenebrosus and O. mykiss in a California tributary stream, combined
with a field study to determine mass-specific excretion rates of ammonium (N) and total dissolved phosphorus (P) for D. tenebrosus. We estimated O. mykiss excretion rates (N, P) by bioenergetics using field-collected data on the nutrient
composition of O. mykiss diets from the same system. Despite lower abundance, D. tenebrosus biomass was 2.5 times higher
than O. mykiss. Mass-specific excretion summed over 170 m of stream revealed that O. mykiss recycle 1.7 times more N, and
1.2 times more P than D. tenebrosus, and had a higher N:P ratio (8.7) than that of D. tenebrosus (6.0), or the two species
combined (7.5). Through simulated trade-offs in biomass, we estimate that shifts from salamander biomass toward fish
biomass have the potential to ease nutrient limitation in forested tributary streams. These results suggest that natural and
anthropogenic heterogeneity in the relative abundance of these vertebrates and variation in the uptake rates across river
networks can affect broad-scale patterns of nutrient limitation. Citation: Munshaw RG, Palen WJ, Courcelles DM, Finlay JC (2013) Predator-Driven Nutrient Recycling in California Stream Ecosystems. PLoS ONE 8(3): e58542. doi:10.1371/journal.pone.0058542 Palen WJ, Courcelles DM, Finlay JC (2013) Predator-Driven Nutrient Recycling in California Stream Ecosystems. PLoS ONE 8(3): e58542
0058542 RG, Palen WJ, Courcelles DM, Finlay JC (2013) Predator-Driven Nutrient Recycling in California Stream Ecosystems. PLoS ONE 8(3): e58
one.0058542 Editor: Wayne M. Getz, University of California, Berkeley, United States of America Editor: Wayne M. Getz, University of California, Berkeley, United States of America Received October 13, 2012; Accepted February 5, 2013; Published March 8, 2013 Received October 13, 2012; Accepted February 5, 2013; Published March 8, 2013 Copyright: 2013 Munshaw et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Predator-Driven Nutrient Recycling in California Stream
Ecosystems Robin G. Munshaw1*, Wendy J. Palen1, Danielle M. Courcelles1, Jacques C. Finlay2
1 Earth to Ocean Research Group, Department of Biological Sciences, Simon Fraser University, Burnaby, British Columbia, Canada, 2 Department of Ecology, Evolution and
Behavior, University of Minnesota, St. Paul, Minnesota, Unites States of America Robin G. Munshaw1*, Wendy J. Palen1, Danielle M. Courcelles1, Jacques C. Finlay2 Abstract Funding: This work was supported by the National Science and Engineering Research Council of Canada’s USRA and Discovery Grant program (www.nserc-crsng. gc.ca), and the Canada Research Chairs program (www.chairs-chaires.gc.ca). No individuals employed or contracted by the funders played any role in study
design, data collection and analysis, decision to publish, preparation of the manuscript. Competing Interests: This work has previously been reviewed by Dr. Mary Power, Dr. John Schade, Dr. Jill Welter, and Dr. James Hood. This does not alter the
authors’ adherence to all the PLOS ONE policies on sharing data and materials. * E-mail: rgm1@sfu.ca * E-mail: rgm1@sfu.ca The rate at which nutrients are recycled within a system depends
heavily on the physical characteristics of that system and
characteristics of the organisms that inhabit it. PLOS ONE | www.plosone.org Ethics Statement This
work
was conducted with the
approval
California
Department of Fish and Game (#11077), NOAA (#14904), and
Simon Fraser University Animal Care (920B-09) permits. All
animals were anaesthetized using Tricaine methanesulfonate (MS-
222) before handling, and all efforts were made to minimize stress
and suffering during this study. Here we examined the effects of species identity in nutrient
recycling between two taxonomically diverse top-predators, D. tenebrosus and O. mykiss, and explored the relative importance of
ecosystem-scale N and P recycling by these predators across a
range of potential real-world densities. We conducted a field study
to estimate diet composition, nutrient excretion rates (N, P), and
densities for each species, as well as the elemental body
composition (C, N, P) of their prey in a coastal stream in
Northern California. We hypothesize that, due to their large body
size and high abundance [42], D. tenebrosus would dominate
predator-mediated nutrient recycling in tributary ecosystems
where both species co-occur. We also hypothesize that changes
in the relative abundance of each species could affect ecosystem-
level nutrient availability. Study Site Like many coastal tributaries in Northern California, Oregon,
and Washington, our study site (Fox Creek, South Fork Eel river
watershed, UTM: 10S 445880E, 4399070N) has two classes of
vertebrate predators, stream salamanders (Genus Dicamptodon) and
juvenile salmonid fishes (Genus Oncorhynchus). Dicamptodon tenebrosus
exhibits life-history plasticity; after two to three years as aquatic
juveniles, D. tenebrosus can either remain aquatic as paedomorphic
adults
or
metamorphose
into
terrestrial
adults
[52]. The
geographic range of D. tenebrosus includes coastal watersheds from
the southern extremes of British Columbia to central California
with the exception of the Olympic Peninsula [53]. Oncorhynchus
mykiss populations in Pacific coastal watersheds are usually
comprised of a mix of anadromous (i.e. steelhead) and resident
(i.e. rainbow trout) individuals, with juveniles rearing in freshwa-
ters for one to two years typically followed by divergence into one
of the two dominant life-histories [54,55]. To determine the mass-
frequency distribution and total biomass represented by each
species, we conducted a survey of D. tenebrosus and O. mykiss in a
tributary typical of coastal watersheds in the Pacific Northwest. We conducted our survey on Fox Cr. (2.6 km2 drainage area), a
perennial tributary of the South Fork Eel River (SF Eel),
Mendocino County, California, whose watershed lies entirely
within the University of California’s Angelo Coast Range Reserve. The Fox Cr. watershed is dominated by Douglas fir (Pseudotsuga
menziesii), Coast redwood (Sequoia sempervirens), and mixed conifer-
deciduous forests. The channel is moderately incised with steep
banks and is heavily shaded, and frequent woody debris jams are
indicative of high winter discharge (November-March) despite low
dry-season base flow (April-October, 5–7 L?s21; [45]). During
summer base flow, the stream is reduced to a series of short riffles
and shallow pools. The streambed alluvium is a mixture of cobbles
and boulders, embedded with sand and pebbles. Methods To quantify the magnitude and importance of nitrogen and
phosphorus recycling by vertebrates in tributary biogeochemistry,
we conducted a survey of the size distribution, abundance, and
diet composition of D. tenebrosus and O. mykiss. We estimated mass-
specific excretion rates by two methods; in situ incubations for D. tenebrosus to establish novel excretion rate estimates, and bioener-
getics modeling for O. mykiss. Bioenergetics models are often
substituted for direct excretion measurements when appropriate
models and parameter estimates exist [13,46–49]. Using a
bioenergetics model to estimate excretion rates has been shown
to be a very equitable surrogate for direct measurement [50]. However, due to a lack of available data on D. tenebrosus, direct
measurements were necessary to establish excretion estimates. Despite the uncertainties of using two methodologies for deter-
mining excretion rates, both methods can be considered compa-
rable if adequate care is taken with handling and incubation time
to minimize the effects of stress and fasting [11,23,51]. By using a
bioenergetics model for fish, we were able to avoid the error in
estimating normal excretion rates caused by handling stress, and
reduce the need to experimentally manipulate additional animals. Although aquatic vertebrates can produce similar daily quan-
tities of N and P through egestion and excretion [49], nutrients in
fecal matter must undergo further microbial processing before
they are available for uptake by autotrophs. We therefore do not
consider egestion as an instantaneous contribution to nutrient
recycling in this study. As such, we acknowledge that our estimates
of excretion represent underestimates of total nutrients recycled by Nutrient Recycling by Multiple Stream Predators and may have similarly large effects on nutrient recycling. While
some previous work has estimated the potential for nutrient
recycling by a limited number of amphibians at broad scales
[11,35], excretion data for salamanders is non-existent for most
species, and they have seldom been considered as potentially
important nutrient recyclers [36]. In temperate tributary streams
such as those in the Pacific Northwest, amphibian populations can
reach extremely high densities [37–39], even surpassing those of
fishes [40,41]. In this region, two main vertebrate groups dominate
predator assemblages; larval salamanders of the Genus Dicamptodon
and
juvenile
salmonids
of
the
Genus
Oncorhynchus. Larval
salamanders can often occur at densities exceeding all other
predators, accounting for up to 99% of the vertebrate biomass in
some areas [42]. Dicamptodon tenebrosus (coastal giant salamander;
[43]) is one of the largest salamanders in North America, and often
co-occurs with Oncorhynchus mykiss (steelhead trout). Both verte-
brates are similarly opportunistic predators [44,45]. As large
bodied vertebrates, these predators have may fill similar ecological
niches and may contribute similarly to ecosystem processes such as
nutrient recycling. vertebrates. We parameterized an O. mykiss bioenergetics model
using surveyed diet composition, prey whole-body nutrient
compositions (carbon, nitrogen, phosphorus), and summer water
temperatures
collected
from
several
tributary
streams. We
combined estimates of O. mykiss and D. tenebrosus population
densities with mass-specific excretion rates to estimate the relative
magnitude of nutrient recycling by each predator. Using these
excretion estimates and literature values for local nutrient uptake
rates, we determined total vertebrate contribution to nutrient
demand, and lastly explore the consequences of different relative
abundances of D. tenebrosus and O. mykiss for ecosystem level
nutrient availability. Introduction This process of consumer-driven
nutrient recycling subsidizes ambient nutrient levels, and can
affect the community structure of phytoplankton in lakes [12,13],
control the availability of nutrients in phytotelmata [14], and
control the spatial distribution of nutrients in river systems [15]. March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 1 March 2013 | Volume 8 | Issue 3 | e58542 Nutrient Recycling by Multiple Stream Predators March 2013 | Volume 8 | Issue 3 | e58542 Quantification of Nutrient Excretion Schindler and Eby [62] determined coefficients (a, b, c, d) for a
generalized salmonid bioenergetics model through meta-analysis
and literature review including several species of salmonids, and
we applied those estimates to our model (N: a = 23.256, 0.084 SE,
b = 0.893, 0.021 SE, c = 215.049, 5.526 SE, d = 0.014, 0.003 SE,
P:
a = 24.776,
0.068 SE,
b = 0.902,
0.024 SE,
c = 96.801,
19.288 SE, d = 0.008, 0.003 SE). Each time we applied the model
to
an
individual,
we
selected
coefficients
from
the
error
distribution associated with each estimate. To parameterize the
remaining terms of our O. mykiss bioenergetics model, we surveyed
the diet composition of O. mykiss (.50 mm TL) in Fox Cr. as
described above. Diets were converted to biomass pooled by order
(as described above), and the average C, N, and P composition for
each order was estimated based on percent C, N, and P measured
from invertebrates collected during a 2008 survey of tributary sites
within the SF Eel watershed (J. Hood, unpublished data). Inverte-
brate C and N composition was determined using an elemental
analyzer on dried and homogenized individuals or composited
samples of multiple individuals. Samples for P were ashed at
550uC and hydrolyzed with HCl followed by colorimetric
determination of PO4 [63]. Multiple values for the same genus
were averaged, and values for genera not represented in the survey
were summarized from the literature (Table 1 footnote). Diet
biomass and nutrient compositions (C, N, and P) were converted
to wet-mass using length to wet mass regressions for terrestrial and
aquatic diet items separately [64]. We used the combination of the
diet composition from surveyed fishes and invertebrate body
composition to determine the nitrogen and phosphorus compo-
sition of an average steelhead diet, and used these values in the O. mykiss bioenergetics model. Hourly stream temperatures were D. tenebrosus field study. To estimate nutrient-specific
excretion rates and ratios for larval D. tenebrosus, we incubated 18
individuals (SVL range: 56–133 mm) with one of three common
diet items [45,60]; terrestrial invertebrates (Orthoptera adults),
aquatic invertebrates (Odonata larvae), or aquatic vertebrates
(young-of-the-year O. mykiss). Individuals for excretion trials were
collected by hand from Fox Cr. and placed in window screen-
covered flow-through buckets to prevent the introduction of
additional prey. Minimum dietary throughput for D. Nutrient Recycling by Multiple Stream Predators present year round [38–40,56–58]. Animals were surveyed by
serial depletion in 32 tributary reaches (total stream distance of
170 m) blocked with nets from the top of the upstream riffle to the
downstream end of each pool, using a combination of methods
including snorkeling, electro-shocking, and hand-capture using the
Parker-stick method [45]. After capture, animals were anesthe-
tized with MS-222, weighed (g), and measured for total length
(TL), snout to vent length (SVL, for D. tenebrosus) and standard
length (SL, for O. mykiss). We used SVL and SL measurements as
the primary measures of body length due to the frequency of tail
injuries that can bias TL measurements. To compare dietary
intake of N and P, a subset of captured individuals were sampled
for diet using non-lethal gastric lavage (O. mykiss n = 86, D. tenebrosus n = 55). We adopted a minimum size threshold of
100 mm SL for O. mykiss and 50 mm SVL for D. tenebrosus based
on lavage apparatus to avoid injuring small individuals during diet
collection. Individuals with extensive injuries were not dieted. All
individuals in the diet survey were captured in the daytime in
pools, controlling for diel and habitat variability in gut contents. Individuals were dieted opportunistically across several concurrent
studies, which is reflected by the inconsistent sample sizes. Diets
were preserved in 70% EtOH until enumeration, measurement,
and identification to the highest level of taxonomic resolution
possible (e.g. Genus or Family). Dry biomass of individual diet
items was estimated using measured length (mm) and taxon-
specific length-weight regressions developed from our survey data
and the literature (Table S1). Diet data were supplemented with a
longer-term data set from our study stream and nearby tributaries. Water content of prey items was determined from the literature
[59], and used to convert invertebrate dry weight composition of
C, N, and P to wet weight composition for use in the O. mykiss
bioenergetics model. After processing and recovery from anesthe-
sia, all animals were released live at the point of capture. processes, despite our care with filtration. After 120 minutes,
approximately 100 mL of water was filtered (0.7 mm, Nalgene 190
syringe filter) to measure ammonium (NH4) and soluble reactive
phosphorus (SRP), and animals were removed, weighed, measured
as above and released. Water samples were kept dark in coolers
with ice packs and were processed within 4 hours. Nutrient Recycling by Multiple Stream Predators SRP
concentrations were determined using spectrophotometry, and
ammonium concentrations were determined using fluorometry
[61]. To evaluate the effects of mass and diet group on D. tenebrosus
excretion rates, we compared the likelihood of several competing
linear regression models using Akaike’s Information Criterion for
small sample sizes (AICc). We fit linear models by maximum
likelihood including all combinations of mass (log10(g)) and diet
treatment (terrestrial invertebrate, aquatic invertebrate, aquatic
vertebrate), including a mass by diet treatment interaction and an
intercept only model, assuming normally distributed errors. We
used the best-supported model by AICc to estimate daily excretion
rates (N, P) for each individual from our survey reach and summed
across all individuals (n = 348 D. tenebrosus) to estimate the total
amount and ratio of N and P recycled by D. tenebrosus in the 1 km
reach. O. mykiss bioenergetics model. We estimated O. mykiss
mass-specific excretion rates using an established bioenergetics
model for salmonids [62]. This model was built using a range of
body masses that fully encompass those found in our study. Nutrient specific (total dissolved N, total dissolved P) bioenergetics
models estimate mass-specific excretion rates (Ei) for each
individual (i) in grams per day based on animal mass (Mi), water
temperature (T), and N and P content of diet items (N). log10 Ei
ð
Þ~azb log10 Mi
ð
Þ
ð
Þzc N
ð
Þzd T
ð Þ Abundance Survey To estimate the body size distribution and total biomass of D. tenebrosus and O. mykiss, we surveyed all individuals of both species
in a sub-set of pools within the first 1.3 km of Fox Cr. Both O. mykiss and D. tenebrosus co-occur in Fox Cr. from the confluence
with the SF Eel to approximately 1.3 km upstream, at which point
fish passage is restricted, and only D. tenebrosus is present. Based on
previous surveys, these two species constitute the vast majority of
vertebrate biomass in tributary streams in the region and are Although aquatic vertebrates can produce similar daily quan-
tities of N and P through egestion and excretion [49], nutrients in
fecal matter must undergo further microbial processing before
they are available for uptake by autotrophs. We therefore do not
consider egestion as an instantaneous contribution to nutrient
recycling in this study. As such, we acknowledge that our estimates
of excretion represent underestimates of total nutrients recycled by March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org March 2013 | Volume 8 | Issue 3 | e58542 2 Nutrient Recycling by Multiple Stream Predators Ecosystem Nutrient Recycling By combining measured excretion rates of D. tenebrosus, with
bioenergetics estimates for O. mykiss, we predicted the total amount
and ratios of N and P recycled by these two predators across the Table 1. Average elemental body composition (by dry mass) of common O. mykiss and D. tenebrosus diet items* by order. Table 1. Average elemental body composition (by dry mass) of common O. mykiss and D. tenebrosus diet items* by order. ental body composition (by dry mass) of common O. mykiss and D. tenebrosus diet items* by order. Table 1. Average elemental body composition (by dry mass) of common O. mykiss and D. tenebrosus diet items* by order. % elemental composition (dry mass±SD)
Order
% of O. mykiss diet
% of D. tenebrosus diet
C
N
P
Coleoptera
9.25
0.50
53.661.0
8.760.7
0.560.1
Diptera
8.82
0.25
44.762.9
10.561.1
1.560.1
Ephemeroptera
26.82
75.53
46.264.2
10.761.0
1.260.2
Hemiptera1
0.45
1.15
50.764.2
11.760.9
1.060.3
Hymenoptera2,3
10.06
0.03
39.16 –
10.46 –
0.96 –
Lepidoptera4,5
6.24
1.69
34.66 –
5.86 –
0.36 –
Odonata
–
0.59
45.062.4
12.360.3
1.060.1
Orthoptera
–
0.54
46.861.7
9.660.3
0.760.1
Plecoptera6
0.37
0.85
52.960.4
10.360.2
1.160.1
Salmonid
–
6.93
43.667.0
12.762.3
1.360.2
Trichoptera
5.11
1.40
47.362.8
9.761.3
1.160.3 Table 1. Average elemental body composition (by dry mass) of common O. mykiss and D. tenebrosus diet items* by order. % elemental composition (dry mass±SD)
Order
% of O. mykiss diet
% of D. tenebrosus diet
C
N
P
Coleoptera
9.25
0.50
53.661.0
8.760.7
0.560.1
Diptera
8.82
0.25
44.762.9
10.561.1
1.560.1
Ephemeroptera
26.82
75.53
46.264.2
10.761.0
1.260.2
Hemiptera1
0.45
1.15
50.764.2
11.760.9
1.060.3
Hymenoptera2,3
10.06
0.03
39.16 –
10.46 –
0.96 –
Lepidoptera4,5
6.24
1.69
34.66 –
5.86 –
0.36 –
Odonata
–
0.59
45.062.4
12.360.3
1.060.1
Orthoptera
–
0.54
46.861.7
9.660.3
0.760.1
Plecoptera6
0.37
0.85
52.960.4
10.360.2
1.160.1
Salmonid
–
6.93
43.667.0
12.762.3
1.360.2
Trichoptera
5.11
1.40
47.362.8
9.761.3
1.160.3
Elemental composition estimates from the literature for orders Lepidoptera and Hymenoptera did not include estimates of variability. Footnotes: *Unaccounted for percentage of diet was comprised of diet items not covered by invertebrate CNP survey and for which values could not be found in
literature. Contributions by these uncommon items were deemed inconsequential due to their small individual proportion of the wet mass of diets. Large and/or unique
diet items (orders comprising ,0.5% of total items) were discounted in diets so as not to bias elemental estimates. Nutrient Recycling by Multiple Stream Predators Nutrient Recycling by Multiple Stream Predators 1 km study reach. We performed a bootstrap numerical simulation
[72] on the data using R (version 2.12.1) to provide a mean and a
95% confidence interval for the estimate of total excreted nitrogen
and phosphorus for each species. In each bootstrap simulation
(n = 10,000), individuals of each species from our survey dataset
were randomly selected with replacement until the summed
biomass of selected individual (Mt-sim) equaled that observed for
each species in our field survey of Fox Cr. for the study reach (O. mykiss Mt-obs = 1733 g wet mass, D. tenebrosus Mt-obs = 4542 g wet
mass). Mass specific nutrient excretion rates were estimated for
each selected individual as above, and summed to estimate the
species-specific total N and total P recycled, as well as the N to P
ratio. Each
individual’s
mass-specific
excretion
rates
were
estimated including parameter variability, as reported in the
literature bioenergetics model in the case of O. mykiss, and from
our empirically derived regressions in the case of D. tenebrosus. To
assess the importance of the relative abundance of the two
predators for nutrient recycling, we also ran simulations that
varied the proportion of the predator biomass made up by
salamanders and fish, assuming that the combined predator
biomass we observed in Fox Cr. is a conservative estimate of the
maximum sustainable regardless of predator identity. As such, we
varied the predator composition from 100% O. mykiss to 100% D. tenebrosus biomass in 10% increments (n = 1,000 simulations for
each increment). recorded in 11 pools within the 1.3 km study reach using iButton
temperature loggers (Maxim Integrated Products Inc., Sunnyvale,
CA) in Fox Cr. for a 7-week period (July-August) in 2010 during
the
peak
season
of
biological
productivity. Average
daily
temperatures at 11 stream locations were averaged to calculate
stream-wide mean temperature (T). We used the average dietary
nitrogen and phosphorus values (N, P), along with individual
weight (Mi), and average summer stream temperature (T) to
estimate the excretion rates of each individual sampled in our
survey of Fox Cr. for both N and P. Excretion rates (N, P) for each
individual were converted to daily rates (per 24 hr.) and summed
across all individuals (n = 527 O. mykiss) to estimate the total
amount and ratio of N and P recycled by O. mykiss in the 1 km
study reach. Nutrient Recycling by Multiple Stream Predators In freshwater teleosts, urea and ammonium generally
constitute the majority of the total nitrogenous end-products of
metabolism [65], and in O. mykiss specifically, the greatest portion
is excreted as ammonium [66,67]. To directly compare O. mykiss
excretion to D. tenebrosus excretion (NH4), we considered in our
results only the portion of total excreted nitrogen by O. mykiss that
can be attributed to ammonium (59.3%, 3.99 SE in O. mykiss;
[67]). Ammonium also constitutes the bulk of nitrogenous
excretion in aquatic amphibians [68–70]. We therefore consider
ammonium as a conservative proxy for total N excretion in this
study. It is generally established that SRP constitutes the bulk of
excreted P, and can therefore be considered an acceptable
estimate of total excreted P (e.g. [20,24,71]). To evaluate the magnitude of nutrient recycling by top
predators relative to ecosystem demand, we calculated rates of
community nutrient uptake in the study reach. Areal uptake rates
were calculated based on Schade et al. [61] to provide estimates of
nutrient demand during the summer growth period. Uptake rate
(U: mg?m22 s21) can be calculated by multiplying discharge rate Quantification of Nutrient Excretion tenebrosus in
this system is estimated to be 60 hours (Munshaw unpublished data),
therefore salamanders were incubated with food treatments for 60
hours (62 hours) to allow excretion rates and ratios to reflect
dietary treatments. Food treatments were assigned to control for
unknown diet composition that may introduce additional variation
into our estimates of excretion rates and ratios. To allow study
salamanders to feed ad libitum, we kept each enclosure stocked with
an excess of treatment diet items. This reflects the high availability
of prey items in the ecosystem, and low occurrence of individuals
with empty stomachs [45]. After 60 hours, salamanders were
removed from flow-through enclosures, gently rinsed with filtered
water to remove adhered particles, and immediately placed in
individual 2 L acid-washed containers with 1 L of 0.7 mm-filtered
(Whatman GF-F) stream water. Containers were covered with
loose plastic lids to prevent addition of airborne particles, and
incubated in the stream margins (approx. 5 cm depth) to maintain
ambient stream temperature for the duration of the incubation. In
addition to incubating salamanders to measure nutrient excretion,
we also incubated 3 control containers without salamanders to
evaluate the change in nutrient concentrations due to microbial March 2013 | Volume 8 | Issue 3 | e58542 March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 3 mental composition estimates from the literature for orders Lepidoptera and Hymenoptera did not include estimates of variability.
d f
f d
d
f d
d b
b
d f
h h
l Quantification of Excreted Nutrients D. tenebrosus field study. Control containers showed no
significant change in nutrient concentration over time (N: t = 0.56,
df = 2, p-value = 0.63, P: t = 0.10, df = 2, p-value = 0.93) indicating
that any changes we observed in trials containing salamanders
were attributable to animal excretion, and not microbial processes. Model selection by AICc of N and P excretion rates for D. tenebrosus from our experiment identified clear top models for both
nutrients, with DAICc scores of all other models .3 (Table S2). The best-supported model for D. tenebrosus P (SRP) excretion rate
included
both
intercept
and
mass
(log10[mgP?-
min21] = 23.12+1.60?log10[mass], SEintercept = 0.73, SEmass coeffi-
cient = 0.56; Fig. 2), as did the best-supported model for N (NH4)
excretion rate (log10[mgN?min21] = 22.04+1.41?log10[mass], SEin-
tercept = 0.24, SEmass
coefficient = 0.18; Fig. 2). We found little
support for models that included diet treatment (terrestrial
invertebrate, aquatic invertebrate, and aquatic vertebrate), where
all models including diet had DAIC $3. Consequently, dietary
treatment was disregarded for D. tenebrosus in subsequent analyses. Nutrient Recycling by Multiple Stream Predators (Q: Ls21) by nutrient concentration (C: mg?L21), and dividing by
reach width (w: m) and nutrient-specific spiral length (Sw: m). max = 12.7% dry mass), and P (min = 0.3%, max = 1.5% dry
mass) content varied substantially among orders (Table 1), and in
total our analysis accounted for 90% of D. tenebrosus and 67% of O. mykiss diet items by mass (Table 1). The majority of unaccounted-
for diet was composed of unidentifiable remains. We found that on
average, D. tenebrosus diets were 8.5% C, 1.9% N, and 0.2% P by
wet mass, and O. mykiss diets were composed of 7.9% C, 1.6% N,
and 0.2% P by wet mass (Table 1). Only a small percentage of the
salamanders surveyed had empty stomachs (5%), which is similar
to the 1% occurrence of empty stomachs reported by Parker [45],
which served as the basis for our decision to feed excretion trial
salamanders ad libitum. U~ Q C
ð
Þ
w Sw
ð
Þ The model was parameterized using measurements from 32
replicated pools (w, Q) measurements combined with data
presented by Schade et al. (SwN: 200,SwP: 540, CN: 10.1, CP: 15)
[61]. Aerial uptake rates (U) can be used to estimate the proportion
of nutrient demand supplied by O. mykiss and D. tenebrosus excretion
in the study reach by difference. These estimates consider the
largest single component of dissolved inorganic nitrogen (i.e. NH4)
and total dissolved phosphorus (i.e. SRP), and so can thus be
considered a conservative estimate of uptake demand. Proportion
of demand supplied by O. mykiss and D. tenebrosus recycling was
determined by dividing areal recycling rate (total recycling rate
divided by total study area) by uptake rate (U). Ecosystem Nutrient Recycling 1Frost PC, Tank SE, Turner MA, Elser JJ (2010) Elemental composition of littoral invertebrates from oligotrophic and eutrophic Canadian lakes. Journal of the North
American Benthological Society 22:51–62. 2Elser JJ (2003) Biological stoichiometry: a theoretical framework connecting ecosystem ecology, evolution, and biochemistry for application in astrobiology. International Journal of Astrobiology 2:185–193. 3Woods HA, Fagan WF, and Elser JJ (2004) Allometric and phylogenetic variation in insect phosphorus content. Functional Ecology 18:103–108. 4Elser JJ, Fagan FF, Denno RF, Dobberfuhl DR, Folarin A, Huberty A, Interlandi S, Kilham SS, McCauley E, Schulz KL, Siemann EH, Sterner RW (2000) Nutritional constraints
in terrestrial and freshwater food-webs. Nature 408:578–580. 5Slansky Jr. F, and Feeny P (1977). Stabilization of the rate of nitrogen accumulation by larvae of the cabbage butterfly on wild and cultivated food plants. Ecological
Monographs 47:209–228. 6Cross WF, Benstead JP, Rosemond AD, and Wallace JB (2003) Consumer-resource stoichiometry in detritus-based streams. Ecology Letters 6:721–732. Monographs 47:209–228. 6Cross WF, Benstead JP, Rosemond AD, and Wallace JB (2003) Consumer-resource stoichiometry in detritus-based streams. Ecology Letters 6:721–732. doi:10 1371/journal pone 0058542 t001 Monographs 47:209 228. 6Cross WF, Benstead JP, Rosemond AD, and Wallace JB (2003) Consumer-resource stoichiometry in detritus-based streams. Ecology Letters 6:721–732. doi:10.1371/journal.pone.0058542.t001 March 2013 | Volume 8 | Issue 3 | e58542 March 2013 | Volume 8 | Issue 3 | e58542 March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 4 Nutrient Recycling by Multiple Stream Predators Discussion This study suggests that differences in predator in abundance,
body size distribution, and species identity directly influence
nutrient recycling rates and ratios in headwater streams. These We found that varying the relative abundance of the two
vertebrate predators (assuming constant total biomass) led to large
differences in total excreted nutrients (N and P). When we
simulated the predator biomass as being entirely comprised of D. tenebrosus, N and P excretion rates were estimated to be 0.34 and
0.06 g?day21 respectively (Fig. 5). These rates increased along the Figure 3. Daily excretion estimates for predators in our study
reach. Estimated total daily excreted N (NH4) and P (SRP) by O. mykiss
(filled), D. tenebrosus (grey), and both predators combined (open) within
the Fox Cr. study reach. Bars represent mean 695%CI. Note the log
scaled y-axis. doi:10.1371/journal.pone.0058542.g003 We found that varying the relative abundance of the two
vertebrate predators (assuming constant total biomass) led to large
differences in total excreted nutrients (N and P). When we
simulated the predator biomass as being entirely comprised of D. tenebrosus, N and P excretion rates were estimated to be 0.34 and
0.06 g?day21 respectively (Fig. 5). These rates increased along the
Figure 2. Excretion rates of D. tenebrosus. Nitrogen (NH4) and
phosphorus (SRP) nutrient excretion rates (ug?min21) of D. tenebrosus. Lines represent the fit of the top model selected by AICc for P
(log10[mgP?min21] = 23.12+1.60(log10[mass]), r2 = 0.31, P = 0.01), and N
excretion rates (log10[mgN?min21] = 22.04+1.41(log10[mass]), r2 = 0.79,
P,,0.001). doi:10.1371/journal.pone.0058542.g002
Figure 3. Daily excretion estimates for predators in our study
reach. Estimated total daily excreted N (NH4) and P (SRP) by O. mykiss
(filled), D. tenebrosus (grey), and both predators combined (open) within
the Fox Cr. study reach. Bars represent mean 695%CI. Note the log
scaled y-axis. doi:10.1371/journal.pone.0058542.g003
PLOS ONE | www plosone org
6
March 2013 | Volume 8 | Issue 3 | e58542 Figure 2. Excretion rates of D. tenebrosus. Nitrogen (NH4) and
phosphorus (SRP) nutrient excretion rates (ug?min21) of D. tenebrosus. Lines represent the fit of the top model selected by AICc for P
(log10[mgP?min21] = 23.12+1.60(log10[mass]), r2 = 0.31, P = 0.01), and N
excretion rates (log10[mgN?min21] = 22.04+1.41(log10[mass]), r2 = 0.79,
P,,0.001). Figure 3. Daily excretion estimates for predators in our study
reach. Estimated total daily excreted N (NH4) and P (SRP) by O. mykiss
(filled), D. Abundance Survey Density and biomass (abundance survey) and average wet weight elemental composition of diets (diet survey) for O. mykiss and D. tenebrosus in Fox Creek, California. Abundance survey
Diet survey
Species
Density (m22)
Biomass (g*m22)
n
% of diet accounted for
%C
%N
%P
n
O. mykiss
1.56
5.12
528
67.1
7.92
1.55
0.18
86
D. tenebrosus
1.03
13.42
348
89.5
8.51
1.88
0.23
55
Values calculated using total area of the study reach. doi:10.1371/journal.pone.0058542.t002 Table 2. Density and biomass (abundance survey) and average wet weight elemental composition of diets (diet survey) for O. mykiss and D. tenebrosus in Fox Creek, California. Table 2. Density and biomass (abundance survey) and average wet weight elemental composition of diets (diet survey) for O. mykiss and D. tenebrosus in Fox Creek, California. Table 2. Density and biomass (abundance survey) and average wet weight elemental composition of diets (diet survey) for O. mykiss and D. tenebrosus in Fox Creek, California. Values calculated using total area of the study reach. doi:10.1371/journal.pone.0058542.t002 relative abundance continuum to a maximum N and P excretion
rate of 1.53 and 0.18 g?day21 respectively when O. mykiss
comprised all the predator biomass. The overall N:P ratio of
predator-recycled nutrients ranged from 6.04 when all biomass
was D. tenebrosus, to 8.72 when all biomass was O. mykiss (Fig. 5). We calculated that uptake rates (U) for N and P were
0.1 mg?m22 s21 and 0.04 mg?m22 s21 respectively. At the ob-
served densities of D. tenebrosus and O. mykiss, we estimated that
nutrient recycling by predators in the study reach represented
20.3% of N (0.0023 mg?m22 s2161.1*1024 95% CI) and 7.3% of
P (3.1*1024 mg?m22 s2161.5*1025 95% CI) demand by produc-
ers in the study reach. these inputs, rate of excretion of N and P was calculated for each
individual and used for the ecosystem analysis. these inputs, rate of excretion of N and P was calculated for each
individual and used for the ecosystem analysis. relative abundance continuum to a maximum N and P excretion
rate of 1.53 and 0.18 g?day21 respectively when O. mykiss
comprised all the predator biomass. The overall N:P ratio of
predator-recycled nutrients ranged from 6.04 when all biomass
was D. tenebrosus, to 8.72 when all biomass was O. mykiss (Fig. 5). Ecosystem Nutrient Recycling We estimated the daily N and P recycled by individual D. tenebrosus and O. mykiss, by species, and by both species combined
within the study reach. We estimated that O. mykiss recycled nearly
twice as much N per day (0.42 g?day2160.028 95% CI) as that
recycled by D. tenebrosus (0.25 g?day2160.017 95% CI, Fig. 3)
within the study reach. The phosphorus recycled by O. mykiss
(0.049 g?day2160.0021 95% CI) was approximately 19% greater
than that recycled by D. tenebrosus (0.041 g?day2160.0039 95%
CI). We found that when estimates for both species were summed,
0.67 g?day21 of N was recycled (60.032 95% CI, Fig. 3A), and
0.089 g day21 of P (60.0044 95% CI). The N:P ratio of nutrients
recycled by O. mykiss (8.760.6 95% CI, Fig. 4) was higher than
that of D. tenebrosus (6.060.2 95% CI) and the N:P ratio of both
species combined (7.560.3 95% CI) was intermediate between the
two. We calculated that uptake rates (U) for N and P were
0.1 mg?m22 s21 and 0.04 mg?m22 s21 respectively. At the ob-
served densities of D. tenebrosus and O. mykiss, we estimated that
nutrient recycling by predators in the study reach represented
20.3% of N (0.0023 mg?m22 s2161.1*1024 95% CI) and 7.3% of
P (3.1*1024 mg?m22 s2161.5*1025 95% CI) demand by produc-
ers in the study reach. Abundance Survey During the field survey of the study area in Fox Cr., we
captured 356 D. tenebrosus and 595 O. mykiss, at an average density
of 1.05 and 1.76 individuals/m2 respectively (Table 2). Despite
lower numerical abundance, the total biomass of D. tenebrosus was
2.5 times higher than O. mykiss (13.7 and 5.4 g wet mass/m2
respectively; Table 2). While the length range of captured
individuals of each species was quite similar (Fig. 1, left panels),
mean D. tenebrosus body mass was nearly 6 times higher (Fig. 1,
right
panels;
D. tenebrosus = 13.05 g
wet
mass,
0.79 SE,
O. mykiss = 3.28 g wet mass, 0.37 SE). O. mykiss bioenergetics model. Results from the diet
survey and the invertebrate body C, N, and P survey were used to
establish the N and P composition of an average steelhead diet
(Table S3; N = 1.8%, P = 0.2% wet weight). Diet information was
combined with average stream temperature (14.2uC, 0.004 SE,
min = 12.0uC, max = 16.5uC) in our bioenergetics model. Using Our summary of invertebrate C, N, and P composition and
predator diet composition showed that both species of predator
had diets with a high degree of taxonomic overlap and similar
elemental composition. Both O. mykiss and D. tenebrosus diets were
dominated by Order Ephemeroptera (.25% by mass; Table 1). Carbon (min = 34.6%, max = 53.6% dry mass), N (min = 5.8%, Figure 1. Histograms of size and mass of predators in our study reach. Size- and mass-frequency distributions for O. mykiss and D. tenebrosus from a 1 km study reach of Fox Creek. Standard length (mm) was used for fish (n = 528) and snout-vent length (mm) for salamanders
(n = 348) to exclude the size variability generated by tail injuries. Note differences in y-axis scales. doi:10.1371/journal.pone.0058542.g001 Figure 1. Histograms of size and mass of predators in our study reach. Size- and mass-frequency distributions for O. mykiss and D. tenebrosus from a 1 km study reach of Fox Creek. Standard length (mm) was used for fish (n = 528) and snout-vent length (mm) for salamanders
(n = 348) to exclude the size variability generated by tail injuries. Note differences in y-axis scales. doi:10.1371/journal.pone.0058542.g001 March 2013 | Volume 8 | Issue 3 | e58542 March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 5 Nutrient Recycling by Multiple Stream Predators Table 2. Discussion did provide 37% of the total N and 46% of
the total P recycled by vertebrate predators, providing support for
the importance of vertebrates other than fish in stream nutrient
recycling. We
also
found
that
the
relative
abundance
of
salamander and fish biomass altered the total amount of nutrients
recycled by top predators per day. Our simulations suggest that
when predator biomass is comprised completely of D. tenebrosus, the
amount of recycled N and P are only approximately half (51% N,
63% P relative to background) that recycled by the natural
assemblage of salamanders and fish in Fox Cr. When the total
predator biomass in our simulation was comprised entirely of O. mykiss, both N and P recycling rates were estimated to be
approximately twice as high as background (2.36N, 2.06P). The large differences we found in estimated stream-wide
excretion rates between O. mykiss and D. tenebrosus are in contrast
to the many ecological similarities we found between the species. As ambush predators, D. tenebrosus feed mostly on aquatic benthic
prey [73], whereas O. mykiss feed throughout the water column,
and consume a larger proportion of allochthonous (e.g. terrestrial)
prey. While each predator feeds in different stream microhabitats,
they have a high degree of overlap in diet composition (Table 1,
also see [44]), with similar elemental composition. Our data
suggest that dietary or stoichiometric differences in prey are not
likely to explain the observed differences in species-specific N:P
ratios (Table S3). Similarly, data from a complementary study
found that growth rates of D. tenebrosus and O. mykiss in the same
study reach did not differ significantly over the summer growth
period (Atlas et al., unpublished data), indicating that differences we
identified in nutrient excretion rates are likely driven by differences Metabolic scaling theory predicts that as mass increases, mass
specific excretion rate should decrease [77], which may further
explain the disparity in total excreted nutrients between predator
species. The higher numbers but lower biomass of O. mykiss as
compared to D. tenebrosus (Table 2), resulted from a smaller average
size of O. mykiss individuals in our study system (mean O. mykiss = 3.3 g wet mass, mean D. tenebrosus = 13.1 g wet mass). The size-frequency distribution of O. mykiss (Fig. 1), illustrates two
distinct nodes representing young of the year (age 0) and one-year
or older age-classes that make up the vast majority of O. mykiss
individuals. Discussion Simulations
assumed a fixed total biomass of predators (6275 g) within the study
reach, and estimated total excretion rates (left y-axis) and ratios (right y-
axis) by bootstrapped re-sampling of surveyed individuals. Predator
relative abundance (x-axis) varies by 10% increments from 100% O. mykiss composition to 100% D. tenebrosus composition, expressed as
the proportion of predator biomass (salamander:fish). Vertical line
indicates the observed ratio of predators in Fox Cr. doi:10.1371/journal.pone.0058542.g005 Figure 5. Impacts on excretion of simulated tradeoffs between Figure 5. Impacts on excretion of simulated tradeoffs between
predator biomasses. Estimated total recycled N (NH4) and P (SRP)
excretion (g?day21) in Fox Cr. due to simulated changes in the relative
abundance (by biomass) of O. mykiss and D. tenebrosus. Simulations
assumed a fixed total biomass of predators (6275 g) within the study
reach, and estimated total excretion rates (left y-axis) and ratios (right y-
axis) by bootstrapped re-sampling of surveyed individuals. Predator
relative abundance (x-axis) varies by 10% increments from 100% O. mykiss composition to 100% D. tenebrosus composition, expressed as
the proportion of predator biomass (salamander:fish). Vertical line
indicates the observed ratio of predators in Fox Cr. doi:10.1371/journal.pone.0058542.g005 Figure 4. Estimates of excreted N:P ratio for predators in our
study reach. Estimates of the ratio of excreted N:P for O. mykiss (filled),
D. tenebrosus (grey), and both predators combined (open). Bars
represent mean 695%CI. doi:10.1371/journal.pone.0058542.g004 in metabolic requirements. At zero activity level, O. mykiss is
estimated to have a 50% higher metabolic demand as measured by
oxygen consumption [74] than an average salamander of the same
weight [75]. D. tenebrosus is a sit-and-wait predator and is only
marginally active at night and even less so during the day, whereas
O. mykiss is an active water-column predator and expends large
amounts of energy for locomotion and foraging when not resting
or seeking cover in interstitial spaces [60]. Larger expenditures of
energy by O. mykiss likely necessitate higher metabolic rates and
faster production of metabolic wastes, which is excreted at a higher
mass-specific rate than by D. tenebrosus. An additional factor that
likely contributes to the difference in excretion ratios is species
specific elemental requirements for growth and maintenance. Stoichiometric theory suggests that as the required N:P ratio of an
organism increases at any given ingested N:P ratio, the ratio of
excreted nutrients will decrease [76]. Though we do not have
elemental composition data for D. Discussion tenebrosus from our study system,
values from the literature show that eastern salamanders that fill a
similar ecological niche have organismal N:P ratios of 2.4–4.8
[36], whereas juvenile steelhead in our study system had an
average N:P ratio of 9.8. However, our findings that O. mykiss
recycles N:P at a higher ratio than D. tenebrosus suggests that the
body N:P ratio of D. tenebrosus may be much higher than eastern
species. findings emphasize the importance of species identity in predator-
driven nutrient recycling. As such, we found that biomass alone is
not an adequate proxy for estimating species contributions to the
total rate of nutrient recycling, which depends on physical,
physiological, and ecological traits of different members of the
predator guild. Despite more than two and a half times higher
biomass, the total amount of nutrients recycled by D. tenebrosus in
Fox Cr. was only a fraction (58% N, 84% P) of that recycled by O. mykiss. Despite a lower relative contribution, the D. tenebrosus
population in Fox Cr. did provide 37% of the total N and 46% of
the total P recycled by vertebrate predators, providing support for
the importance of vertebrates other than fish in stream nutrient
recycling. We
also
found
that
the
relative
abundance
of
salamander and fish biomass altered the total amount of nutrients
recycled by top predators per day. Our simulations suggest that
when predator biomass is comprised completely of D. tenebrosus, the
amount of recycled N and P are only approximately half (51% N,
63% P relative to background) that recycled by the natural
assemblage of salamanders and fish in Fox Cr. When the total
predator biomass in our simulation was comprised entirely of O. mykiss, both N and P recycling rates were estimated to be
approximately twice as high as background (2.36N, 2.06P). findings emphasize the importance of species identity in predator-
driven nutrient recycling. As such, we found that biomass alone is
not an adequate proxy for estimating species contributions to the
total rate of nutrient recycling, which depends on physical,
physiological, and ecological traits of different members of the
predator guild. Despite more than two and a half times higher
biomass, the total amount of nutrients recycled by D. tenebrosus in
Fox Cr. was only a fraction (58% N, 84% P) of that recycled by O. mykiss. Despite a lower relative contribution, the D. tenebrosus
population in Fox Cr. Discussion tenebrosus (grey), and both predators combined (open) within
the Fox Cr. study reach. Bars represent mean 695%CI. Note the log
scaled y-axis. doi:10.1371/journal.pone.0058542.g003 March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 6 Nutrient Recycling by Multiple Stream Predators Figure 4. Estimates of excreted N:P ratio for predators in our
study reach. Estimates of the ratio of excreted N:P for O. mykiss (filled),
D. tenebrosus (grey), and both predators combined (open). Bars
represent mean 695%CI. doi:10.1371/journal.pone.0058542.g004
Figure 5. Impacts on excretion of simulated tradeoffs between
predator biomasses. Estimated total recycled N (NH4) and P (SRP)
excretion (g?day21) in Fox Cr. due to simulated changes in the relative
abundance (by biomass) of O. mykiss and D. tenebrosus. Simulations
assumed a fixed total biomass of predators (6275 g) within the study
reach, and estimated total excretion rates (left y-axis) and ratios (right y-
axis) by bootstrapped re-sampling of surveyed individuals. Predator
relative abundance (x-axis) varies by 10% increments from 100% O. mykiss composition to 100% D. tenebrosus composition, expressed as
the proportion of predator biomass (salamander:fish). Vertical line
indicates the observed ratio of predators in Fox Cr. doi:10.1371/journal.pone.0058542.g005 Figure 4. Estimates of excreted N:P ratio for predators in our
study reach. Estimates of the ratio of excreted N:P for O. mykiss (filled),
D. tenebrosus (grey), and both predators combined (open). Bars
represent mean 695%CI. doi:10.1371/journal.pone.0058542.g004 Figure 5. Impacts on excretion of simulated tradeoffs between
predator biomasses. Estimated total recycled N (NH4) and P (SRP)
excretion (g?day21) in Fox Cr. due to simulated changes in the relative
abundance (by biomass) of O. mykiss and D. tenebrosus. Simulations
assumed a fixed total biomass of predators (6275 g) within the study
reach, and estimated total excretion rates (left y-axis) and ratios (right y-
axis) by bootstrapped re-sampling of surveyed individuals. Predator
relative abundance (x-axis) varies by 10% increments from 100% O. mykiss composition to 100% D. tenebrosus composition, expressed as
the proportion of predator biomass (salamander:fish). Vertical line
indicates the observed ratio of predators in Fox Cr. doi:10.1371/journal.pone.0058542.g005 Figure 5. Impacts on excretion of simulated tradeoffs between
predator biomasses. Estimated total recycled N (NH4) and P (SRP)
excretion (g?day21) in Fox Cr. due to simulated changes in the relative
abundance (by biomass) of O. mykiss and D. tenebrosus. Nutrient Recycling by Multiple Stream Predators salmonids [79–81]. By contrast, there is a near continuous
distribution of D. tenebrosus body size, with no distinct nodes and
a higher frequency of larger individuals than O. mykiss (Fig. 1). Coastal giant salamanders can achieve life spans in excess of 20
years, and are characterized by slow growth, leading to difficulty in
assigning age based on body size. Ultimately, the larger average
mass achieved by D. tenebrosus compared to O. mykiss is likely to
contribute to the observed lower mass-specific excretion rate and
lower total species-specific rate of nutrient recycling. As summer maximum temperatures increase with future climate
change and continued land-cover change (e.g. forest clearing),
amphibian populations may be able to persist in thermal
environments that cause acute mortality or exclude salmonid
populations. Our study suggests that in such cases, large
salamander populations may act to partially buffer the impacts
of declining fish populations via nutrient recycling. By not
considering amphibians and other animals as nutrient recyclers,
we may be missing critical components of nutrient dynamics in
stream ecosystems. p
p
y
g
Our test of the influence of diet on excretion ratios in D. tenebrosus showed that despite the differing N:P ratios of the items
fed to captive individuals (aquatic invertebrate = 12.7, terrestrial
invertebrate = 13.4, aquatic invertebrate = 9.9), we found no
support for differences in N or P excretion rates of D. tenebrosus
fed these prey. Our results were likely inconsistent with our
stoichiometric prediction for several reasons. Despite holding
salamanders with food items for a full iteration of their estimated
digestive throughput time (60 hours), individual excretion rates
may not have had time to equilibrate to reflect the homogenous
experimental diets. Additional factors may have included a wide
range of body sizes (6.3–72.8 mm SVL), individuals at different
stages of reproductive maturity [82], and small sample size
(n = 18).Our findings demonstrate that vertebrate excretion can
affect
nutrient
availability
in light-limited
forested
streams. However, the repercussions of altering nutrient availability depend
on the nutrient requirements of producers in the system. By
increasing the availability of limiting nutrients, algal growth and
elemental composition can be altered. Using nutrient addition
experiments, Schade et al. [61] demonstrate that Fox Cr. is N-
limited, and has an external dissolved inorganic NH4-N:SRP ratio
of 0.67. The ratio of recycled nutrients from predators examined
in this study is modestly higher than ambient levels (7.5; Fig. Table S2
AICc scores for models predicting N and P
excretion rates.
(DOCX) River networks are characterized by strong downstream
gradients in light, temperature, disturbance frequency, and
physical channel attributes, each of which can differentially affect
the movement, growth, and persistence of riverine species [83,84]. Despite having highly overlapping regional distributions, O. mykiss
and D. tenebrosus vary in their relative abundance across the
heterogeneity present in river networks at local-scales [40]. Our
simulation results suggest that such differences, combined with
spatial and temporal variation in ecosystem nutrient demand, are
likely to affect broad-scale patterns of nutrient limitation. While
the study system we worked in is within a protected area, and has
been well buffered from local anthropogenic impacts, the relative
abundance of these two species across broader watersheds and
larger coastal regions is likely affected by species-specific responses
to anthropogenic stressors in the past as well as the future. In the
past, steelhead abundance was very high along the entire west
coast of North America, but overexploitation, especially along the
California coastline, has drastically diminished abundance [85]. Future thermally limiting events may also affect abundances. Salmonids are known to have much lower critical thermal
maxima, both as juveniles (26.2–27.9uC; [86]) and older classes
(28.25–29.85; [87]), than many salamanders (30.1–37.3uC; [88]). Table S3
Raw excretion data from all Dicamptodon
tenebrosus individuals used in the excretion study. Excretion rates were measured at t = 0 min and t = 120 min. Diet
treatment codes are as follows: AM: Aquatic macroinvertebrate,
YOY: young-of-the-year steelhead, TM: Terrestrial macroinver-
tebrate. (DOCX) Table S3
Raw excretion data from all Dicamptodon
tenebrosus individuals used in the excretion study. Excretion rates were measured at t = 0 min and t = 120 min. Diet
treatment codes are as follows: AM: Aquatic macroinvertebrate,
YOY: young-of-the-year steelhead, TM: Terrestrial macroinver-
tebrate. (DOCX) Acknowledgments We thank Peter Steel and Mary Power for their tireless help and support at
the University of California’s Angelo Coast Range Reserve, Grace
Wilkinson, Jill Welter, and Sandra Brovold for their assistance with
analytical chemistry, Zachary Monteith and Will Atlas for help wrangling
salamanders, Camille McNeely for assistance with invertebrate taxonomy,
John Schade for help designing the experiment, and Jim Hood for his
contribution of unpublished elemental invertebrate data. Nutrient Recycling by Multiple Stream Predators 3),
suggesting the potential for partial alleviation of the N-limitation
experienced by autotrophs in Fox Cr. Due to the higher ambient
concentrations of inorganic nutrients in Fox Cr. compared to
other
similar
tributary
streams
[61],
it
is
likely
that
the
contribution by predators to nutrient availability in other streams
that support similar predator densities is greater than in Fox
Creek. This suggests that our estimates of the percent of nutrient
demand supplied by vertebrates in Fox Cr. may be lower than
other streams in the region. This study provides an estimate of excretion rates for a
dominant stream predator in the Pacific Northwest that has not
been previously studied. The bulk of literature in the field has
examined highly productive tropical streams or lentic ecosystems
(e.g. [15,25,29,30,89]). We show here that nutrient recycling by
top predators is an important component of ecosystem nutrient
dynamics even in small temperate streams. Though amphibians
have been previously considered, their importance as nutrient
recyclers has been discounted due to low densities compared to
other vertebrate taxa (but see [35,90]). Salamanders in many
stream
ecosystems
have
strong
top-down
effects
on
prey
abundance [91–93], and act as sources of energy for higher level
predators [36,94,95]. This study demonstrates that amphibians
can also contribute to ecosystem-level dynamics through recycling
of nutrients, in this case accounting for 37% of N and 46% of P
recycled by vertebrates. Our findings suggest that studies of
consumer-driven nutrient recycling will continue to benefit by
identifying additional key recyclers in various systems. Continued
work in this field will help expand our knowledge of the ecological
roles of many organisms, and foster a better understanding of
nutrient dynamics in aquatic systems. Discussion This distribution is typical of populations consisting of
primarily anadromous individuals that migrate out of freshwaters
after approximately 1.5 years (summarized by [78]), and is also
indicative of the consistent growth pattern exhibited by most March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 7 Table S1
Sources for invertebrate length-weight regres-
sion used to determine the mass of individual insects for
the diet survey.
(DOCX) Table S2
AICc scores for models predicting N and P
excretion rates. (DOCX) Supporting Information Table S1
Sources for invertebrate length-weight regres-
sion used to determine the mass of individual insects for
the diet survey. (DOCX) Table S1
Sources for invertebrate length-weight regres-
sion used to determine the mass of individual insects for
the diet survey. (DOCX) References Ecology 89: 2335–2346. doi:10.1890/07-1552.1. 41. Lau MR (1984) Habitat utilization, density, and growth of steelhead trout, coho
salmon, and pacific giant salamander in relation to habitat types in a small
coastal redwood stream [MSc Thesis]. Sacramento: California State University. 16. Schindler DW (1974) Eutrophication and recovery in experimental lakes:
implications for lake management. Science 184: 897. doi:10.1126/sci-
ence.184.4139.897. [
]
y
42. Davic RD, Welsh HH Jr (2004) On the ecological roles of salamanders. Annual
Review of Ecology, Evolution, and Systematics: 405–434. doi:10.1146/
annurev.ecolsys.35.112202.130116. 17. Azad HS, Borchardt JA (1970) Variations in phosphorus uptake by algae. Environmental Science & Technology 4: 737–743. doi:10.1021/es60044a008. 18. Feminella JW, Hawkins CP (1995) Interactions between stream herbivores and
periphyton: a quantitative analysis of past experiments. Journal of the North
American Benthological Society: 465–509. doi:10.2307/1467536. y
43. Good DA (1989) Hybridization and cryptic species in Dicamptodon (Caudata:
Dicamptodontidae). Evolution: 728–744. doi:10.2307/2409302. 44. Antonelli AL, Nassbaum RA, Smith SD (1972) Comparative food habits of four
species of stream-dwelling vertebrates (Dicamptodon ensatus, D. copei, Cottus
tenuis, Salmo gairdner). Northwest Sci 46: 277–289. 19. Power ME, Matthews WJ, Stewart AJ (1985) Grazing minnows, piscivorous
bass, and stream algae: dynamics of a strong interaction. Ecology 66: 1448–
1456. doi:10.2307/1938007. 45. Parker MS (1994) Feeding ecology of stream-dwelling Pacific giant salamander
larvae (Dicamptodon tenebrosus). Copeia: 705–718. 20. Attayde JL, Hansson LA (1999) Effects of nutrient recycling by zooplankton and
fish on phytoplankton communities. Oecologia 121: 47–54. doi:10.1007/
s004420050906. 46. Kraft CE (1992) Estimates of Phosphorus and Nitrogen Cycling by Fish Using a
Bioenergetics Approach. Canadian Journal of Fisheries and Aquatic Sciences 49:
2596–2604. doi:10.1139/f92-287. 21. Hillebrand H (2005) Light regime and consumer control of autotrophic biomass. Journal of Ecology 93: 758–769. doi:10.1111/j.1365-2745.2005.00978.x. 47. He X, Kitchell JF, Carpenter SR, Hodgson JR, Schindler DE, et al. (1993) Food
Web Structure and Long-Term Phosphorus Recycling: A Simulation Model
Evaluation. Transactions of the American Fisheries Society 122: 773–783. doi:10.1577/1548-8659(1993)122,0773:FWSALT.2.3.CO;2. gy
j
22. Leroux SJ, Loreau M (2010) Consumer-mediated recycling and cascading
trophic interactions. Ecology 91: 2162–2171. doi:10.1890/09-0133.1. 23. Mather ME, Vanni MJ, Wissing TE, Davis SA, Schaus MH (1995)
Regeneration of nitrogen and phosphorus by bluegill and gizzard shad: effect
of feeding history. Canadian Journal of Fisheries and Aquatic Sciences 52:
2327–2338. doi:10.1139/f95-825. 48. Schindler DE, Kitchell JF, He X, Carpenter SR, Hodgson JR, et al. (1993) Food
Web Structure and Phosphorus Cycling in Lakes. References interactions. Available: https://beardocs.baylor.edu:8443/xmlui/handle/2104/
8284. Accessed 9 January 2013. interactions. Available: https://beardocs.baylor.edu:8443/xmlui/handle/2104/
8284. Accessed 9 January 2013. 1. Schindler DW (1978) Factors regulating phytoplankton production and standing
crop in the world’s freshwaters. Limnology and Oceanography: 478–486. 1. Schindler DW (1978) Factors regulating phytoplankton production and standing
crop in the world’s freshwaters. Limnology and Oceanography: 478–486. . Schindler DW (1978) Factors regulating phytoplankton production a J
y
29. Vanni MJ, Flecker AS, Hood JM, Headworth JL (2002) Stoichiometry of
nutrient recycling by vertebrates in a tropical stream: linking species identity and
ecosystem processes. Ecology Letters 5: 285–293. doi:10.1046/j.1461-
0248.2002.00314.x. 2. Morris DP, Lewis WM (1988) Phytoplankton nutrient limitation in Colorado
mountain lakes. Freshwater Biology 20: 315–327. doi:10.1111/j.1365-
2427.1988.tb00457.x. 3. Hecky RE, Kilham P (1988) Nutrient Limitation of Phytoplankton in Freshwater
and Marine Environments: A Review of Recent Evidence on the Effects of
Enrichment. Limnology and Oceanography 33: 796–822. 30. Wilson HF, Xenopoulos MA (2011) Nutrient recycling by fish in streams along a
gradient of agricultural land use. Global Change Biology 17: 130–139. doi:10.1111/j.1365-2486.2010.02284.x. 4. Elser JJ, Bracken MES, Cleland EE, Gruner DS, Harpole WS, et al. (2007)
Global analysis of nitrogen and phosphorus limitation of primary producers in
freshwater, marine and terrestrial ecosystems. Ecology Letters 10: 1135–1142. doi:10.1111/j.1461-0248.2007.01113.x. 31. McManamay RA, Webster JR, Valett HM, Dolloff CA (2010) Does diet
influence consumer nutrient cycling? Macroinvertebrate and fish excretion in
streams. The Society for Freshwater Science. Available: http://www.jnabs.org/
doi/abs/10.1899/09-152.1. Accessed 9 January 2013. j
5. Finlay JC, Hood JM, Limm MP, Power ME, Schade JD, et al. (2011) Light-
mediated thresholds in stream-water nutrient composition in a river network. Ecology 92: 140–150. doi:10.1890/09-2243.1. 32. Atkinson CL, Opsahl SP, Covich AP, Golladay SW, Conner LM (2010) Stable
isotopic signatures, tissue stoichiometry, and nutrient cycling (C and N) of native
and invasive freshwater bivalves. The Society for Freshwater Science. Available:
http://www.jnabs.org/doi/abs/10.1899/09-083.1. Accessed 9 January 2013. 6. Sanches LF, Guariento RD, Caliman A, Bozelli RL, Esteves FA (2011) Effects of
nutrients and light on epiphytic biomass and nutrient stoichiometry in a tropical
black-water aquatic ecosystem. Hydrobiologia 669: 35–44. doi:10.1007/s10750-
011-0661-0. 33. Moslemi JM, Snider SB, MacNeill K, Gilliam JF, Flecker AS (2012) Impacts of
an Invasive Snail (Tarebia granifera) on Nutrient Cycling in Tropical Streams:
The Role of Riparian Deforestation in Trinidad, West Indies. PLoS ONE 7:
e38806. doi:10.1371/journal.pone.0038806. 7. References Veraart AJ, Romanı´ AM, Tornes E, Sabater S (2008) Algal response to nutrient
enrichment in forested oligotrophic stream. Journal of Phycology 44: 564–572. doi:10.1111/j.1529-8817.2008.00503.x. 34. Liess A, Kahlert M (2009) Gastropod grazers affect periphyton nutrient
stoichiometry by changing benthic algal taxonomy and through differential
nutrient uptake. The Society for Freshwater Science. Available: http://www. jnabs.org/doi/abs/10.1899/08-115.1. Accessed 9 January 2013. 8. Bowman MF, Chambers PA, Schindler DW (2005) Changes in stoichiometric
constraints on epilithon and benthic macroinvertebrates in response to slight
nutrient enrichment of mountain rivers. Freshw Biol 50: 1836–1852. doi:10.1111/j.1365-2427.2005.01454.x. 35. Whiles MR, Hall RO, Dodds WK, Verburg P, Huryn AD, et al. (2012) Disease-
Driven Amphibian Declines Alter Ecosystem Processes in a Tropical Stream. Ecosystems. Available:
http://link.springer.com/content/pdf/10. 1007%2Fs10021-012-9602-7. Accessed 9 January 2013. j
9. Bormann FH, Likens GE (1967) Nutrient cycling. Science 155: 424. doi:10.1126/science.155.3761.424. 10. Filippelli GM (2002) The global phosphorus cycle. Reviews in mineralogy and
geochemistry 48: 391–425. doi:10.2138/rmg.2002.48.10. 36. Burton TM, Likens GE (1975) Energy flow and nutrient cycling in salamander
populations in the Hubbard Brook Experimental Forest, New Hampshire. Ecology: 1068–1080. 11. Vanni MJ (2002) Nutrient cycling by animals in freshwater ecosystems. Annual
Review of Ecology and Systematics: 341–370. doi:10.1146/annurev.ecoly-
sis.33.010802.150519. gy
37. Davic RD, Orr LP (1987) The relationship between rock density and
salamander density in a mountain stream. Herpetologica: 357–361. 12. Vanni MJ, Layne CD (1997) Nutrient recycling and herbivory as mechanisms in
the ‘‘top-down’’ effect of fish on algae in lakes. Ecology 78: 21–40. doi:10.1890/
0012-9658(1997)078[0021:NRAHAM]2.0.CO;2. 38. Corn PS, Bury BR (1989) Logging in western Oregon: responses of headwater
habitats and stream amphibians. Forest Ecology and Management 29: 39–57. doi:10.1016/0378-1127(89)90055-8. 13. Schindler DE, Knapp RA, Leavitt PR (2001) Alteration of Nutrient Cycles and
Algal Production Resulting from Fish Introductions into Mountain Lakes. Ecosystems 4: 308–321. doi:10.1007/s10021-001-0013-4. 39. Parker MS (1991) Relationship between cover availability and larval Pacific
giant salamander density. Journal of Herpetology 25: 355–357. doi:10.2307/
1564597. y
14. Ngai JT, Srivastava DS (2006) Predators accelerate nutrient cycling in a
bromeliad ecosystem. Science 314: 963–963. doi:10.1126/science.1132598. 40. Hawkins CP, Murphy ML, Anderson NH, Wilzbach MA (1983) Density of fish
and salamanders in relation to riparian canopy and physical habitat in streams of
the northwestern United States. Canadian Journal of Fisheries and Aquatic
Sciences 40: 1173–1185. 15. McIntyre PB, Flecker AS, Vanni MJ, Hood JM, Taylor BW, et al. (2008) Fish
distributions and nutrient cycling in streams: can fish create biogeochemical
hotspots. Author Contributions Conceived and designed the experiments: RGM WJP. Performed the
experiments: RGM WJP DMC JCF. Analyzed the data: RGM WJP. Wrote the paper: RGM WJP. Conceived and designed the experiments: RGM WJP. Performed the
experiments: RGM WJP DMC JCF. Analyzed the data: RGM WJP. Wrote the paper: RGM WJP. March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 8 Nutrient Recycling by Multiple Stream Predators Nutrient Recycling by Multiple Stream Predators Nutrient Recycling by Multiple Stream Predators Parker MS (1993) Predation by Pacific giant salamander larvae on juvenile
steelhead trout. Northwestern Naturalist 74: 77–81. 83. Vannote RL, Minshall GW, Cummins KW, Sedell JR, Cushing CE (1980) The
river continuum concept. Canadian journal of fisheries and aquatic sciences 37:
130–137. 61. Schade JD, MacNeill K, Thomas SA, McNeely CF, Welter JR, et al. (2011) The
stoichiometry of nitrogen and phosphorus spiralling in heterotrophic and
autotrophic streams. Freshwater Biology 56: 424–436. doi:10.1111/j.1365-
2427.2010.02509.x. 84. Power ME, Dietrich WE (2002) Food webs in river networks. Ecological
Research 17: 451–471. doi:10.1046/j.1440-1703.2002.00503.x. 85. Busby PJ, Wainwright TC, Bryant GJ, Lierheimer LJ, Waples RS, et al. (1996)
Status review of west coast steelhead from Washington, Idaho, Oregon, and
California. US Department of Commerce, National Oceanic and Atmospheric
Administration, National Marine Fisheries Service, Northwest Fisheries Science
Center, Coastal Zone and Estuarine Studies Division. Available: http://www. nwfsc.noaa.gov/publications/techmemos/tm27/tm27.htm. Accessed 12 Octo-
ber 2012. 62. Schindler DE, Eby LA (1997) Stoichiometry of fishes and their prey:
implications for nutrient recycling. Ecology 78: 1816–1831. doi:10.1890/0012-
9658(1997)078[1816:SOFATP]2.0.CO;2. 63. DeMott WR, Gulati RD, Siewertsen K (1998) Effects of phosphorus-deficient
diets on the carbon and phosphorus balance of Daphnia magna. Limnology and
Oceanography: 1147–1161. 64. Sabo JL, Bastow JL, Power ME (2002) Length-mass relationships for adult
aquatic and terrestrial invertebrates in a California watershed. Journal of the
North American Benthological Society 21: 336–343. doi:10.2307/1468420. 86. Grande M, Andersen S (1991) Critical thermal maxima for young salmonids. Journal
of
Freshwater
Ecology
6:
275–279. doi:10.1080/
02705060.1991.9665304. 65. Smith HW (1929) The excretion of ammonia and urea by the gills of fish. Journal of Biological Chemistry 81: 727. 87. Lee RM, Rinne JN (1980) Critical thermal maxima of five trout species in the
southwestern United States. Transactions of the American Fisheries Society 109:
632–635. doi:10.1577/1548-8659(1980)109,632:CTMOFT.2.0.CO;2. g
y
66. Evans DH (1999) The Physiology of Fishes. Florida: CRC Press. 67. Kajimura M, Croke SJ, Glover CN, Wood CM (2004) Dogmas and
controversies in the handling of nitrogenous wastes: the effect of feeding and
fasting on the excretion of ammonia, urea and other nitrogenous waste products
in rainbow trout. Journal of experimental biology 207: 1993–2002. doi:10.1242/
jeb.00901. 88. Zweifel RG (1957) Studies on the critical thermal maxima of salamanders. Ecology 38: 64–69. doi:10.2307/1932126. 89. Spooner DE, Vaughn CC (2008) A trait-based approach to species’ roles in
stream ecosystems: climate change, community structure, and material cycling. Oecologia 158: 307–317. doi:10.1007/s00442-008-1132-9. 68. Nutrient Recycling by Multiple Stream Predators 53. Nussbaum RA, Brodie ED Jr, Storm RM (1983) Amphibians and reptiles of the
Pacific Northwest. Idaho: University Press Idaho. 75. Rao GMM (1968) Oxygen consumption of rainbow trout (Salmo gairdneri) in
relation to activity and salinity. Canadian Journal of Zoology 46: 781–786. doi:10.1139/z68-108. 54. Shapovalov L, Taft AC (1954) The Life Histories of the Steelhead Rainbow
Trout (Salmo Gairdneri Gairdneri) and Silver Salmon (Oncorhynchus Kisutch):
With Special Reference to Waddell Creek, California, and Recommendations
Regarding Their Management. California Department of Fish and Game. 76. Elser JJ, Urabe J (1999) The stoichiometry of consumer-driven nutrient
recycling: theory, observations, and consequences. Ecology 80: 735–751. doi:10.1890/0012-9658(1999)080[0735:TSOCDN]2.0.CO;2. 77. Brown JH, Gillooly JF, Allen AP, Savage VM, West GB (2004) Toward a
metabolic theory of ecology. Ecology 85: 1771–1789. doi:10.1890/03-9000. 55. Nehlsen W (1997) Coastal salmon status and trends – A coastwide perspective. Pacific Salmon and Their Ecosystem: Status and Future Options. New York:
Chapman and Hall. 78. Griffiths D (1994) The size structure of lacustrine Arctic charr (Pisces:
Salmonidae) populations. Biological Journal of the Linnean Society 51: 337–
357. doi:10.1111/j.1095-8312.1994.tb00966.x. 56. Hartwell H, Ollivier LM, Welsh Jr HH (1998) Stream amphibians as indicators
of ecosystem stress: a case study from California’s redwoods. Ecological
Applications 8: 1118–1132. doi:10.2307/2640966. j
79. Thorpe JE, Talbot C, Villarreal C (1982) Bimodality of growth and smolting in
Atlantic salmon, Salmo salar L. Aquaculture 28: 123–132. doi:10.1016/0044-
8486(82)90015-1. 57. Roni P (2002) Habitat use by fishes and Pacific giant salamanders in small
western Oregon and Washington streams. Transactions of the American
Fisheries Society 131: 743–761. doi:10.1577/1548-8659(2002)131,0743:HUB-
FAP.2.0.CO;2. (
)
80. Ewing RD, Ewing GS (2002) Bimodal length distributions of cultured chinook
salmon and the relationship of length modes to adult survival. Aquaculture 209:
139–155. doi:10.1016/S0044-8486(01)00755-4. 58. Welsh HH Jr, Lind AJ (2002) Multiscale habitat relationships of stream
amphibians in the Klamath-Siskiyou region of California and Oregon. The
Journal of wildlife management: 581–602. doi:10.2307/3803126. 81. Fillatre EK, Etherton P, Heath DD (2003) Bimodal run distribution in a
northern population of sockeye salmon (Oncorhynchus nerka): life history and
genetic analysis on a temporal scale. Mol Ecol 12: 1793–1805. 59. Benke AC (1993) Concepts and patterns of invertebrate production in running
water. Proceedings of the International Association of Theoretical and Applied
Limnology 25: 15. g
y
p
82. Fitzpatrick LC (1973) Energy Allocation in the Allegheny Mountain Salaman-
der, Desmognathus Ochrophaeus. Ecological Monographs 43: 43–58. doi:10.2307/1942158. 60. References Transactions of the American
F i s h e r i e s
S o c i e t y
1 2 2 :
7 5 6 – 7 7 2 . d o i : 1 0 . 1 5 7 7 / 1 5 4 8 -
8659(1993)122,0756:FWSAPC.2.3.CO;2. 24. Schaus MH, Vanni MJ, Wissing TE, Bremigan MT, Garvey JE, et al. (1997)
Nitrogen and Phosphorus Excretion by Detritivorous Gizzard Shad in a
Reservoir Ecosystem. Limnology and Oceanography 42: 1386–1397. 49. Hood J, Vanni M, Flecker A (2005) Nutrient recycling by two phosphorus-rich
grazing catfish: the potential for phosphorus-limitation of fish growth. Oecologia
146: 247–257. doi:10.1007/s00442-005-0202-5. 25. McIntyre PB, Jones LE, Flecker AS, Vanni MJ (2007) Fish extinctions alter
nutrient recycling in tropical freshwaters. Proceedings of the National Academy
of Sciences 104: 4461. doi:10.1073/pnas.0608148104. 50. Whitledge GW, Hayward RS (1997) Laboratory Evaluation of a Bioenergetics
Model for Largemouth Bass at Two Temperatures and Feeding Levels. Transactions of the American Fisheries Society 126: 1030–1035. doi:10.1577/
1548-8659(1997)126,1030:LEOABM.2.3.CO;2. 26. Knoll LB, McIntyre PB, Vanni MJ, Flecker AS (2009) Feedbacks of consumer
nutrient recycling on producer biomass and stoichiometry: separating direct and
indirect effects. Oikos 118: 1732–1742. doi:10.1111/j.1600-0706.2009.17367.x. 51. Whiles MR, Huryn AD, Taylor BW, Reeve JD (2009) Influence of handling
stress and fasting on estimates of ammonium excretion by tadpoles and fish:
recommendations for designing excretion experiments. Limnology and Ocean-
ography: Methods 7: 1–7. doi:10.4319/lom.2009.7.1. 27. Ville´ger S, Grenouillet G, Suc V, Brosse S (2012) Intra- and interspecific
differences in nutrient recycling by European freshwater fish. Freshwater Biology
57: 2330–2341. doi:10.1111/fwb.12009. 28. Taylor JM, Jason M (2011) Nutrient enrichment effects on stream periphyton
stoichiometry, algal and fish assemblage structure, and grazing fish-periphyton 52. Nussbaum RA, Clothier GW (1973) Population structure, growth, and size of
larval Dicamptodon ensatus (Eschscholtz). Northwest Science 47: 218–227. March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 9 Nutrient Recycling by Multiple Stream Predators Nutrient Recycling by Multiple Stream Predators Munro AF (1953) The ammonia and urea excretion of different species of
Amphibia during their development and metamorphosis. Biochem J 54: 29–36. 90. Beard KH, Vogt KA, Kulmatiski A (2002) Top-down effects of a terrestrial frog
on forest nutrient dynamics. Oecologia 133: 583–593. doi:10.1007/s00442-002-
1071-9. 69. Underhay EE, Baldwin E (1955) Nitrogen excretion in the tadpoles of Xenopus
laevis Daudin. Biochem J 61: 544–547. 91. Davic RD (1983) An investigation of salamander guild predation in a North
Carolina stream: an experimental approach [PhD Thesis]. Kent State
University. 70. Wright PM, Wright PA (1996) Nitrogen Metabolism and Excretion in Bullfrog
(Rana catesbelana) Tadpoles and Adults Exposed to Elevated Environmental
Ammonia Levels. Physiological Zoology 69: 1057–1078. y
92. Parker MS (1992) Feeding ecology of the larvae of the Pacific giant salamander
(Dicamptodon tenebrosus) and their role as top predator in a headwater stream
benthic community [PhD Thesis]. Davis: University of California. y
g
gy
71. Small GE, Pringle CM, Pyron M, Duff JH (2011) Role of the fish Astyanax
aeneus (Characidae) as a keystone nutrient recycler in low-nutrient Neotropical
streams. Ecology 92: 386–397. doi:10.1890/10-0081.1. y [
]
y
93. Broadman R, Ogger J, Kolaczyk M, Pulver RA, Long AJ, et al. (2003) Mosquito
control by pond-breeding salamander larvae. Herpetological Review 34: 116–
118. 72. Efron B, Tibshirani RJ (1993) An Introduction to the Bootstrap. New York:
Chapman and Hall. 94. Feder ME (1983) Integrating the ecology and physiology of plethodontid
salamanders. Herpetologica: 291–310. 73. Huey RB, Pianka ER (1981) Ecological consequences of foraging mode. Ecology: 991–999. doi:10.2307/1936998. 74. Whitford WG, Hutchison VH (1967) Body size and metabolic rate in
salamanders. Physiological zoology 40: 127–133. 95. Pough FH (1983) Amphibians and reptiles as low-energy systems. Behavioral
energetics: the cost of survival in vertebrates. 141–188. March 2013 | Volume 8 | Issue 3 | e58542 PLOS ONE | www.plosone.org 10
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Ontological Catastrophe: Žižek and the Paradoxical Metaphysics of German Idealism
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Ontological Catastrophe:
Žižek and the
Paradoxical Metaphysics
of German Idealism
Joseph Carew Ontological Catastrophe:
Žižek and the
Paradoxical Metaphysics
of German Idealism
Joseph Carew Ontological Catastrophe:
Žižek and the
Paradoxical Metaphysics
of German Idealism
Joseph Carew Ontological Catastrophe:
Žižek and the
Paradoxical Metaphysics
of German Idealism
Joseph Carew Ontological Catastrophe New Metaphysics Series Editors: Graham Harman and Bruno Latour The world is due for a resurgence of original speculative metaphysics. The New Metaphys-
ics series aims to provide a safe house for such thinking amidst the demoralizing caution
and prudence of professional academic philosophy. We do not aim to bridge the analytic-
continental divide, since we are equally impatient with nail-filing analytic critique and the
continental reverence for dusty textual monuments. We favor instead the spirit of the intel-
lectual gambler, and wish to discover and promote authors who meet this description. Like
an emergent recording company, what we seek are traces of a new metaphysical ‘sound’
from any nation of the world. The editors are open to translations of neglected metaphysical
classics, and will consider secondary works of especial force and daring. But our main inter-
est is to stimulate the birth of disturbing masterpieces of twenty-first century philosophy. Joseph Carew
Ontological Catastrophe Joseph Carew
Ontological Catastrophe www.openhumanitiespress.org
OPEN HUMANITIES PRESS First edition published by Open Humanities Press 2014
Freely available online at http://dx.doi.org/10.3998/ohp.12763629.0001.001 Copyright © 2014 Joseph Carew
This is an open access book, licensed under a Creative Commons By Attribution Share
Alike license. Under this license, authors allow anyone to download, reuse, reprint, modify,
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from the authors or the publisher. Statutory fair use and other rights are in no way affected
by the above. Read more about the license at creativecommons.org/licenses/by-sa/3.0 Copyright © 2014 Joseph Carew Design by Katherine Gillieson
Cover Illustration by Tammy Lu The cover illustration is copyright Tammy Lu 2014, used under a
Creative Commons By Attribution license (CC-BY). ISBN-13 978-1-60785-308-4 Open Humanities Press is an international, scholar-led open access publishing collective
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OPEN HUMANITIES PRESS www.openhumanitiespress.org
OPEN HUMANITIES PRESS Contents Acknowledgements 9 Acknowledgements 9 Introduction 11 To the Memory of Joey Basha Introduction 11 1. The Madness of the Symbolic 19
2. Grasping the Vanishing Mediator Between
the Real and the Ideal 37
3. Psychoanalysis and the Enigma of
Transcendental Subjectivity 53
4. The Problem of Nature in the Lacanian Subject 67
5. Kant, Todestrieb, and Beyond the Pleasure Principle 85
6. From Transcendental Philosophy to
Substance as Subject 108
7. The Logic of Transcendental Materialism 140
8. When the World Opens its Eyes 171
9. The Abyss of Unconscious Decision 193
10. Radicalizing the Subject 223
11. From Radical Idealism to Critical Metaphysics 259
12. The Deadlocks of Ontological Catastrophe 283 1. The Madness of the Symbolic 19 2. Grasping the Vanishing Mediator Between
the Real and the Ideal 37 4. The Problem of Nature in the Lacanian Subject 67 12. The Deadlocks of Ontological Catastrophe 283 Bibliography 317 To the Memory of Joey Basha To the Memory of Joey Basha Acknowledgements Firstly, I would like to express my gratitude to two people without whom
this project would not have been possible: Dr. Antoinette Stafford and
Dr. Sean McGrath. Dr. Stafford is, in many ways, the reason why I am
doing philosophy, and it is to her that I owe my knowledge of the history of
modern philosophy and German Idealism, without which this book would
never have gotten off the ground. Dr. McGrath sparked my interest in
psychoanalysis and has been a constant source of inspiration for my reading
of Schelling. I must thank him for stressing the notion of the ambiguity of
the Real in Lacan and Žižek, which immensely shaped my own engagement
with these authors, and for all the encouragement he has given me since. Secondly, I should thank four people who read the manuscript at various
stages of its production. Dr. Peter Trnka and the late Dr. James Bradley
read a very early version of the manuscript several years ago, and I am much
indebted to their extremely kind and useful commentary. While Dr. Bradley
gave me insight into further aspects of Žižek's philosophy—some of which
has shown up in my other work on Žižek—and encouraged me to continue
the project, Dr. Trnka's much appreciated criticism helped me avoid
conceptual imprecision at several key points, as well as general difficulties in
the presentation of psychoanalytical methodology. Specifically, Dr. Trnka's
emphasis on the conflictual relation between materialism and idealism in
many ways moulded my own views on the difficult Symbolic-Real relation in Acknowledgements 10 Žižek's transcendental materialism into the form they take here. Dr. Graham
Harman's comments and suggestions were of great help in stylistically
improving the manuscript's quality, in increasing its overall coherence, and
also in avoiding several pitfalls of argumentation. I should also thank him
for his always quick responses to various questions I had while preparing the
manuscript. Last but certainly not least, I thank Kyla Bruff for her laborious
proofreading of the final two drafts. Her careful eye was able to eliminate
innumerable ambiguities and awkward turns of phrase, thus making the
book much smoother. Thirdly, I would like to express my gratitude to the Social Sciences
Research Council of Canada and Europhilosophie for their generous
funding, which both directly and indirectly supported the project. Acknowledgements I would
also like to thank the Memorial University of Newfoundland's Department
of Philosophy and School of Graduate Studies for additional financing
in the form of fellowships and awards, which enabled me to begin the
first draft. An early version of three strands of argumentation that appear in what
follows has been published as “The Grundlogik of German Idealism: The
Ambiguity of the Hegel-Schelling Relation in Slavoj Žižek,” International
Journal of Žižek Studies, 5, no.1 (2011); “'Why is There Nothing Rather Than
Something?' Less Than Nothing's New Metaphysics,” International Journal of
Žižek Studies, 8. no.1 (2014); and “Denaturalizing Nature, Dehumanizing
Humanity: Lacan, Žižek, and the Metaphysics of Psychoanalysis,” in
Natürlichkeit und Künstlichkeit zwischen Tatsache und Ideal, ed. Benedetta
Bisol (Bielefeld: transcript, 2014). Introduction A Metaphysical Archaeology of the
Psychoanalytico-Cartesian Subject This book is an investigation into Slavoj Žižek's return to German Idealism
in the wake of Lacanian psychoanalysis. Its thematic crux is Žižek's attempt
to develop, by reading the traditions against one another by means of
their mutually compatible notions of Todestrieb, a highly original theory of
subjectivity able to explain the subject's simultaneous freedom from and
dependence upon its material ground. But it does not stop there: rather
than just limiting itself to a recapitulation of Žižek's account of the eruptive,
ontologically devastating birth of subjectivity out of nature, it also seeks
to systematize the stark metaphysical consequences of this account. The
fundamental thesis of this book is that, if the emergence of the Symbolic out
of the Real—the passage from nature to culture enacted by the founding
gesture of subjectivity—is the advent of a completely self-enclosed, self-
sustaining structural system, then not only must its founding gesture
withdraw from the scene in the very act of instituting the Symbolic, but
further, even to explain this act we must posit the absolute as a fragile
not-all wrought by negativity and antagonism. Or, to put it in terms of
Žižek's Less Than Nothing (his latest magnum opus, or “big fat Hegel book,”
as he says), as a series of less than nothings whose essence constitutes an
ontologically incomplete field. By means of a metaphysical archaeology of the psychoanalytico-
Cartesian subject, an archaeology that is the necessary supplement to Introduction 12 Freud's own archaeological investigations of the emergence of mind out of
the conflict of unconscious drives and their vicissitudes,1 especially in the
aftermath of Lacan's structuralist reworkings of it, what we will see is that
Žižek's own ontology of the subject goes far beyond the normal constraints
of psychoanalytical methodology (which is so concerned with psychogenesis
and its various pathologies) and radically challenges our normal conception
of self and world, a challenge summarized by the notion of ontological
catastrophe, which I extract from it as its key operative moment. In the
course of the book this concept takes on a number of different meanings. In a first moment, it refers to Žižek's interpretation of Todestrieb as that
which incites the passage from nature to culture, a grotesque excess of
life that is unable to control itself according to its own prescribed natural
logistics and thus opens up room for the possibility of experience. Introduction Wondering how this void
of nothingness could be broken so that creation itself could emerge, Žižek
argues that the basic form of ontological catastrophe should be extended A Metaphysical Archaeology of the Psychoanalytico-Cartesian Subject 1 13 from that of the subject as the breakdown of nature in Todestrieb, or the
incompletion of nature testified to by the latter's constitutive tension, to the
world itself as the necessary disturbance of this void, whereby the classical
terrain of metaphysics itself is inverted: “[f]or a true dialectician, the
ultimate mystery is not 'Why is there something rather than nothing?' but
'Why is there nothing rather than something?': how is it that, the more we
analyze reality, the more we find a void?”2 In broad strokes, this is the terrain we will investigate—a terrain that
is not merely difficult because it is nuanced and challenging because it is
new, but also primordially uncanny and traumatic, forcing us to encounter
aspects of self and world that we not only normally do not acknowledge,
or continually disavow, but that we even try to repress. To arrive at and
evaluate this notion of ontological catastrophe, my metaphysical archaeology
of the Žižekian psychoanalytico-Cartesian subject takes three paths: one
that traverses the wider historical context informing Žižek's project, another
that internally reconstructs its reactualization of German Idealism through
psychoanalysis, and a final one that attempts to extract and problematize the
intrinsic originality and daringness of Žižek's metaphysics. The first path consists of chapters 1 through 4. Chapter 1 outlines the
ambiguity of the Real in Lacanian psychoanalysis. Displaying a form of
radical idealism of a linguistic structuralist variety, it proclaims that the
Symbolic operates as a self-enclosed system with no need of any external
support. This not only means that human freedom is equivalent to an
ontological madness, but also appears to foreclose the very possibility of
explaining this passage into madness at its basis. Chapter 2 shows how,
although Žižek believes himself able to find resources to overcome this
difficulty in German Idealism, he can only do so by psychoanalytically
tracing and reconstructing an unconscious history of struggle with the
obscure origins of subjectivity he perceives throughout the tradition. Introduction In a second moment, it names the self-positing of subjectivity in nature
tearing the latter apart into irreconcilable zones, which, although in a
certain sense conditioned by a libidinal-material breakdown of the biological
system, is ultimately irreducible to the latter as a pure act. Taken together,
these two moments underlying the emergence of subjectivity demand that
we delve into the naturephilosophy that this account implies, a nature
that shows itself (due to the very extimate presence of Todestrieb and pure
difference within its heart of hearts) to be predicated upon painful tension
and self-sabotaging tendencies to such a degree that its very being is co-
incidental not only with the existence of death, disease, and monstrosities,
but also with the always possible unpredictable upsurge of disorder and
complete collapse as it risks touching the void. In a third moment, the metaphysical archaeology of the subject is pushed
to its ultimate limits. Delving into the question of how being could sustain
itself despite its rampant and devastating negativity, what we will see is how
the more we move towards the most fundamental level of the universe, the
latter proves to be in its depths of depths not a dense, fully subsisting reality
that exists by itself by means of a self-explanatory surplus, but a series of
indeterminate proto-ontological states only minimally distinguishable from
the void of nothingness that serves as its contrast. Introduction Given the psychoanalytical horror that is the basis of
subjectivity, chapter 9 explains how Schelling, although the thinker of its
abyssal origins, ultimately ends up recoiling just like Hegel from own great
insights after coming face to face with its full trauma, which gives further
support to the necessity of a psychoanalytical reconstruction of German
Idealism. After this concrete exploration of Žižek's methodology, chapter 10
concludes the second path by bringing to the fore his three most significant
theoretical contributions: a rich ontology of nature, a new metaphysics of
the void developed through quantum mechanics, and a nuanced theory of The second path, which unfolds through chapters 5 to 10, comprises
the substantiation of Žižek's claim that there is an identity between the
founding insights of German Idealism and psychoanalysis by retroactively
rewriting the former's unconscious history. Drawing upon the late Lacan's
ruminations concerning the breakdown of nature as the pre-condition of the
Symbolic, chapter 5 outlines how Kant finds also himself forced to posit a
meta-transcendental ground of the transcendental in organic disorder, even
going so far as to anticipate Lacan's mirror stage. Chapter 6 demonstrates
how the early Hegel, led by insufficiencies in Kant's and Fichte's
transcendentalism and Schelling's Naturphilosophie, attempts to reconcile
idealist freedom and realist system by inscribing the subject into the fold
of being as an eruptive, world-shattering event, thus radicalizing Kant's
insight into the devastating origins of subjectivity. Chapter 7 then illustrates
how the mature Hegel psychoanalytically recoils from the ontological
catastrophe at the heart of the subject's essence by subsuming it under
the self-mediation of the Notion. It is only with the middle-late Schelling,
fighting against the perceived threats of Absolute Idealism, that the true
kernel of truth unearthed by Kantian idealism is brought to the fore and
along with it its stark, even horrifying implications for our understanding
of nature, human historicity, and the absolute. Chapter 8 gives flesh to the
Schellingian-Žižekian subject as the vanishing mediator between the Real
and the Ideal. The symbolic universe of meaning is not a high point of
evolutionary achievement, but rather a mistake, the outcome of something
having gone horribly wrong in the order of things and to which it is only a
defense mechanism. Introduction Insofar
as the psychotic non-relation between the Real and the Symbolic is also
a rethinking of the cogito, chapter 3 shows why Žižek feels the theoretical
obligation to revitalize subjectivity in an intellectual milieu that attacks it
from all sides. Chapter 4 tries to understand how the Real could have given
rise to the Symbolic. Contra the early and middle Lacan, Žižek argues that
the Symbolic cannot be an external parasite that attacks the Real from Introduction 14 nowhere, but must arise from some sort of self-sabotaging tendency always
already implicit within it. already implicit within it. The second path, which unfolds through chapters 5 to 10, comprises
the substantiation of Žižek's claim that there is an identity between the
founding insights of German Idealism and psychoanalysis by retroactively
rewriting the former's unconscious history. Drawing upon the late Lacan's
ruminations concerning the breakdown of nature as the pre-condition of the
Symbolic, chapter 5 outlines how Kant finds also himself forced to posit a
meta-transcendental ground of the transcendental in organic disorder, even
going so far as to anticipate Lacan's mirror stage. Chapter 6 demonstrates
how the early Hegel, led by insufficiencies in Kant's and Fichte's
transcendentalism and Schelling's Naturphilosophie, attempts to reconcile
idealist freedom and realist system by inscribing the subject into the fold
of being as an eruptive, world-shattering event, thus radicalizing Kant's
insight into the devastating origins of subjectivity. Chapter 7 then illustrates
how the mature Hegel psychoanalytically recoils from the ontological
catastrophe at the heart of the subject's essence by subsuming it under
the self-mediation of the Notion. It is only with the middle-late Schelling,
fighting against the perceived threats of Absolute Idealism, that the true
kernel of truth unearthed by Kantian idealism is brought to the fore and
along with it its stark, even horrifying implications for our understanding
of nature, human historicity, and the absolute. Chapter 8 gives flesh to the
Schellingian-Žižekian subject as the vanishing mediator between the Real
and the Ideal. The symbolic universe of meaning is not a high point of
evolutionary achievement, but rather a mistake, the outcome of something
having gone horribly wrong in the order of things and to which it is only a
defense mechanism. 1.
This, of course, being a constant metaphor throughout Freud’s corpus, span-
ning from “The Aetiology of Hysteria” (1896) to “Construction in Analysis”
(1937). See, respectively,The Standard Edition of the Complete Psychological Works
of Sigmund Freud, translated from the German under the General Editorship
of James Strachey, in collaboration with Anna Freud, assisted by Alix Strachey
and Alan Tyson (London: Hogarth Press and the Institute of Psycho-analysis,
1953–1974) (hereafter SE), III, p. 192, and XXIII, p. 259. A Metaphysical Archaeology of the Psychoanalytico-Cartesian Subject 15 A Metaphysical Archaeology of the Psychoanalytico-Cartesian Subject 15 unconscious, each of which goes beyond a mere reactualization of German
Idealism or psychoanalysis. The third and final path is summarized by the word “paradoxical”
in the subtitle of the book—Žižek and the Paradoxical Metaphysics of
German Idealism. Chapter 11 highlights that, instead of being opposed to
metaphysics, radical idealism not only demands a metaphysics, for thinking in
all of its intrinsic paradox and self-referentiality must be seen as existing in
the world, but more primordially forces upon us a new domain of metaphysics,
which first became explicit in German Idealism. Whereas all metaphysics
prior to Kant is dogmatic insofar as it assumes thought's power to reach
out and touch the truth of being in virtue of a special capacity (a gesture
that is repeated by, amongst others, Badiou's and Meillassoux's elevation
of mathematical formalization), what occurs in Schelling and Hegel is an
intense reflection upon how the very process by which thought forms an
image of being is inscribed into being as an event, whereby even the very
philosophical position of theory formation is reflexively thematized both
epistemologically and ontologically. What emerges is a metaphysics that can
be baptized as critical because it is capable of developing a theory of reality
that is maximally realist and idealist and therefore best suited to explicate
the metaphysical whole of what is without falling into the downfalls of
a theory that is one-sidedly one or the other.3 Chapter 12 explores the
paradoxical nature of this endeavour as it articulates itself in the intrinsically
original and daring character of Žižek's own variation upon this German
Idealist leitmotif and the problems it potentially poses not only for his
own philosophy, but perhaps for any radical idealism seeking to break the
correlationist circle. Introduction Given the psychoanalytical horror that is the basis of
subjectivity, chapter 9 explains how Schelling, although the thinker of its
abyssal origins, ultimately ends up recoiling just like Hegel from own great
insights after coming face to face with its full trauma, which gives further
support to the necessity of a psychoanalytical reconstruction of German
Idealism. After this concrete exploration of Žižek's methodology, chapter 10
concludes the second path by bringing to the fore his three most significant
theoretical contributions: a rich ontology of nature, a new metaphysics of
the void developed through quantum mechanics, and a nuanced theory of 3.
Gabriel draws a distinction between critical and dogmatic metaphysics for similar,
but different reasons. See Das Absolute und die Welt in Schellings Freiheitsschrift
(Bonn: University Press, 2006), p. 8. I take up this distinction at length in chapter
11. 2.
Žižek, Less Than Nothing: Hegel and the Shadow of Dialectical Materialism (London:
Verso, 2012), p. 925. Chapter 1
The Madness of the Symbolic
Transcendental Materialism and the Ambiguity of the Real Chapter 1
The Madness of the Symbolic
Transcendental Materialism and the Ambiguity of the Real Re-interpreting Freud through structural linguistics, Lacan radically
rethinks the unconscious: no longer a quasi-biological phenomenon
centered in drives, it largely becomes associated with the differential system
of the Symbolic responsible for the production of meaning. However,
since the latter proves to be operationally closed and has no relationship to
the world in itself, Lacan himself is forced to proclaim that the founding
gesture of subjectivity is a passage through madness. This poses two
difficulties that set up the entirety of Žižek's project. First, it points towards
a transcendental materialism at the basis of the subject, a self-splitting of being
into irreconcilable material and transcendental zones, but one that Lacan
fails to systematize. Second, insofar as the Symbolic itself is self-enclosed, it
seems methodologically impossible even to explain its own obscure origins,
even if such is ultimately required if psychoanalysis is to find an adequate
theoretical justification. In this regard, Žižek's primary task is to find a way
to explain the madness of the Symbolic without overstepping the constraints
of psychoanalysis. Notes 16 Introduction I
Death Drive Death Drive The Madness of the Symbolic Žižek's metaphysics originates in his attempt to delve into the material
origins preceding the psychoanalytical subject by focusing on this moment If madness is “freedom's most faithful companion” it is precisely because
madness in its most primordial sense refers to the specific ontogenetic
conditions for the irreducibility of language that makes us distinctly
human: that is to say, to the state of affairs by means of which language
can solipsistically relate to itself as a self-enclosed differential system of
signification “with no an external support.”7 Just as in clinical cases of
psychosis or madness, here too the subject has “lost touch” with reality,
although reality must be understood in its natural (animalistic) rather than
its sociopolitical (human) meaning. It is “the price the Lacanian subject pays
for its 'transubstantiation' from being the agent of a direct animal vitality
to being a speaking subject whose identity is kept apart from the direct
vitality of passions,”8 that which guarantees that the subject is dominated
by “non-natural” influences or which is, strictly speaking, at its zero-
level abiological (wherein lies its freedom). This has two principal effects. First, because Lacan's self-given task is to formulate the autonomous
structures that constitute human subjectivity in opposition to naturalist
theories of psychiatry, his philosophy has the formal appearance of a retour
to the modern transcendentalism of the cogito. The Lacanian subject is
consequently haunted by similar problems as those of the Cartesian subject,
both in terms of epistemology (since the relationship to the extra-conscious
alterity of the world is problematized, how can we justify the propositions
of science?) and the mind-body relation (what exactly is the relationship
between symbolic thinking and natural processes?). Second, due to the
internal constraints of his project, Lacan left unanswered how reality in itself
could incite the generation of these quasi-transcendental structures that
make up the universe of human meaning in its psychotic self-enclosure, with
the concomitant problem of how we relate to this X that simultaneously
precedes our emergence into language and forms its obscure ontologico-
foundational basis. Seeing a structural identity with the immediate reactions
to Kant, Žižek sees the possibility of confronting the fundamental concepts
of psychoanalysis with those of German Idealism. The Madness of the Symbolic If madness is “freedom's most faithful companion” it is precisely because
madness in its most primordial sense refers to the specific ontogenetic
conditions for the irreducibility of language that makes us distinctly
human: that is to say, to the state of affairs by means of which language
can solipsistically relate to itself as a self-enclosed differential system of
signification “with no an external support.”7 Just as in clinical cases of
psychosis or madness, here too the subject has “lost touch” with reality,
although reality must be understood in its natural (animalistic) rather than
its sociopolitical (human) meaning. It is “the price the Lacanian subject pays
for its 'transubstantiation' from being the agent of a direct animal vitality
to being a speaking subject whose identity is kept apart from the direct
vitality of passions,”8 that which guarantees that the subject is dominated
by “non-natural” influences or which is, strictly speaking, at its zero-
level abiological (wherein lies its freedom). This has two principal effects. First, because Lacan's self-given task is to formulate the autonomous
structures that constitute human subjectivity in opposition to naturalist
theories of psychiatry, his philosophy has the formal appearance of a retour
to the modern transcendentalism of the cogito. The Lacanian subject is
consequently haunted by similar problems as those of the Cartesian subject,
both in terms of epistemology (since the relationship to the extra-conscious
alterity of the world is problematized, how can we justify the propositions
of science?) and the mind-body relation (what exactly is the relationship
between symbolic thinking and natural processes?). Second, due to the
internal constraints of his project, Lacan left unanswered how reality in itself
could incite the generation of these quasi-transcendental structures that
make up the universe of human meaning in its psychotic self-enclosure, with
the concomitant problem of how we relate to this X that simultaneously
precedes our emergence into language and forms its obscure ontologico-
foundational basis. Seeing a structural identity with the immediate reactions
to Kant, Žižek sees the possibility of confronting the fundamental concepts
of psychoanalysis with those of German Idealism. 1.1 A (Transcendental) Materialism of the
Psychoanalytical Subject Žižek's return to German Idealism is an investigation of the obscure
origins of the Lacanian subject. Žižek is attracted not only to Lacanian Chapter 1 20 psychoanalysis' thematization of the non-coincident “gap” in the Symbolic
and its consequences for politics, but also to the conflictual relationship
between mind and body that it places at the foundation of psychogenesis. If symbolic structures of language display a radical autonomy from bodily
forces and can construct their own world, the essence of human being must
be constituted originally by a kind of biological “short circuit” that disrupts
man's complete immersion in nature, eternally separating the Innenwelt and
Aussenwelt (inner world and outer world), thereby making it so they can
never coincide: that is, by a mal-adaptation that “represents the minimum of
freedom, of a behaviour uncoupled from the utilitarian-survivalist attitude”
insofar as “the organism is no longer fully determined by its environs,
that it 'explodes/implodes' into a cycle of autonomous behaviour.”4 If, as
conventionally defined in Freudian psychoanalysis, psychosis or madness
is taken to be a withdrawal from the objective world into an inner, self-
enclosed space (a loss of reality),5 then in Lacanian psychoanalysis psychosis
or madness is paradoxically not a mere accidental state seen in certain
“sick” individuals, but is the irreducible ontological background of all human
existence. More disconcertingly, this is understood by Lacan not only to
be the condition of possibility of human experience as such, but also that
of freedom, so that the philosophical significance of the two is ultimately
identified as dialectically interrelated aspects of the same phenomenon: Thus rather than resulting from a contingent fact—the frailties
of his organism—madness is the permanent virtuality of a gap
in his essence. And far from being an “insult” to freedom, madness is
freedom's most faithful companion, following its every move
like a shadow. Not only can man's being not be understood without
madness, but it would not be man's being if it did not bear
madness within itself as the limit of his freedom.6 For Lacan, the primary question in psychoanalysis is not how various
forms of madness arise as a deviation from normal mental health, but how
this more originary, irruptive state of nature as that within which freedom
and madness magically emerge in a single brushstroke can be regulated
so that what we regard as sanity and normality can themselves take hold. 1.1 A (Transcendental) Materialism of the
Psychoanalytical Subject The Madness of the Symbolic 2 The Madness of the Symbolic Žižek's metaphysics originates in his attempt to delve into the material
origins preceding the psychoanalytical subject by focusing on this moment Žižek's metaphysics originates in his attempt to delve into the material
origins preceding the psychoanalytical subject by focusing on this moment
of immanent rupture in being—which he links to the Todestrieb—as that
which, by opening up a space separating us from nature in the latter, Chapter 1 Chapter 1 22 appears simultaneously to be linked to our freedom, that is, to our madness. Refusing to buy into the claim that all is ultimately reducible to the ebb
and flow of matter, he sees his own endeavour as “the necessary step in
the rehabilitation of the philosophy of dialectical materialism.”9 Yet this
designation is inherently problematic, given what we have just seen: not
only does it try to make Žižek's own form of materialism approach that
of Marx and Engels without drawing the necessary distinctions between
them, it more importantly fails to articulate the essentially paradoxical and
innovative manner in which Žižek rearticulates the materialism-idealism
debate and therefore risks obscuring his own originality. Consequently, I
endorse Adrian Johnston's characterization of Žižek's theory of the subject
as a form of transcendental materialism10 for four reasons, but differ in my
own understanding in one important way that in turn distinguishes my own
project from his. First, it has the benefit of allowing the reader to have a direct intuition
of what is truly at stake in Žižek's parallax ontology and its metaphysical
implications. Whereas dialectical materialism traditionally views the mind-
body relationship as grounded within the dynamic interpenetration of the
two as a complex self-unfolding identity within difference, transcendental
materialism, by focusing on the ontogenetic conditions of the possibility
of the transcendental subject, conventionally understood as in opposition to
natural conditions, already suggests the immanent emergence of an irruptive
negativity within being, an irreducible transcendence that paradoxically
shatters the former's pure immanence from within. Second, a point not mentioned by Johnston, Fichte uses the
expression in his 1794 Some Lectures Concerning the Scholar's Vocation to
draw attention to the impossibility of explaining the (onto)genesis of the
subject: “[i]t is certainly not true that the pure I is a product of the not-I
[...]. The Madness of the Symbolic 23 autonomy. Writing in a similar vein, Žižek attempts to show not only how
we can, but more primordially why we must develop a metaphysical account
of reality that, instead of jeopardizing the (practical) primacy of idealism,
would actually found it by inscribing this very dualism of I and not-I into
the fold of being as that which makes the absolute divided within itself and
whose non-coincidence to self thereby opens up the birthplace for human
freedom. Transcendental idealism is—or better, must be said to always
already spectrally refer to—transcendental materialism, the difference between
them being only that of a parallax shift: the two are negatively linked to one
another by an impossible in-between, a disjunctive “and,” the very name of
which is for Žižek the subject, so that an idealism must convert itself into a
materialism and vice versa if subjectivity is to be fully explained. It is precisely at this conceptual conjuncture of the role of a disjunctive
“and” that my own understanding of Žižek's transcendental materialism
distinguishes itself from that of Johnston. Although Johnston is right to
claim that Žižek's own descriptions of the birth of subjectivity have a
propensity to focus on its process as a self-instituting fiat “analogous to the
cutting of the Gordian knot” (which in a certain sense obfuscates his project
insofar as one of its major questions is how the closed circuit of drives in
the Real could result in the transcendence of subjectivity),12 Johnston in
my view has a tendency to downplay the intrinsically paradoxical nature of
all such inquiry into the obscure origins of the psychoanalytico-Cartesian
subject in Žižek's work in two ways. On the one hand, he emphasizes that
the subject is rendered possible by a short-circuiting of its libidinal-material
ground. But if an emergent breakdown in nature's inner being does give rise
to the ontogenetic possibility of the subject, it in no way gives birth to the
latter: nature's auto-laceration may be necessary for the self-positing freedom
of transcendental subjectivity, but it is not sufficient, for there is no possible
transition from nature to subjectivity, a point that—though also raised by
Johnston—I believe must be radicalized. The Madness of the Symbolic The assertion that the pure I is a product of the not-I expresses a
transcendental materialism which is completely contrary to reason.”11
Fichte's argument is simple: one cannot explain the material conditions of
transcendental freedom insofar as that would equate two logically distinct
fields irreconcilable with one another—namely, that of unbridled self-
determination (the realm of acting) and that of dead contingency (the
realm of being), thus causing us to lose sight of the radicality of human The Madness of the Symbolic The Madness of the Symbolic This is why on my reading the
reference to Fichte is so important, for if Žižek's metaphysics is an attempt
to show how a transcendental materialism can be developed, it nevertheless
refuses to give up on the fundamental claim made by Fichte that the
upsurge of the pure I in being is executed “by absolute freedom, not through
a transition, but by means of a leap.”13 As a result, we can also understand Chapter 1 24 why Žižek displays hesitation concerning Johnston's and Malabou's shared
project of merging philosophy and neuroscience—because there is ultimately
no emergence of subjectivity possible within his parallax ontology.14 On the other
hand, because Johnston attaches less importance than I do to the rupturing
free leap into subjectivity, he is simultaneously silent concerning the
necessarily mytho-poetic element of Žižek's transcendental materialism, which
for me thus becomes central for understanding the nuance of his specific
overcoming of radical idealism. This has two important consequences,
one methodological and the other metaphysical. Methodologically, if the
leap into subjectivity is an ontological passage through madness,15 then there
is an upper limit to the power of thought to explain its own emergence in
being. What we need is a capacity for fabulative mythologizing, for “the
need for the form of mythical narrative arises when one endeavours to
break the circle of the symbolic order and to give an account of its genesis
('origins') from the Real and its pre-symbolic antagonism.”16 Metaphysically,
if subjectivity is the psychotic night of the world, then any investigation
into its underlying ontology simultaneously requires a metaphysical
archaeology of madness, that is, a theorizing of what the ultimate structure
of reality must be like so that the subject's emergence could occur. In this
manner, if Johnston is perhaps more interested in the paradoxical basis of
transcendental subjectivity in nature, I am more interested in what occurs
methodologically and metaphysically once we inscribe radical idealism as
a form of madness into being, in such a way that two similar yet different
views of Žižek's system emerge. The Madness of the Symbolic The Madness of the Symbolic 25 materialism, his Philosophies of Nature after Schelling17 offers an alternative
account of the materialism-idealism relationship and the immanent
emergence of the transcendental subject within nature that challenges
not only Žižek's reading of Schelling, but more strongly his entire
metaphysics. Zimmerman, a prolific German philosopher little known in
the English-speaking world, was in fact the first person to use the concept
of “transcendental materialism” in a contemporary context in his 1998
book Die Rekonstruktion von Raum, Zeit und Materie (The Reconstruction
of Space, Time and Matter)18 and then fully develop it in his massive
2004 System des transzendentalen Materialismus (System of Transcendental
Materialism).19 Zimmerman, like Grant, departs largely from Schelling, but
also from Spinoza and Bloch, and offers an understanding of transcendental
materialism in dialogue with contemporary science, especially physics, in
stark opposition to the one presented here. For both, the thinking subject
does not implicate an ontological trembling or pure difference within the field
of being, and their respective accounts of the mind-body relationship
can in no means be equated with what Žižek would perhaps be tempted
to call a return to pre-modern cosmology. Moreover, considering how
Žižek's own philosophy, similar in spirit to that of Zimmerman, does not
possess mere implications or consequences for how we conduct empirical
science, but directly engages with a broad range of disciplines such as
quantum mechanics20 and cognitive science,21 by calling Žižek's philosophy
a transcendental materialism I further hope to accomplish two things: to
emphasize the systematic reach of Žižek's thinking and the exigence that
metaphysics must also be an interlocutor with science. materialism, his Philosophies of Nature after Schelling17 offers an alternative
account of the materialism-idealism relationship and the immanent
emergence of the transcendental subject within nature that challenges
not only Žižek's reading of Schelling, but more strongly his entire
metaphysics. The Madness of the Symbolic Third, to return to the benefits of the characterization “transcendental
materialism,” I endorse it because it draws our attention to Žižek's
philosophical relevance outside of the fields of cultural studies, radical
politics, and film theory by placing his thinking in direct contact with a
series of other contemporary thinkers rethinking metaphysics, whether it
be by representatives of the analytic tradition, object-oriented philosophy,
new French materialism, or various other forms of the new speculative
turn. Two thinkers deserve to be mentioned here by name, since they offer
a transcendental materialism radically different from that of Žižek: Iain
Hamilton Grant and Rainer E. Zimmerman. Although Grant would have
reservations about his thinking being referred to as a “transcendental” The Madness of the Symbolic Zimmerman, a prolific German philosopher little known in
the English-speaking world, was in fact the first person to use the concept
of “transcendental materialism” in a contemporary context in his 1998
book Die Rekonstruktion von Raum, Zeit und Materie (The Reconstruction
of Space, Time and Matter)18 and then fully develop it in his massive
2004 System des transzendentalen Materialismus (System of Transcendental
Materialism).19 Zimmerman, like Grant, departs largely from Schelling, but
also from Spinoza and Bloch, and offers an understanding of transcendental
materialism in dialogue with contemporary science, especially physics, in
stark opposition to the one presented here. For both, the thinking subject
does not implicate an ontological trembling or pure difference within the field
of being, and their respective accounts of the mind-body relationship
can in no means be equated with what Žižek would perhaps be tempted
to call a return to pre-modern cosmology. Moreover, considering how
Žižek's own philosophy, similar in spirit to that of Zimmerman, does not
possess mere implications or consequences for how we conduct empirical
science, but directly engages with a broad range of disciplines such as
quantum mechanics20 and cognitive science,21 by calling Žižek's philosophy
a transcendental materialism I further hope to accomplish two things: to
emphasize the systematic reach of Žižek's thinking and the exigence that
metaphysics must also be an interlocutor with science. Ž Finally, it is worth mentioning that in Less Than Nothing Žižek also
endorses Adrian Johnston's coinage of “transcendental materialism” in two
passages in the last chapter on quantum mechanics, but with an important
qualification that renders explicit for the first time a crucial metaphysical
element of his own brand of materialism and its nuanced character. In
the first instance, he claims that the key insight gained by contemporary
physics is that material reality in itself does not present us with a dense
field of fully constituted realities that form the ultimate building blocks of
the universe, but rather with irreducibly indeterminate states lacking any
substantial being and from which “hard” reality can only emerge if there Chapter 1 26 is a collapse of the wave function.22 In this sense, the micro-universe of
quantum particles is strangely “less” than that of the macro-universe that
constructs itself from its vicissitudes, in a way that is remarkably similar
to how the Kantian subject can only construct a unified, coherent world
of appearances from the inconsistent fragments of sensation. The Madness of the Symbolic In a strange
logical short circuit, it would appear that not only is there no bottom-up
causality at the level of experience (transcendental constitution is more
real than what Kant calls “a rhapsody of perception”23), but even the most
fundamental level of the universe is metaphysically more chaotic than the
ordered macro-level physical world that science classically described. It is
as if all reality is transcendentally constitutive, so that the only way to break
free of the correlationist circle is to push “this transcendental correlation
into the Thing itself:” “[i]t is against this background that one can make out
the contours of what can perhaps only be designated by the oxymoron
'transcendental materialism' (proposed by Adrian Johnston).”24 The second
instance adds some clarification to the metaphysical implications of this idea
by stating that the “the only true consistent 'transcendental materialism'
which is possible after the Kantian transcendental idealism” is one that risks
the following difficult wager: “[w]hat if we posit that 'Things-in-themselves'
emerge against the background of the Void of Nothingness, the way this
Void is conceived in quantum physics, as not just a negative void, but the
portent of all possible reality?”25 Although Žižek here takes transcendental
materialism in a different direction than Johnston by introducing it to make
a metaphysical point concerning the absolute rather than a more broadly
ontological one concerning the subject, part of my project in what follows
will be to show that his metaphysics of the void is not only completely
compatible with his older ontology of the subject, but can be seen as its
organic elaboration. If Žižek's approach differs significantly from that of Grant or
Zi
i i b
hi
i diff
h
h hi l
d hi If Žižek's approach differs significantly from that of Grant or
Zimmerman, it is because his game is different, even though this leads him
to cover much of the same thematic domains—and hence it is interesting to
label all three as “transcendental materialists” for the same reasons as it is
to refer to Kant, Fichte, Hegel, and Schelling as “German Idealists” insofar
as subsuming such irreconcilably different thinkers under a single category
reveals a dynamic, pulsating movement, a battleground of theoretical The Madness of the Symbolic 27 positions around a shared set of problems rather than a shared doctrine,
and thus something living. 1.2 The Lacanian Subject and the Irreducible
Ambiguity of the Real As the fundamental presupposition of Žižek's philosophy, the Lacanian
subject is to be radically distinguished from the philosophical subject
of modernity. Although the former exhibits many traits that link it to
early transcendental philosophy (it grounds the symbolic structures that
constitute phenomenal reality through a free idealization) it is in direct
opposition to the self-conscious transparency of the Cartesian cogito, the
self-legislation of the Kantian rational agent, or the Hegelian account
of free personality. For Lacan, the freedom of the I as witnessed in
phenomenological self-experience is an illusion: completely determined by
cultural and linguistic influences, the ego is an object and is constantly trying
to construct a fantasmatic narcissistic space within which it can (falsely)
perceive itself as a centre of self-effectuating action. Although this does
not prevent the existence of human freedom for either Lacan or Žižek, it
means that freedom itself gets largely displaced from consciousness into the
unconscious, in a move formally similar to the middle-late Schelling of the
Freiheitsschrift and Weltalter, but with an important twist. The subject is not
an energetic, productive will that precedes the constitution of phenomenal
reality, but is in one of its most important modalities nothing but an
impersonal abyss that, uncannily, renders possible a minimal consistency of
self. In this sense, the self is infinitely split at its core: when one looks inside
oneself one not only finds an “extimacy,” material coming from elsewhere,
where one should find one's innermost core, but if one looks long enough
one only finds a void staring back. The Lacanian-Žižekian subject has no
intrinsic content because it is pure form: the entire “plenitude” of cultural
and psychological experience only emerges as a kind of defence formation
against this primordial nothingness of the subject as an attempt to fill in
its constitutive “gap” with false positive substantiality. But because this
“gap” can never be filled in, it is ultimately repressed due to its traumatic,
personality-shattering quality, so that we find traces of its disavowed
knowledge in the slips and slides of speech, symbolic inconsistencies and
non-coincidences in writing, the images of fantasies and dreams, and other
phenomena. This creates two levels to any given (personal, ethical, political,
or even philosophical) discourse: its surface movement, grounded in the As the fundamental presupposition of Žižek's philosophy, the Lacanian
subject is to be radically distinguished from the philosophical subject
of modernity. The Madness of the Symbolic What so strongly distinguishes Žižek's form
of transcendental materialism from others is that, finding a fundamental
structural identity between Lacanian psychoanalysis and post-Kantian
idealism, he tries to illustrate the uncanny identity that exists between the
psychoanalytical subject haunted by the Todestrieb as its constitutive basis
and the unconscious, disavowed Grundlogik of German Idealism, with the
conviction that a psychoanalytical dialogue between the two could open up
a radically new possibility for metaphysics. By falling upon premonitions of
the psychoanalytical experience in concepts such as Kantian unruliness, the
Hegelian “night of the world,” and the Schellingian notion of the Grund,
Žižek psychoanalytically reinterprets the late German Idealist attempts
to give a metaphysical vision of reality compatible with the ontological
emergence of the pure I in order to make us not only rethink what is at
stake in the tradition of modern philosophy, a truth repressed and haunting
its very history, but more primordially what is revealed with the advent of
subjectivity as such: the notion of ontological catastrophe, the auto-disruption of
reality into a painful not-all, at the origin of experience, with all the metaphysical
implications that entails for our understanding of world in itself. Although
Žižek's interpretations are heterodox, he believes that he is justified in
singling out and radicalizing these premonitions, which often only appear in
textual margins and often officially lack the theoretical primacy that Žižek
bestows upon them, by means of the methodological application of various
psychoanalytical techniques to the texts of German Idealism, these enabling
him to plunge into and reveal the non-coincidences internally plaguing
their symbolic space and thus retroactively restructuring their surface
appearance in a manner similar to the analyst-analysand relation in therapy. We must traverse the fantasy of tradition if we are to arrive at its truth—this
is Žižek's provocative claim and one that we will explore throughout most
of this book. Thus, if we are to gain a preliminary sense of the driving forces
of Žižek's reactualization of German Idealism and the systematicity of its
method in spite of its apparent self-serving selectiveness, we must briefly
pass through the Lacanian subject. 28 Chapter 1 28 Chapter 1 28 The Madness of the Symbolic The Madness of the Symbolic 29 narcissistic, self-deceiving orbit of the ego, and its “latent,” underlying truth,
which shows itself negatively within the holes and inconsistencies of the
former and can only be brought forth après-coup. In therapy, the task of the
analyst is to make the analysand encounter and appropriate the second, the
Real that afflicts the analysand often to a degree of painful agony, thereby
forcing them to realign the symbolic structures underlying their personality
so that the latter are more in tune with that which they reject, given that this
(unconscious) act of recoil and exclusion has begun to obstruct their life. After all, the repressed always returns. To explain this complex, Lacanian psychoanalysis categorizes experience
in terms of the three registers of the Imaginary, the Symbolic, and the
Real. All three exist in dialectical simultaneity, so that they all depend
upon and interpenetrate one another. Lacan uses a Borromean knot to
illustrate this level of mutual co-existence, the point of which is to preclude
the possibility of arguing for the primacy of one register over the other, as
it is unclear if either can have logical priority insofar as the cutting off or
isolating of one destroys the whole. The Imaginary is roughly equivalent
to phenomenological experience and perception but is also related to the
cogito and its “narcissistic” fantasy of existential self-mastery. It is identified
with a necessary moment of misrecognition and irremovable untruth in
one's everyday being and knowledge of self, world, and others, for it projects
completion where there is lack. The Symbolic constitutes the logical fabric
of language and the laws of culture that transcend and are anterior to the
concretely existing personal subject. It therefore precedes the imaginary
orbit of experience insofar as the individual phenomenological constitution
of objects in a strong sense presupposes language. 1.2 The Lacanian Subject and the Irreducible
Ambiguity of the Real Although the former exhibits many traits that link it to
early transcendental philosophy (it grounds the symbolic structures that
constitute phenomenal reality through a free idealization) it is in direct
opposition to the self-conscious transparency of the Cartesian cogito, the
self-legislation of the Kantian rational agent, or the Hegelian account
of free personality. For Lacan, the freedom of the I as witnessed in
phenomenological self-experience is an illusion: completely determined by
cultural and linguistic influences, the ego is an object and is constantly trying
to construct a fantasmatic narcissistic space within which it can (falsely)
perceive itself as a centre of self-effectuating action. Although this does
not prevent the existence of human freedom for either Lacan or Žižek, it
means that freedom itself gets largely displaced from consciousness into the
unconscious, in a move formally similar to the middle-late Schelling of the
Freiheitsschrift and Weltalter, but with an important twist. The subject is not
an energetic, productive will that precedes the constitution of phenomenal
reality, but is in one of its most important modalities nothing but an
impersonal abyss that, uncannily, renders possible a minimal consistency of
self. In this sense, the self is infinitely split at its core: when one looks inside
oneself one not only finds an “extimacy,” material coming from elsewhere,
where one should find one's innermost core, but if one looks long enough
one only finds a void staring back. The Lacanian-Žižekian subject has no
intrinsic content because it is pure form: the entire “plenitude” of cultural
and psychological experience only emerges as a kind of defence formation
against this primordial nothingness of the subject as an attempt to fill in
its constitutive “gap” with false positive substantiality. But because this
“gap” can never be filled in, it is ultimately repressed due to its traumatic,
personality-shattering quality, so that we find traces of its disavowed
knowledge in the slips and slides of speech, symbolic inconsistencies and
non-coincidences in writing, the images of fantasies and dreams, and other
phenomena. This creates two levels to any given (personal, ethical, political,
or even philosophical) discourse: its surface movement, grounded in the The Madness of the Symbolic As a self-enclosed
structural system capable of reproducing and propagating itself, the
Symbolic displays an irreducible autonomy that displaces the role of nature
in understanding human psychology and cultural phenomena because it
is able to articulate itself in utter isolation from it: the “incessant sliding
of the signified under the signifier,”26 the solipsistic dance of language
always in step with itself, means that the essential link between signifier and
transcendent, extra-linguistic signified has been violently ruptured and that
the mere chains of signifiers relating to themselves are capable of producing/
constructing meaning by themselves in an ontological void. In its simplest Chapter 1 30 form, the Real is that which does not fall under either the Imaginary
or the Symbolic, whereby its upsurge is associated with experiences of
breakdown and inconsistency not only of the transcendental unity at the
basis of phenomenological experience, but even of language or culture itself. Lacan and Žižek therefore use a plethora of adjectives to describe it, which
attempt to capture this element of irrevocable logical and existential rupture:
“traumatic,” “monstrous,” “horrifying,” and “impossible,” to name a few. attempt to capture this element of irrevocable logical and existential rupture:
“traumatic,” “monstrous,” “horrifying,” and “impossible,” to name a few. Yet there is an irreducible ambiguity in Lacan's definition of the Real,
which serves as the starting point for Žižek's own philosophical endeavour,
for it is precisely in trying to resolve this ambiguity that his metaphysical
project gets off the ground. The Real elicits two potentially incompatible
interpretative possibilities, and we often see Lacan oscillating back and
forth between them. In its first guise, the Real is the excluded Other of the
Imaginary and Symbolic, which only truly “comes to be” when the subject
constitutes itself. In this sense, the Real is not only dependent upon the
symbolic matrix of language and the orbit of phenomenological experience
but also only shows itself negatively through their immanent obstruction. This Real-as-lack is distinctly Hegelian: it corresponds to concepts such as
“tarrying with the negative” and the suffering that consciousness undergoes
when it runs up against non-coincidence, paradox, and limitation in social
and political action or scientific thought about the world. The Madness of the Symbolic 31 the idealizing process of human meaning makes it impossible to reach. As
something that overreaches the idealizing, linguistic activity of the subject,
in this modality the Real, corresponding to the Schellingian concept of the
indivisible remainder (der nie aufgehende Rest), that pre-experiential darkness
that can never be brought into light of consciousness yet upon which all
consciousness rests, is the Real-as-excess. But such a free ciphering activity
simultaneously creates the condition of the possibility of its own breakdown
insofar as it will not always be capable of idealizing the Real in a way that
enables its own autonomous, smooth functioning.28 These “kinks” in the
Symbolic correspond with the Real-as-lack or Real2, something that cannot
be integrated because it presents itself as intrinsically and paradoxically
non-relational, as an inassimilable kernel within the self-referential matrix of
the symbolic relations within which it emerged. The problem is as follows:
Is the Real1 a necessary, illusory construct of the Symbolic designed to
give a fantasmatically fabricated sense of “positivity” to a world that exists
beyond its grasp (rendering it a mere secondary effect of a solipsistically
self-contained structuralist metapsychology)? Or is it, more primordially,
the pre-subjective, ontological basis of the Symbolic, to which we have
access despite the apparent impossibility of reaching the pure Real through
the differential system of language (thus showing the obscure origins of
the Real2 in an ontology)? If the second is possible, what does this mean in
terms of Lacan's declaration of the logical equivalence and interpenetration
of the registers? The Madness of the Symbolic It has absolutely
no positive content in itself even though, as an internal limit within a given
symbolic space, it may effectuate an overhauling of the latter's structure and
possibilities as the subject attempts to overcome its deadlock so that it is
potentially productive in its very trauma. In its second guise, we could also
understand the Real as the pre-subjective life of pure jouissance from which
the human infant exiles itself by becoming a linguistic subject, yet upon
which the Imaginary and the Symbolic logically depend, even if they only
relate to it negatively through its primordial foreclosure from experience
and language as the founding gesture of subjectivity itself. Bruce Fink
refers to this as the Real1 because it is the necessary posit of the Symbolic
despite the fact that it is inaccessible from within the latter, whose ciphering
activity doesn't merely “reconstitute” objective reality by meditating it like
a camera obscura. Given that this pre-subjective Real must be said to be
without lack (only with language can we speak of absence and presence),27 The Madness of the Symbolic 1.3 From Logico-Dialectical Simultaneity
to the Ontogenesis of the Subject Even if all three registers exist in a logico-dialectical simultaneity, within
the development of Lacanian psychoanalysis we see a gradual shift in
emphasis in the thematization of the registers largely due to internal reasons. Lacan's early work is largely an attempt to come to terms with the mirror
stage and its implications for understanding psychogenesis. In the mirror
stage, which happens around the age of six months, there is a recognition
of an immanent blockage in nature that tears apart the organic unity of the
body. The human infant lacks motor coordination—its self-experience is
infinitely fragmented and lacking in any internal unity. Lacan's provocative Chapter 1 Chapter 1 32 thesis is that the only way out of this biological short circuit is a vel, a
misrecognition of the primordial helplessness of the human organism in the
“specular image”29 of its mirror self in which the child finds a mesmerizing
and captivating lie of false mastery into which it libidinally invests itself. Already at this early stage we see why Lacan is so critical of the modern
conception of subjectivity and rationality. The result of the mirror stage
is a reorganization of the fragmented being of the child through a virtual
and therefore illusionary schema as the self becomes alienated from its
real chaotic being. Yet Lacan comes to see that the imaginary beginnings
of psychogenesis are themselves necessarily grounded in the Symbolic:
the only reason why the child becomes tantalized by his image is because
their parents provoke the response. “Look, it's you!” In this sense, the entire
genesis of the self is preceded by a carving out of a space for the child
within the symbolic universe of familial relations even before the child was
born. After this “linguistic turn,” Lacan turns all of his attention to the
nature of the Symbolic and seems, in many respects, largely to leave the
Imaginary behind. Inspired by the work of Levi-Strauss, who argued that “[s]tructural
linguistics will certainly play the same renovating role with respect to the
social sciences that nuclear physics, for example, has played for the physical
sciences,”30 Lacan then begins to apply the methodology of Saussure's
structuralism to psychoanalysis, accomplishing this feat largely by a retour
to Freud. 1.3 From Logico-Dialectical Simultaneity
to the Ontogenesis of the Subject What Lacan finds so intriguing is that, despite all of Freud's
attempts to ground the unconscious within a natural vitalism of the body
or biological movement of instincts, his texts themselves orbit around
the analyses of images and language. Lacan's fundamental thesis is that,
retroactively, we can see that Freud already had an implicit idea of the
importance of linguistics for understanding the unconscious but was unable
fully to articulate this fundamental insight because he lacked the appropriate
methodology. This in turn creates a fundamental and irremovable non-
coincidence within Freud's texts as they oscillate between purely structural
analyses of language and obscure vitalistic biologism. Consequently, Lacan
argues that if we read Freud against Freud, structural linguistics can give
psychoanalysis the scientific rigor that it needs by systematizing the logic
of the unconscious, which is the origin of Lacan's famous saying “the The Madness of the Symbolic 33 unconscious is structured like a language.” Linked to this linguistic turn are
his critiques of ego-psychology as an attempt to strengthen the ego and post-
Freudian attempts to biologize the unconscious. For Lacan, the unconscious
is, strictly speaking, an irreducibly linguistic phenomenon: it only emerges
after or alongside the advent of language, in the split between the subject of
enunciation and the enunciating subject. It has nothing to do with deep-
lying personality structures determining how the ego relates to the external
world or instinctual energetics. Although this suggests an obvious superseding of the Imaginary by the
Symbolic, commentators such as Richard Boothby and Alexander Leupin
warn against this, arguing that Lacan is much more complex and subtle
than he may initially appear. Lacan never backs away from the claim that all
registers mutually depend upon one another in order to have any efficacy
at all. Even if the self-generating matrix of language and culture historically
precedes and conditions the possibility of any concretely existing person,
its differential network of meaning is only possible through an originary
phenomenological perception of signifiers.31 The colonization of the body
by the transcendentally alienating structures of the Symbolic requires
the activity of the Imaginary so that the various phonetic differences that
allow signs to be intelligible in contradistinction from one another can
be established in the first place. 1.3 From Logico-Dialectical Simultaneity
to the Ontogenesis of the Subject Moreover, the late Lacan's topological
formalizations of the psyche, as already mentioned, proclaim a strict
equivalency between them, so that “the symbolic order's supremacy appears
as an aporia, an ethical decision that logic does not support.”32 But how can
Žižek then, as a Lacanian philosopher of the Real, justify his own theoretical
preference for it over the other registers where Lacan's texts seem to
contradict such an approach? Although Žižek's work holds an uncertain relation to Lacanian
orthodoxy, it would be wrong to claim that this troublesome problematic is
just a direct consequence of Žižek's own reading of Lacanian psychoanalysis. By the very act of embarking on a metaphysics of the Real Žižek does seem
to imply that we must find a way to overstep Lacan's attempt to conserve
the equivalency of the registers if psychoanalysis is to find a sufficient
theoretical grounding, even if doing so means that we risk making the
entire psychoanalytical edifice he constructed collapse. But Žižek's own Chapter 1 34 thinking is not as radical a rupture with Lacan as it may appear, for the
late Lacan too ruminates about the understanding of nature necessarily
implied by his theory and therefore himself gestures towards the possibility
of a metaphysics of the Real consistent with it.33 Even as early as the
seventeenth seminar, we can find Lacan proclaiming that one of the logical
implications of the psychoanalytical experience is that substance is not-all
(that is, nature does not present us with a spherical totality—un tout, une
sphère).34 Yet if the Real is only lack, and the essential link between signifier
and transcendent, extra-linguistic signified has been cut, how can Lacan
even legitimately make such statements? How can he philosophically justify
such a “direct touching” of the Real given the epistemological solipsism
intrinsic to the cybernetic ciphering of the Symbolic? 6.
Lacan, “Presentation on Psychic Causality,” in Écrits, trans. Bruce Fink (New
York: W. W. Norton, 2006), p. 176/144. 5.
See Freud, “The Loss of Reality in Neurosis and Psychosis” (1924), SE, XIX,
especially pp. 185–87. 4.
Žižek, The Parallax View (Cambridge: MIT Press, 2009), p. 231. 1.3 From Logico-Dialectical Simultaneity
to the Ontogenesis of the Subject Žižek’s wager is that
one can develop a metaphysics of the Real that not only does not jeopardize
the equivalency of the registers, but even explains their emergence, thereby
implying that to grasp the essence of psychoanalysis and draw out its
philosophical implications we need to do two things: (i) metapsychologically
explicate the ontogenesis of the subject in terms of a materialism compatible
with the founding insights of a radical idealism or, in other words, explain
the relation of the Real1 of the apparent excess of the ontological to the
linguistic to the Real2 of symbolic or notional lack, since this is the great
question left unanswered by Lacan and upon which his entire theoretical
apparatus ultimately depends; (ii) instead of focusing on Lacan's relationship
to nineteenth- and twentieth-century psychology, French structuralism,
the Prague school of linguistics, or existentialism, we should return to
German Idealism, since it is only in a direct dialogue with this tradition that
we can find a way out of the impasses of Lacanian psychoanalysis. But to
develop such a metaphysics, we must leave psychoanalysis and venture into
German Idealism. Notes The Madness of the Symbolic 35 The Madness of the Symbolic 3 The Madness of the Symbolic 35 7. Žižek, Less Than Nothing, p. 77. 8. Ibid., p. 197. 9. Žižek, The Parallax View, p. 4. 10. For Johnston’s justification of “transcendental materialism,” see Žižek’s Ontology:
A Transcendental Materialistic Theory of Subjectivity (Evanston: Northwestern
University Press, 2000), pp. 273–74. 11. Fichte, Fichte: Early Philosophic Writings, trans. Daniel Breazeale (Ithaca: Cornell
University Press, 1988), p. 147. 12. See Johnston, Žižek’s Ontology, pp. 80–92. 12. See Johnston, Žižek’s Ontology, pp. 80–92. 13. Fichte, Science of Knowledge, ed. and trans. Peter Heath and John Lachs
(Cambridge: University of Cambridge Press, 1982), p. 262. 14. Žižek, The Parallax View, p. 214. 15. Žižek, The Ticklish Subject: The Absent Centre of Political Ideology (New York: Verso,
2000), pp. 33–41. 16. Žižek, The Indivisible Remainder: On Schelling and Related Matters (New York:
Verso, 2007), p. 8. 17. Grant, Philosophies of Nature after Schelling (New York: Continuum, 2006). 18. Zimmerman, Die Rekonstruktion von Raum, Zeit und Materie. Moderne
Implikationen Schellingscher Naturphilosophie (Frankfurt am Main: Lang, 1 19. Zimmerman, System des transzendentalen Materialismus (Paderborn: Mentis,
2004). 20. See Žižek, chapter 3 (“Quantum Physics with Lacan”) of The Indivisible
Remainder, pp. 189–236; and chapter 14 (“The Ontology of Quantum Physics”) of
Less Than Nothing, pp. 905–62. 21. See part 2 (“The Solar Parallax: The Unbearable Lightness of Being No One”) of
The Parallax View, pp. 145–250; and interlude 6 (“Cognitivism and the Loop of
Self-Positing) of Less Than Nothing, pp. 715–37. 22. Žižek, Less Than Nothing, p. 724. 23. Kant, The Critique of Pure Reason, trans. Paul Guyer and Allen W. Wood
(Cambridge: Cambridge University Press, 1998), A 156/B195. 24. Žižek, Less Than Nothing, p. 906. 25. Ibid., p. 935. 25. Ibid., p. 935. 26. Lacan, “The Instance of the Letter in the Unconscious, or Reason since Freud,”
in Écrits, p. 502/419. 27. One of many possible quotes: “By definition, the Real is full.” Lacan, Le séminaire,
Livre IV: La relation d’objet et les structures freudiennes, 1956–1957, ed. Jacques-Alain
Miller (Paris: Seuil, 1994), p. 218. I capitalize “the Real.” 28. See Fink, chapter 3 (“The Creative Function of the Word: The Symbolic and
the Real”) of The Lacanian Subject: Between Language and Jouissance (New York:
Princeton University Press, 1995), pp. 24–31. 29. Notes Lacan, “The Mirror Stage as Formative of the I Function as Revealed in
Psychoanalytical Experience,” in Écrits, p. 94/76. 36 Chapter 1 36 Chapter 1 36 Chapter 1 30. Lévi-Strauss, “Structural Analysis in Linguistics and in Anthropology,” in
Structural Anthropology, trans. Claire Jacobson and Brooke Grundfest Schoepf
(New York: Basic Books, 1963), p. 33. 31. See Boothby, Freud as Philosopher: Metapsychology after Lacan (New York:
Routledge, 2001), pp. 86–94. 32. See Leupin, Lacan Today: Psychoanalysis, Science and Religion (New York: Other
Press, 2004), p. 27. 33. See chapters 4 and 5. 34. See Lacan, Le séminaire, Livre XVII: L’envers de la psychoanalyse, 1969–1970, ed. Jacques-Alain Miller (Paris: Seuil, 1991), p. 36. Chapter 2
Grasping the Vanishing Mediator Between the Real and the Ideal
Žižek and the Unconscious Truth of German Idealism Chapter 2
Grasping the Vanishing Mediator Between the Real and the Ideal
Žižek and the Unconscious Truth of German Idealism Chapter 2
Grasping the Vanishing Mediator Between the Real and the Ideal
Žižek and the Unconscious Truth of German Idealism Seeing a structural homology between the contemporary concerns of
psychoanalysis and those of late German Idealism's response to Kant,
Žižek turns to the latter to find the resources he needs to give an account
of the ontogenesis of the psychoanalytical subject. However, to do so he
not only has to go against mainstream interpretations of this tradition, but
also has to do great damage to the founding texts themselves. Outlining the
methodology behind Žižek's reactualization, what we will see is that the only
reason Žižek can apply psychoanalytical tools to restructure its symbolic
space and thereby develop his own philosophy is that this tradition itself is
haunted by a spectral history of an encounter with an underlying trauma:
namely, the subject as the vanishing mediator between the Real and the
Ideal, which both Hegel and Schelling primordially reveal in their own
manner, but ultimately recoil from and disavow. In this regard, German
Idealism presents us with an unconscious Grundlogik that we can only now,
with the aid of Freud and especially Lacan, reconstruct, thus giving us a
profoundly new and controversial view of its internal development and
theoretical preoccupations. 38 Chapter 2 38 2.1 The Methodology of a Psychoanalytical Dialogue: Or, Lacan
with Hegel and Hegel with Lacan What is amazing about this psychoanalytical dialogue, however, is the
heterodox readings of German Idealism and Lacanian psychoanalysis
it produces. To many critics, Žižek simply shows no concern for textual
faithfulness or the history of ideas in his readings of Kant, Hegel, Schelling,
and Lacan. His methodological approach appears, if anything, to function
through a deliberate misunderstanding or liberal reconstruction that
purposefully overlooks key conceptual distinctions that challenge his own
philosophical outlook. Although there is some superficial truth in these
critiques—one must admit that Žižek focuses on often marginal selections
from texts and raises them to a level of logical priority that they do not have
in the original—one of Žižek's rare comments on his own methodology is
very helpful for dispelling confusion on how he proceeds: Hegel didn't know what he was doing. You have to interpret
him. Let me give you a metaphoric formula. You know
the term Deleuze uses for reading philosophers—anal
interpretation, buggering them. Deleuze says that, in contrast
to other interpreters, he anally penetrates the philosopher,
because it's immaculate conception. You produce a monster. I'm trying to do what Deleuze forgot to do—to bugger Hegel,
with Lacan [chuckles] so that you get monstrous Hegel,
which is, for me, precisely the underlying radical dimension of
subjectivity which then, I think, was missed by Heidegger. But
again, the basic idea being this mutual reading, this mutual
buggering [chuckles] of this focal point, radical negativity
and so on, of German Idealism with the very fundamental
(Germans have this nice term, grundeswig35) insight of
psychoanalysis.36 Even if Žižek describes his own philosophy as an act of textual violence,
almost of rape (it is also worth mentioning that the word “bugger” originates
the old French bougre, meaning heretic, and acquires its colloquial sense
from heresy being associated with deviate, outlawed sexual practices),
this quote reveals a hidden methodological presupposition that guides all Grasping the Vanishing Mediator Between the Real and the Ideal Grasping the Vanishing Mediator Between the Real and the Ideal 39 of Žižek's interpretative work. The comparison of his own philosophy to
that of Deleuze is of crucial importance and is not to be downplayed. It
demonstrates that, even if Žižek is intentionally going against surface textual
movements in his reading, he does not understand his own philosophy as in
any sense arbitrary, a deliberate misunderstanding of the philosophers with
whom he is engaging, or even as exhibiting any disregard for the tradition. Žižek recognizes that he is not doing traditional history of philosophy or
any kind of philologico-exegetical interpretation, but is, instead, attempting
to do something that is productive of new concepts by revealing their
disavowed insights. But this generative activity of concept-creation can
bring forth something unexpected, unsettling, even traumatic—we may
produce monsters. Žižek is not directly interested in what the texts of the German
Idealist tradition “have to say,” that is, their intended meaning, because
this level of their discourse—like most discourses that fail to reflect upon
the psychoanalytical conditions within which a discourse as such can
take place—usually operates largely on the level of the Imaginary and its
illusionary fantasy and can thus, perhaps even at most crucial junctures
of conceptual argumentation, display a psychoanalytical superficiality. What therefore concerns him are hitherto unrealized textual potentialities,
premonitions of which we can see in “marginal” comments or in various
structures that often obstruct the general flow of a given philosophical
system and consequently can be said to protrude out of its symbolic
universe, negatively contorting it from the inside. Yet it is only by means
of a thorough familiarity with this system and its surface affirmations that
one can arrive at such unearthed possibilities and “reactualize” them. The analyst must, after all, listen to the analysand, even if, especially in its
Lacanian mode, it often appears as if they are unconcerned or ignoring
your needs and demands (for the goal of therapy is not the adaptation of
the ego but rather a confrontation with unconscious, often traumatic truth). Žižek's own methodological approach to the history of philosophy, however,
drastically differs from that of Deleuze insofar as it takes as its starting
point the fundamental Lacanian claim that we can never say what we mean
because there is an irremovable gap between the imaginary moi (“me” as
the subject of self-conscious awareness who expresses the intention to say Chapter 2 That is what Lacan means when he
says that “interpretation hits the cause”: it hits that around
which the analysand is revolving without being able to “put it
into words.”38 Keeping this in mind, we can easily see that Žižek's reading of German
Idealism, by following its unconscious Grundlogik, is an attempt to
psychoanalytically construct what the tradition in fact tries to say but
cannot, by revealing what has been repressed in the first-level propositional Grasping the Vanishing Mediator Between the Real and the Ideal 41 affirmations of its texts. In other words, to borrow a Lacanian phrase, it
tries to hit their cause. Although one can, of course, take issue with this
methodology, one must admit that critics who take issue with Žižek's
“selective” reading or “obvious misinterpretations” often just miss the point:
they fail to see the underlying systematicity evident in his engagement with
the tradition or understand why the conceptual moments he draws upon are
so important. In the spirit of Hegel and Schelling, who, in the uncertain aftermath
of Kant, sought to articulate a philosophical system that could guarantee
the latter's intuition of the irreducible autonomy of the subject,39 Žižek
like Lacan before him is convinced that there is something genuinely real
and insurmountable in the experience of human freedom. Starting from
psychoanalysis' insight into the constitutive disharmony between mind and
body as a key to understanding its true essence, Žižek returns to German
Idealism to see how the notion is conceptually refracted there. But in this
respect Žižek's method is not a textual reconstruction of their arguments
through an act of classico-philological retrieval nor is it an attempt to
polish them up by using new resources at our disposal. What he notices is
something primordially at odds with their surface content, which rather
than rendering the texts of German Idealism logically inconsistent is more
profoundly indicative of some kind of internal unconscious struggle, a
struggle that is philosophically revealing and whose exploration—now made
possible by the clinical tools of psychoanalysis—promises to unearth new
ways of approaching its fundamental concepts. Chapter 2 Chapter 2 40 something, but somehow says something different and unintended) and
the symbolic je (the elusive I as the subject that one deduces from what has
in fact been said). Not only is language something that exerts control over
us more than we have power over it (as an ego, rather than existing as a
speaking linguistic subject, we are in a strong sense spoken), but the surface
content of our own words often belies a greater (consciously) disavowed
(but unconsciously known) truth, a truth that is not “hidden” in some
deep, elusive place, but is so obvious that we often do not see it: “[t]he
psychoanalyst is not an explorer of unknown continents or of grand depths,
but a linguist: he learns to decode the writing that is already there, under his
eyes, open to the look of everyone.”37 In the slips and slides of discourse, in
seemingly meaningless hints and gestures, we catch a glimpse of the Real as
that which cannot be said directly in discourse but around which it eternally
moves, acting as a black hole drawing in everything towards it, or what
Lacan refers to as its “cause” or “truth”: Lacan's theory of interpretation is based, to some extent,
on a formulation similar to that of the caput mortuum: an
analysand speaking in the analytic setting is often unable
to say, formulate, to come out with certain things; certain
words, expressions, or thoughts are unavailable to him or
her at a particular moment and he or she is forced to keep
circling around them, beating around the bush, as it were,
never enunciating what he or she senses to be at issue. The
analysand's discourse traces a contour around that which it
hovers about, circles, and skirts. Those words or thoughts may
become accessible to the analysand in time, in the course of
analysis, but they may also be introduced by the analyst in the
form of an interpretation. Chapter 2 Finding premonitions of
Todestrieb protruding out of the imaginary-symbolic space of its discourse,
Žižek sees a disavowed truth lurking “beneath” the tradition's own attempts
to think substance as subject by means of a dialectical interconnecting of
mind and body, a disavowed truth that reduces the latter to a mere reaction
formation, a defence from the true horror of subjectivity finally brought to
the fore by Kant's account of transcendental freedom. After all, if German
Idealism's breakthrough is the freedom of the subject, according to Žižek we
must also recognize that “our experience of freedom is properly traumatic.”40
Consequently Žižek gives us resources to think how, if we attentively follow
the tradition's conceptual movements, we can see traces of an operative
logic ephemerally emerging from time to time at crucial moments only to be Chapter 2 42 covered up by preceding steps, so that our task is to reconstruct retroactively
this hidden Grundlogik constantly interfering with what the tradition takes
itself to be, if we are to come to terms with the disturbing metaphysics of
freedom demanded by its founding intuitions. However, the methodology
of such a psychoanalytical reconstruction of philosophical trauma around
which an entire tradition circulates as its unconscious cause or truth
displays an important paradox that deserves to be highlighted, which we can
elucidate by means of Žižek's discussion of the legend of Eppur si muove: The legend has it that, in 1633, Galileo Galilei muttered,
“Eppur si muove” (“And yet it moves”), after recanting before
the Inquisition his theory that the Earth moves around the
Sun[. ...] There is no contemporary evidence that he did in
fact mutter this phrase, but today the phrase is used to indicate
that although someone who possesses true knowledge is forced
to renounce it, this does not stop it from being true. But what
makes this phrase so interesting is that it can also be used in
the exact opposite sense, to assert a “deeper” symbolic truth
about something which is not true—like the “Eppur si muove”
story itself, which may well be false as a historical fact about
Galileo's life, but is true as a designation of Galileo's subjective
position [... B]eyond the truth of reality, there is the reality of
the fiction.41 Likewise, the alternative history of German Idealism that I develop in the
following in a strong sense did not happen as a historical fact. Chapter 2 Little if any
evidence points towards it, and often the philological references that I have
gathered can be easily opposed by numerous counter-examples. However,
this is not the point: although this account of German Idealism's failed
encounter with its inner truth is in many ways nothing but a fiction, this
does not prevent it from directly expressing the subjective position that
each of its representatives holds (even if it falsely capitulates their conscious
interpretation of what they are doing) in a manner that other philosophical
methodologies cannot, for what concerns us are traces of the Real in
imaginary-symbolic constructs and their logic. After all, “when truth is too
traumatic to be confronted directly, it can only be accepted in the guise of a
fiction.”42 Grasping the Vanishing Mediator Between the Real and the Ideal 43 44 Chapter 2 Than Nothing.45 The effect of this comment is twofold: not only does it strike
those immersed within “conventional,” textbook accounts of the history of
philosophy as essentially wrong (which, it must be said, are losing credibility
as Fichte and Schelling research has finally gained an autonomy of its own),
but it also highlights a fundamental difficulty at the core of Žižek's reading
of German Idealism and by consequence his own philosophy, insofar as his
parallax ontology is perceived as a reactualization or continuation of this
movement. This problem is only amplified when one engages with Žižek's
major works on German Idealism. In both The Ticklish Subject and The
Parallax View, for example, there are praises of Schelling as the greatest
philosopher of the pre-symbolic Real, of the nature of the impossible X, the
je ne sais quoi, which precedes consciousness as the most central theme in
post-Kantian philosophy and whose problematic uncannily reappears in the
wake of the Lacanian subject. Žižek even goes as far as to say that Schelling
was “the first to formulate this task”46 and the philosopher who “gave the
most detailed account of this X in his notion of the Ground of Existence,”47
which is why his philosophy and not that of Hegel is “at the origins of
dialectical materialism.”48 Given that Žižek in Less Than Nothing describes
“the key question” of philosophy as that of “how thought is possible in a
universe of matter,” so that we should focus our efforts on “the very rise of
representation or appearing out of the flat stupidity of being” if we are to
avoid “the very rise of representation or appearing out of the flat stupidity
of being” if we are to avoid “a regression to a 'naive' ontology of spheres or
levels,”49 the issue of whether this project is most radically accomplished
by Schelling or Hegel is more than a matter of intra-textual consistency or
classico-philological accuracy, but touches the very heart of what Žižek takes
to be the program of speculative philosophy. On account of this ambiguity, Žižek's own project of describing this
process of the auto-disruption of the Real displays an undeniable oscillation
between the characterization of this project as a Schellingian or a Hegelian
one, even though he claims outright that Schelling is the culmination of
this line of thought. 2.2 A Metaphysics of the Real: An Hegelian or a
Schellingian Project? Central to Žižek's metaphysics of the Real as a psychoanalytical
reactualization of German Idealism is his stark emphasis on the
indispensable significance of Hegel. In various places, Žižek characterizes
his own project as strictly Hegelian because, like Hegel, the enigma
that occupies him is the possibility of appearance itself: that is, how the
realm of phenomenal reality could emerge from the self-actualization
of substance. Hegel is said to be the first to understand this question
in terms of inscribing the subject into the absolute: a subject that, in
the Kantian aftermath, is understood as intrinsically irreducible to the
immanent ontological field that brought it forth, and that can freely
mediate the latter for itself through its own idealizing activity. In this sense,
Hegel's metaphysics could structurally supply the missing principle of a
Lacanian metapsychology. Through Hegel, Žižek believes he can show that
subjectivity is not illusory by situating idealism into the heart of materialism
as an irruptive event, the claim being that premonitions of this can be seen
throughout Hegel's philosophy. Apparently arguing by means of resources
found in the latter for a self-splitting or of the noumenal within the dark
pre-history of subjectivity, Žižek tries to show how the only consistent way
to explain why there is experience is to posit an ontological catastrophe at
the basis of the subject. Consequently, it would appear that Žižek makes the
following his axiomatic first principle thanks to a direct confrontation with
Hegel: Freedom is not a raw, brute fact, but an expression of the caustic collapse of
material being, a brisure in the heart of Real, which is synonymous with the subject
itself; “it designates [...] the primordial Big Bang, the violent self-contrast by
means of which the balance and inner peace of the Void of which mystics
speak are perturbed, thrown out of joint.”43 But the overtly Hegelian nature of Žižek's project does not go without
saying. In one essay, Žižek makes a claim that to many readers must appear
out of place insofar as he gives it no qualification: “Hegel's 'overcoming'
of Schelling is a case in itself: Schelling's reaction to Hegel's idealist
dialectic was so strong and profound that more and more it is counted
as the next (and concluding) step in the inner development of German
Idealism.”44 What is more, this claim is repeated almost verbatim in Less Grasping the Vanishing Mediator Between the Real and the Ideal 45 could) in such a metaphysics, in terms of either our understanding of
ontology (the universal), natural sciences (the particular), or politics (the
singular), the trinity that constitutes the conceptual fold of The Parallax
View, his first theoretical magnum opus. In other respects, however, it appears
that Žižek may have recently changed or distanced himself from his earlier
interpretation of Schelling, perhaps precisely for these reasons. Although
Žižek, despite his constant insistence that his fundamental question is a
“properly Hegelian one: how does appearance itself emerge from the interlay of
the Real?,”50 oscillates in his early major theoretical works The Ticklish Subject
and The Parallax View in his descriptions of who most adequately answers
this question, in his new masterpiece Less Than Nothing this oscillation
suddenly stops. While this project is again and again characterized as
Hegelian,51 the former glory once bestowed upon Schelling as the great
thinker of the “phenomenalization of being”52 is not just downplayed, but
apparently completely forgotten, with Žižek even going so far as to say that
thinking the emergence of appearance is “what at his most radical Hegel
does,”53 thus contradicting himself. However, despite appearances to the
contrary, the ambiguity does not thereby disappear. Not only does Žižek
claim that “[t]he minimal definition of materialism hinges of the admission
of a gap between what Schelling called Existence and the Ground of Existence,”54
but the ambiguity of the Hegel-Schelling relationship in fact gets radicalized
in the middle of the second chapter on Hegel, when Žižek describes the
latter's dialectic as “the science of the gap between the Old and the New,”
and then without explanation jumps into a two-and-a-half page discussion
of Schelling's theosophic odyssey of the emergence of “the cosmos (of fully
constituted reality, ruled by logos) out of the proto-cosmic pre-ontological
chaos.”55 Although to many readers this may appear as just another “typical”
Žižekian digression with no inner logic, the argument that I develop in this
book attempts to show that it is anything but that. Grasping the Vanishing Mediator Between the Real and the Ideal Insofar as Žižek himself
claims that the only way to avoid mystification is not to abandon the project
of the Weltalter but rather “to reformulate it so as to avoid the mystification
of the theosophic mytho-poetic narrative,”56 it appears that the proximity of
his reading of Hegel and Schelling, when coupled with this brief and rare
methodological elaboration, points to the core of his heterodox reading of could) in such a metaphysics, in terms of either our understanding of
ontology (the universal), natural sciences (the particular), or politics (the
singular), the trinity that constitutes the conceptual fold of The Parallax
View, his first theoretical magnum opus. In other respects, however, it appears
that Žižek may have recently changed or distanced himself from his earlier
interpretation of Schelling, perhaps precisely for these reasons. Although
Žižek, despite his constant insistence that his fundamental question is a
“properly Hegelian one: how does appearance itself emerge from the interlay of
the Real?,”50 oscillates in his early major theoretical works The Ticklish Subject
and The Parallax View in his descriptions of who most adequately answers
this question, in his new masterpiece Less Than Nothing this oscillation
suddenly stops. While this project is again and again characterized as
Hegelian,51 the former glory once bestowed upon Schelling as the great
thinker of the “phenomenalization of being”52 is not just downplayed, but
apparently completely forgotten, with Žižek even going so far as to say that
thinking the emergence of appearance is “what at his most radical Hegel
does,”53 thus contradicting himself. However, despite appearances to the
contrary, the ambiguity does not thereby disappear. Not only does Žižek
claim that “[t]he minimal definition of materialism hinges of the admission
of a gap between what Schelling called Existence and the Ground of Existence,”54
but the ambiguity of the Hegel-Schelling relationship in fact gets radicalized
in the middle of the second chapter on Hegel, when Žižek describes the
latter's dialectic as “the science of the gap between the Old and the New,”
and then without explanation jumps into a two-and-a-half page discussion
of Schelling's theosophic odyssey of the emergence of “the cosmos (of fully
constituted reality, ruled by logos) out of the proto-cosmic pre-ontological
chaos.”55 Although to many readers this may appear as just another “typical”
Žižekian digression with no inner logic, the argument that I develop in this
book attempts to show that it is anything but that. 44 Chapter 2 Not only does it potentially suggest that Žižek tries to
disavow too strong a relationship between a Lacanian-inspired metaphysics
of the Real and Schelling, but it also shows that he might downplay the
role that Schellingian notions play (or undermine possible roles that others Grasping the Vanishing Mediator Between the Real and the Ideal Grasping the Vanishing Mediator Between the Real and the Ideal Insofar as Žižek himself
claims that the only way to avoid mystification is not to abandon the project
of the Weltalter but rather “to reformulate it so as to avoid the mystification
of the theosophic mytho-poetic narrative,”56 it appears that the proximity of
his reading of Hegel and Schelling, when coupled with this brief and rare
methodological elaboration, points to the core of his heterodox reading of Chapter 2 Grasping the Vanishing Mediator Between the Real and the Ideal 47 process of the dialectic, the third term is already the second, understood as
a negativity or internal limit inscribed in the first, insofar as it has merely
taken over, usurped, the primary position from which the movement began
by asserting itself as such. In terms of substance and subject, this means
that “this very reversal is the very definition of subject: ‘subject' is the name
for the principle of Selfhood which subordinates to itself the substantial
Whole whose particular moment it originally was.”61 Nothing at the level of
content changes: it expresses a purely formal change at the level of structure
due to the tension generated by the contorting presence of negativity. The dialectical movement that goes (i) immediacy → (ii) negation →
(iii) negation of negation is superior because there is no genuine return
movement to the first, although it all takes place in a single, logically
immanent field. The beginning and end do not overlap because something
irreducibly different emerges within the first moment (negativity now being
made foundational to identity), namely, to take the example that concerns
us here, an “out of joint” spirit that has a degree of notional self-reflexivity
in opposition to its ontogenetic ground, the whole within which it gave birth
to itself. There is no need to posit a state of “originary health” of which
the devouring restlessness of the negative cannot be predicated (absolute
indifference as that which stands in the difference between Grund and
existence and thus is equally in one as in the other) in order to explain the
dialectical movement of reality and its relation to the absolute. As we shall see, Žižek's criticism of Schelling gets more complicated
because it does not universally apply to the entirety of Schelling’s work,
since for Žižek the latter is not characterized by an organic unity or
continuity, but rather by a series of irreconcilable ruptures. He draws a
distinction between a Schelling1 of the period of quasi-Spinozism (the
philosophy of indifference), a Schelling2 of the radical ontology of freedom
as seen in the second draft of the Weltalter and the Freiheitsschrift, and
a Schelling3 of the philosophy of mythology and revelation, which he
qualifies—very violently—as a return to pre-modern essentialism. Chapter 2 46 being purely Hegelian or purely Schellingian, Žižek’s philosophy thus proves
to be a hybrid of the two, an attempt—in some as yet unidentified way—to
use Hegel to formalize Schelling's thinking, “saving” it from its theosophic
commitments, and to use Schelling to radicalize Hegel, allowing him to
draw out implicit but disavowed moves in his own philosophy and thus
in German Idealism as a whole. But why does this ambiguity exist in the
first place? Immediately after his remarkable and provocative reading of Schelling
in the first chapter of The Indivisible Remainder, Žižek goes on to argue
for the supremacy of Hegelian dialectics over Schellingian metaphysics. For him, although there are premonitions of a radical breakthrough in
works such as the Freiheitsschrift and the Weltalter,57 Schelling remains
philosophically inferior to his great rival because Grund and existence
ultimately remain distinct from one another only by being founded within
absolute indifference, which itself “is not a product of opposites, nor are
they contained in it implicite; rather it is a being of its own, separated from
all oppositions, on which all oppositions are broken, which is nothing other
than their very non-being, and which therefore has no predicate except
predicatelessness.”58 Indeed, Schelling claims that “from this neither-nor,
or from this indifference, duality [...] immediately breaks forth, and without
indifference, i.e., without an unground, there would be no twofoldness of
the principles.”59 For Žižek, however, this means that “the [Schellingian]
Absolute is primarily the 'absolute indifference' providing the neutral
medium for the coexistence of the polar opposites” of the Real and the
Ideal60 and, as such, is at odds with the potential latent in his middle-late
philosophy, a potential Žižek sees in its articulation of the eruptive logic
of Grund and its relationship to existence at the basis of subjectivity. In
this regard, Hegel provides a superior logic in which there is no need for
a principle of meditation exterior to Grund and existence as two reflective
pairs that determine themselves through their internal dynamic, which in
turn allows us to internally restructure Schelling's own descriptions of the
interrelation of the two. In Hegel the very category of “and” changes—it
becomes, in essence, tautological, thereby enabling us to identify Grund
and existence instead of rendering them mere opposites or dual principles
founded in something external to their own inner movement. In the logical Grasping the Vanishing Mediator Between the Real and the Ideal 47 For
Žižek, what distinguishes the middle-late period of Schelling's thinking
is, strictly speaking, the articulation of an ontogenetic emergence of self-
positing freedom in a manner remarkably similar to the Hegelian dialectical
movement from abstract immediacy to notional self-reflexivity, which goes Chapter 2 48 against the surface-level theosophic inclinations of the texts. It protrudes out
of them and makes them non-coincidental with themselves in such a way
that we can psychoanalytically reactualize their fundamental movement by
“tarrying with the negative”—that is, by encountering the Real within them. What this means is that even if the self-operative logic of the Grund contains
premonitions of a radical transcendental materialism, Schelling is at the
same time the father of “New Age obscurantism.”62 Expressing a reliance
upon and indebtedness to Schelling would, in essence, open up a possible
connection between Žižek’s own thinking and everything he denies—the
non-Freudian unconscious (in its Bergsonian, Jungian, Deleuzian, and other
forms), “pre-modern” cosmology, Romantic theories of nature, theosophy
and even its pop-culture descendant, New Age spirituality. In this sense, the
very act of placing the logic of the Grund at the heart of the psychoanalytic
subject appears to risk “destabilizing” the primacy of the Lacanian mode
of the unconscious insofar as it opens up the possibility of interpreting it
through a different account of one's relation to the pre-subjective life of the
Real; covering up the pivotal importance of Schelling would seem to be
nothing but a certain ideological act on Žižek's part. But here two remarks
must be made. First, although it is perhaps a bit underhanded on Žižek's
behalf to downplay the importance of Schelling for the development of
his transcendental materialism, it must be added that this obfuscation is
consistent with his overall interpretation of Schelling, for he rejects most of
the latter's philosophy and needs recourse to Hegel even to reactualize the
logic of the Grund that he sees as its breakthrough. But second, and more
importantly, such an explanation does not solve the problem of the Hegel-
Schelling relation insofar as this emphatic shift is simultaneously ambiguous,
given the fact that Žižek does not distinguish which Schelling he is arguing
against or justify how he is able to read the second draft of the Weltalter as an
ephemeral breakthrough. In this regard, by characterizing his own philosophy again and again as against the surface-level theosophic inclinations of the texts. Grasping the Vanishing Mediator Between the Real and the Ideal 47 It protrudes out
of them and makes them non-coincidental with themselves in such a way
that we can psychoanalytically reactualize their fundamental movement by
“tarrying with the negative”—that is, by encountering the Real within them. What this means is that even if the self-operative logic of the Grund contains
premonitions of a radical transcendental materialism, Schelling is at the
same time the father of “New Age obscurantism.”62 Expressing a reliance
upon and indebtedness to Schelling would, in essence, open up a possible
connection between Žižek’s own thinking and everything he denies—the
non-Freudian unconscious (in its Bergsonian, Jungian, Deleuzian, and other
forms), “pre-modern” cosmology, Romantic theories of nature, theosophy
and even its pop-culture descendant, New Age spirituality. In this sense, the
very act of placing the logic of the Grund at the heart of the psychoanalytic
subject appears to risk “destabilizing” the primacy of the Lacanian mode
of the unconscious insofar as it opens up the possibility of interpreting it
through a different account of one's relation to the pre-subjective life of the
Real; covering up the pivotal importance of Schelling would seem to be
nothing but a certain ideological act on Žižek's part. But here two remarks
must be made. First, although it is perhaps a bit underhanded on Žižek's
behalf to downplay the importance of Schelling for the development of
his transcendental materialism, it must be added that this obfuscation is
consistent with his overall interpretation of Schelling, for he rejects most of
the latter's philosophy and needs recourse to Hegel even to reactualize the
logic of the Grund that he sees as its breakthrough. But second, and more
importantly, such an explanation does not solve the problem of the Hegel-
Schelling relation insofar as this emphatic shift is simultaneously ambiguous,
given the fact that Žižek does not distinguish which Schelling he is arguing
against or justify how he is able to read the second draft of the Weltalter as an
ephemeral breakthrough. In this regard, by characterizing his own philosophy again and again as
a Hegelian, but never a Schellingian project Žižek belies his overt reliance
on texts such as Schelling's Freiheitsschrift and the Weltalter for his project. Grasping the Vanishing Mediator Between the Real and the Ideal 47 What I propose, therefore, is to read Žižek against Žižek not only to
demonstrate the implicit, complex intertwining of Schellingian ontology
and Hegelian logic throughout his thinking, wherein I perceive the nuance Grasping the Vanishing Mediator Between the Real and the Ideal 49 of his theoretical philosophy, but also to show how by unravelling this
ambiguity we can find new resources to explore the obscure origins of the
psychoanalytical subject and the fundamental structures and essence of the
world within which it emerges. Yet if embarking upon a reconstruction of
the Hegel-Schelling relation within Žižek's work can achieve this, it is only
because Žižek sees his own work as an attempt to culminate the Grundlogik
of German Idealism itself, which gestures towards the hypothesis that the
intra-textual ambiguity of the Hegel-Schelling relation within his thinking is
perhaps less expressive of an internal inconsistency in his philosophy than of
a fundamental problem inherent in the self-unfolding of that tradition itself in its
endeavour to overcome radical idealism; so that, if by a dialectical reversal
we turn an epistemological limit into a positive ontological condition,
apparent textual confusion into a real feature of the movement itself in
its historical development, the ambiguity will prove itself in a second
moment to be a side effect of a sustained methodological engagement with
the fundamental insights of German Idealism which thus deserves to be
investigated in its own right. As we will see, this ambiguity is in fact due to
a single traumatic kernel of truth that both Hegel and Schelling, attempting
to ground the Kantian subject, bring to the fore in different ways, but
ultimately have to repress or force into the unconscious, a fact that therefore
requires us to use a mode of inquiry that goes beyond philologico-exegetical
interpretation if we are to penetrate it: The notion of Schelling's Grundoperation—the “vanishing
mediator” between the two poles (the Real and the Ideal, B
and A)—opens up the possibility of establishing a connection
with Hegelian dialectics: the founding gesture “repressed” by
the formal envelope of the “panlogicist” Hegel is the same as
the gesture which is “repressed” by the formal envelope of the
“obscurantist” Schelling, yet which simultaneously serves as its
unacknowledged ground. [...] Does the gesture of “vanishing
mediation” not point, therefore, towards what, following some
German interpreters, one could call the Grundoperation des
Deutschen Idealismus, the fundamental, elementary operation of
German Idealism? 35.
Neither this word nor a comparable one appears to actually exist in modern or
old German. A simple Google search is enough to be suspicious: it only comes up
with this quote. Grasping the Vanishing Mediator Between the Real and the Ideal 51 the fore and deals explicitly with the critical difficulties posed by attempting
to give an account of the emergence of the Ideal out of a Real that has been,
from within the former, always already lost. The psychoanalytical fusion of
Schelling and Hegel implicit in his thinking—a fusion which points towards
a certain unconscious struggle inherent to German Idealism itself—either
reveals or resolves a potentially fatal ambivalence in the conception of the
Real, an ambivalence that risks jeopardizing not only Žižek's project, but
also the development of any form of metaphysics from within a radical
idealism. According to Lacan, the Symbolic exhibits what may be called
a form of ontological solipsism insofar as it is an irreducibly self-referential
matrix of signifiers whose relation to an external, extra-ideal world has
been utterly cut off. Yet to give a theoretical grounding of our inability to
access objective reality we must describe its dark pre-history in the orgasm
of forces that is the pre-symbolic Real. Is the Real that which precedes and
exceeds consciousness, or a pure lack that only presents itself through the
breakdowns of the Symbolic? Can these two modalities be reconciled
within a metaphysics? If so, can a hybridization of Hegel and Schelling
help us conceive of the emergence of the Symbolic out of the Real from
within the Symbolic by overcoming the opposition between materialism
and idealism? But before we answer these questions, we should step back
and ask: why would we even want to proclaim such a Cartesian dualism
of mind and body, nature and spirit, the Real and the Symbolic, especially
since such a form of subjectivity has been criticized for so long in the
contemporary intellectual scene as no longer sustainable? What are its
theoretical advantages? 36. Žižek, “Liberation Hurts: An Interview with Slavoj Žižek (with Eric Dean
Rasmussen).” Retrieved Feb. 23, 2010, from http://www.electronicbookreview.
com/thread/endconstruction/desublimation. 50 Chapter 2 It is our endeavour to articulate clearly the Grundoperation
of German Idealism which necessitates reference to Lacan;
that is to say, our premiss is that the “royal road” to this
Grundoperation involves reading German Idealism through the
prism of Lacanian psychoanalytical theory.63 In this manner, to raise the question of whether Žižek's project is
Schellingian or Hegelian is misleading, for what interests Žižek is not
Kant, Schelling, or Hegel as particular historical thinkers per se, but a
psychoanalytically retrievable unconscious truth self-unfolding throughout
their works, a truth inaugurated by the Cartesian cogito but from which
the entire tradition of modern philosophy has been repelled because of its
horror, but to which we can now have access thanks to Freud's and Lacan's
groundbreaking work on the original trauma of the human subject. In
short, my wager is that Žižek forces us to consider that what makes German
Idealism so singular in the history of philosophy is that it is haunted by an
unconscious history that is nothing other than one of the sustained encounters
with the ontological catastrophe at the very basis of human subjectivity in
human thinking, this concept thus presenting itself as a Lacanian cause or
truth around which the surface structures of its great epics circulate as their
repressed traumatic Real and whose movement demand being systematically
reconstructed retroactively. But the ambiguity of the Hegel-Schelling relationship has another
advantage: it not only allows us to construct an original and perhaps
controversial understanding of German Idealism and its legacy by
articulating its unconscious history, a dynamic spectral history of
repression and the return of the repressed, but it also allows us to evaluate
the philosophical significance of Žižek's work by situating him directly
within its concerns. Žižek is able to rely upon Hegel and Schelling to
explicate the origins of subjectivity and their metaphysical implications
because he sees them as embarking upon a metaphysics from within a
self-grounding transcendental framework, whereby German Idealism and
the psychoanalytical tradition in its Lacanian legacy become uncannily
close due to their underlying epistemologies and the need to make sense of
them ontologically. In this respect, unpacking the ambiguity of the Hegel-
Schelling relation is of profound methodological importance, for it brings to Grasping the Vanishing Mediator Between the Real and the Ideal 37.
Lacan, “Clefs pour la psychoanalyse (entretien avec Madeleine Chapsal).”
Retrieved May 16, 2010, from http://www.ecole-lacanienne.net/docu-
ments/1957-05-31.doc. Notes 37. Lacan, “Clefs pour la psychoanalyse (entretien avec Madeleine Chapsal).”
Retrieved May 16, 2010, from http://www.ecole-lacanienne.net/docu-
ments/1957-05-31.doc. Chapter 3 Žižek's reactualization of German Idealism represents an avid attempt
to revitalize Cartesian transcendental subjectivity. In the face of a
contemporary discourse that attacks from all sides the very possibility
of a non-material I that stands in its own autonomous register, Žižek's
philosophy aims to articulate the theoretical currency still implicit within
the groundbreaking intuition that heralds modernity. But what warrants
this repetition/resurgence of such an apparently “outmoded” idea? What
kind of explanatory efficacy could it still exhibit in a theoretical field that
believes itself to have largely overcome its shortcomings? By exposing the
various theoretical holes revealed in the contemporary intellectual scene by
Lacanian psychoanalysis, Žižek rethinks the modern materialism-idealism
debate by showing how movements such as those in current phenomenology
of the body, postmodernism, and neurobiology are philosophically
insufficient and thus force us to reconceptualize transcendentalism radically. insufficient and thus force us to reconceptualize transcendentalism radically. 52 Chapter 2 38. Fink, The Lacanian Subject, p. 28. 38. Fink, The Lacanian Subject, p. 28. 39. Žižek, Less Than Nothing, p. 266. 39. Žižek, Less Than Nothing, p. 266. 40. Ibid., p. 265. 40. Ibid., p. 265. 41. Ibid., pp. 3–4. 41. Ibid., pp. 3–4. 42. Ibid., p. 24. 42. Ibid., p. 24. 43. Žižek, The Ticklish Subject, p. 31. 44. Žižek, “Fichte’s Laughter,” in Mythology, Madness and Laughter: Subjectivity in
German Idealism (New York: Continuum, 2009), p. 122. 45. Žižek, Less Than Nothing, p. 137. 45. Žižek, Less Than Nothing, p. 137. 46. Žižek, The Parallax View, p. 166. 46. Žižek, The Parallax View, p. 166. 47. Žižek, The Ticklish Subject, p. 55. 47. Žižek, The Ticklish Subject, p. 55. 48. Žižek, The Indivisible Remainder, p. 11. 48. Žižek, The Indivisible Remainder, p. 11. 49. Žižek, Less Than Nothing, p. 905. 50. Žižek, The Parallax View, p. 106. 50. Žižek, The Parallax View, p. 106. 51. See, for instance, Žižek, Less Than Nothing, pp. 13f. and 642ff. 52. See Žižek, The Indivisible Remainder, p. 14; and Žižek, The Abyss of Freedom, in The
Abyss of Freedom/Ages of the World (Cambridge: MIT Press, 2008), p. 15. 53. Žižek, Less Than Nothing, p. 239. 53. Žižek, Less Than Nothing, p. 239. 54. Ibid., p. 912. 54. Ibid., p. 912. 55. Ibid., p. 273. 55. Ibid., p. 273. 56. Ibid. 56. Ibid. 57. Žižek, The Indivisible Remainder, p. 8. 58. Schelling, Philosophical Investigations into the Essence of Human Freedom and Other
Related Matters, trans. Priscilla Hayden-Roy, in Philosophy of German Idealism, ed. Ernst Behler (New York: Continuum, 2003) (hereafter Freiheitsschrift), p. 276. 59. Ibid., p. 278. 59. Ibid., p. 278. 60. Žižek, The Indivisible Remainder, p. 105. 60. Žižek, The Indivisible Remainder, p. 105. 61. Ibid., p. 106. 61. Ibid., p. 106. 62. Žižek, The Abyss of Freedom, p. 4. 62. Žižek, The Abyss of Freedom, p. 4. 63. Žižek, The Indivisible Remainder, p. 92. 3.1 Postmodernism and an Uncanny Defence of
Transcendentalism Although phenomenologists like Merleau-Ponty and more recently Michel
Henry and Jean-Luc Marion argue for the primordial unity of consciousness
and the lived body or the self's immanent auto-determination from the
unfolding of givenness of the flesh (which indicates the disappearance 54 Chapter 3 54 of a radical subject-object distinction by the interpenetration of both
in embodiment), Žižek makes the claim that such descriptions are
intrinsically lacking insofar as they fail to take account of the experience
of the monstrous and the traumatic irrevocably tied to the essence of
human being. One cannot merely replace classical subjectivity with a
more organic theory of experience that intertwines consciousness with a
phenomenological auto-affection of the flesh. The rift between the spiritual
and the material uncovered by the I destabilizes the very possibility of
such a primordial union or identity: if we take transcendental reflexivity
seriously we see, according to Žižek, a pure self-positing that tears itself away
from any kind of immersion within the field of corporeal activity. The very
possibility of the psychoanalytical experience as that which reveals a split
between the energetic dynamics of the body and subjective, experiential
reality presupposes an irreducibly antagonistic interrelation, a discordant
dichotomy, between mind and body, which proclaims that the human
subject must in some sense “protrude” out of its carnal materiality and be
understood on its own terms. The claim is that the modern subject not only
paves the way for the psychoanalytical discourse of the unconscious, but
also sets up the possibility of a genuine encounter with what it means to
be a human subject existing with an intrinsic relation to a bodily substrate
that paradoxically presents itself as Other. We cannot just think the self
that comes after the subject in a way that does away with the latter, for
transcendental subjectivity brings to our attention a primordial truth of what
it means to be a free human being that, in many ways, we have yet to come
to terms with: that of a structural conflict between mind and body which divides
our being into two incommensurate spheres. However, the implications of Žižek's reactualization of German Idealism
are not just limited to the phenomenology of the body. Psychoanalysis and the Enigma of Transcendental Subjectivity 55 55 sociopolitical activity. The unceasing play of cultural difference, the non-
finite proliferation of identities and discourses, can only be adequately
understood through the transcendental framework offered by Cartesian
subjectivity because, as that which prevents human activity from being
explicable through solely natural or biological grounds, it supplies the
formal-universal structure through which such change is rendered possible. The cogito is necessary for deciphering not only human embodiment, but
also human historicity insofar as it gives us a clue to what kind of ontological
event could have led to the emergence of something like a symbolic universe
in contrast to the “cyclical” movement of nature. Here we see another
advantage of the cogito that transcends its theoretico-explicative currency,
or more strongly, coincides with it: as the transcendental condition of the
possibility of historical contingency, the pure I always stands above all fixed,
particular sociopolitical constellations and thus presents the always possible
basis of ideological critique and political revolution. sociopolitical activity. The unceasing play of cultural difference, the non-
finite proliferation of identities and discourses, can only be adequately
understood through the transcendental framework offered by Cartesian
subjectivity because, as that which prevents human activity from being
explicable through solely natural or biological grounds, it supplies the
formal-universal structure through which such change is rendered possible. The cogito is necessary for deciphering not only human embodiment, but
also human historicity insofar as it gives us a clue to what kind of ontological
event could have led to the emergence of something like a symbolic universe
in contrast to the “cyclical” movement of nature. Here we see another
advantage of the cogito that transcends its theoretico-explicative currency,
or more strongly, coincides with it: as the transcendental condition of the
possibility of historical contingency, the pure I always stands above all fixed,
particular sociopolitical constellations and thus presents the always possible
basis of ideological critique and political revolution. But perhaps the greatest threat to subjectivity comes from contemporary
cognitive science. In light of decades of groundbreaking research in
neurobiology, there is a growing tendency to turn towards scientific models
of explanation to explain away the uniqueness of human subjectivity. 3.1 Postmodernism and an Uncanny Defence of
Transcendentalism Arguing against
postmodern theorists like Derrida and Foucault, who claim that the subject
itself is merely an empty, accidental construction that arises out of the flux
of historical experience, Žižek contends that by forgetting the ontological
schism between mind and body that enables the self to be determined
according to linguistic and political forces in the first place, they lose sight
of the very formal structure of the I that is required even to speak of the
endless temporal variations of selfhood within the contingent upsurge of 56 Chapter 3 Žižek's argument here is twofold. Firstly, founding itself upon classical
biology, contemporary cognitive science presupposes that every organism
is a self-contained system in harmony with itself seeking homeostasis
and self-preservation, which prevents it from coming to terms with the
psychoanalytical concept of Todestrieb. Representing a malfunction in
biology, whereby a person no more strives for pleasure and satisfaction,
for the minimal possible level of distress and affliction, but rather for
pain and even self-destruction, psychoanalysis identifies this apparently
negative moment of short circuit within the biological machine with one
of the defining traits of human subjectivity and thus of culture itself.64
Instead of being a mere haphazard disorder or a contingent feature of a sick
mind, Todestrieb comes to represent a necessary feature of the singularity
of our being: the condition of the possibility of psychopathological self-
destruction is ultimately linked to our very freedom because the two are
structurally homologous. Secondly, what Žižek adds to this argument for
the supremacy of psychoanalysis over reductionist biology is the following
insight: if there were nothing but the self-contained, deterministic system
of the neuronal interface of the brain, then why is there (self-)experience at
all?65 Why is there not just blind existence, a mere mechanism that auto-
develops according to its own laws? Why does the nonconscious trembling
of brute matter in its dynamic pulsations need to be aware of itself? Since
the category of subjective experience is superfluous, unnecessary, to the
materialism displayed by science, the mere fact of experience proclaims that
neurobiological activity is not-all—that there is a gap, a series of interstices,
which arise within its logical fold as a kind of unpredictable short circuit to
which, perhaps, phenomenal reality arises as a response. Naming the place
of this rupture the subject itself, Žižek's own work on cognitive science
consequently tries to underline the inherent difficulty that the discipline has
(for this very reason) to explain the emergence of consciousness, insofar as it
points to a limit-situation within which the discourse itself breaks down. Neither the phenomenology of the body, postmodernism, or cognitive
science can just dispel the “myth of subjectivity” because all three of them Neither the phenomenology of the body, postmodernism, or cognitive
science can just dispel the “myth of subjectivity” because all three of them,
in distinct ways, need it to account for the very subject matter they take as
their own. Psychoanalysis and the Enigma of Transcendental Subjectivity 55 Researchers are not just constantly downplaying the role of systematic
self-observation and autonomous discourses that deny the supremacy of
experimental science; rather, what is increasingly coming into question
is the infinite array of material offered by self-consciousness and the
meaning of philosophical investigations into its culture and politics as
structurally free from biological concerns. Instead of having recourse to
first-person experience as it shows itself to us in the irreducibility of its
complex dynamics as the site of personality (phenomenology), or the
labyrinthine network of the symbolic universe of discourses informing our
sense of self and other (postmodernism), they are able to explain the entire
range of emotional and social characteristics through the nonconscious,
asubjective pulsation of brute matter, the mere non-personal movement of
neurochemico-electrical activity wherein the I becomes an epiphenomenal
illusion created by a closed biological system of response mechanisms pre-
determined by genetic code. 56 Chapter 3 If the phenomenology of the body is to understand the very field
of the (self-)appearing of phenomena to consciousness as embodied, then it Psychoanalysis and the Enigma of Transcendental Subjectivity 57 has to come to terms with the breakthrough of transcendental reflexivity as
a form of pure self-positing that institutes a subject-object schism rendering
the very body that we live in Other to ourselves: “the subject (Self) is [...]
immaterial: its One-ness, its self-identity, is not reducible to its material
support. I am precisely not my body: the Self can only arise against the
background of the death of its substantial being, of what it 'objectively'
is.”66 Postmodernism needs to presuppose the pure I as something over
and above the contingent field of non-finite cultural difference that it sets
up even to talk about the complex network of discourses irreducible to
naturalistic influences. Lastly, cognitive science cannot discard the subject
if it is to explain the very possibility of how a gap in (material) being could
emerge so that there is the basic distance from self that is necessary for the
phenomenalization of reality. If we are to understand the true nature of
the human being, Žižek's contention is that we must reread transcendental
philosophy through the psychoanalytical category of Todestrieb, for both
seem to cover the same theoretical set of problems in an uncanny manner;
this unholy marriage of German Idealism and psychoanalysis aims to
reconfigure the contemporary intellectual scene by offering a comprehensive
system that is able to respond to the intrinsic limitations of all three
disciplines. However, although Žižek's retrieval of subjectivity thus superficially
appears to be an attempt to assert the unshakeable supreme position of
the human subject against the various de-centerings that it has undergone
in the twentieth century, this is an overt vel. Whereas most defenders of
the transcendental ego return to Descartes, Kant, or Hegel to regain and
unpack their conviction in the self-grounding ipseity at the core of human
activity in face of its dissipation within flux of radical historicism, the all-
engulfing force of structuralism, or the brute determination of mechanical
nature, what intrigues Žižek are the various ways in which the cogito fails
at its own task and the implications of this failure for our understanding
of self and world. 56 Chapter 3 Instead of presenting an intuition of a self-positing
substantiality that persists behind all representational content of thought
while being co-given, co-equal, and ultimately fully coinciding with my own
personal self, what we truly find in the thinkers of subjectivity according to
Žižek is the affirmation of a negatively charged void that holds together the Chapter 3 58 sedimentations of personality through its sheer self-reflexive nothingness. Whether this be Descartes' inability to establish the positive characteristics
of the I that necessarily thinks,67 Kant's failure to penetrate into the kernel of
the subject an sich that makes experience possible,68 or Hegel's early account
of the night of the world,69 what is obvious to Žižek is that the impervious,
vacuous core of subjectivity is simultaneously its condition of possibility
and impossibility. Consequently, what interests Žižek are two things: (i) the
traces of this abyssal nature of subjectivity that can be found in modern
philosophy, which immanently problematizes all attempts to ground
experience in the intuition of a self-positing substantial core of existential
familiarity and transparency; and (ii) how this grounding insight into
transcendental reflexivity and the deadlocks it generates are schematized
under the textual surface in different modalities by Kant and his followers,
yet in such a way that they display in them a hidden logic implicitly
working itself out throughout the entire tradition that can be retroactively
constructed and used today in order to combat a range of theoretical
problems that plague us. 3.2 Idealism and its Shadow: Materialism in the Cracks Taking the inevitable failure of self-grounding idealism to fully posit itself
as a guide, Žižek's reading of German Idealism focuses on what he perceives
as an ambiguous relationship in its texts: between such a self-grounding
idealism, and the spectral presence of what appears as a form of materialism
within its ideal-synthetic fold that must somehow be posited as theoretically
more fundamental and primordial après-coup. The agonizing tension within
ideality as it tries to constitute the world of experience suggests that,
although a non-mediated, purely material reality has been forever lost due to
the idealizing activity rendered possible by the subject, we can still, through
the very limitations, blockages, and obstructions of this activity, negatively catch
a glimpse of it, the very inconsistency of thought guaranteeing that we gain
knowledge of reality “outside” our representations. The figure of Fichte is
of utmost importance in this context for comprehending the conceptual
contours of Žižek's position. Instead of being a contradictory, deficient
concept within the internal trajectory of German Idealism that automatically
reveals Fichte's inconsequentiality and impotence as a thinker, the concept
of Anstoß manifests the truth of the materialism-idealism relation expressed
within the tradition, albeit in a manner that he does not explicitly thematize. Taking the inevitable failure of self-grounding idealism to fully posit itself
as a guide, Žižek's reading of German Idealism focuses on what he perceives
as an ambiguous relationship in its texts: between such a self-grounding
idealism, and the spectral presence of what appears as a form of materialism
within its ideal-synthetic fold that must somehow be posited as theoretically
more fundamental and primordial après-coup. The agonizing tension within
ideality as it tries to constitute the world of experience suggests that, although a non-mediated, purely material reality has been forever lost due to
the idealizing activity rendered possible by the subject, we can still, through
the very limitations, blockages, and obstructions of this activity, negatively catch
a glimpse of it, the very inconsistency of thought guaranteeing that we gain
knowledge of reality “outside” our representations. The figure of Fichte is
of utmost importance in this context for comprehending the conceptual
contours of Žižek's position. 3.2 Idealism and its Shadow: Materialism in the Cracks However, to return to German Idealism and its “rampant” transcendentalist
inclinations with the intention of retrieving a conception of the subject able
to respond to perceived dead ends in contemporary intellectual discourse
presents an immediate problem. In order to articulate an account of
experience that can combine psychoanalysis and modern subjectivity in a
manner capable of combating the phenomenology of the body, postmodern
discourse theory, and cognitive science, Žižek must fight against the anti-
materialistic tendencies evident in the German Idealist tradition itself. Žižek's fundamental thesis is—perhaps counter-intuitively—that it is
the latter's very descriptions of the non-material, purely spiritual I that
point the way. The nothingness of the cogito reveals more than a form of
ontological dualism, the horrifying split nature of subjectivity that forever
haunts psychic life: not only is the cogito unable to find an existential or
ontological interiority at the heart of one's own most personal being—
being a mere formal void that guarantees the self-sameness of identity
through phenomenal time, the I is an empty set—but the very gesture of a Psychoanalysis and the Enigma of Transcendental Subjectivity 59 self-grounding idealism that it sets into play shows itself to be structurally
incomplete and riddled with holes. In modernity's irreversible establishment
of the primary function of the cogito (as a synthesizing activity that idealizes
our contact with the world in such a way that we lose contact with real
entities non-mediated by mind) Žižek argues that we immediately come
face to face with the internal limitation and contradiction of idealism as
such, insofar as absolute mediation is not possible for the subject. Instead
of exhibiting a smooth transcendentally constituted fabric of experience
freely brought forth by the subject on its Godlike throne, idealism generates
in and of itself irremovable and unpredictable moments of blockage and
obstruction that infringe upon the subject's totalizing claims for autocratic
autonomy and a complete, undisturbed idealization of experience. In other
words, every attempt of idealism to affirm itself as “all,” to set the stage
for the transcendental constitution of phenomenal reality as an almighty,
full-blown “hallucination,” fails: within idealism there is always something
uncannily more than ideal, an extimacy that corrodes it from the inside and
cannot be explained from within its free idealization of the world. 3.2 Idealism and its Shadow: Materialism in the Cracks Instead of being a contradictory, deficient
concept within the internal trajectory of German Idealism that automatically
reveals Fichte's inconsequentiality and impotence as a thinker, the concept
of Anstoß manifests the truth of the materialism-idealism relation expressed
within the tradition, albeit in a manner that he does not explicitly thematize. Chapter 3 Žižek's own theoretical position is therefore a rather precarious one. It
contends that it is only from within the deadlock and limitations of a full- In Fichtean subjective idealism, the I is the axiomatic starting point of
philosophy. Even the not-I, the entire sphere of everything that presents
itself within consciousness as “extra-subjective” content, is freely posited
and brought forth by the self-grounding activity of the absolute subject, in
effect robbing it of any alterity that it would possess in itself as a material,
non-mediated being with its own interiority that thrusts itself upon
consciousness. In other words, the not-I does not affect the I through a form
of causality. Yet because of the double meaning of Anstoß as a hindrance and
impetus, as something that obstructs and incites our activity, one cannot just
say that the Anstoß is a mere obstacle created by the subject so that it can
have the necessary degree of resistance needed in order concretely to assert
and actualize its own freedom. Although the not-I depends upon the pure
I for its meaning, the former of itself cannot be reduced to the idealizing
activity set up by the latter: it is not “like the games the proverbial perverted
ascetic saint plays with himself by way of inventing ever new temptations
and then, by overcoming them, confirming his strength.” For if this were
so, “it would present a case of the hollow playing of the subject with itself,
and we would never reach the level of objective reality.”70 There is therefore
an element of speculative truth in Fichte that Žižek wants to bring to the
fore: even if the circle of idealism is a self-enclosed, free creation rendered
possible by the subject, due to the painful curvature of this space we must
nevertheless speak of a negative materialism in Fichte's thinking.71 Here, we
encounter a paradoxical coincidence of internal-external limitation and
inside-outside: “Anstoß thus designates the moment of the 'run-in,' the
hazardous knock, the encounter of the Real in the midst of the ideality of
the absolute I: there is no subject without Anstoß, without the collision with
an element of irreducible facticity and contingency—'the I is supposed to
encounter within itself something foreign,”72 some inassimilable body that
sticks in its throat like a bone. Chapter 3 60 In Fichtean subjective idealism, the I is the axiomatic starting point of
philosophy. Even the not-I, the entire sphere of everything that presents
itself within consciousness as “extra-subjective” content, is freely posited
and brought forth by the self-grounding activity of the absolute subject, in
effect robbing it of any alterity that it would possess in itself as a material,
non-mediated being with its own interiority that thrusts itself upon
consciousness. In other words, the not-I does not affect the I through a form
of causality. Yet because of the double meaning of Anstoß as a hindrance and
impetus, as something that obstructs and incites our activity, one cannot just
say that the Anstoß is a mere obstacle created by the subject so that it can
have the necessary degree of resistance needed in order concretely to assert
and actualize its own freedom. Although the not-I depends upon the pure
I for its meaning, the former of itself cannot be reduced to the idealizing
activity set up by the latter: it is not “like the games the proverbial perverted
ascetic saint plays with himself by way of inventing ever new temptations
and then, by overcoming them, confirming his strength.” For if this were
so, “it would present a case of the hollow playing of the subject with itself,
and we would never reach the level of objective reality.”70 There is therefore
an element of speculative truth in Fichte that Žižek wants to bring to the
fore: even if the circle of idealism is a self-enclosed, free creation rendered
possible by the subject, due to the painful curvature of this space we must
nevertheless speak of a negative materialism in Fichte's thinking.71 Here, we
encounter a paradoxical coincidence of internal-external limitation and
inside-outside: “Anstoß thus designates the moment of the 'run-in,' the
hazardous knock, the encounter of the Real in the midst of the ideality of
the absolute I: there is no subject without Anstoß, without the collision with
an element of irreducible facticity and contingency—'the I is supposed to
encounter within itself something foreign,”72 some inassimilable body that
sticks in its throat like a bone. According to Žižek, this truth is then later
radicalized by Hegel's and Schelling's own response to Fichte's thinking
insofar as they realize it gives us the necessary resources we need to develop
a metaphysics while never leaving the transcendental idealist framework. Psychoanalysis and the Enigma of Transcendental Subjectivity 61 61 to matter—here we must think of Žižek's philosophy as a turning inside-
out of Jacobi's challenge that idealism must become a speculative egoism
by following it to its logical conclusion: “[t]he transcendental idealist [...]
must have the courage to assert the strongest idealism that has ever been
taught, and not even to fear the charge of speculative egoism”73—that we
can develop a truly speculative materialism up to the task of explaining
the emergence of experience, for it also suggests that only a full-blown
idealism is truly capable of disclosing crucial facts about the nature
of materiality. However, such a materialism rests upon the apparently
paradoxical claim that it is the very auto-collapse of idealism that is
epistemologically capable of overcoming itself and describing the world in
itself. As Adrian Johnston says, “materialism [...] formulates itself vis-à-vis
the deadlocks internal to radical transcendental idealism. On this account,
materialism is philosophically tenable solely as the spectral inverse of
idealism, accompanying it as the shadow cast by idealism's insurmountable
incompleteness.”74 But the stark consequences of this thesis must be
brought to the fore: it claims that all forms of radical idealism always already
contain traces of materialism in their blind spots, even if they do not recognize
this. Yet how are we to grasp this overlapping of the Real and the Ideal, this
contradictory mode of inclusion/exclusion, internal/external, presence/
absence, from within a logical space that by its very essence proclaims to
exclude it? How can this impossible feat of a materialism within the cracks
of idealism be accomplished? Chapter 3 According to Žižek, this truth is then later
radicalized by Hegel's and Schelling's own response to Fichte's thinking
insofar as they realize it gives us the necessary resources we need to develop
a metaphysics while never leaving the transcendental idealist framework. Žižek's own theoretical position is therefore a rather precarious one. It
contends that it is only from within the deadlock and limitations of a full- Žižek's own theoretical position is therefore a rather precarious one. It
contends that it is only from within the deadlock and limitations of a full-
blown idealism asserting the ultimate irreducibility of mind and subjectivity Chapter 3 62 more, the very nature of idealizing activity must tell us something about the
nature of the world as it is in itself and this in two ways: firstly, we cannot just
understand our own inability to grasp the Real as a mere limitation due to
the finitude of human cognition, but must see this inability as revelatory
of an ontological state of affairs—the subject is, after all, an event in the
world, such that our entrapment in the solipsistic circuitry of ideality is
always already minimally revelatory of that which we are searching for once
we make a parallax shift in perspective. Secondly, the very inconsistency
of our notional apparatus points to the fact that there can be no absolute
constructionism, which appears to epistemologically justify the possibility
of using the internal limitations and obstructions of ideality to overcome
ideality's very self-enclosure. The goal of Žižek's materialism is to seek to
understand the precise philosophical status of the free ideal constitution
of the world and how and why this autonomous register could collapse. In
other words, its defining feature is that, although it strives to maintain the
ontological significance of the irreconcilable difference between materialism
and idealism, it searches for a way to overcome this absolute opposition
at the epistemological level so that the conflict between them does not
infringe upon knowledge. If the self-grounding gesture of idealism expresses
a constitutive opposition to materiality, and its failure is indicative of the
phantom-like presence of the latter in the former, then this disharmonious
non-relation must reveal a method of explaining it. The underlying question guiding Žižek's ontology is therefore the
following: What do the internal obstructions in idealization and the fact of
ideality itself tell us about the mind-body relation: that is, our connection
to the vital movement of being? Whereas there have been for some time
in the contemporary intellectual scene two options for understanding the
relationship of consciousness and world—their dynamic interconnectivity
and unity in phenomenological accounts of the lived body or the outright
rejection of the importance of lived first-person experience as a mere
epiphenomenal effect due to the mechanical movement of nature or the
structures guiding discourse, both of which comprise a disavowal of the
primordial self-reflexive ipseity of the subject—Žižek opts for a third. 3.3 A Metaphysics of the Disjunctive “and” By zoning in on the limitations of idealization, the experiences of internal
resistance within its own self-enclosed phenomenal space (experiences that
reveal a difficult truth concerning the impotence of self-positing idealist
freedom), Žižek tries to construct his own metaphysics. Only able to
sustain itself from within the cracks of transcendental synthesis, his parallax
ontology functions within the impossible in-between of spectral materialism
and full-blown subjective idealism. But Žižek does not just claim that the
latter is wholly untenable because its internal tension proclaims that there
is necessarily an extimate, spectral presence of the Real within the Ideal
haunting it due to its impotence to hallucinate its own world. What is Chapter 3 What
is noticeable in all of these approaches is not only an inability to grasp the
true insight unveiled by a transcendental freedom, but also the latter's direct Psychoanalysis and the Enigma of Transcendental Subjectivity 63 Psychoanalysis and the Enigma of Transcendental Subjectivity 63 consequence: namely, the experience of idealistic disintegration and failure,
the two types of experiences being so crucial in Lacanian psychoanalysis
for our understanding of psychopathologies and psychogenesis that for
Žižek they demand the rehabilitation of the ontologically schismatic duality
opened up by Cartesian subjectivity. These are not merely revelatory of
the structure of an individual psyche lost in disarray, but rather reveal
a basic metaphysical truth of subjectivity by presenting a world where
“the mind and body are, so to speak, negatively related—oppositional
discord is, obviously, a form of relation.”75 Pointing towards the subject
being more than the matter it inhabits, insofar as the symbolic structures
constituting psychic life display a quasi-absolute degree of freedom from
purely naturalistic activity, the psychoanalytical experience proclaims that
these two zones must resist, must be in perpetual conflict with, one another,
so that the structure of psychoanalytical subjectivity is brought close to an
archaic form of modern dualism while calling for a radical reconfiguration
of the latter's split between mind and body. Accordingly, Žižek's attempt to
think materialism and idealism requires a far-reaching remodulation of the
logical conjunctive between the two into a form of psychotic non-relation,
insofar as transcendentalism implies a kind of negative space isolated unto
itself and alienated from external reality, an isolation that is simultaneously
the logical structure of normal and pathological subjective reality. But
what exactly is this disjunctive “and”? Žižek's answer is unequivocal: the
place of non-coincidence between mind and body, the break or rupture
between these two zones of independent activity, is nothing but the subject
itself, where the subject is transformed from a mere transcendental-
epistemological construct grounded through concerns in a theory of
knowledge into some kind of self-positing negativity in material being, a
bone in substance forever holding apart materialism and idealism. Psychoanalysis and the Enigma of Transcendental Subjectivity 63 The
lacuna in contemporary thinking is therefore immense: by failing to take
into account the experience of psychopathology whose possibility coincides
with that of freedom (as that which institutes an infinite conflict between
mind and body) its representatives fail to see the terrifying truth intrinsic
to our very relation to the world: something that proclaims the need for a
new paradoxical form of materialism developed within idealism to be able to consequence: namely, the experience of idealistic disintegration and failure,
the two types of experiences being so crucial in Lacanian psychoanalysis
for our understanding of psychopathologies and psychogenesis that for
Žižek they demand the rehabilitation of the ontologically schismatic duality
opened up by Cartesian subjectivity. These are not merely revelatory of
the structure of an individual psyche lost in disarray, but rather reveal
a basic metaphysical truth of subjectivity by presenting a world where
“the mind and body are, so to speak, negatively related—oppositional
discord is, obviously, a form of relation.”75 Pointing towards the subject
being more than the matter it inhabits, insofar as the symbolic structures
constituting psychic life display a quasi-absolute degree of freedom from
purely naturalistic activity, the psychoanalytical experience proclaims that
these two zones must resist, must be in perpetual conflict with, one another,
so that the structure of psychoanalytical subjectivity is brought close to an
archaic form of modern dualism while calling for a radical reconfiguration
of the latter's split between mind and body. Accordingly, Žižek's attempt to
think materialism and idealism requires a far-reaching remodulation of the
logical conjunctive between the two into a form of psychotic non-relation,
insofar as transcendentalism implies a kind of negative space isolated unto
itself and alienated from external reality, an isolation that is simultaneously
the logical structure of normal and pathological subjective reality. But
what exactly is this disjunctive “and”? Žižek's answer is unequivocal: the
place of non-coincidence between mind and body, the break or rupture
between these two zones of independent activity, is nothing but the subject
itself, where the subject is transformed from a mere transcendental-
epistemological construct grounded through concerns in a theory of
knowledge into some kind of self-positing negativity in material being, a
bone in substance forever holding apart materialism and idealism. Psychoanalysis and the Enigma of Transcendental Subjectivity 63 The
lacuna in contemporary thinking is therefore immense: by failing to take
into account the experience of psychopathology whose possibility coincides
with that of freedom (as that which institutes an infinite conflict between
mind and body) its representatives fail to see the terrifying truth intrinsic
to our very relation to the world: something that proclaims the need for a
new paradoxical form of materialism developed within idealism to be able to
combat phenomenological accounts of embodiment, postmodern theories Psychoanalysis and the Enigma of Transcendental Subjectivity 65 fundamental problematic guiding Žižek is consequently the following: what
is the relationship between (i) this abyssal void of the I; (ii) the pre-symbolic,
material X; and (iii) the mediating activity of conscious ideality? What are
the “meta-transcendental” conditions of possibility for the emergence of
the subject that could explain the systematic discord that persists between
mind and body? Can the psychoanalytical notion of the Todestrieb as a form
of biological malfunction and its avatars in the tradition tell us something
about the extra-ideal state of affairs logically preceding experience? But in
order to grasp the stakes at hand in this endeavour, we must first understand
the problem of nature bequeathed by Lacan and how it sets up the
coordinates of his own procedure. Chapter 3 64 of discourse, and cognitive science, a materialism that would be at the same
time a metaphysics of the disjunctive “and.” Since it is Lacanian psychoanalysis that most strongly brings forth this
disjunctive “and” as an irreducible element of human experience, Žižek's
controversial thesis is not merely that Lacan brings to the fore something
previously underdeveloped or neglected in other theories of subjectivity. Rather, it is much stronger—he claims that Lacan constitutes a true
breakthrough in the history of thought that irreversibly restructures the
field within which we can do philosophy, in a gesture that rivals that of
Kant. Yet the great downfall of Lacan is that he is only interested in the
systematization of the breakdowns and structural inconsistencies that define
psychoanalytic experience, the antagonistic interaction of the three registers
as the condition of the (im)possibility of phenomenal reality, and largely
leaves unanswered the ontological question of the subject. Realizing that
the Lacanian subject is lacking any explicit account of its genesis—which
leads many commentators to argue that Lacan is a transcendental idealist
or linguistic phenomenalist—Žižek is driven back to German Idealism to do
away with this theoretical deficiency. But if German Idealism, alongside Lacanian psychoanalysis, is able
to help us elucidate the paradoxical “and” negatively linking together
materialism and idealism, it is because there must be something homologous
in their attempts to think the subject that would allow them to be creatively
read through one another. By drawing out various passages that link the
basis of subjectivity in late modern philosophy to fundamental concepts of
psychoanalysis, Žižek gives flesh to this disjunctive “and” by showing how
the very fact of the existence of the field of ideality illustrates the necessity
of the existence of the former, a fact from which many recoil. In this
respect, if the Symbolic cannot assert itself as all, it is not only because of
the ever-present pressure exerted from the inside upon its constitution of
phenomenal reality, but also because the very “and” that precedes and sets
the stage for the autonomous universe of meaning prevents the latter from
being able to posit itself as a self-sustaining, total positivity. Idealization
always collapses upon itself, and it is due to its self-foundering that we are
led to see that there is a disharmonious relationship between mind and body
that requires a new materialism to complement its internal limitations. The 73.
Jacobi, “Idealism and Realism,” in Kant’s Early Critics: The Empiricist Critique of
the Theoretical Philosophy, ed. Brigitte Sassen (Cambridge: Cambridge University
Press, 2000), p. 175. Notes 64. Lacan, “A Theoretical Induction to the Functions of Psychoanalysis in
Criminology,” in Écrits, p. 127/104. 65. Žižek, The Parallax View, p. 168. 66. Žižek, Less Than Nothing, p. 905. 67. As Žižek points out, as soon as Descartes makes the breakthrough to the cogito,
he is forced to conclude: “[b]ut I do not yet understand sufficiently what I am—I,
who now necessarily exists.” What follows is a discussion that prevents the confla-
tion of the cogito with any specific experiential content—in short, the recognition
of its intrinsic vacuous nature. However, Descartes is unable to hold onto this
groundbreaking insight and quickly ends up reifying the subject into a res cogitans. See Meditations on First Philosophy, trans. Donald A. Cross (Indianapolis: Hackett
Publishing, 1993), pp. 18ff.; and Žižek, “Cartesian Subject versus Cartesian
Theater,” in Cogito and the Unconscious, ed. Slavoj Žižek (Durham: Duke
University Press, 1998), pp. 259–61. 68. On Žižek’s reading, not only is any intimate self-relation in Kant precluded in-
sofar as the self qua phenomenal is denied any experience of its “true being,” but
subjectivity is reduced to a positive void: the ground of self-reflexive consciousness
becomes a mysterious “this I or he or it (the thing) that thinks” that strangely
guarantees the condition of possibility of experience. See Kant, The Critique of
Pure Reason, A346/B404; and Žižek, Tarrying with the Negative: Kant, Hegel, and
the Critique of Ideology (Durham: Duke University Press, 2003), pp. 12–18. 69. This concept will be explored in detail in chapter 6. 70. Žižek, The Abyss of Freedom, p. 45. 71. See Johnson, Žižek’s Ontology, pp. 16–20. 72. Žižek, The Abyss of Freedom, p. 45. 74.
Johnson, Žižek’s Ontology, p. 19. 75.
Ibid., p. 56. This is Johnston’s thesis about the nuance of Lacanian-Žižekian
subjectivity. Chapter 4
The Problem of Nature in the Lacanian Subject
The Obscure Origins of the Symbolic Chapter 4
The Problem of Nature in the Lacanian Subject
The Obscure Origins of the Symbolic In this chapter I will lay out various theoretical problems plaguing Lacan
that serve as the starting point for Žižek's own endeavour. Beginning
with a precursory analysis of Žižek's identification of the Cartesian and
psychoanalytical subjects, I move on to a discussion of the intrinsic
limitations of Lacan's psychoanalytical methodology for understanding
the ontologico-foundational basis of subjectivity. By focusing on the self-
grounding, non-natural function of images and words, especially the
transcendental reflexivity underlying both, Lacanian psychoanalysis has a
tendency to perceive them as an external parasite that derails the substantial
unity of the body. But this tendency renders problematic any account of
how images and words could successfully implant themselves, thus leaving
the Symbolic itself potentially without theoretical justification. Seeing an
uncanny structural homology here between post-Kantian idealism and the
legacy bestowed upon us by Lacan, Žižek returns to Hegel and Schelling
with the conviction that a combination of psychoanalysis with late German
Idealist metaphysics could help us articulate the paradoxical emergence of
subjectivity. 68 Chapter 4 4.1 An Uncanny Pair: The Cartesian and
Psychoanalytical Subjects Lacan's and Žižek's situating of the psychoanalytical discourse within the
trajectory of modern transcendental philosophy could appear surprising. Following the works of Freud, it is clear that the father of psychoanalysis
understands the psychoanalytical subject as intrinsically anti-Cartesian. Whereas the cogito conjures forth the idea of an untouchable conscious
freedom, of complete self-mastery and perfect self-transparency as
guaranteed by our capacities of reason, ratiocination, and deliberation, the
Freudian unconscious does not merely haphazardly obstruct existential
self-familiarity like some kind of accidental feature of human being, but
rather puts all conscious activity in the clutches of a mysterious, obscure
Other that by definition resists all ideational (re)presentation. The goal of
modern philosophy as the articulation of a sound foundation for systematic
philosophy through the free mediation/idealization of the world by means
of the rational, self-grounding activity of consciousness is by definition
foreclosed, for the very process of (re)constituting reality by the I rests
upon a structurally non-representational process, a process that constantly
risks interfering with the subject's synthetic mediation of self and world. It is no longer the subjective I that “thinks,” but the impersonal, non-
subjective Es (the id): the “it” thinks in the same way that “it” rains. So
how can “the subject of the unconscious [be] none other than that of the
Cartesian cogito”?76 Although this may be true it is evident that, despite the qualitative
remodulation that subjectivity undergoes in Freudian psychoanalysis,
especially in terms of the nature and scope of conscious personality, there
is nevertheless a series of homologous structures at the heart of both the
psychoanalytical and modern Cartesian subjects. Most fundamentally, both
rely on the splitting of being into two separate zones, the mental and the
material, and the inability to reduce one to the other. Even if Freud's later
theoretical works exhibit a propensity to reduce psychic processes to the
vital force of biological activity, this very attempt self-destructs (as Lacan
makes clear) in the face of the brute autonomy of images and words in his
analyses over and against their subsumption within the pulsating activity
of nerves or the movement of instincts. There always remains a chasm The Problem of Nature in the Lacanian Subject 69 69 separating human psychological life from the mere flux of corporeal or
instinctual energetics, because ideality and materiality are operationally
different registers in terms of their inner articulation or logical makeup. 70 Chapter 4 In Žižek's view, the theoretical advantage of Cartesianism and
psychoanalysis is their defence of the profound ontological difference
between the registers of objective material corporeality and (inter)subjective
cultural and psychic experience. Difference is just another word for an
irresolvable two-way resistance that constitutes a battleground of conflicting,
oppositional systems and thereby sets the very stage for the experiential
reality that we find ourselves thrown into. To speak in Freudian parlance,
one cannot understand consciousness merely in terms of the id-forces
that comprise the bodily substrate of the libidinal-material basis of human
existence. Although they may serve as the ontologico-foundational basis for
all psychic and ultimately phenomenological life, they are philosophically
inadequate to explain the full essence of personality and its pathologies
insofar as the latter are constituted through the antagonistic interaction of
forces that emerge within the tripartite field of id, ego, and superego. None
of these alone would be able to articulate what it is to be a human subject,
but must be implicated within an intricate psychological trinitarian logic if
we are to hope to come to terms with ourselves and our world of experience. Even though the ego and superego arise out of the pre-subjective activity of
the id—the id immanently generates the ego out of itself as a way to cope
with its own organic insufficiency and primordial Hilflosigkeit to deal with
the demands of its external environment—they are not dependent upon it
for their being, their very vitality, each constituting a self-subsisting system
enjoying a level of genuine autonomy and irreducibility to the other. This
very structure of independence is also hinted at in the breakthrough that
is the Cartesian subject, which argues that although we could attempt to
understand the ideality of spirit by recourse to the mechanics of nature,
this attempt would ultimately collapse upon itself because something
essential would be lost. It is not that the mechanical externality that forms
the causal determinacy of the body's extensive field as the obscure ground
of mind and its sensations is a mere underdetermination of mental activity. 70 Chapter 4 Descartes’ claim is much stronger: it is ultimately incapable of helping
us establish the nature of subjectivity, even if some kind of paradoxical
non-relation must nevertheless be said to hold between the two; the
cogito's founding gesture exhibits an irreducible self-grounding that rejects
mechanical externality in all of its modes (or however it may be reworked by In Žižek's view, the theoretical advantage of Cartesianism and
psychoanalysis is their defence of the profound ontological difference
between the registers of objective material corporeality and (inter)subjective
cultural and psychic experience. Difference is just another word for an
irresolvable two-way resistance that constitutes a battleground of conflicting,
oppositional systems and thereby sets the very stage for the experiential
reality that we find ourselves thrown into. To speak in Freudian parlance,
one cannot understand consciousness merely in terms of the id-forces
that comprise the bodily substrate of the libidinal-material basis of human
existence. Although they may serve as the ontologico-foundational basis for
all psychic and ultimately phenomenological life, they are philosophically
inadequate to explain the full essence of personality and its pathologies
insofar as the latter are constituted through the antagonistic interaction of
forces that emerge within the tripartite field of id, ego, and superego. None
of these alone would be able to articulate what it is to be a human subject,
but must be implicated within an intricate psychological trinitarian logic if
we are to hope to come to terms with ourselves and our world of experience. Even though the ego and superego arise out of the pre-subjective activity of
the id—the id immanently generates the ego out of itself as a way to cope
with its own organic insufficiency and primordial Hilflosigkeit to deal with
the demands of its external environment—they are not dependent upon it
for their being, their very vitality, each constituting a self-subsisting system
enjoying a level of genuine autonomy and irreducibility to the other. This
very structure of independence is also hinted at in the breakthrough that
is the Cartesian subject, which argues that although we could attempt to
understand the ideality of spirit by recourse to the mechanics of nature,
this attempt would ultimately collapse upon itself because something
essential would be lost. It is not that the mechanical externality that forms
the causal determinacy of the body's extensive field as the obscure ground
of mind and its sensations is a mere underdetermination of mental activity. 4.1 An Uncanny Pair: The Cartesian and
Psychoanalytical Subjects For
Žižek, it is not a question of the actual doctrine espoused by Descartes with
respect to his own doctrine of the cogito and the essence of consciousness
it entails, but rather of various theoretical potentialities and possibilities
exhibited by the very structure inherent in his concept of subjectivity, which
come to the fore in the aftermath of psychoanalysis. Consequently, what Žižek perceives in the Cartesian subject and its
various reworkings is the possibility of extracting theoretical resources from
it that could be used to help explicate the enigma of human freedom and
the essence of personality as revealed in the psychoanalytical experience
of the conflictual (non-)relation that holds between mind and body. In Cartesianism and psychoanalysis, we do not come across a mere
conceptually regulative difference between the arena of human subjective
activity and the raw processes of brute material nature, which would
enable both to enjoy a strong degree of epistemic autonomy insofar as
both could self-actualize themselves in terms of a standalone language
game with the appearance of being intrinsically incommensurate to one
another despite being on the ontological level fundamentally one. Žižek
is unwilling to reduce this difference to the level of useful “working
distinctions” that have the status of an “as if,” for consciousness refuses to
be completely naturalized. In a similar vein, in contradistinction to a theory
of monism according to which both are merely seen as attributes of a single,
overarching whole (however it may be conceived) and whereby both would
offer differing expressions of an ultimately identical self-same reality, Žižek
wants to bestow ontological heft upon the difference. The claim is that any
account of subjectivity that attempts to reduce conscious experience to
the register of a pure material or substance caught within self-sustaining
laws, whether it be the neuronal Real, vitalistic energetics, or nature as
all, not only does not take heed of the radical metaphysical implications
of the psychoanalytical experience, but is also by consequence unable to
propound a satisfactory account of what it is to be a human and our relation
to the world. 70 Chapter 4 Descartes’ claim is much stronger: it is ultimately incapable of helping
us establish the nature of subjectivity, even if some kind of paradoxical
non-relation must nevertheless be said to hold between the two; the
cogito's founding gesture exhibits an irreducible self-grounding that rejects The Problem of Nature in the Lacanian Subject 71 reinterpreting it as nature, vitalistic energetics, the neuronal Real, etc.) in a
process that not only makes it distinctively non-natural in terms of its inner
structuration, but also thereby guarantees its capacity for transcendental
self-determination and its incommensurability with other logical registers. The question is how we can explain this ontological difference opened up by
Cartesianism with the aid of psychoanalysis, and vice versa. 4.2 Lacan, antiphusis, and the Parasite of Images and Words In order to expand upon this problematic, two comments can be made
that will enable us to uncover the conceptual limitations inherent to the
psychoanalytical theory of subjectivity and that allow us in turn to draw
out its similarities with the central conceptual problems plaguing post-
Kantian German Idealism as bestowed upon it by its Cartesian heritage. First, for psychoanalysis, the language that we use mediates our very
experience of the biological constitution of the body in such a way that
there is a radical degree of separation between the idealization of the
givenness of the flesh and its objective, extra-subjective existence in itself. Freud speaks of people who suffer from paralysis of a certain part of their
body, although scientifically speaking the paralysis does not coincide with
where the nerve anatomically ends, and when this is pointed out the pain
ceases. Here it is the common, everyday belief of where a nerve ends
and begins that structures the symptom. Thus, understood as a complex
cultural phenomenon and not just grammatical structures of syntax and
morphology, language shows itself as an irreducible element of experience
and points to a discordant relationship between mind and body. Second,
as arising from the facticity of cultural, historical experience, language
appears to emerge out of a symbolic interpersonal network of meaning
that operates according to its own intrinsic and self-unfolding logical
matrix. Even if it has a basis in our physiology (vocal folds) and neurology
(language centres in the brain), words themselves appear to exist in an
autonomous world of their own that, in many ways, shows itself as a kind
of external parasitic attachment to the biological unity of the body. Taken
together, these two points assert more than the fact that both registers, the
Symbolic and the corpo-Real, exist in disunion: the former even appears to
manifest itself as a “psychotic” withdrawal from the latter into some kind 72 Chapter 4 of self-enclosed sphere. What is obvious from this is not only the intrinsic
Cartesian structure of the psychoanalytical subject—here the deadlock of
ontological dualism is amplified, brought to its extreme, by the advocation
of a constitutive dissonance—but that the latter's philosophical legitimacy
depends upon the precise articulation of the delicate relation between these
two mutually incommensurate spheres. The Problem of Nature in the Lacanian Subject 73 73 the Husserlian transcendental ego grounds itself and the fabric of the
world of its experience in a moment of absolute freedom that establishes an
insurmountable rupture between reflexive self-consciousness and the causal
mechanics of nature, within Lacanian psychoanalysis we encounter the
same logical move, but merely displaced. In the latter it is not a subject in
any traditional sense, but rather the self-generating play of signifiers within
the web of the Symbolic that expresses the impossibility of articulating a
comprehensive, satisfactory psychological theory of the self only by recourse
to the pulsations of neurological activity or biological instincts. There are
two principal reasons for this. First, the Symbolic constitutes the possibility
of the orbit of the Imaginary within phenomenological experience in such
a way that it autonomously mediates all contact with the outside world,
thus diminishing the latter's importance; second, as a consequence, it
represents the predominance of non-natural (= irreducible to the ebb and
flow of the material-objective world) influences in the explanation of the
essence of psychic life. It is in this precise manner that the ciphering activity
of the Symbolic can be said to obey its own self-grounding transcendental
logic and be that which sustains the primordiality of the real-ideal divide:
“subjectivity has no relationship to the Real, but rather to a syntax which is
engendered by the signifying mark.”77 Accordingly, one can now understand why Lacan defines the object of
psychoanalysis in “The Direction of the Treatment and the Principles of
its Power” as “antiphusis.”78 With this terminological choice he is drawing
our attention to the fact that what analysis deals with is not something
natural in any sense of the nature investigated by science or understood
by our common sense. Analysis operates at a level that is, by definition,
incommensurate with natural laws. The effect of this designation is much
greater than it may initially appear, for the human subject is characterized
as “non-natural” not only insofar as the structural fabric forming the base
of conscious experience enjoys a freedom over and above, or an ontological
heft irreducible to, the flux of nature, but also because it transcendentally
alienates us from the immediacy of the corpo-Real of our body, the ground
of our objective substantial being, as the very condition of our possibility of
what we call experience. 4.2 Lacan, antiphusis, and the Parasite of Images and Words Although these zones are infinitely
conflictual and never to be harmonized, they must nevertheless be somehow
related if the system is to be held together. The Cartesian problem of the
mind-body relation is consequently inverted: the issue at hand is not how
both can be in unison with one another through some kind of occasionalism,
but how the conflictual gap that separates them emerged in the first place so
that there can never be a harmony or overlapping of each sphere. Both Freud and Lacan spend the majority of their careers elaborating
this field of disparate spheres whose interaction generates and constitutes
personality. Rereading Freud through contemporary developments
in linguistics and structuralism and even drawing upon cybernetics,
Lacan attempts to reconfigure our understanding of the self in what he
believes to be a more scientific manner than Freud could by excavating
the strict logical structures constituting the condition of the possibility
of the psychoanalytical subject: that is, the irreducibly non-natural basis
of experience and the mind-body discord it reveals. There is something
intrinsically transcendental about the project, even if the end result is
apparently quite removed from the Kantian analysis of consciousness in the
Critique of Pure Reason, Fichte's Wissenschaftslehre, or later attempts such as
Husserl's transcendental idealism. Any project that advocates the autonomy
of subjectivity over materiality and a form of self-grounding idealization
or symbolization of reality must at some level seem so, for the question of
the condition of the possibility of experiential reality does not pose itself in
more “realist-inclined” philosophies insofar as experience is here seen as
just the effect or another instantiation of a large set of dynamic relations
between objects in the world. As a consequence, fighting against Freud's
attempt to biologize/naturalize the unconscious by highlighting that one can
never escape the ultimate primacy of images and of words in psychoanalysis,
Lacan relentlessly maintains what he perceives as the Cartesian essence of
subjectivity. Just as the Kantian, the Fichtean, and even to a certain extent The Problem of Nature in the Lacanian Subject 7 The Problem of Nature in the Lacanian Subject 73 Images and words not only precede us historically
in terms of the temporal genesis of our identities (we are often named before Chapter 4 74 we are conceived: a space is always already carved up for us in the symbolic
universe before we can be said to exist in the Real) but also structure the
logico-formal space that makes personality possible in such a way as to
prevent us from having a genuine access to the brute reality of our own
“intimate” being as it is an sich. After the I is spoken, that is, after self-
reflexive subjectivity emerges, an experience of the Real is only possible
through the ideational (re)presenting capacity of a symbolic network of
signifiers, thus becoming impossible: a mysterious, ever-elusive X. As soon
as we enter language, the Real as a time of “fullness,” “immediacy,” and
“complete immersion,” if ever there was one, is subsequently lost forever,
leaving us trapped within the fragmented, ontologically solipsistic world
opened up through the Symbolic-Imaginary matrix. Insofar as the symbolic network simultaneously constitutes the
underlying structural support of experience and mediates all our contact
with an external, subject-independent reality, Lacanian psychoanalysis
appears to be a completely self-grounding transcendental idealism in the
spirit of Kant. Whatever the human subject is, it is not natural in the same
sense as other objects within phenomenal reality, even those that appear to
have some kind of spontaneous connection with that which they find around
them. Indeed, according to Lacan even animals have a kind of knowledge in
the Real79 that is missing in us due to the Symbolic. Although language is
intimately linked with “our” freedom—and “our” madness, we must never
forget, the two being structurally identical—nevertheless it thus appears as
some kind of alien, foreign presence that cannot be understood in terms of
the categories of the world because it has no analogue within it. But then the
question arises: where do these transcendental structures come from? How
and why do they irredeemably separate the human subject from the vital ebb
and flow of nature? The Problem of Nature in the Lacanian Subject 73 As a science of the symbolic network that constitutes
the nature of personality and self-conscious experience, if psychoanalysis
is unable to articulate the origins of these non-natural structures and the
process of their genesis, it itself rests groundless insofar as the object of its
inquiry remains unable to explain its own theoretical, ontogenetic basis: that
is, how it itself is possible as a discourse. As Fichte, Schelling, and Hegel looked upon Kant's critical philosophy,
they themselves were taken by a similar problem concerning the heritage The Problem of Nature in the Lacanian Subject 75 bestowed upon them. They asked themselves how the transcendental
structures of subjectivity could be explained in a more comprehensive
manner, how and why they emerged in the first place, and why they were
as such necessary for the very possibility of experience. They held the
brute givenness of the categories of understanding to be philosophically
unacceptable and took it upon themselves to explore the Achilles' heel of
the entire critical system. Their guiding intuition was that by undertaking
an explanation of their genesis they would not only save the Kantian
breakthrough, but also delve into the wider implications of the subject as
propounded by it. Similarly, there is a brute givenness in Lacan's account
of the transcendentality of the symbolic matrix because he never gives an
account of its origins. When one reads his early and middle works, one is
consequently struck by the impression that images and words are a purely
external force that attacks the raw unity of the body and devastates it
from the outside, thereby creating a denaturalized human subject out of a
preexisting substantial whole. There is a movement from uncontaminated
instinctual being within the positive order of the Real—the oneness of
the body, the immediacy of an organic nature—to a being that speaks, to
words as intruders that radically split the subject, destroying its immersion
in objective being. The network of the Symbolic comes from an infinite
elsewhere ravaging the unity of substance and precluding the possibility
of a biologically closed libidinal economy as an inborn, innate movement
of energy defined by materially articulated, instinctual schemata. The Problem of Nature in the Lacanian Subject 73 Whereas
in the animal kingdom this schema directs bodily energy towards various
objects that it needs within its immediate environment through a kind
of immanent causal push, language eternally obstructs the dialectic of
need and satisfaction, fullness and lack, by instituting an ontological
going-haywire in being. Preventing the flow of the search for homeostatic
constancy, the subject is thrown into the endless deferral of desire
and structurally loses the possibility of attaining its object. Instead of
predetermined, biological goals, we are left with the objet petit a:
[T]he standard Lacanian theme in the 1950s and 1960s was
h
bl
i i
b
h
i
l
i [T]he standard Lacanian theme in the 1950s and 1960s was
the unsurmountable opposition between the animal universe
of imaginary captivity, of the balanced mirror-relationship
between Innenwelt and Aussenwelt, and the human universe 76 Chapter 4 76 Chapter 4 of symbolic negativity, imbalance. Lacan thereby fully
participates in the line of thought that begins with Hegel,
according to which man is “nature sick unto death,” a being
forever marked by traumatic misplacement, thrown “out of
joint,” lacking its proper place, in contrast to an animal which
always fits into its environment, that is to say, is immediately
“grown into” it. Symptomatic here is Lacan's “mechanistic”
metaphorics: an almost celebratory characterizing of the
symbolic order as an automaton that follows its path, totally
impervious to human emotions and needs—language is a
parasitic entity that battens on the human animal, throwing his
or her life rhythm off balance, derailing it, subordinating it to
its own brutally imposed circuit.80 Within this advocacy of a split between the cyclical, balanced world of
nature and the derailed being of man, the following theoretical concerns
immediately emerge: how does the symbolic-imaginary matrix give rise
to itself through a transcendental act of self-positing? How is it able to
take control of and infiltrate the body, apparently lacerating its objective
unity? If the symbolic order is really an external force, an alien blow, that
in some way tears apart or obstructs the body's knowledge in the Real,
how is it able to sustain itself in face of the corpo-Real of the biological
organism? To put it another way, why is it not “rejected by this economy
in a manner analogous to failed organ transplants”?81 The problem of the
psychoanalytical constitution of human experience opens up unto the extra-
psychological/meta-transcendental conditions or state of affairs that must
have preceded the emergence of the subject if we are to give a complete
account of the psyche as such. Psychoanalysis must explain its own
beginnings in a lost ontological time in a move similar to how the categories
of the understanding must not be taken as mere elementary facts liberated
from the theoretical exigency of explaining their genesis. Just as the history
of the reception of Kantian idealism has shown that it must open up onto
a comprehensive metaphysics that is inclusive of it, so too we must try to
develop a metaphysics in the wake of psychoanalysis. The Problem of Nature in the Lacanian Subject 77 4.3 German Idealism, Psychoanalysis, and the Quest for the
Birthplace of the Transcendental Yet after the 1950s and 1960s, we see within Lacanian psychoanalysis a
developing preoccupation with the ontologico-foundational basis of the
subject. After the period of Lacan's “The Direction of the Treatment and the
Principles of its Power” (1958), which defines the object of psychoanalysis
as “antiphusis,” there is a profound shift in the meaning of this concept
that is highly significant for the development of a metaphysics capable of
explicating and thus justifying the psychoanalytical subject. Whereas the
early to middle Lacan focuses on the derailing capacity of images that set
the stage for words as that which parasitizes the corpo-Real of the body,
which makes the human subject radically non-natural by preventing its
immersion in the autopoietic, self-regulating unity of positive organic being
by creating an alienating self-distance within it, we encounter in the late
Lacan a reconceptualization of the problematic. His new emphasis on the
Real proclaims that one must radicalize this notion of self-distance. The
object of psychoanalysis and by consequence the human subject are not
antiphysical because images and words are an infinite Other to nature, an
external alterity that arises ex nihilo only to penetrate into its secret chamber
like a vandal and deface its sacred inviolability. The incommensurability lies
elsewhere: images and language cannot be the cause of the denaturalization
of the human subject; there must be something in nature itself that
immanently moves it toward denaturalization. In short, nature itself is
antiphusis, self-sabotaging, self-lacerating. Although this represents a fundamental change in the meaning of the
category of the non-natural, it only serves as a beginning. Insofar as the
psychoanalytical experience is engulfed by images and words, which means
that it is predominately ridden by non-biological influences, the only way
to philosophically ground the primacy of psychoanalysis is to elaborate
an underlying ontology that could explain how the subject could have
emerged out a biological field that it presents itself as irreducible to. The
theoretical merit of the Lacanian project is dependent upon the articulation
of the workings of substantial reality that renders possible the birth of
a more-than-material subjectivity out of its material Grund (to borrow
an expression from Adrian Johnston), a paradoxical ontologization of the 78 Chapter 4 8 Chapter 4 8 Chapter 4 If our generation of The Problem of Nature in the Lacanian Subject 79 79 experience proves itself to be unable to posit itself as an absolute and
unbridled hallucination of objects, then we must encounter some kind
of paradoxical limit to our autonomous ciphering and constitution of
phenomenal reality from within; the impasses obstructing the self-grounding
idealization of the world demonstrate that, although we are forever stuck
within ideality, we are not simply prisoners of the completely solipsistic
sphere of the self-referential, masturbatory play of thought within thought
and that a metaphysics of the Real, an account of the noumenal, appears
to be theoretically possible. The inassimilable kernel of the Real within our
notional, symbolic code points to the paradoxical negative coinciding of
inside with outside, the Real and the Ideal, within thinking: the cracks of
ideality cast an abyssal shadow that opens up onto the materiality of being,
albeit only as refracted through the impossibilities of the Ideal, in such a way
that tarrying with the latter offers a way to develop idealism into a science
of the Real. Idealism has been overcome because the materialism-idealism
distinction has become intra-discursive, that is, internal to idealism itself. In this sense, we should not understand Žižek's proclamation of Hegel's
“transcendentalism” to say that Hegel, like Kant, remains at the level of a
pure subjectivism: due to the constitutive movement of notional tension
intrinsic to the concept of dialectics, not only is idealism prevented from
being subjective, but, more strongly, “[t]he opposition between idealistic
and realistic philosophy is therefore without meaning,” which is why
idealism can be said to be absolute.83 Embracing the paradox of the critical
system, its breakthrough articulation of the irreducible idealizing activity
of consciousness, the mediative structures that freely transcendentally
constitute the fabric of experience, Hegel's philosophy is a daring attempt
to rethink the possibility of a metaphysics in the wake of the Kantian
revolution, to carve a space between idealistic ontological solipsism and a
speculative materialism within the former. It is only within such a space that
the question: “What is the transcendental subject's relation to nature?” or,
in Lacanian parlance, “What is the Symbolic's relation to the pre-symbolic
Real?” can be asked. 8 Chapter 4 78 transcendental structures that constitute and found experience by separating
themselves from and effacing their ontological foundation. It is exactly this
problematic that thematically binds together the theoretical concerns of the
psychoanalytical and German Idealist traditions, for according to the latter
the only way to save the breakthrough of the Kantian critical system is to
find a way, from within the self-founding idealism that it advocates, to reach
out into the extra-subjective Real, or to speak in its parlance, the field of
noumena, and ground it within a system that does not represent a return to
previous modes of thinking (naïve dogmatic realism) but rather somehow
manages to reach the Real through the Ideal despite the self-enclosed, self-
subsistent ideal activity of consciousness. But how? The very trap in which
we find ourselves proves to hold the way out: We can now see in what sense Hegel's logic remains
“transcendental” in the strict Kantian sense—that is, in
what sense its notional network is not merely formal, but
constitutive of reality itself, whose categorical structure
it describes. Hegel's Logic is the inherent tension in the
status of every determinate/limited category: each concept
is simultaneously necessary (i.e. indispensable if we are to
conceive reality, its underlying ontological structure) and
impossible (i.e. self-refuting, inconsistent: the moment we fully
and consequently “apply” it to reality, it disintegrates and/or
turns into its opposite). This notional tension/contradiction is
simultaneously the ultimate spiritus movens of “reality” itself:
far from signalling the failure of our thought to grasp reality,
the inherent inconsistency of our notional apparatus is the
ultimate proof that our thought is not merely a logical game
we play but is able to reach reality itself, expressing its inherent
structuring principle.82 Looking back at the history of the inner development of modern
transcendental philosophy, Žižek sees a structural homology to his own
task of searching for the ontogenetic condition of the possibility of the
psychoanalytical subject, a question left unanswered by Freud and Lacan,
in the tradition's attempt to find a way to construct a metaphysics from
within the internal deadlock of transcendental idealism. 8 Chapter 4 Žižek's retrieval of the cogito and his reactualization of German Žižek's retrieval of the cogito and his reactualization of German
Idealism are therefore irrevocably caught up in his own attempt to develop
a metaphysics of the Real able to explicate the obscure grounds of the Chapter 4 80 psychoanalytical subject. Attempting to excavate the ontological edifice
implied by the latter, his more overtly theoretical works pass through
modern to late modern philosophy by means of an intuition of a basic
structural parallelism binding together such seemingly different traditions. Although the starting point is always psychoanalysis—“psychoanalysis is
ultimately a tool to reactualize, to render actual for today's time, the legacy
of German Idealism”84—it is clear that Žižek does not understand his work
as an intrusion or unmethodological tearing apart of the tradition according
to extrinsic philosophical principles he is imposing upon it. In fact, for him,
the psychoanalytical subject is not merely a direct consequence of German
Idealism's grounding insights—there is actually something intrinsically
identical in these traditions, so much so that it seems that the only way to
fully realize the former is to supplement it with the latter and vice versa,
insofar as they are both really dealing with the same central issues that
each fail in their own way to adequately thematize. Describing his own
project, Žižek says: If you were to ask me at gunpoint, like Hollywood producers
who are too stupid to read books and say, “give me the
punchline,” and were to demand, “Three sentences. What are
you really trying to do?” I would say, Screw ideology. Screw
movie analyses. What really interests me is the following
insight: if you look at the very core of psychoanalytic theory,
of which even Freud was not aware, it's properly read death
drive—this idea of beyond the pleasure principle, self-
sabotaging, etc.—the only way to read this properly is to
read it against the background of the notion of subjectivity
as self-relating negativity in German Idealism. 8 Chapter 4 That is to
say, I just take literally Lacan's indication that the subject of
psychoanalysis is the Cartesian cogito—of course, I would
add, as reread by Kant, Schelling, and Hegel.85 By zoning in on this basic identity, Žižek's philosophy doesn't lose
methodological rigor, as if it made him blind to other, more broad-reaching
concerns in the tradition, thereby reducing his thinking to a mere haphazard
picking out of various conceptual structures and ideas that are useful for
his own project to the neglect of others. Rather, it enables him to show The Problem of Nature in the Lacanian Subject 8 The Problem of Nature in the Lacanian Subject 81 Žižek's answer Chapter 4 82 not only questions our conventional reading of this movement, but more
fundamentally challenges our very conception of ourselves and the world. not only questions our conventional reading of this movement, but more
fundamentally challenges our very conception of ourselves and the world. The Problem of Nature in the Lacanian Subject 81 81 how there is an unconscious, disavowed Grundlogik that repeats and self-
unfolds throughout modern transcendental philosophy and finally comes
out into the open with the advent of psychoanalysis, which shows itself as
the culmination of this entire lineage. Because Žižek perceives some kind
of self-developing truth inherent within the tradition that binds it together
with psychoanalysis, his reading is pushed on by a sense of fidelity to the
movement as such so that his return to German Idealism resembles Fichte's,
Hegel's, and Schelling's return to Kant86 just as much as Lacan's return to
Freud: what is at stake is never merely textual faithfulness, but a hidden
kernel of truth that has been simultaneously opened up and obscured by the
tradition itself. The effect here is twofold: while psychoanalysis allows us to
reconstruct retroactively the Grundlogik inherent in the German Idealist
account of subjectivity by bringing to the fore the relevance of previously
underemphasized concepts and textual moves, this reconstruction of its
fundamental concepts also allows us to elaborate our understanding of
the psychoanalytical subject. It is not merely that psychoanalysis reveals
a hidden unconscious logic at work throughout tradition; the backward
retroactive glance is simultaneously a forward-looking task that tries to pave
the way for the new. Žižek's investigation into the history of philosophy
is never a mere activity of philological exegesis, the retrieval of the
“primordial” meaning of a text, but a creative generation of new concepts
that, paradoxically, must be said to have been already present in the now
lost factical past, yet to have existed there in the paradoxical temporality of
a futur antérieur (“I will have been”) whose contours are now first visible
in the après-coup reconstruction of said past. A repetition is always the
establishment of a difference, so that the legitimacy of Žižek's reading rests
not so much upon his apparent “lack” of faithfulness to the words or the
spirit of the great German philosophers, but how this temporal intersection
of philosophico-psychoanalytical interpretation, the space within which
Žižek effectuates his reactualization, functions and realizes itself. But what is
the true breakthrough of the German Idealist and psychoanalytic traditions
and why can only a psychoanalytical dialogue between the two enable us to
see the conceptual impetus underlying the former's unconscious Grundlogik
and also to come to terms with the ontology of the subject? Notes 76. Žižek, Less Than Nothing, p. 632. 77. See Lacan, “Seminar on ‘The Purloined Letter,’” in Écrits, p. 51/38. I capitalize
“the Real” for consistency. 78. Lacan, “The Direction of the Treatment and the Principles of Its Power,” in
Écrits, p. 615/514. 79. Knowledge in the Real (savoir dans le réel) refers to the fact that “it is as if there
is a knowledge of the laws of nature directly inscribed into the Real of natural
objects and processes—for instance, a stone ‘knows’ what laws of gravity to obey
when it is falling.” Žižek, How to Read Lacan (New York: W. W. Norton, 2007),
pp. 74–75. 80. Žižek, The Indivisible Remainder, p. 218. 81. Johnston, Žižek’s Ontology, p. 271. 81. Johnston, Žižek’s Ontology, p. 271. 82. Žižek, The Ticklish Subject, pp. 98–99. 83. Hegel, The Science of Logic, trans. George di Giovanni (Cambridge: Cambridge
University Press, 2010), p. 124. 84. Žižek, “Liberation Hurts.” 85. Ibid. 86. “The Kantian philosophy needed to have its spirit distinguished from its letter.”
Hegel, The Difference between Fichte’s and Schelling’s System of Philosophy, trans. H. S. Harris and Walter Cerf (Albany: SUNY Press, 1977), p. 79. Fichte’s says the
same thing: Kant should be “studied, not as the Kantians without exception have
studied him (holding on to the literal text [...]), but rather on the basis of what he
actually says, raising oneself to what he does not say but which he must assume in
order to be able to say what he does.” Fichte, The Science of Knowing: Fichte’s 1804
Lectures on the Wissenschaftslehre, trans. Walter E. Wright (Albany: SUNY Press,
2005), p. 30. II
Nature Torn Apart Nature Torn Apart Chapter 5
Kant, Todestrieb, and Beyond the Pleasure Principle
The Unruly Basis of Transcendental Freedom Chapter 5
Kant, Todestrieb, and Beyond the Pleasure Principle
The Unruly Basis of Transcendental Freedom In this chapter I begin an examination of Žižek's metaphysics by
showing how the thematic intersection between German Idealism and
psychoanalysis allows him to develop a highly original approach to the
transcendental. Beginning with a brief discussion of Adrian Johnston's
summary of Lacan's passing remarks on nature in largely unavailable
seminars stemming from the late period, I then precede to analyze how
these remarks lay the foundation for Žižek's own radical rethinking of the
Symbolic-Real relationship. Trying to comprehend the emergence of the
Symbolic, Žižek attempts to demonstrate that the very fact of its existence
must be revelatory of some ontological process that set the stage for its
immanent genesis out of the Real as an extimate Other, even if, in turn, it
makes the very Real from which it arose an impossible concept. Perceiving
the key for understanding this paradoxical point of discordant (non-)
relation between the pre-subjective Real and the transcendental matrix of
the Symbolic in the Todestrieb, and following Lacan's claim that “Kant's
practical philosophy [is] the starting point of the lineage culminating in
Freud's invention of psychoanalysis,”87 Žižek reactualizes the legacy of
German Idealism in order to articulate his own parallax ontology through
an intuition of a fundamental identity between Kantian transcendentalism
and psychoanalysis as established in the former's concept of the primordial
unruliness and diabolical evil at the core of subjectivity. 86 Chapter 5 86 5.1 From the Rottenness of Nature... Although Lacan lacks an explicitly developed philosophy of nature as a
complement to his structuralist metapsychology, throughout his career
we see a growing interest in and appreciation for the underlying ontology
implied by his theory of the subject. Adrian Johnston succinctly describes
the theoretical situation plaguing the late Lacan in his shift from the primacy
of the Symbolic to that of the Real, a problematic of utmost importance for
understanding the deficiency in Lacanian psychoanalysis that guides Žižek's
own project: A psychoanalytically influenced theory of the subject that
fails to furnish a basic delineation of human nature as the
precondition for the genesis of subjectivity is groundless,
incapable of explaining a foundational dimension of its
object of inquiry. In the later seminars of the 1970s, a series of somewhat
cryptic remarks testify to Lacan's awareness of the need to
redefine nature itself in order to account for why human
nature is predisposed to being thoroughly altered by the
denaturalizing mediation of socio-symbolic structures. In both
the twenty-first and twenty-fourth seminars, Lacan contends
that nature is far from being entirely natural. However, this
isn't just a slightly reworked reiteration of his earlier remarks
from the 1950s about humanity's denaturalized nature. Rather
than grounding his assertions here by invoking the externally
imposed intrusion of images and signifiers as the ultimate
cause of the denaturalization involved in subjectification,
Lacan takes the additional step of pointing to something
within nature itself that inclines it in the direction of its own
effacement.88 What is missing in Lacan, however, is a fully worked out account of the
consequences of this shift, a detailed investigation into the paradoxical
ground of the subject intrinsic to the very gesture of psychoanalysis. Yet he
makes a crucial advance by suggesting that the Real is not to be, despite the
fact that we can only posit its existence from within the differential network Kant, Todestrieb, and Beyond the Pleasure Principle 87 Kant, Todestrieb, and Beyond the Pleasure Principle 87 of signifiers, merely taken as that which must be said to logically precede the
emergence of the linguistic subject, but also as that which renders the latter in
a certain sense possible by virtue of a self-destructive tendency always already
within it that opens up the space for its infinite loss to self through the
colonizing activity of images and words. We encounter a metaphysical thesis:
subjectivity does not come on the scene as a scar inflicted upon an otherwise
harmonious nature, as a disturbance of its symphonized order by means of
a haphazard intrusion into its sphere of non-natural influences that produce
an accidental zone of ontological non-coincidence. The psychoanalytical
experience is, rather, revelatory of something much more primordial:
namely, that nature itself must be always already antiphusis, self-sabotaging, self-
lacerating, and responsible for its own demise in the human being's denaturalized
essence. But why? Lacan provides only a few hints. At one point, he identifies
“liberty” (liberté) with “the non-existence of the sexual
relationship,” which, in light of the above, can be understood
as indicating that the freedom enjoyed by the autonomous
subject is made possible by the lack of an integrated organic
foundation as the grounding basis of the subject's being. Similarly, several years later, Lacan speaks of nature as not all
that natural due to being internally plagued by “rottenness”
(pourriture), by a decay or defect out of which culture (as
antiphusis) bubbles forth (bouillonner). Viewed thus, human
nature is naturally destined for denaturalization. Put
differently, more-than-material subjectivity immanently arises
out of the dysfunctionality of a libidinal-material ground.89 Yet it would perhaps be erroneous to say that this theoretical awareness is
limited to the late Lacan's move from the primacy of the Symbolic towards
that of the Real. Kant, Todestrieb, and Beyond the Pleasure Principle 87 As early as 1949 in his work on the Imaginary and the
mirror stage, Lacan had already said that “these reflections lead me to
recognize in the spatial capture manifested by the mirror stage, the effect
in man, even prior to this social dialectic, of an organic inadequacy of his
natural reality—assuming we can give some meaning to the word 'nature,'”
an inadequacy that points to “a certain dehiscence at the very heart of the
organism, a primordial Discord betrayed by the signs of malaise and motor Chapter 5 88 uncoordination of the neonatal months”90 which is, in fact, responsible
for the alteration we see in our relationship to nature in comparison with
other animals insofar as it represents “the shattering of the Innenwelt and
Umwelt circle”91 and thus functions as the true “intersection of nature
and culture.”92 Here it is noteworthy to mention that the French word
stade does not completely map onto the English stage. Although it does
correspond in one of its principal meanings to the latter (a distinct stage in
a process of evolution: les stades de la vie) it also means stadium (a terrain
or area where something takes place) and thus signifies a primordial scene
constituting the foundation or arena within/through which an activity
unfolds. Consequently, Lacan's thesis is that the mirror stage can never be
subsumed in a later phase of development, forcing us to conclude that, even
in the early period, it must necessarily refer to some kind of self-effacing
force immanent within nature that gives rise to and simultaneously sustains
the ontogenetic condition of the possibility of the paradoxical emergence
of a more-than-material subject. This force thereby institutes the infinitely
denaturalizing process of flirtation with images and symbolic castration, so
that organic discord in the motor coordination of the body is not a mere
failure of the biological system but also a “positive” support that persists
in its very non-naturalness even after the Imaginary and the Symbolic have
taken hold as their dark origin. If the quasi-experience of dismemberment is
to be taken as originary, as that which incites the libidinal investment of the
captivating mirror picture the human infant sees of itself as the beginning
of psychogenesis by letting itself be alienated by the Otherness of images
and words, then nature here must also be seen—at least in the case of
human being—as a festering, half-living corpse. Kant, Todestrieb, and Beyond the Pleasure Principle 87 The shift of emphasis in
the late seminars is already contained within the founding texts of Lacanian
psychoanalysis, which not only suggests their central thematic unity, despite
the stark differences that they may exhibit, but more strongly a historical
unfolding that follows an internal development conforming to the model of
the Hegelian movement from the in-itself to the for-itself. But we should avoid looking at the various hints and suggestions in the i But we should avoid looking at the various hints and suggestions in the
late Lacan that gesture towards the character of the material edifice upon
which the subject rests as a mere immanent elaboration of the implications
of his previously laid out position, given that there are important changes Kant, Todestrieb, and Beyond the Pleasure Principle 89 Kant, Todestrieb, and Beyond the Pleasure Principle 89 of position in the development of his thinking. What is important is not the
unity or disunity of Lacan, but rather the radicality and nuance inherent
in his thinking of the subject as brought to the fore when we focus on
this very specific constellation of problems hovering around the obscure
relation between nature and the essence of human being, a constellation
that proposes a frightening metaphysical conception of the world, albeit
only implicitly. Synonymous with the irrevocable organic inadequacy of
its biological prematurity at birth, and functioning as such as the basis for
full-fledged subjectivity, the primordial Hilflosigkeit of the human infant
already points toward a vision of the world that exceeds the constraints of
psychoanalysis as a mere investigation into psychogenesis and its pathologies
as to be dealt with in the psychiatric setting. Driven by its own concerns,
psychoanalysis—indeed, perhaps like any strong theory of subjectivity—
offers a metaphysics, or at least must become a metaphysics, since we can
never safely isolate the subject under investigation from the greater scheme
of ontology within which it is inscribed as a thing, process, or event. The
subject is. What Lacan proclaims about its modality of “being” is that
subjectivity can no longer be perceived as unnatural in the sense of an
external-parasitical invasion into the vital movement of nature through the
alienating effects of flirtatious images and castrating words, which somehow
spoil or disfigure its pure unity by disrupting the smooth functioning of its
immanent laws. The necessary theoretical posit of an originary rottenness of
nature contends that there was never a realm of innocence, a pre-symbolic
whole whose peaceful in-itself precluded division, a self-pervasive oneness
whose unbroken energetic flow was then interrupted through the advent
of language, which would be said not only to forever ideally fragment and
lacerate it through artificial categories, but more disconcertingly to upset
the very positivity of its movement, the cyclical repetition of things in the
Real of nature, by short-circuiting the body's self-determining laws striving
after homeostatic balance by giving rise to desire. No: it is not that it is only
here that we see a snag, a breakdown, in the natural flow of things. Lacan's
claim is much stronger: nature, in some sense, was never completely natural
(it is in this spirit that we should interpret Lacan's hesitation in “The Mirror 90 Chapter 5 For Žižek, it is precisely this intuition of a necessary moment of
negativity, which simultaneously rots nature from the inside out and
gestures towards its constitutive weakness, that allows us to come to terms
with the Symbolic-Real relation in Lacanian psychoanalysis. It alludes to
the necessity of a metaphysics of the Real to explicate what the subject truly
is and sketches its contours. Yet due to his conceptual reworking of Lacan,
Žižek is led to part ways with and challenge many conventional ways of
understanding this relation. Bruce Fink, for example, says: So too, Lacan's Real is without zones, subdivision, localized
highs and lows, or gaps and plenitudes: the Real is a sort of
unrent, undifferentiated, fabric, woven in such a way as to
be full everywhere, there being no space between the threads
that are its “stuff.” It is a sort of smooth, seamless surface or
space which applies as much to a child's body as to the whole
universe. The division of the Real into separate zones, distinct
features, and contrasting structures is a result of the symbolic
order, which, in a manner of speaking, cuts into the smooth
facade of the Real, creating divisions, gaps, and distinguishable
entities and laying the Real to rest, that is, drawing or
sucking it into the symbols used to describe it, and thereby
annihilating it.94 For Žižek, if we are to understand how language emerges out of/within the
Real, this pre-symbolic, pre-logical Real sans fissure does not go far enough
and must be argued against for two reasons, even if traces of it can be
found in Lacan. First, it is a necessary posit created by the Symbolic at the
moment of its free self-instituting, just as the transcendental subject posits
the notion of a pure noumenon as a consequence of its (re)constitution of
phenomenal reality. In this sense, the idea of the extra-subjective Real as
an undifferentiated “mass” exhibiting no absence and negativity, just like
the noumenon, risks being a mere fantasy of some kind of positive state of
ontological completion outside of symbolization and idealization, which
psychoanalytical experience (the mind-body discord) disproves. The Real
prior to language may not possess linguistic and conceptual determination
into a system of strict symbolic differences, but it cannot be said to be a
substantial reality fully existing unto itself in such a way that language Kant, Todestrieb, and Beyond the Pleasure Principle 91 Kant, Todestrieb, and Beyond the Pleasure Principle 91 “pierces” its smoothness by “cutting into it” it like a flesh wound, which
such presentations of the problematic appear to imply. This means that
the above reading (represented by Lacanians such as Fink) is not false,
but must be qualified. The Real sans fissure and the noumenon represent
a compensation for the impossibility of an intimate experience of the Real
within the Symbolic by claiming that, outside the reach of this synthetic
(re)constitution of reality, it can still be said to persist in a state lacking
contradiction and antagonism. It safeguards us from the realization that
the Real itself is morcelé: it does not merely get itself into traps, producing
monsters that disrupt the flow of knowledge in the Real by making the latter
howl under ontological pain (chaotic states such as black holes, wherein the
laws of physics seem to break down, or states in which animals, misreading
meteorological conditions, perceive warm days in winter as the beginning
of spring and act accordingly, “not only rendering themselves vulnerable
to later onslaughts of cold, but also perturbing the entire rhythm of natural
reproduction”95) but is always already riddled with internal differences, in
such a manner that symbolic categories, due to a certain kind of “family
resemblance,” cannot be said to be some kind of lacerating agent that
first cuts up the stuff of the world into a system of divisions. Speaking of
quantum mechanics (which Žižek is interested in precisely because it gives
us resources that prevent us from having recourse to “a 'naive' ontology of
spheres or levels”96 and challenges our understanding of nature and culture/
the Real and the Symbolic), he says: According to [our] “spontaneous ideology,” nature stands
for the primacy of actuality over potentiality, its domain is
the domain of the pure positivity of being where there are no
lacks (gaps) in the strict symbolic sense; if, however, we take
the ontological consequences of quantum physics seriously,
then we have to suppose that the symbolic order pre-exists in
a “wild” form, albeit in what Schelling would have called a
lower potency.97 Žižek outlines four precise ways in which the symbolic order unexpectedly
“pre-exists” in the Real as according to quantum mechanics, which deserve
to be paraphrased in full in this context: 92 Chapter 5 92 Chapter 5 1. Possibility as such possesses actuality, that is, has effects. Just like
parental authority imposes itself all the time despite the fact that it
is normally only virtually and not actually present, understanding
a particle's trajectory at the quantum level presupposes that we
already know its possible trajectories within its wave function,
which have a “being” of their own. What is more, the actualization
of one of these latter does not do away with the rest: similar to
the case of parental authority, as various phenomena of guilty
conscience arising from an act or thought that no parental
authority (or their stand-in) could ever find out or demonstrate,
“what might have happened continues to echo in what actually
happens as its virtual background.”98 2. Both possess knowledge in the Real. As the now (in)famous double-
slit experiment testifies, if we observe a particle to see through
which slit it will pass, it will always behave as a particle, but if
we do not observe it, it will always behave as a wave; it is as if
the particle knows when it is and when it is not been watched by
scientists. We display similar behaviour in the Symbolic—often,
for instance, when others project certain roles on us, we act
appropriately, being aware of the projection and assuming it. 3. Each exhibits the phenomenon of registration. In the symbolic
universe of meaning, an event only truly occurs when the
surrounding “external” environment takes note of or registers it,
that is, if it can leave a trace. In order to explain the phenomenon
of the collapse of the wave function, physicists must also resort
to such metaphors: even at the quantum level, an event only
“fully actualizes itself only through its symbolic registration, its
inscription into a symbolic network, which is external to it.”99 For
this reason, particles can pop into and out of existence, just as
long as the universe does not notice—like it is possible to cheat a
banking system if one does not violate normal functioning. 4. Both exhibit an irreducible openness. In the Symbolic, there is always
a delay between an event and its symbolic registration. The rise
of a new master signifier that rewrites the entire logical field 4. Both exhibit an irreducible openness. In the Symbolic, there is always
a delay between an event and its symbolic registration. Kant, Todestrieb, and Beyond the Pleasure Principle 93 within which it occurs is not a substantial, fully constituted and
self-unfolding process that was determined from the get-go, like
a plant growing from a seed: it was not until the precise moment
when it fully actualizes itself (when it inscribes itself into its
surroundings as a master signifier) that it comes to be that which
it retroactively always already was, thus rewriting its own entire
past. Similarly, in the double-slit experiment, when a particle is
observed, it “will not only (now) behave as a particle, its past will
also retroactively become (‘will have been’) that of a particle,”100
so that beforehand it could be said to have only existed as a form
of proto-reality. within which it occurs is not a substantial, fully constituted and
self-unfolding process that was determined from the get-go, like
a plant growing from a seed: it was not until the precise moment
when it fully actualizes itself (when it inscribes itself into its
surroundings as a master signifier) that it comes to be that which
it retroactively always already was, thus rewriting its own entire
past. Similarly, in the double-slit experiment, when a particle is
observed, it “will not only (now) behave as a particle, its past will
also retroactively become (‘will have been’) that of a particle,”100
so that beforehand it could be said to have only existed as a form
of proto-reality. Secondly, if we try to understand the pre-logical Real as in itself an
undifferentiated “mass” or ontologically complete, we just cannot comprehend
the possibility of the emergence of the Symbolic in the first place. If
something like the human subject is to emerge, then nature must be
self-divided, wrought with tension-ridden zones of inner laceration, for
otherwise we cannot account for its ontogenesis in any adequate manner,
insofar as the subject, intrinsically exhibiting an originary ontologico-natural
discord, could not be inscribed into the world. 92 Chapter 5 The rise
of a new master signifier that rewrites the entire logical field Kant, Todestrieb, and Beyond the Pleasure Principle 93 Kant, Todestrieb, and Beyond the Pleasure Principle 93 The subject and its linguistic
capacities must be seen as expressive of the underlying ontological status
of the Real, even if they represent within Lacanian metapsychology the
loss and impossibility of such a non-mediated, pre-symbolic reality: the
Symbolic is not merely some kind of extraneous, self-unfolding construct
(a self-generating matrix of “meaning” that can assert itself in complete
freedom from the Real as such) for the mere fact that we are entrapped
within it must be revelatory of the essence of objective reality at some level
since it must have given birth to it. The meaning of this is twofold: firstly,
descriptions of the Symbolic-Real relation such as Fink's risk obfuscating
what is for Žižek of essential importance for understanding what is at
stake because they describe language as “encrusted upon the living,”101
thereby reducing language to an external reflection upon substance and
rendering the task of explicating its obscure origins impossible; secondly,
the apparently self-grounding idealism of Lacanian psychoanalysis—the
autonomous, self-positing ciphering of the Real by the Symbolic—already
points to a way of explaining its emergence, and thus of breaking free from Chapter 5 94 its correlationalist prison, by zoning in on that very feature that seems to
prohibit such an inquiry: that is, its ontological solipsism now understood as an
ontological event. It is necessary to explain how the Real can open itself up
and give rise to a force seemingly Other to itself, to explain how images and
words can “colonize” being from within, but this process forces us to include
a moment of non-coincidence and antagonism with the Real. Although
it may be without meaning to say that in the Real there is lack—lack only
being brought forth in the reign of the Symbolic—it would nevertheless
be erroneous to deduce from this that there is no negativity or difference
within it. Yet how are we to understand this element of negativity in the all-
pervasive fabric of the pre-symbolic Real, this self-sabotaging moment in the
very heart of being? 5.2 …to a Denaturalized Monstrosity We can now begin to see why the psychoanalytical experience of the infinite
dichotomy between the structures underlying personality (subjectivation,
culture) and the vital flow of energy sustaining us in objective being (nature,
the corpo-Real of the body) is so pivotal for Žižek. The two registers of
the Symbolic and the Real may function without any degree of reciprocal
interaction or mutual interconnectivity, but the simple declaration of this
unstable Cartesian bipolarity actually belies a third element that subsists
throughout the discord and, in fact, paradoxically ties them together in their
very antagonistic dialectical (non-)relationship. Here, following another hint
given by Lacan— While psychoanalysis cannot, since its experience is limited to
the individual, claim to grasp the totality of any sociological
object or even the whole set of forces currently operating in
our society, the fact remains that it discovered in analytical
experience relational tendencies that seem to play a basic
role in all societies, as if the discontent in civilization [das
Unbehagen in der Kultur] went so far as to lay bare the very
meeting point of nature and culture.102 Kant, Todestrieb, and Beyond the Pleasure Principle 95 Self-positing autonomy, as both
freedom from the laws of a closed libidinal-material economy and the
relatively closed structural determinism of the symbolic law of culture, rests
upon the subject as a self-relating point of infinite negativity, a positively Chapter 5 96 charged, excessive void, but it can only beget itself if there is first of all a
short circuit, a breakdown, in the dynamic flow of energy constitutive of
nature's rhythms as that which carves up room for its more-than-materiality. Full-fledged subjectivity is rendered possible by a devastating ontological
violence and is consequently nothing but a denaturalized monstrosity
(Todestrieb) logically existing above and beyond the flux of being (due to
its non-coincidence with the latter) while never able to leave its immanent
plane within which it is primordially inscribed as out of joint: representing
the failure, the collapse, of a self-enclosed biological system based upon the
homeostatic self-preservation of the organism, it is an extimate inassimilable
body in nature that exhibits the double feature of inclusion/exclusion,
internal/external, presence/absence so characteristic of the Real in Lacan,
which simultaneously demonstrates why the pre-symbolic Real must be
said to be morcelé. In other words, set up as nature turned against itself, the
first dull stirrings of the human subject refer to some kind of trauma that
eventually incites the growth of individual ego life and culture in such a way
that the latter exhibit the structural form of a reaction formation against
this dysfunctionality in being and thus can never prevent themselves from
being a negative, symptomatic expression of their basis in an ontological
crisis, no matter how they may try to occult this fact. The psychoanalytical
experience by definition presupposes an emergent schism in the fabric of the
world between substance and subject, matter and mind, the Real and the
Symbolic. But how can psychoanalysis—explicitly a theory of psychogenesis
and its pathologies—explain where this denaturalization comes from, since
such an investigation by principal must be external to its theoretical field
and methodology? charged, excessive void, but it can only beget itself if there is first of all a
short circuit, a breakdown, in the dynamic flow of energy constitutive of
nature's rhythms as that which carves up room for its more-than-materiality. Kant, Todestrieb, and Beyond the Pleasure Principle 95 Furthermore, is not the object of psychoanalysis precisely this
gap between first and second nature—the insecure position
of a human subject who, after losing his footing in the first
nature, can never feel fully at case in the second: what Freud
called das Unbehagen in der Kultur, the different way the
subject's passage from first to second nature can go wrong
(psychosis, neurosis ...)? There is thus a core that resists
the subject's full reconciliation with his second nature: the
Freudian name for this kernel is drive, the Hegelian name
for it is “abstract negativity” (or, in more poetic terms of the
young Hegel, the “night of the world”).103 The conceptual contours of this passage are much more complex than they
may originally appear. Žižek is saying that central to any psychoanalytical
theory of psychogenesis and psychopathology is the claim that the subject
is out of joint with both the biological needs of the corpo-Real of its body
(the anorexic eats nothing, the romantic is willing to die for love) and the
symbolically constituted “second” nature that is created to compensate for
the primordial Hilflosigkeit of human organic insufficiency. Understood
in the context of seeking the obscure origins of the Symbolic in the Real,
the subject, as the very gap between first nature (Real) and second nature
(Symbolic), cannot be said to fit into either: it is a paradoxically self-standing
space of non-relation that protrudes out of and obstructs both. Strictly
speaking, the subject is neither Real nor Symbolic—it is a pure logical
non-coincidence that possesses no place in either, so that the question of
its upsurge within being must also go beyond a mere exploration of the
breakdown of the libidinal-material fold of its biological nature as that which
sets the stage for its emergence by opening up a liberating space within
nature's hold. What is crucial and groundbreaking here is the outlining of the
ontological edifice that grounds human subjectivity qua cogito: we see the
articulation of the “site” or “juncture” from which transcendental freedom
and spontaneity emerge and take told. Kant, Todestrieb, and Beyond the Pleasure Principle 97 We just have to look at how the latter's
key representatives have recourse to various concepts (unruliness and
diabolic evil in Kant, the night of the world in Hegel, or the Entscheidung
in Schelling) that indicate a necessary disruption, breach, or violence at the
very basis of the founding attributes they bestow upon the subject (self-
legislative reason, the irreducibility of spirit, or freedom as the capacity for
good and evil). It is exactly this paradoxical connection between real discord
and ideal freedom throughout both traditions that enables Žižek to develop
a new metaphysics by working in the intersections of both traditions, a
metaphysics whose first conceptual contours we already see in Kant. Kant, Todestrieb, and Beyond the Pleasure Principle 97 as having two goals.105 First, because the Lacanian subject is lacking any
account of its ultimate origins, Žižek turns to German Idealism to develop
a transcendental materialism insofar as there exists a structural parallelism
in the underlying problematic plaguing both post-Kantian idealism and
contemporary psychoanalysis. Second, and more strongly, Žižek's claim
is that this parallelism is more than a mere shared set of theoretical
concerns hovering around the grounding of the subject. If we read Kant,
Schelling, and Hegel through Freud and Lacan, we actually see that there
is a fundamental identity between the psychoanalytical subject haunted
by the Todestrieb as constitutive of its very existence and the unconscious
Grundlogik of German Idealism. We just have to look at how the latter's
key representatives have recourse to various concepts (unruliness and
diabolic evil in Kant, the night of the world in Hegel, or the Entscheidung
in Schelling) that indicate a necessary disruption, breach, or violence at the
very basis of the founding attributes they bestow upon the subject (self-
legislative reason, the irreducibility of spirit, or freedom as the capacity for
good and evil). It is exactly this paradoxical connection between real discord
and ideal freedom throughout both traditions that enables Žižek to develop
a new metaphysics by working in the intersections of both traditions, a
metaphysics whose first conceptual contours we already see in Kant. as having two goals.105 First, because the Lacanian subject is lacking any
account of its ultimate origins, Žižek turns to German Idealism to develop
a transcendental materialism insofar as there exists a structural parallelism
in the underlying problematic plaguing both post-Kantian idealism and
contemporary psychoanalysis. Second, and more strongly, Žižek's claim
is that this parallelism is more than a mere shared set of theoretical
concerns hovering around the grounding of the subject. If we read Kant,
Schelling, and Hegel through Freud and Lacan, we actually see that there
is a fundamental identity between the psychoanalytical subject haunted
by the Todestrieb as constitutive of its very existence and the unconscious
Grundlogik of German Idealism. Kant, Todestrieb, and Beyond the Pleasure Principle 95 Full-fledged subjectivity is rendered possible by a devastating ontological
violence and is consequently nothing but a denaturalized monstrosity
(Todestrieb) logically existing above and beyond the flux of being (due to
its non-coincidence with the latter) while never able to leave its immanent
plane within which it is primordially inscribed as out of joint: representing
the failure, the collapse, of a self-enclosed biological system based upon the
homeostatic self-preservation of the organism, it is an extimate inassimilable
body in nature that exhibits the double feature of inclusion/exclusion,
internal/external, presence/absence so characteristic of the Real in Lacan,
which simultaneously demonstrates why the pre-symbolic Real must be
said to be morcelé. In other words, set up as nature turned against itself, the
first dull stirrings of the human subject refer to some kind of trauma that
eventually incites the growth of individual ego life and culture in such a way
that the latter exhibit the structural form of a reaction formation against
this dysfunctionality in being and thus can never prevent themselves from
being a negative, symptomatic expression of their basis in an ontological
crisis, no matter how they may try to occult this fact. The psychoanalytical
experience by definition presupposes an emergent schism in the fabric of the
world between substance and subject, matter and mind, the Real and the
Symbolic. But how can psychoanalysis—explicitly a theory of psychogenesis
and its pathologies—explain where this denaturalization comes from, since
such an investigation by principal must be external to its theoretical field
and methodology? Using Lacan's gesture towards an originary rottenness plaguing nature
as a theoretical starting point, Žižek seeks to expand this structuralist
metapsychology in order to secure the means of articulating the ontogenetic
possibility-conditions of the Symbolic in the Real. Seeing psychoanalysis as
conceptually unable to fulfill this task, he expands its horizon by recourse
to modern philosophy, seeing therein a certain homology that enables
him to draw upon its resources.104 Following Lacan's claim that “Kant's
practical philosophy [is] the starting point of the lineage culminating in
Freud's invention of psychoanalysis,” Žižek's project could be described Kant, Todestrieb, and Beyond the Pleasure Principle 97 Chapter 5 98 nothing to do with the unconscious in the Lacanian sense; on top of that,
it displays great hope in the modern Enlightenment project of establishing
the self-transparency and powers of reason—albeit through reason's own
self-critique—as a means of historical progress and concretizing man's
perfectibility. However, even if this might be the image of Kant's practical
philosophy that always comes to mind, the matter at hand is far more
complicated. Kant's practical philosophy is of central importance because it is an
expression and systematization of the experience of freedom in its irreducible
essence, freedom understood as the self-legislative spontaneity at the
core of human subjectivity, a faculty that separates us from the rest of
mechanical nature insofar as we generate and obey our own laws. One must
also remember that, for Kant, the Critique of Pure Reason is an attempt to
make room for faith by limiting knowledge and reason, a point that directs
the entirety of the critical enterprise from beginning to end by penetrating
into the originary self-positing of human liberty at all costs, something that
the late German Idealists were retroactively convinced revealed a decisive
deficiency present in all the great thinkers in the history of philosophy. It is
not the Copernican revolution—indeed, Schelling's106 and Hegel's107 projects
are founded upon an attempt to escape its consequences—which forces
us to rethink the very possibility of philosophy, but rather Kant's account of
freedom.108 This is also true of Žižek: “Kantian practical reason provides a
glimpse into the abyss of freedom beyond (or beneath) the constraints of
traditional metaphysical ontology.”109 It is all a matter of how one understands the Kantian breakthrough. Even if it is true that it is a response to specific epistemological and scientific
concerns that emerge out of modern philosophy (the [im]possibility of
universal and necessary knowledge, the nature of the correlation of our ideas
to reality in the genesis of concepts, etc.) it is clear that Kant's revolution
cannot merely be reduced to his innovative way of rethinking the question
of the subject-object relation, for the radical reflexivity of the cogito that
imposes upon us the task of reconceptualizing what it is for an object to
be present in the field of experience is also at the basis of what it means to be
a practical subject. 5.3 Kant, Unruliness, and the Cry of the Newborn Lacan's claim that the beginning of psychoanalysis is in Kant's practical
writings appears, at first, counter-intuitive. Especially given Lacan's
structuralist bent, one would perhaps expect the clearest elaboration of
the subject to be found in Kant's philosophical treatises on the mediating
structures of consciousness. What do we see by delving into his practical
philosophy except an attempt to found the ethical in the self-legislative
spontaneity of human reason through articulating the self-imposing
impetus of the categorical imperative and a listing of the a priori duties that
automatically follow from its law? How could such a cold, machine-like
way of determining the legitimacy of existential action be the immediate
origin of psychoanalysis? Although we do encounter traces here of the
irrevocably split nature of subjectivity in the tension between reason and
sensible inclination, Kant's practical philosophy appears to have absolutely Chapter 5 Kant, Todestrieb, and Beyond the Pleasure Principle 99 Kant, Todestrieb, and Beyond the Pleasure Principle 99 99 Kant appears to be making the self-legislative freedom we witness in
concrete, existential situations the very basis of theoretical philosophy—
instead of a passive thinking subject that receives external reality as a kind
of inert receptacle, a mere spectator, we have a reflecting subject that
spontaneously and freely generates the very fabric of its own experience into
a continuous, unitary whole through an activity of synthetic integration in
a way similar to how it gives itself its own laws. The theoretical subject that
is unearthed in transcendental apperception is ultimately identical with the
practical subject of self-legislative freedom—or in other words, one cannot
speak of one without the other, because they form a dialectical whole: if one
wants to plunge into the labyrinthine depths of subjectivity, one should not
read the Critique of Pure Reason in isolation from later works such as Lectures
on Pedagogy and Religion within the Limits of Reason Alone. In a similar vein, Žižek locates the true Kantian breakthrough in
Kant’s practical thinking on subjectivity instead of his epistemologico-
transcendental destruction of metaphysics insofar as it is in the former
that we most directly see the abyss of freedom at the obscure origin of
subjectivity. But what is so primordial in the former that could bestow upon
Kant's pedagogical writings such a privilege for understanding the radicality
of critical philosophy, while also enabling us to shed light on the basis of
the Cartesian-psychoanalytical subject? Finding numerous textual traces
of the death-drive understood as a self-sabotaging tendency in nature as
logically prior to subjectivity in both Kant, Fichte, Schelling, and Hegel,
what interests Žižek in Kant's pedagogical writings is how they set the stage
for what he claims to be the unconscious Grundlogik of German Idealism:
that is, its founding intuition of the passage from nature to culture centred
around a disturbing moment of irreducible negativity inscribed within
the palpitating heart of being, which suggests that what first appears as
a mere homology in conceptual structure between psychoanalysis and
German Idealism is in fact a strict identity. Chapter 5 The movement goes both ways: if we read the Critique of
Pure Reason through the later ethical, pedagogical, and religious writings, Kant, Todestrieb, and Beyond the Pleasure Principle 99 What they bring to the fore is a
thematization of the subject as some kind of disjunctive “and”: The key point is thus that the passage from “nature” to
“culture” is not direct, that one cannot account for it within a
continuous evolutionary narrative: something has to intervene
between the two, a kind of “vanishing mediator,” which 100 Chapter 5 Chapter 5 is neither nature nor culture—this In-between is silently
presupposed in all evolutionary narratives. We are not idealists:
this In-between is not the spark of logos magically conferred on
Homo sapiens, enabling them to form his supplementary virtual
symbolic surroundings, but precisely something that, although
it is also no longer nature, is not yet logos, and has to be
“repressed” by logos—the Freudian name for this In-between,
of course, is the death drive. Kant, Todestrieb, and Beyond the Pleasure Principle 99 Speaking of this In-between, it is
interesting to note how philosophical narratives of the “birth
of man” are always compelled to presuppose such a moment
of human (pre)history when (what will become) man is no
longer a mere animal and simultaneously not a “being of
language,” bound by symbolic Law; a moment of thoroughly
“perverted,” “denaturalized,” “derailed” nature which is not
yet culture.110 According to Žižek, within Kant this “in-between” finds its expression in
the necessity to discipline the excessive “unruliness” (Wildheit) of human
nature, the “wild, unconstrained propensity to insist stubbornly on one's
own will, cost what it may.”111 What is to be emphasized here is the drastic
nature of this claim: if we do not tame this primordial rawness (Rohigkeit)
that presents itself as the zero-level of human spontaneity, not only do
we fail to become full-fledged, fully adjusted subjects in the sociopolitical
field of the world, but our freedom even threatens to devour itself in its
frenzy in such a way that we become failed subjects: we are not born as
humans, but rather become human—or, as Kant says, “[m]an only becomes
man by education,”112 which leads him to contend that “with education is
involved the great secret of the perfection of human nature”113 insofar as
it is only through the principles offered by this act of disciplining, a means
of schematizing our originary unruliness, that a “second nature”114 can
emerge as a response to the grounding ontological dilemma of human being,
“nature ha[ving] placed no instinct in [man] for that purpose.”115 Even if
the dysfunction of nature, this ontological abortion that is a monstrous,
uncontainable excess of life, can in a second dialectical moment serve as a
“positive” foundation or support, it can also collapse upon itself like a dying the dysfunction of nature, this ontological abortion that is a monstrous,
uncontainable excess of life, can in a second dialectical moment serve as a
“positive” foundation or support, it can also collapse upon itself like a dying
star. Yet this “unruliness” cannot be equated with the brute reality of animal “positive” foundation or support, it can also collapse upon itself like a dying
star. Kant, Todestrieb, and Beyond the Pleasure Principle 99 Yet this “unruliness” cannot be equated with the brute reality of animal Kant, Todestrieb, and Beyond the Pleasure Principle 101 existence—even if it exists within nature, it is strictly speaking something
non-natural: The love of freedom is naturally so strong in man, that when
once he has grown accustomed to freedom, he will sacrifice
everything for its sake [...]. Owing to his natural love of
freedom, it is necessary that man should have his natural
roughness smoothed down; with animals, their instinct renders
this unnecessary.116 For Žižek, this extract shows that the enigma of the emergence of
subjectivity in German Idealism cannot be reduced to a mere dichotomy
between nature and culture, as if in order to conform to the symbolic law of
our own making we must first tame the blind, egotistical pleasure-seeking
principles of our animal nature. The self-creative, logically autonomous
milieu of culture is only possible through a prior, infinitely uncontainable
freedom that acts as the “vanishing mediator” between brute animal reality
and structured human intersubjective existence. The passage to culture does
not consist in a sublimation of animalistic needs, but rather in a disciplining
or symbolic re-articulation of a monstrous and logically irreducible
unruliness that marks the essence of the human being, a disciplining
that, when it succeeds (the possibility of neurosis always lurks in the air),
simultaneously functions as that which once and for all separates us from
nature by causing this denaturalized Grund (our ontogenetic “origins”) to
withdraw from the scene. It is worth pointing out that Žižek strangely overlooks an important
passage on the first page of the transcript we have of Kant's Lectures on
Pedagogy, the very text that he makes use of at such a crucial point in his
argument, which actually further supports his own Lacanian-inspired and
ontologically oriented rereading of the vision of practical freedom it offers. In a perhaps unexpected move, Kant defines the human neonate as non-
natural, claiming that, if an animal came to the world crying as a human
does, it would merely attract attention to itself as potential prey, thus
establishing that there is something off, primordially non-advantageous
from a biological point of view, about the obscure ontogenetic beginnings of
human subjectivity. Kant, Todestrieb, and Beyond the Pleasure Principle 99 In this context, we only need to cite a passage from the 02 Chapter 5 Anthropology from a Pragmatic Point of View to show how explicitly Lacanian
Kant's point is: The cry of a newborn child is not the sound of distress but
rather indignation and furious anger; not because something
hurts him, but because something annoys him: presumably
because he wants to move above and his inability to do so feels
like a fetter through which his freedom is taken from him.—What
could nature's intention be here in letting the child come into
the world with loud cries which, in the crude state of nature,
are extremely dangerous for himself and his mother? For a
wolf or even a pig would thereby be lured to eat the child, if
the mother is absent or exhausted from childbirth. However,
no animal except the human being (as he is now) will loudly
announce his existence at the moment of birth [...]. One must
therefore assume that in the first epoch of nature with respect
to this class of animals (namely, in the time of crudity), this
crying of the child at birth did not yet exist; and then only
later in a second epoch set in, when both parents had already
reached the level of culture necessary for domestic life; without
our knowing how, or through what contributing causes, nature
brought about such a development.117 Not only does Kant relate the dark unruliness that sets the stage for full-
fledged human freedom to some kind of ontologically disjointed state of
natural being, but he more radically links the cry of the newborn to the
infinite dis-coordination of the corpo-Real of the human neonate, its feeling
of utter dismemberment so central to the mirror stage in Lacan, and even
suggests that this direct expression of painful negativity immanent in the
fold of material being is fundamental to the passage from nature to culture. These passages could be further drawn out by supplementing them with
a number of possible citations from Religion within the Limits of Reason Alone,
the first book in which Kant attempts to deal with the insurmountable
propensity to evil that lies at the core of human subjectivity and ethical
action. Kant, Todestrieb, and Beyond the Pleasure Principle 99 It argues two major points: (i) “the ground of this evil cannot
be placed, as is so commonly done, in man's sensuous nature” and (ii)
“neither can the ground of this evil be placed in a corruption of the morally Kant, Todestrieb, and Beyond the Pleasure Principle 103 legislative reason.”118 As such, this diabolic evil can neither be linked to the
corpo-Real of the body and its pleasure-seeking tendencies or to the self's
being within the law of a criminal or coercive symbolic order, but must
itself be a foundational, constitutive part of the subject insofar as, being
an infinitely self-asserting activity irreducible to and incommensurate with
either zone, it articulates this same paradoxical structure of the in-between. Protruding out of nature and culture and failing to be understood except
by its own self-positing, self-determining logic, the diabolic evil at the basis
of freedom can only appear as an uncontrollable urge threatening to devour
everything, even itself, in its self-destructive forward thrust. But here we
see one crucial difference: whereas before we were at the strict level of
ontogenesis (the “origins” of transcendental subjectivity) we now encounter
full-fledged speaking subjects acting in a world (the ambiguity of freedom). Linking this consuming fire at the core of subjectivity to the perverse truth
hidden in the Cartesian gap between mind and body, nature and culture,
we already see in Kant the outlines of a radical materialist ontology, for
it is as if in the movement from the former to the latter we see unruliness
positing or owning itself in its own attempt at self-domestication, the
structural consequences of which have profound metaphysical consequences
for our understanding of reality as a substantial whole or totality. Since the
ontogenetic origins of the subject are linked to a denaturalized unruliness
and a full-fledged subject only comes on the scene when the latter posits
itself as such in this endeavour of schematizing itself, which in turn institutes
a pure difference in being by forever sustaining the gap it attempts to
fill in, subjectivity exhibits an insurmountable propensity to evil because
its very founding gesture is structurally evil. It is a radical, egotistical “No!”
that reverses the order of the world according to its own self-assertion
and cannot be undone without undoing itself. 104 Chapter 5 Kant's breakthrough is the following: if human subjectivity is to be truly
self-legislative, at its zero-level there can be no formal distinction between a
good and evil free act insofar as both are self-chosen in a non-disciplinable
frenzy that has no definitive (real or symbolic) status and knows no influence
exterior to its own self-asserting, self-positing activity. In itself, freedom is
indifferent to both: there is no intrinsic difference between a will that wills
evil and a will that wills good in terms of the pure act itself insofar as both
are merely following their own self-given causality, an unconstrained self-
legislation that tears apart the very fabric of nature in its self-imposition.119
A will that wills evil is not merely giving itself over to the animalistic
impulses of the body, nor is it expressing its ignorance or even corruption of
the symbolic fold of cultural laws; it is merely forcefully upholding its own
diabolical evil for the sake of it, basking in its own self-grounding tyranny,
even when it has complete knowledge of its nature and repercussions. A will that wills evil is not merely giving itself over to the animalistic
impulses of the body, nor is it expressing its ignorance or even corruption of
the symbolic fold of cultural laws; it is merely forcefully upholding its own
diabolical evil for the sake of it, basking in its own self-grounding tyranny,
even when it has complete knowledge of its nature and repercussions. What is so difficult to come to terms with in the theoretical positing of this
state of unruliness, and the ambiguity at the core of the self-positing of the
subject, is its proclamation that the good itself is only possible through the
gentrification or taming of evil. In order for good to be truly good, it too
must present itself as a non-deducible act that breaks free from any order
within which it could be contained by refusing all inscription within a field
of heterogeneous, external forces that could impose itself upon the absolute
originarity of its uncompromising self-assertion. Kant, Todestrieb, and Beyond the Pleasure Principle 99 What is more, not only did
Kant identify the intrinsic break from the order of substantial being that
sets the stage for the cogito's very autonomy and sketch this movement, he
also already saw the paradox at the heart of subjectivity. That is to say, he
implicitly understood that we can only grasp the latter as a pure act non-
deducible from the obscure libidinal-material grounding that renders it
possible (after all, for Kant evil is intrinsically enigmatic insofar as once as it 104 Chapter 5 The Yes of union depends
upon the No of separation, but the process of converting the latter into
the former can never be complete, since this would reduce freedom to a
mere moment of cultural law as a kind of quasi-natural immersion within a
pre-given logistics, thereby robbing human spontaneity of its untouchable
autonomy in face of everything else that may be said to have influence upon
it. Posited as that which transcendentally precedes and even conditions the
possibility of its (logico-symbolic) articulation, at the very heart of the good
there paradoxically lies evil as its extimate Other and menacing ground,
threatening at any moment to erupt and disturb its smooth surface. Evil
and good are not infinitely different and opposed, but merely two logical
modalities of freedom, a freedom that in and of itself knows no law except
its own uncontainable upsurge. If subjectivity is evil and the subject is an Kant, Todestrieb, and Beyond the Pleasure Principle 105 Kant, Todestrieb, and Beyond the Pleasure Principle 105 event in the world, then the world must not be understood as not-all, for the
latter is not incapable of subsuming the former within its smooth touch. It is precisely for this reason that Žižek, along with Lacan, believes that
Kant's practical philosophy is the beginning of the lineage that culminates
in psychoanalysis, the latter being understood as the second great revolution
in philosophy that inflicts upon us the task of radically reconfiguring
how we view ourselves and our relation to the world. Not only can we
already therein see its traits principaux being thematized in an implicit
way, but paradoxically one could even say that it in any uncanny manner
develops them in different directions from Freud or Lacan so that bringing
psychoanalysis and the German Idealist tradition together promises to
produce something new. Just as Kant asserts an ultimate identity between
the theoretical and practical ego, Žižek argues for the interpenetration of
modern transcendental philosophy and psychoanalysis through the Kantian
notion of the original “unruliness” of human nature. Todestrieb becomes
a synonym for the transcendental “I,” the cogito, by giving expression to
the pre-subjective conditions of the possibility of freedom as some kind
of non-masterable excess in nature that must be “tamed” if full-fledged
subjectivity is to come on the scene. Exposing an activity uncontainable
within positive being, it alludes to an ontologically self-violent “wildness”
that serves as the ontogenetically constitutive basis of the subject's self-
positing, in such a way that makes the late Lacan's passing remarks over the
ontology of the psychoanalytical subject (“the rottenness of nature”) come
strikingly close to those of Kant (“[w]hat could nature's intention be here
[...] ?”). In Kant, however, just as in Lacan, the actual status of the subject
remains ambivalent and theoretically undetermined, even if there are various
suggestions littered throughout their texts that programmatically outline
how to proceed if one were to develop a materialism of transcendental
freedom, despite the insurmountable problem that such gestures surpass
the very constraints imposed upon the epistemology that they develop. The exact same set of theoretical questions is brought to the fore by both
thinkers but remains unsolved: why does transcendental freedom develop? What is its exact relation to the “unruliness,” synonymous with the excess
of life presented by the Todestrieb, at the core of our being that appears to
logically precede it? Kant, Todestrieb, and Beyond the Pleasure Principle 105 Insofar as transcendental spontaneity is just as related The exact same set of theoretical questions is brought to the fore by both
thinkers but remains unsolved: why does transcendental freedom develop? What is its exact relation to the “unruliness,” synonymous with the excess
of life presented by the Todestrieb, at the core of our being that appears to
logically precede it? Insofar as transcendental spontaneity is just as related Chapter 5 106 to the synthetic powers of the imagination as it is to self-legislative reason
in Kant, what role does the former play in this picture (or, in a Lacanian
parlance, how can the Symbolic emerge as that which [re]constitutes the
fold of experience)? It is only in Kant's successors that such concerns will
be addressed in a more explicit manner, and it is through a psychoanalytical
reactualization of their thinking that the transcendental materialist ontology
at the heart of Kant's breakthrough can finally come to light. Notes 87. Žižek, The Ticklish Subject, p. 48. 88. Johnston, Žižek’s Ontology, p. 272. Here Johnston is referring to Le Séminaire de
Jacques Lacan, Livre XXI: Les non-dupes errent, 1973–1974 (unpublished type-
script), pp. 2, 21, and 74; and Le Séminaire de Jacques Lacan, Livre XXIII: Le
sinthome, 1975–1976, ed. Jacques-Alain Miller (Paris: Éditions du Seuil, 2005),
pp. 5, 17, and 77 (untranslated). 89. Ibid., p. 273. Following Johnston’s bibliography, the first quote comes from Le
Séminaire de Jacques Lacan, Livre XVIII: D’un discours qui ne serait pas du semblant,
1971 (unpublished typescript), pp. 2, 17, and 71, while the second seminar he
makes reference to is (as in the previous footnote) Le Séminaire de Jacques Lacan,
Livre XXIV: L’insu que sait de l’une bévue s’aile à mourre, 1976–1977, ed. Jacques-
Alain Miller, in Ornicar? 12-18, pp. 5, 17, and 77. 90. Lacan, “The Mirror Stage as Formative of the I Function,” Écrits, p. 96/77. 90. Lacan, The Mirror Stage as Formative of the I Function, Écrits, p. 96/77. 91. Ibid., p. 97/78. 91. Ibid., p. 97/78. 91. Ibid., p. 97/78. 92. Ibid., p 100/80. 93. Ibid., p. 96/77. 94. Fink, The Lacanian Subject, p. 24. I capitalize “the Real” for consistency. 95. Žižek, Living in the End Times (New York: Verso, 2011), pp. 350–51. 96. Žižek, Less Than Nothing, p. 905. 96. Žižek, Less Than Nothing, p. 905. 97. Ibid., p. 921. 97. Ibid., p. 921. 98. Ibid., p. 920. 99. Ibid. 99. Ibid. 100. Ibid., p. 921. 100. Ibid., p. 921. 101. Fink, The Lacanian Subject, p. 12. 102. Lacan, “A Theoretical Induction to the Functions of Psychoanalysis in
Criminology,” Écrits, p. 127/104. 103. Žižek, The Ticklish Subject, pp. 81–82. 103. Žižek, The Ticklish Subject, pp. 81–82. 104. Žižek, “Liberation Hurts.” 104. Žižek, “Liberation Hurts.” Kant, Todestrieb, and Beyond the Pleasure Principle 107 Kant, Todestrieb, and Beyond the Pleasure Principle 107 105. Žižek, The Ticklish Subject, p. 48. 106. The founding gesture of Schelling’s entire project begins with an attempt to
surmount the Copernican revolution. Only the modalities of his response differ:
whether it be through an attempt to give a genesis of the categories from the I
as the first principle, a daring naturephilosophy, or eventually by a theosophic
mytho-poetics of creation, one thing is clear—we must go “beyond simple rep-
resentation.” Einleitung in die Philosophie, ed. Walter E. Ehrhardt (Stuttgard-Bad
Connstatt: Frommann-Holzboog, 1989). 106. The founding gesture of Schelling’s entire project begins with an attempt to
surmount the Copernican revolution. Only the modalities of his response differ:
whether it be through an attempt to give a genesis of the categories from the I
as the first principle, a daring naturephilosophy, or eventually by a theosophic
mytho-poetics of creation, one thing is clear—we must go “beyond simple rep-
resentation.” Einleitung in die Philosophie, ed. Walter E. Ehrhardt (Stuttgard-Bad
Connstatt: Frommann-Holzboog, 1989). 107. Although people are wont to speak about the tight relationship between Kant and
Hegel, one must point out that in the Lesser Logic Hegel badmouths Kant by by
throwing upon him the ultimate insult one could give to a systematic philosopher
(except, of course, that their absolute is a dead dog)—namely, that he was just too
lazy to think through what he says and therefore completely misses the point: “[i]n deal-
ing with this highest Idea [teleological causality], however, the laziness of thought,
as we may call it, finds in the ‘ought’ an all too easy way out.” The Encyclopedia
Logic (with the Zusätze), trans. T. F. Geraets, W. A. Suchting, and H. S. Harris
(Indianapolis: Hackett Publishing, 1991), p. 101 (§55A). 108. See chapter 6. 109. Žižek, The Ticklish Subject, p. 48. 110. Ibid., p. 36. 111. Ibid. 112. Taken from Kant, Kant on Education, trans. Annette Churton (Boston: D. C. Heath, 1900), p. 6; for a more easily findable edition, see Lectures on Pedagogy,
trans. Robert B. Louden, Anthropology, History, and Education, ed. Günter Zöller
and Robert B. Louden (Cambridge: Cambridge University Press, 2007), p. 439. 113. Ibid., pp. 7 and 439. 113. Ibid., pp. 7 and 439. 114. Ibid., pp. 9 and 440. 115. Ibid., pp. 13 and 442. 115. Ibid., pp. 13 and 442. 116. Ibid., pp. 4–5 and 438; quoted by Žižek, The Ticklish Subject, p. 36. 117. Chapter 6 This chapter comprises a Žižekian-inspired interpretation of the
philosophical movement from Kant to Hegel by focusing on Kant's
thematization of freedom and how it radically reconfigures the possibility of
metaphysical inquiry. In the aftermath of critical philosophy, what is clear
is that any philosophy unable to think system and the irreducibility of the
human subject is to be rejected. By following certain premonitions within
Kant's pedagogical writings that appear to link transcendental spontaneity
to the psychoanalytical concept of Todestrieb, Žižek gives us resources to read
Hegelian Absolute Idealism against standard interpretations by claiming
that Hegel's attempt to think substance as subject implies the ontogenetic
emergence of freedom through a self-sundering of being, the immanent
advent of a devastating ontological non-coincidence, which forces upon
us the necessity of a new kind of metaphysics: a metaphysics of the not-all. This enables us not only to rethink the Kant-Hegel relation in a provocative
manner, but also to explain how Žižek is able to draw upon post-Kantian
idealism to lay the foundation for the logic of his own transcendental
materialism. Kant, Todestrieb, and Beyond the Pleasure Principle 107 Anthropology from a Pragmatic Point of View, trans. Robert B. Louden,
Anthropology, History, and Education, p. 423. First set of italics is my own. 118. Kant, Religion within the Limits of Reason Alone, trans. T. M. Greene and H. H. Hudson (New York: Harper & Row, 1960), p. 30. 119. Žižek & Daly, Conversations with Žižek (Cambridge: Polity, 2004), p. 124. From Transcendental Philosophy to Substance as Subject 109 From Transcendental Philosophy to Substance as Subject 109 109 penetrating account of the essence of human freedom.120 Although much of
what he says concerning freedom is already laid out in Descartes' thinking
on the cogito, it was Kant who gave it a full, profound expression. For Žižek,
this means that it is here that the principal intuitions that heralded forth
modernity—the ontologically shattering schism between the thinking mind
and extended substance and subjectivity's irreducible reflexivity as that
which institutes this very split—are radicalized and find an overpowering
degree of theoretical articulation. After Kant, there is just no going back, for
this would be to give up on what it means to be an infinitely self-standing,
autonomous subject, to turn one's back on one's own freedom, whose
apparently indemonstrable existence has been proven once and for all.121 Any
system that regresses into a “primitive,” “pre-critical” way of philosophizing
is in effect merely recoiling from the difficulty that is the burden of
freedom, “our experience of freedom [being] properly traumatic, even for
Kant himself.”122 Herein lies the fundamental undecidability intrinsic to
the Kantian breakthrough: not only is the freedom of human subjectivity
liberating, but it is also (and perhaps more originally) monstrous, insofar as
we are infinitely given over to it and therefore responsible for it, yet can only
comprehend it according to the frenzy that is its own self-positing essence. In the wake of the Kantian system, there is only “the uncanny abyss of
freedom without any guarantee in the Order of Being”:123 in Kantian ethics, the true tension is not between the subject's
idea that he is acting only for the sake of duty, and the hidden
fact that there was actually some pathological motivation at
work (vulgar psychoanalysis); the true tension is exactly the
opposite one: the free act in its abyss is unbearable, traumatic,
so that when we accomplish an act out of freedom, in order
to be able to bear it, we experience it as conditioned by some
pathological motivation. Here I am tempted to bring in the
key Kantian concept of schematization: a free act cannot be
schematized, integrated into our experience; so, in order to
schematize it, we have to “pathologize it.”124 Immediately following the birth of transcendental idealism, however, there
is an overall ambiguity as to how to proceed. 6.1 Fichte and the Frailty of Freedom Within the trajectory of modern philosophy, the inheritors of the legacy of
the critical system all agree that it is with Kant that we see the first truly From Transcendental Philosophy to Substance as Subject 109 Although there is some general
consensus concerning the various ways that the critical system is by itself 110 Chapter 6 110 Chapter 6 110 incomplete, internal discord quickly arises. Leaving aside Reinhold's and
Maimon's own responses to its perceived insufficiencies, Fichte, Schelling,
and Hegel, despite all agreeing that (i) the categories of the understanding
are dogmatically asserted (they lack a genetic deduction grounding their
necessity and universality) and ultimately too static (there is no clear
articulation of their systematic interconnectivity) and (ii) concepts such
as the thing-in-itself in their Kantian mode are internally contradictory or
at least theoretically unnecessary, each offer different strategies to think
through the deadlock of Kant's legacy to retain its grounding insights. The early Fichte of the Jena period—the only Fichte who had a
significant impact on the internal development of German Idealism—
proceeds by removing the extra-subjective alterity of the thing-in-itself,
often referred to as the residual trace of a materialism in Kant, by reducing
its status to a mere generated effect of subject's purely autonomous activity
that knows no outside. Taking as his starting point the immanent field of
absolute actuation presented by the subject's radical freedom, whose self-
manifestedness is revealed in the unavoidable transcendental reduction
of any given fact of consciousness to its activity and most primordially
demonstrated by intellectual intuition, and which is best exemplified in the
infinite thetic judgement I am,125 subjectivity, as uncontainable freedom,
cannot be trumped. Groundless, nothing can get beyond it: it is the
ultimate, self-explanatory condition of experience. Yet, although a wondrous
fountainhead of activity, the theoretical and practical unconditional
beginning that is the I is paradoxically lacking. Not only is its essence (an
essence that is its very act of existing) indistinguishable from nothingness
insofar as it knows no bounds; more disconcertingly, it is also immensely
fragile and immediately threatened by a not-I that risks destroying its very
omnipotence from within its own sphere. In the face of the “not-I,” which
is transcendentally simultaneous with the “I,” freedom cannot be simply
restricted to the undetermined nothingness of the I am, but it must upsurge
in an attempt through our very actions and finitude to overcome that which
opposes it. From Transcendental Philosophy to Substance as Subject 111 From Transcendental Philosophy to Substance as Subject 111 as the pure act of freedom tries to posit itself as such, it runs up against the
impossibility of asserting itself as an autarchic all. In this conflict-ridden
battle, the not-I proves to be more than a pure alterity wreaking havoc on
the subject's freedom. Instead, it becomes a determined other, an Anstoß
(an obstacle and impetus). Through encountering this Anstoß there can be a
continual overcoming of the menacing not-I and a never-ending perfecting
of the I’s own savage freedom by attaining an ever greater degree of concrete
autonomy. In this sense, consciousness emerges from the shock of the not-I
on the immanent field of actuation that is the unconscious I in its pure
freedom and the latter's defiant cry and refusal to submit when confronted
with the possibility of its own demise. The victory of this freedom is never
ontologically guaranteed, but can only ever be won again and again in the
onslaught of time, whose basic structure is described by the total theoretico-
practical syntheses of divisibility opened by the third principle, thus making
all principles simultaneous in experience. In this picture there is nothing outside of the pure immanence of the
I as freedom and the dynamics of its subjectification as necessitated by
the opposition it encounters to its raw, unconditional power. Due to this
internal opposition, the I is divided between the absolute I (which is less
an egological pole than a faceless, even inhuman activity that only warrants
the title of I because it is always spoken of in relation to persons amongst
whom it incarnates itself, thus making it in its very essence cryptic126) and
the finite (which in turn is divided into passive and active aspects wherein
the absolute totality of reality as expressed by the I is never completely
annihilated). There is no need for a hard, impenetrable remainder left over
from the transcendental constitution of reality: that which threatens to
destroy the subject if not gentrified through the syntheses of divisibility, the
not-I, is a mere negative magnitude, even if its contorting effects upon the
subject can never be predicated and could potentially upsurge as traumatic
events. We do not need to go beyond this logical role of an internal pressure proclaiming the possible implosion of the I as freedom to explain
experience. From Transcendental Philosophy to Substance as Subject 109 In order to truly sustain its theorectio-practical firstness, to assert
its own primordiality against the not-I that “desires” its annihilation, the
subject must bring forth the freedom that is its own capacity for absolute
actuation in the natural and sociopolitical field of the world, since as soon 112 Chapter 6 to underline the paradoxical simultaneity of radical spontaneity and fragility
in the free constitution of phenomenal reality as it continually comes
upon an alien presence within its very intimacy: namely, the irresolvable
contradiction that exists in subjectivity between the groundlessness of
consciousness as a radically self-grounding idealist freedom and the
necessary realist contingency that continually jeopardizes it. For Fichte, the removal of an extra-subjective reality is a necessity
imposed upon us not just by Kant's radical articulation of freedom, but
more broadly by idealism as such. From within the latter, there can be no
coherent assertion of a self-subsisting thing-in-itself which, existing outside
of the closed idealist circle of phenomenality in an infinite elsewhere,
causes our representations. This would be to transgress the epistemological
constraints imposed upon us by the very confines of the idealization of
the world; any assertion of the thing-in-itself would constitute a return
to the worst kind of dogmatism. The Anstoß is therefore not merely the
true limit of idealism, but contains the necessary resources to synthesize
idealism and realism into a greater unity:127 instead of proclaiming that
all our idealizations are first caused by a foreign intruder pushing in upon
subjectivity, it says that if there are immanent obstructions from within
the mediating activity of the Ideal, if phenomenal experience is plagued by
internal inconsistencies, we can legitimately say that these knots negatively
point to some extra-subjective, inassimilable body in subjectivity itself
forcing it partially to negate itself and transfer its power to that which is
extimately Other in order to save itself from complete collapse.128 Giving the
immanent intruder reality is a way to appropriate it: in short, to idealize it. In this way, one of the major tasks of Fichte’s 1794 Wissenschaftslehre is to
draw our attention to the radicality of this conditional: if we take idealism
seriously then we can without difficulty account for realism, for the realist
character of our everyday experience can be entirely explained by the very
movement of the Ideal itself. Idealism does not infringe upon the freedom
of the objective world, since it is clear that the latter can in some way make
itself known through the very obstructions of our idealizations of it. From Transcendental Philosophy to Substance as Subject 111 Thus, to say that the thing-in-itself becomes a theoretical posit
of the subject is to say that its irreducibility to conscious, finite subjectivity
and thus its apparently extra-subjective status have been deduced from the
self-manifestedness offered by subjectivity as a first principle: its function is 112 Chapter 6 112 Chapter 6 112 Chapter 6 The
epistemic priority of the Ideal is not to be equated with the unknowability
of the world, since its autonomous operational self-closure is precisely that
which enables us to have a world at all. From Transcendental Philosophy to Substance as Subject 113 114 Chapter 6 From within this
originary psychosis at the heart of subjectivity, there is no escape “except”
accepting it and taking the path it opens up to its end by the self-conscious
creation of fabulous, imaginative identities (criticism) that can be used Subjectification is nothing more than a spinning in the positively charged
void of freedom. In the latter's aftermath, we become irrevocably lost in a
series of dream-like images, a rhapsody of sociopolitical phantasmagoria,
which give a transcendental structure to the fabric of our experience and
thus to our ethical striving, thus even making our own self just one image
amongst others, but without having any basis in the world at large. If we take
Freud's definition of psychosis as a loss of the causal impact of the world
upon the self—a “loosening of the relationship to reality”130—due to a
radical withdrawal into primary narcissism, whereby object cathexes are
libidinally cut off and the primary process slowly takes over psychic reality,
we could venture the claim that the founding gesture of the Fichtean
subject is a form of psychosis (the I “posits itself absolutely, and is thereby
complete in itself and closed to any impression from without”131), justified
in the name of autonomy. Here, just as in the illusionary, image-filled world
of the psychotic, the “objective” world is reduced to a mere haphazard
obstruction to a self-unfolding and self-sustaining tale creative of its own
experiential reality (which for Fichte, “absolutely creates itself [...] in a genesis
out of nothing”132), a mere haphazard obstruction that is to be overcome
and integrated within the tale if the latter is to sustain its very consistency. What is more, in the same manner that the psychotic must continually
refuse new perceptions so as to “autocratically” construct an external and
internal world that pleases the id's wishful impulses,133 the Fichtean subject,
struggling to subsist as a pure I due to the contemporaneous emergence
of the not-I and its violence with its self-positing, strives to rid itself of all
influence of the not-I in the syntheses of divisibility and thereby actualize
the sphere of absolute self-positing at the empirical level. In this respect,
its ideal is a full-blown psychosis, an “alloplastic”134 creation of its own
experience, which, though technically impossible (without the influence
of the not-I, the I would lack determination), is a structural tendency in
all experience, the paradoxical basis of practical freedom. 114 Chapter 6 imagine, of my being, my power, my purposes), thought is the
dream of this dream.129 Subjectification is nothing more than a spinning in the positively charged
void of freedom. In the latter's aftermath, we become irrevocably lost in a
series of dream-like images, a rhapsody of sociopolitical phantasmagoria,
which give a transcendental structure to the fabric of our experience and
thus to our ethical striving, thus even making our own self just one image
amongst others, but without having any basis in the world at large. If we take
Freud's definition of psychosis as a loss of the causal impact of the world
upon the self—a “loosening of the relationship to reality”130—due to a
radical withdrawal into primary narcissism, whereby object cathexes are
libidinally cut off and the primary process slowly takes over psychic reality,
we could venture the claim that the founding gesture of the Fichtean
subject is a form of psychosis (the I “posits itself absolutely, and is thereby
complete in itself and closed to any impression from without”131), justified
in the name of autonomy. Here, just as in the illusionary, image-filled world
of the psychotic, the “objective” world is reduced to a mere haphazard
obstruction to a self-unfolding and self-sustaining tale creative of its own
experiential reality (which for Fichte, “absolutely creates itself [...] in a genesis
out of nothing”132), a mere haphazard obstruction that is to be overcome
and integrated within the tale if the latter is to sustain its very consistency. What is more, in the same manner that the psychotic must continually
refuse new perceptions so as to “autocratically” construct an external and
internal world that pleases the id's wishful impulses,133 the Fichtean subject,
struggling to subsist as a pure I due to the contemporaneous emergence
of the not-I and its violence with its self-positing, strives to rid itself of all
influence of the not-I in the syntheses of divisibility and thereby actualize
the sphere of absolute self-positing at the empirical level. In this respect,
its ideal is a full-blown psychosis, an “alloplastic”134 creation of its own
experience, which, though technically impossible (without the influence
of the not-I, the I would lack determination), is a structural tendency in
all experience, the paradoxical basis of practical freedom. From Transcendental Philosophy to Substance as Subject 113 For Fichte, however, the most decisive consequence to draw from the
removal of the thing-in-itself is not a rethinking of the realism-idealism
debate. He never takes an interest in the resources that this new way
of philosophizing would offer for developing a new form of spectral
materialism. The reason is simple: taking the unbridled freedom of the I as
his starting point, Fichte agrees with Kant's prohibition on searching for
the ontological origins of the subject because, even if it seemingly becomes
methodologically possible in Fichte, he argues that it is a futile project, the
Ideal being self-explanatory without recourse to the Real. That the subject
has no need for the thing-in-itself signifies that the subject is characterized
by a constitutive groundlessness: transcendental spontaneity demonstrates
that it is totally engulfed within a self-unfolding practical world of its own
making, so that what is of primordial importance is never an extra-subjective
reality, but the unconditioned freedom of our concrete activity. Fichte
does not need to embark upon a metaphysical archaeology of the subject,
instead focusing all of his attention on the dynamic inherent in the process
of subjectification itself, which inflicts upon us a frightening realization
ridden with stark ontological and political implications. Not only are all our
actions—and thereby the identities and the collectives that we construct
through them—irreducible in themselves insofar as they have no foothold in
objective reality, but they become, as it were, mere parts of the free play of
an infinite imagination so engrossed by its own self-composing stories that it
almost lacks the power to know its self-narrating fiction as a fiction: There is no being. I myself do not know at all and don't exist. There are images: they are all that exists and they know about
themselves in the manner of images—images which drift by
without there being anything by which they drift; images
which hang together through images; images which do not
represent anything, without meaning and purpose. I myself
am one of these images. No, I am not even that, but only a
distorted image of these images. All reality is transformed
into a fabulous dream, without there being any life the dream
is about, without there being a mind which dreams; a dream
which hangs together in a dream of itself. Intuition is the
dream; thought (the source of all being and all reality which I 114 Chapter 6 114 Chapter 6 From within this
originary psychosis at the heart of subjectivity, there is no escape “except”
accepting it and taking the path it opens up to its end by the self-conscious
creation of fabulous, imaginative identities (criticism) that can be used From Transcendental Philosophy to Substance as Subject 115 From Transcendental Philosophy to Substance as Subject 115 If the human being is an animal,
then he is an utterly incomplete animal, and for that very
reason he is not an animal.137 What is striking about this quote is not only that Fichte, like Kant before
him, draws attention to the utter helplessness of the neonate as an indication 116 Chapter 6 116 Chapter 6 116 of some kind of ontological indeterminacy within nature as that which
sets the stage for subjectivity and freedom, an indeterminacy that is non-
natural (“nature withdraws her hand”), but also that he is forced to do so
from within the confines of a self-grounding idealism. To account for the very
transcendental unity of experience, there is a point during the deduction
of its laws that something meta-transcendental must be posited whose
very existence appears to be responsible for the subject's groundlessness. That there is no possible explication of the leap from not-I to I appears
now shaken, for a certain relation between the two has been established
despite the fact that such a relation would seem to jeopardize the I's self-
standingness. What is at stake is not that Fichte creates an unacceptable
subjective idealism within which knowledge of the world is lost and even
precluded through being constructed, but that his philosophy ultimately
lacks the resources to tie together an ontology of nature with the spontaneity
of the I, though such an impossible link has been immanently deduced. Although Fichte too outlines a transcendental materialist ontology of
the subject, he, like Kant before him, cannot answer the question “How
does appearance itself emerge from the Real?,” even if he stumbles upon
the solution. If Fichte and Kant are right in these intuitions in the same way that
Lacan could be said to be right in his late musings on the status of nature
in light of the psychoanalytical subject, the task facing Hegel, Schelling,
and Žižek is thus remarkably similar: how can being and thinking, the Real
and the Symbolic, be reconciled to one another, for surely the latter must
exist in the former? From Transcendental Philosophy to Substance as Subject 115 to give the subject the resources it needs to actualize itself through the
formation of an absolutely free identity liberated from all external causality
(dogmatism). What this means is that “the human being is originally
nothing:”135 it is free to strive, and should strive, to absolutely create itself
according to its own transcendental self-positing/primary narcissism. For both Schelling and Hegel, however, this complete removal of
the problematic of the grounding of the subject is not satisfying on
two accounts. First, although Fichte's notion of the Anstoß in the 1794
Wissenschaftslehre does allow us to develop something like a spectral
materialism, Fichte does not use his own real-idealism/ideal-realism to
investigate the obscure origins of the subject, rejecting any transcendental
materialist account of the emergence of the I out of the not-I as contrary to
reason.136 Transcendentalism must remain purely immanent—we need not
investigate its ontological origins, since these will never suffice. But this does
not necessarily mean we cannot embark on such an inquiry (a “pre-history”
of the Ideal). Second, Fichte himself, despite his remarks concerning its
impossibility, like Kant cannot refrain from commenting on the paradoxical
ground of the subject's freedom, as if to say that the matter at hand cannot
be limited to the transcendental structures at the heart of the self-unfolding
conceptual-imaginative fabric underlying subjectification, but must also
include the birthplace of the I as causa sui: Every animal, a few hours after its birth, moves and seeks
nourishment at the breast of its mother [...]. To be sure, the
human being has a plant-like instinct, but he has no animal
instinct at all in the meaning given here. He needs the freely
given assistance of other human beings, and without it would
die shortly after birth. When the human offspring has left its
mother's body, nature withdraws her hand from it and cuts it
loose, so to speak [...]. For it is precisely nature's abandonment
of him that proves that the human being, as such, neither is
nor should be nature's pupil. From Transcendental Philosophy to Substance as Subject 117 of its one-sided countermove.141 But what, then, exactly drives Hegel to
part ways from Schelling and develop his own way of balancing idealism
(radically self-positing freedom) with a philosophy of nature (a system of
the world)? And why is this juncture so important for understanding Žižek's
own metaphysics of the disjunctive “and”? To answer this question, we must
first make a brief detour through the development of modern philosophy. From Transcendental Philosophy to Substance as Subject 115 For the early Schelling, what is necessary is a theoretical
project that supplements the ontologically solipsistic Fichtean subject with
an account of its emergence out of an unconsciously creative nature, which
would implicate the interpenetration and ultimate identity of the Real
and the Ideal, so that such a problem is shown to be ultimately moot.138
Interestingly, though he is initially satisfied with Schelling's response to the
deadlock of Fichtean idealism,139 Hegel later breaks from what Schelling
himself refers to as a “real” or “objective idealism,”140 claiming that by
attempting to solve the internal contradictions of Fichte's idealism, Schelling
unknowingly becomes its inverted opposite, a mere reactionary form
spurred on by the inconsistencies of the former that ultimately fails because From Transcendental Philosophy to Substance as Subject 117 118 Chapter 6 are Hegel and Schelling attempting to demonstrate how it is still possible
to do metaphysics within the very breakthrough of critical philosophy
without denying any of what they consider to be its necessary/essential
presuppositions, but also, and most importantly, why it is necessary to do so: are Hegel and Schelling attempting to demonstrate how it is still possible
to do metaphysics within the very breakthrough of critical philosophy
without denying any of what they consider to be its necessary/essential
presuppositions, but also, and most importantly, why it is necessary to do so: Here, however, a gap between Kant and his followers occurs:
for Kant, freedom is an “irrational” fact of reason, it is simply
and inexplicably given, something like an umbilical cord
inexplicably rooting our experience in the unknown noumenal
reality, not the First Principle out of which one can develop
a systematic notion of reality, while the Idealists from Fichte
onwards cross this limit and endeavour to provide a systematic
account of freedom itself. [... F]or the Idealists [this is] just an
indication that Kant was not yet ready to pursue his project to
the end, to draw all the consequences from his breakthrough. For the Idealists, Kant got stuck half-way.144 Although this may mean a vigorous rethinking of transcendental spontaneity
and imagination, noumena and the status of nature, ultimately neither Hegel
nor Schelling wants to give up on Kant's descriptions of freedom in order to
substitute transcendental idealism with just another classico-metaphysical
system. Yet for this endeavour to be successful, they realize that they need to
fight against the Critique of Pure Reason's own prohibition of pure ontological
inquiry; they deny one of the major claims of critical philosophy in the hope
of saving it from itself. This becomes clear when we realize that for both Hegel and Schelling,
Spinoza is the very emblem of a philosopher. His rationalist system is
admirable not only for its depth and beauty, but for its self-consistency,
clarity, and comprehensiveness. Case of Spinoza A common critique of Schelling and Hegel as they attempt to think through
the problems bequeathed by Kantian idealism is that they ignore the basic
breakthrough of the Critique of Pure Reason: that is, the recognition of the
insurmountable finitude of human reason and its inability to grasp the
absolute structure of reality. In face of its debilitation of a priori enquiry
by pure reason, they return to a metaphysical thinking that has already
been debunked. According to the canonical reading, while Schelling talks
of the interrelated poles of subject and object in his attempt to balance
transcendental idealism with a naturephilosophy, and then of their ultimate
identity in the absolute as indifference by developing an account of absolute
reason, Hegel supposedly attempts to show that the logical structures that
the thinking subject uses to constitute the world transcendentally are
actually one with its ontological, that is, its extra-conscious structure. What
Hegel does is dialectically “fix up” Schelling by revealing that reality in all its
facets (mind and matter, nature and subject) is merely an expression of the
rational self-actualization of the absolute as a logical self-unfolding totality,
which does away with the Schellingian indifference as an indeterminate void
lacking genuine philosophical content, “the night in which, as the saying
goes, all cows are black.”142 Žižek, however, refuses this interpretation,
calling it “the standard cliché according to which German Idealism pleads
the 'pan-logicist' reduction of all reality to the product of the self-mediation
of the Notion.”143 Žižek gives us material that allows us to shed new light on the movement
from Kant to Hegel by showing that this conventional reading of German
Idealism levels off the daring character of the post-Kantian gesture by
making it look like just another classical metaphysical system. Not only 118 Chapter 6 From Transcendental Philosophy to Substance as Subject 119 investigation. They reject this for two reasons: first, it seems arbitrary, and,
second, it threatens to destabilize the very Kantian edifice. Although both
Schelling and Hegel believe that metaphysical knowledge of an objective
reality is still possible, they are at the same time unwilling to abandon
idealism insofar as they are not willing to back down from its articulation of
freedom, which leads them to see both questions as intimately intertwined
and refuse to separate them as Kant does in order to make room for faith
and human autonomy. Schelling, for instance, bemoans the fact that
“idealism,” whose founding intuition he identifies in the Freiheitsschrift with
the principle of freedom, “is not a work of reason,” and that consequently
“the supposedly sad honor of being a system of reason remains only for
pantheism and Spinozism.”146 Even if Kant's systematization of freedom
is of irreducible importance for the late German Idealists, it must be
stressed that of itself it remains theoretically negative in a strong sense:
largely remaining at the level of formality, it never really manages to get off
the ground and provide a thoroughly developed basis for itself.147 We must
provide the missing link between system (Spinozism, absolute determinism)
and idealism (Kantianism, the true philosophy of freedom) by showing that
freedom itself is a metaphysical possibility. But what does it mean for system if
freedom is inscribed within it? investigation. They reject this for two reasons: first, it seems arbitrary, and,
second, it threatens to destabilize the very Kantian edifice. Although both
Schelling and Hegel believe that metaphysical knowledge of an objective
reality is still possible, they are at the same time unwilling to abandon
idealism insofar as they are not willing to back down from its articulation of
freedom, which leads them to see both questions as intimately intertwined
and refuse to separate them as Kant does in order to make room for faith
and human autonomy. 118 Chapter 6 In terms of an expression of metaphysics,
each looks up to him and sees something fundamentally askew in Kant's
preclusion of its possibility—or, as Hegel says “[i]t is therefore worthy
of note that thought must begin by placing itself at the standpoint of
Spinozism; to be a follower of Spinoza is the essential commencement of all
Philosophy.”145 Not only did Kant not show trust in the capacities of human
reason, more problematically his critical system was lacking any foundation
insofar as it left the origins of the transcendental subject, the very object
of its thematic, a mystery and even went so far as to put a ban on their From Transcendental Philosophy to Substance as Subject 119 From Transcendental Philosophy to Substance as Subject 119 Schelling, for instance, bemoans the fact that
“idealism,” whose founding intuition he identifies in the Freiheitsschrift with
the principle of freedom, “is not a work of reason,” and that consequently
“the supposedly sad honor of being a system of reason remains only for
pantheism and Spinozism.”146 Even if Kant's systematization of freedom
is of irreducible importance for the late German Idealists, it must be
stressed that of itself it remains theoretically negative in a strong sense:
largely remaining at the level of formality, it never really manages to get off
the ground and provide a thoroughly developed basis for itself.147 We must
provide the missing link between system (Spinozism, absolute determinism)
and idealism (Kantianism, the true philosophy of freedom) by showing that
freedom itself is a metaphysical possibility. But what does it mean for system if
freedom is inscribed within it? Amongst other things, Spinozistic metaphysics represents an avid
attempt to rethink the ontological splitting of mind and matter by
reconceiving the very notion of substance so that the two categories no
longer represent a schismatic split but are subsumable under a single,
unified substrate of which they are merely different attributes, all the while
preserving as much as possible the basic intuitions of Cartesianism. Mind
and matter, the brute material Real of the universe and the self-reflexive
powers of ideal spirit, are merely differing “perspectives” on the same,
unchanging substance,148 a kind of epistemic parallax shift between two of
the countless logical modalities of an all-pervasive “weave” that encompasses
all things within its vital ebb and flow. Although they succeed in manifesting
the infinite power of substance through different refraction mediums
irreducible to each other, they ultimately must be said to interpenetrate
one another insofar as they articulate the same content: there is no possible
rupturing chasm between them, but only an untouchable oneness.149 But 120 Chapter 6 120 Chapter 6 Chapter 6 120 this oneness is not some kind of undifferentiated, static whole, an abyssal
metaphysical void that devours all difference within its cruel awesomeness,
like Chronos who eats his own offspring, but rather a pure power or force
that is capable of expressing itself in an infinite variety of ways,150 and indeed
is only one insofar as it does so. If “nothing exists except substance and
its modes,”151 it is because the two constitute one another in an immanent
pulsating field teeming, overflowing, with immanent life. From Transcendental Philosophy to Substance as Subject 119 Substance is a
raw, pulsating activity, an unconstrained upsurge of a dynamic, quivering
freedom that is at the very core of the flux that is perceived reality and
circulates through its most minute and insignificant features: “God's power
whereby he and all things are and act, is his very essence.”152 Substance
exists absolutely as a harmonious play of forces even in its most seeming
conflict, tension, and struggle. It is a wondrous ballet of cosmic energy
whose dance is something peaceful and inspiring, sometimes macabre and
dreadful, for us mortals who without choice are engaged in its spectacle. Although this may appear to preclude human liberty, it actually
proclaims that human beings are in a certain sense free insofar as they
directly participate in the self-actualizing movement of substance (God,
nature) as causa sui. In Spinozism, however, there is a crucial modification
of the underlying logic of modern subjectivity already seen in Descartes:
the intuition of irreducible subjective freedom is said to arise out of a
misrecognition of our fundamentally determined character as egos. By
locating freedom within the kernel of my being, my will, I am merely
misperceiving its notion, for real spontaneity lies in the impersonal self-
writing symphony of the universe, the self-creative flow of life and difference
(“we are in God's power as clay in the hands of the potter”153), in which I
also play a constitutive part insofar as its energy expresses itself through
me, animates me, constitutes me, so that any radical distinction disappears. The cause is fully in its effect, for it itself is immanent. Spinoza's account of
human freedom, instead of being a pure cancellation of the significance of
concrete human ethical striving by its submission to the total system of the
world in its self-imposing oneness, is an attempt to show its greater truth,
meaning, and role by its inclusion in the intimate life of God or nature:
in short, its function within the autonomous and infinitely inventive self-
actualization of substance. It is precisely for this reason that metaphysics From Transcendental Philosophy to Substance as Subject 121 122 Chapter 6 What repels him is that freedom is “not my freedom at all but rather that
of an alien force outside me:”157 “[t]o stand there cold and dead and merely
to look at the change of events an inert mirror or fleeting forms—that is an
unbearable existence and I disdain and deplore it. I want to love, I want to
lose myself in taking an interest, I want to be glad or sad. [...] Only in love is
there life; without it there is death and annihilation.”158 At this juncture, a Spinozist may argue that the German Idealist
misgivings of Spinoza's naturalistic pantheism are false. Is not the Ethics
itself a profound celebration of life rather than death, love rather than
indifference, a text that itself can be read as a quasi-psychotherapeutic
intervention that aims, with the aid of its geometrical proofs, to liberate
one from the passivity of the passions and in so doing find a new manner
of radically asserting the (limited, though existent) freedom of one's own
conatus? As Spinoza says, the Ethics “concerns the method, or way, leading
to freedom.”159 By demanding that we build a new organ of sight,160 it
asks us to undergo a profound change in our relationship to self and
world, to become a new species, by giving up ill-founded politico-theological
ideals and conceptions of humanity (mere fictions),161 which we can only
accomplish by giving into and working with the relational dynamics at the
heart of what it means for to be singular essence insurmountably inter-
bound with the infinity of other essences. Substance as a causal network of
complete interpenetration wherein each being attains its life force reveals
the immanent “potentials” of existence: that is, how it can achieve more
power, more strength, more force in this or that existent. However, even if
in this respect Spinoza does allow for the mind to have some power over
the body and thus a certain degree of spontaneous activity (for surely the
Ethics is emancipatory for the subject only because it is a work of ideas),
according to the German Idealists this does not come close to articulating
the irreducibility of freedom attested by Kant.162 Spinoza fails to see the true
kernel of human liberty, a failure that not only makes the Spinozistic system
insufficient in terms of the lived essence of freedom, but also thereby takes
away life and richness from its ontology. From Transcendental Philosophy to Substance as Subject 121 122 Chapter 6 From Transcendental Philosophy to Substance as Subject 121 is an ethics: the whole endeavour of Spinozism is meant to show how, by
coming to this realization step by step through clear and precise reasoning,
one can liberate oneself from the bondage of one's passive emotions and
see how one directly takes part in the freedom of the self-unfolding cosmos,
overflowing with uncontainable energy. Showing the structure of the world
forces us to act differently—logical proofs are equivalent to opening the
mind's eye to the dynamics of substance as totality.154 For the late German
Idealists working in the aftermath of Kant, however, this vision reduces the
apparent autonomous essence of subjectivity to a mere epiphenomenon,
a false appearance, of the vital flux of a more primordial life force that
runs through and simultaneously is the universe, thus leaving nothing
untouched and no room for a transcendence within its omnipresent pull. This “direct participation” can only be paradoxically interpreted as a
passive participation, a forced enactment, which befalls us. We see this most
unsettlingly in Spinoza's stone: Furthermore, conceive, if you please, that while continuing in
motion the stone thinks, and knows that it is endeavouring, as
far as in it lies, to continue in motion. Now this stone, since it
is conscious only of its endeavour and is not at all indifferent,
will think it is completely free, and that it continues in motion
for no other reason than that it so wishes. This, then, is that
human freedom which all men boast of possessing, and which
consists solely in this, that men are conscious of their desire
and unaware of the causes by which they are determined. In the same way that a baby thinks that it freely desires
milk [...].155 For the late German Idealists, if this is freedom, it is a grotesque joke:
instead of being liberating, it is claustrophobic, for our infinite strivings are
reduced to a mere puppet show for an impersonal God sive nature whose
power drowns any hope we may have for true self-standing independence
in its might. Whatever freedom is here, it is distant from us: “[i]n the mind
there is no absolute, or free, will. The mind is determined to this or that
volition by a cause, which is likewise determined by another cause, and
this again by another, and so ad infinitum.”156 It is without a doubt Fichte
who most succinctly expresses the German Idealist disdain at this picture. From Transcendental Philosophy to Substance as Subject 123 The error of his system lies by no means in the positing
of things in God, but rather in that there are things in the
abstract concept of the world's being, instead of infinite
substance itself, which in fact is also a thing for him. Thus
his arguments against freedom are entirely deterministic, and
in nowise pantheistic. He treats the will, too, as a thing, and
then naturally proves that it must be determined in its every
action by another thing, which, in turn, is determined by yet
another thing, etc., into infinity. Hence the lifelessness of his
system: the mindlessness of its form, the impoverishment of
its concepts and expressions, the unyielding acerbity of its
definitions [...]. One could view Spinozism in its rigidity as
Pygmalion's statue: it needed to be given a soul by the warm
breath of love.163 Hegel makes a similar point in his Science of Logic:
Of course, substance is the absolute unity of thought and being
or extension; it therefore contains thought itself, but only in
its unity with extension, that is to say, not as separating itself
from extension and hence, in general, not as determining and
informing, nor as a movement of return that begins from itself. For this reason, on the one hand substance lacks the principle
of personality—a defect that has especially aroused indignation
against Spinoza’s system.164 Hegel makes a similar point in his Science of Logic:
Of course, substance is the absolute unity of thought and being
or extension; it therefore contains thought itself, but only in
its unity with extension, that is to say, not as separating itself
from extension and hence, in general, not as determining and
informing, nor as a movement of return that begins from itself. For this reason, on the one hand substance lacks the principle
of personality—a defect that has especially aroused indignation
against Spinoza’s system.164 Humans are not mere passive players in the self-unfolding drama of the
universe, but constitutive writers of it, dominating it from the inside out,
to such an extent that they even present a challenge to the autonomy of
substance. In the face of man, the very fabric of substance appears lacerated,
for it encounters a transcendent Other within its heart of hearts that
makes it non-coincident to itself, infringes upon its oneness and thereby
renders it not-all. 122 Chapter 6 Without inscribing the difference
announced by subjectivity into substance, we miss something essential about
the life of the absolute, a critique raised by Schelling in his Freiheitsschrift: From Transcendental Philosophy to Substance as Subject 123 From Transcendental Philosophy to Substance as Subject 123 According to Žižek, what both Hegel and the middle-late
Schelling find unsatisfactory about Spinoza is that he is unable to articulate
the ontogenetic condition of the possibility of the emergence of a freely existing
transcendent(al) subjectivity out of the purely immanent plane of being and its
implications for understanding the metaphysical nature of reality. The problem
is that freedom—in its very specific articulation in German Idealism—is 124 Chapter 6 Chapter 6 124 not compatible with substance qua devouring totality. How, then, are we
to think substance and subject/system and freedom if we are to retain the
spontaneity first brought to light, albeit for the most part formally, by Kant? For Žižek, the answer is clear: “[t]he passage from the Spinozan One qua
the neutral medium/container of its modes [to] the One's inherent gap is
the very passage from Substance to Subject.”165 But the recognition of this
gap has to be intrinsically traumatic, terrifying—it demonstrates a radical
shift in our understanding of the world as some sort of harmonious cosmos
that holds itself together in its infinite rational majesty to a world that,
lacking totalizing order, must be predicated upon disruption and upheaval. If such an intuition did arise in the history of German Idealism, we would
expect to see a series of psychoanalytical defence mechanisms against a
conscious acknowledgment of its truth, which in turn obstruct its texts. It is a direct confrontation with this Real of the tradition that will enable
Žižek to bring forth the true metaphysical horror of subjectivity that he thinks
Descartes had already glimpsed and that has been haunting philosophy like
a spectre ever since. It is this specific spin on the dialectical “union” of system and freedom
that is of utmost importance for understanding Žižek's psychoanalytical
reactualization of German Idealism. It has two functions. First, it
demonstrates the heterodox character of Žižek’s appropriation of the
tradition insofar as he proclaims that its real truth has always been this
disjunctive, parallax relationship between the two terms.166 It clearly shows
us how and why Žižek challenges our normal preconceptions of German
Idealism's internal historico-theoretical concerns and puts us in a position
to evaluate Žižek's own readings more clearly. From Transcendental Philosophy to Substance as Subject 125 From Transcendental Philosophy to Substance as Subject 125 of the Imaginary that often tells itself lies to cover up its dirty spots) and
various symbolically non-integrated elements visibly existing in its fold (the
ephemeral flickering of a traumatic Real interrupting its normal discourse
pointing to its repressed truth), whose integration would demand a radical
reconfiguration of its own self-perception (in the spirit of Wo Es war, soll ich
werden). Žižek seeks to understand what the role played by this disavowed
knowledge could teach us about this crucial turning point in the history of
philosophy, the nature of subjectivity, and, ultimately, the very ontological
structure of the world we live in. From Transcendental Philosophy to Substance as Subject 123 Second, it demonstrates that
Žižek's own specific take on its unconscious Grundlogik is grounded in an
extremely coherent reading of the stakes at play in post-Kantian philosophy,
even if these have been drastically reformatted along the way according to
a perceived and unrealized textual possibility. This makes reading Žižek a
strange experience because there is an irreconcilable tension between Žižek's
account of German Idealism and what its representatives on the surface
appear to accomplish with their systems. Yet through this productive clash,
Žižek is trying to create a space of “therapeutic” interplay between German
Idealism's surface content (what it takes itself to be in the narcissistic orbit 6.3 The Suffocating Deficiency of a Naturphilosophie The immediate problem facing the late German Idealists is that the Kantian
affirmation of transcendental freedom must be grounded in an ontological
edifice that can rival Spinozism, for otherwise a Spinozist could argue that
freedom is merely the misrecognition of the absolutely free self-unfolding
oneness of substance, of man's subsumption within the positive order of
being driven by a divinely energized and productive nature as its immanent
cause. While both the early Schelling and Hegel offer their own solutions,
Hegel remains unsatisfied with the results of his onetime colleague and
friend, both in terms of the former's naturephilosophical response to the
early Fichte and his quasi-Spinozistic attempts to ground transcendental
subjectivity and creative nature in a point of absolute indifference that is
neither subjectivity nor nature, but possesses both equally within it. Both
projects seem to miss the mark, but why this would lead to a break between
Hegel and Schelling is not clear. As hinted by Žižek's vision of Hegel and
the middle-late Schelling, Hegel must have implicitly recognized here
that Schelling fails to grasp the true radicality of Kantian freedom and
its implications by adhering too much to a unitary view of the absolute,
the seamless oneness of all that is. Consequently, Hegel tries to save the
breakthrough of the critical system by thinking substance as subject, by
thinking how the positive order of being ex-ists (existere in the sense of
stepping or standing out) in the mode of subjectivity, instead of merely tying
two apparently different yet complementary areas together into a precarious,
“dead” harmony in indifference, wherein all qualitative difference between Chapter 6 126 subjectivity and objectivity becomes secondary, unimportant, and ultimately
lost. As Hegel himself says in his Philosophy of Nature: The cause of [Naturphilosophie's] aberration lay in the
fundamental error of first defining the Absolute as the
absolute indifference of subjective and objective being, and
then supposing that all determination is a merely quantitative
difference. The truth is rather, that the soul of absolute form,
which is the concept and living reality, is solely qualitative self-
sublating differentiation, the dialectic of absolute antithesis. One may think, in so far as one is not aware of this genuinely
infinite negativity, that one is unable to hold fast to the
absolute identity of life, without converting the moment of
difference into a simply external moment of reflection. 6.3 The Suffocating Deficiency of a Naturphilosophie This is
of course the case with Spinoza, whose attributes and modes
occur in an external understanding; life must then completely
lack the leaping point of selfhood, the principle of autonomous
movement, of internal self-diremption.167 This citation clearly shows the task Hegel believes must be accomplished:
a full actualization of the primordial insight underlying the cogito by
instituting the I and the schism it evokes into the very immanent activity of
the absolute. For if we follow Fichte's intuition that the subject emerges in
being “by absolute spontaneity alone,” that is, “not through a transition, but
by means of a leap,”168 in the wake of the subject the life of substance must
be said to undergo a process of internal self-diremption. Accordingly, Hegel's
project is an attempt to ontologize the Kantian framework by exploring
conditions of the possibility of the emergence of the subject out of a ground
that remains Other to it (its “pre-history”), insofar as its self-positing must
be identical to a liberating self-caused separation from substance that leaves
the latter bleeding in its ontological fold. Hegel's goal is to balance Spinoza
and Kant by creating a metaphysical system that renders possible rather than
precludes freedom in such a way that his “transcendentalism” reaches far
beyond the conditions of theoretical knowing or practical action and directly
opens up to a metaphysics of the ontological rupture that presents itself as
the extra-subjective condition of human autonomy. From Transcendental Philosophy to Substance as Subject 127 From Transcendental Philosophy to Substance as Subject 127 The issue is to explain how a true freely existing subject can arise
from within the internal mechanics of substance. Žižek's heterodox
and challenging claim is that the only way to do this is by taking the
split announced by Cartesian subjectivity and pushing it to its limits by
inscribing the non-coincidence of mind with matter into the very heart
of being. If human freedom is irreducibly self-reflexive and self-legislative
it cannot be understood in terms of the basal energetic pulsating of
the absolute. Reading the Hegelian response to Schelling remodulated
through psychoanalysis, Žižek suggests that what provokes the movement
from transcendental philosophy to Hegelian substance as subject is how
Spinozism and the Kantian articulation of freedom reciprocally expose
each other's intrinsic limitations, which simultaneously force us to rethink
our understanding of ourselves and our relation to the world. While the
latter lacks a metaphysics, the former misses the irrevocable (ontological)
disturbance of/in nature at the basis of the cogito, which signals that human
spontaneity cannot be contained in the positive order of being, something
also missed in Schelling's own early Naturphilosophie. For Žižek, the true
breakthrough of Kantian idealism, made explicit for the first time in Hegel
and in the middle-late Schelling and then most acutely in psychoanalysis,
is the proclamation of transcendental freedom as linked to Todestrieb, an
excess of being that breaks from all externally given laws, dirempts being
from the inside out, and thereby produces a tension-stricken not-all bursting
at the seams from inner turmoil. Because of the value Žižek accords to
the psychoanalytical experience of the discord between mind and body,
he arrives here at a conditional: If freedom exists, substance cannot be all. Substance's auto-disruption is the first-level condition of the possibility of
the subject. Although this is perhaps a tenuous claim to make within the
context of post-Kantian idealism (it exhibits an abundance of other ways
of understanding the substance-subject relation), we should be wary of
dismissing Žižek for purely “historico-contextual” reasons. He himself is
more interested in another possibility of understanding German Idealism he
sees hinted at behind the scenes of its texts. The fact that his reading is not
a mere line-by-line commentary is no reason to proclaim that it is outright
wrong. As a Lacanian, Žižek does not share the presuppositions that would 128 Chapter 6 128 Chapter 6 128 Chapter 6 128 methodologies and constraints of truth for evaluating his interpretation
would, in fact, merely do to Žižek what his critics accuse him of doing. In
this respect, their critiques are a performative contradiction. What intrigues Žižek in Hegel's articulation of the subject as self-
relating negativity is its connection with the Kantian pedagogical concept of
“unruliness” and “diabolic evil.” Insofar as self-relating negativity indicates
that human subjectivity is non-natural, it shows that, if we follow the internal
course of German Idealism, many of Hegel's concepts such as the “night
of the world” or “the activity of dissolution [which] is the power and work
of Understanding”169 appear to be nothing other than an elaboration of
the subject's origins within an ontological disruption from the closed
circuitry of nature's homeostatic laws as already alluded to but not fully
developed by Kant. Žižek proclaims that we normally overlook something
crucial in Hegel, for what Žižek's Hegel adds to the Kantian notion of the
transcendental constitution of experience and rational self-determination is
a gesture towards their dark commencement, a glimpse into how the spectral
pandemonium of the pre-logical Real we see in “unruliness” precedes and
makes possible the autonomy of the cogito and its originary “diabolic evil,”
thus drawing a more explicit link between notions whose interdependence
Kant merely suggested: The human being is this night, this empty nothing, that
contains everything in its simplicity—an unending wealth
of many representations, images, of which none belongs to
him—or which are not present. This night, the interior of
nature, that exists here—pure self—in phantasmagorical
representations, is night all around it, in which here shoots a
bloody head—there another white ghastly apparition, suddenly
here before it, and just so disappears. One catches sight of this
night when one looks human beings in the eye—into a night
that becomes awful.170 Prior to the self-legislative laws of practical reason and the synthesis of
transcendental imagination constituting the unity of phenomenal reality, we
must posit some kind of ontological going-haywire that represents a savage
tearing apart of the flow of vital being (“here shoots a bloody head—there
another white ghastly apparition”) as that which opens up their logical From Transcendental Philosophy to Substance as Subject 129 As a result, the unruliness of the human
organism is nothing other than another logical modality of transcendental
imagination, its ontological zero-level as a disruption in/of the circuitry of 130 Chapter 6 0 Chapter 6 130 nature's laws that demands its recombination, a recombination that can only
be done in a non-natural (virtual) register; and reading this insight in light
of Kant's pedagogical writings on the necessity of disciplining unruliness
for the emergence of culture, we can thus further say that the epigenesis of
the categories173 as that which bestows upon experience its form cannot be
limited to the logico-scientific structure that the latter assumes, but must
also extend to the sociopolitical code underlying culture itself. The out-
of-control freedom of the subject is intimately linked with the power of
imagination (Einbildungskraft) precisely because it is only by means of the
latter that the subject is capable of producing images (Bilder or schemata)
by which it can give structure to this ghastly state of chaos in the Real, a
quasi-phenomenal field lacking subject-object articulation since, although
the subject itself has emerged in a primordial sense, as of yet there are no
conceptual structures and no symbolic network necessary to mould reality
into an integrated, smooth fabric (a process of transcendental Bildung, a
schematization of the night of the world). The paradox lies in the following:
we can only explain the order of experiential reality in its multifarious
modes by presupposing an originary, impenetrable pandemonium that we
can only glimpse, but never know (it being always already “overcome” as
soon as experience has come on the scene), a pandemonium that logically
precedes and ontologically renders possible the consistency of full-fledged
subjectivity and psychic life. The I itself as an irreducible core of transcendental reflexivity can only
emerge out of this chaos, this macabre seizure of forms that represents
ontological mayhem/madness at its finest, which in turn signals that, at its
zero-level, the subject is nature in the mode of auto-denaturalization. Hegel's
horrifying ontologization of transcendental imagination in the night of the
world, however, goes a step further. The night of the world does not merely
indicate a radical breakdown in the flux of materiality in the Real; it is also
the beginning of an infinite withdrawal of being into itself that cuts all ties
with the outside world through obeying its own self-given law. From Transcendental Philosophy to Substance as Subject 129 From Transcendental Philosophy to Substance as Subject 129 possibility. If practical reason and transcendental imagination go hand in
hand, it is because both are a response to subjectivity itself, a radicalization
of this denaturalizing tendency, to a nature whose fold has been disrupted
and thus demands re-articulation (“a night that becomes awful”): The pre-synthetic Real, its pure, not-yet-fashioned
“multitude” not yet synthesized by a minimum of
transcendental imagination, is, stricto sensu, impossible: a
level that must be retroactively presupposed, but can never
actually be encountered. Our (Hegelian) point, however, is that
this mythical/impossible starting point, the presupposition
of imagination, is already the product, the result of, the
imagination's disruptive activity. In short, the mythic,
inaccessible zero-level of pure multitude not yet affected/
fashioned by imagination is nothing but pure imagination itself,
imagination at its most violent, as the activity of disrupting the
continuity of the inertia of the pre-symbolic “natural” Real. This pre-synthetic “multitude” is what Hegel describes as
the “night of the world,” as the “unruliness” of the subject's
abyssal freedom which violently explodes reality into a
dispersed floating of membra disjecta.171 This chaotic aggregate of ghastly forms and shapes making up the quasi-
phenomenological self-experience of the night of the world is the pure
expression of the unruliness/biological short circuitry of the human
organism, the German Idealist variation upon Lacan's mirror stage.172
As in the latter, this moment is not to be taken in isolation, but to be
supplemented with what it ontogenetically makes possible, namely, the
ideal-symbolical realm of ordered experience. What we see here is quasi-
phenomenological because, in actuality, there is no fully developed I that
stands in relationship to an alterity over and against which it can stand
(rather than there being well-defined Gegen-stände, there is nothing but a
fragmentary field lacking coherence). This I can only emerge après coup
after a free act of synthesis of this initial state of chaotic dispersion, that is,
its ideal-symbolic re-articulation. From Transcendental Philosophy to Substance as Subject 131 Just as Kant demonstrates in Religion within the Bounds of Reason Alone,
the basis of subjectivity for Hegel is inherently ambiguous, insupportably
undecidable: not only does it necessarily bring our own understanding of
freedom dangerously close to that of evil, where the difference between them
threatens to dissipate, but more disconcertingly it points to the ancestral
past of the subject as entangled in some kind of unfathomable ontological
crime.175 Whereas early post-Kantian philosophy, namely that of Reinhold
and the early Fichte, sought to unify the critical project through elementary
philosophy and the absolute self-positing of the I, respectively, Hegel came
across something disquieting in his own endeavour to escape its impasses:
theoretical and practical reason coincide in a chasm in being that testifies to an
unspeakable extra-subjective violence. What both Kant's pedagogic writings
and Hegel's night of the world reveal is that in order for idealization/
symbolization to occur as a purely autonomous activity, there must be
something in nature that leaves it lacerated, wounded, bleeding, this being the
only way that a zone freed from its hegemony could arise. In other words,
even if we take the breakthrough of Kantian idealism to be the priority
of the symbolic-conceptual categories whereby the subject engenders
experience rather than its account of freedom (a move that also assures
that culture is always of our own making because not subject to natural
determination) even on this reading, this is the dark horizon within which
ideality and, by implication, the sociopolitical as a logically autonomous
milieu can operate: the death of nature in us. In this respect, if the major
insight of German Idealism and psychoanalysis is that “the passage from
'nature' to 'culture' is not direct,”176 then one of its major implications is
that the Symbolic is not only a “kingdom within a kingdom” (imperium
in imperio), but more radically one that has won its way to ontological
sovereignty through a destructive, murdering force, thus establishing the
avid anti-Spinozism of both traditions.177
The pure I inaugurated by transcendental philosophy exposes a bone The pure I inaugurated by transcendental philosophy exposes a bone
in the throat of substance, a snag in natural causality, proclaiming that
the absolute as nature or the physical universe cannot be all. From Transcendental Philosophy to Substance as Subject 129 Consequently,
if this ontogenetic mayhem/madness is that which renders possible the
absolute spontaneity of the I, then it shares an uncanny structural identity
with Hegel's definition of evil in the Jenaer Realphilosophie as an “internal
reality, absolute certainty of itself, the pure night of being-for-itself.”174 From Transcendental Philosophy to Substance as Subject 131 132 Chapter 6 constitutes the zero-level of human freedom represents an ontological catastrophe,
a catastrophe that is synonymous with the subject itself: “it designates [...] the
primordial Big Bang, the violent self-contrast by means of which the balance
and inner peace of the Void of which mystics speak are perturbed, thrown
out of joint.”178 In this sense, the Žižekian appropriation of the Hegelian
attempt to think substance as subject readdresses what really differentiates
Hegel from Schelling the Naturphilosoph and sets the stage for his own
philosophical career. Although the early Hegel does support Schelling's
project to develop a rich teleological account of nature (as various sketches
in the Jena period demonstrate), he must be said to have come to some kind
of recognition of the inherent limitations of Schelling's endeavour. It is this
vital hemorrhaging of nature that, preventing the ideality of the subject from
being subsumed within the self-actualizing of the absolute, pushes Hegel
away from Schelling: before the transcendental (re)constitution of reality
by the I can occur, an internal ontological short circuit, a metaphysical
breakdown of substance, must be posited, which not only renders impossible
a complete immersion of subjectivity within a natural evolutionary narrative,
but declares the ultimate discontinuity between nature and spirit instead
of their peaceful identity and mutual interpretation in nature as “the
unconscious poetry of spirit.”179 From Transcendental Philosophy to Substance as Subject 131 What must
be taken from this is one of the key principles of Žižek's ontology: freedom
is not a raw, brute fact, but depends upon the caustic collapse of the vital fold of
being, a brisure in the heart of the Real; the chaotic aggregate of ghastly forms that 132 Chapter 6 From Transcendental Philosophy to Substance as Subject 133 subject, therefore, has no positive ontological substrate, so that in Hegel
the German Idealist attempt to supply a foundation for freedom strangely
backfires on itself. But in its very failure, this attempt stumbles upon a
great truth: the zero-level of human freedom is a blockage, an obstruction
in the mechanics of nature, for the ontological status of the transcendental
expresses its dependence upon a self-destructive negativity in substance itself. The Žižekian thesis is that without the articulation of this paradoxical
site of excessive negativity (Todestrieb) as emerging immanently within
being, all metaphysical accounts of human subjectivity and freedom risk
their reductionist-monistic cancelation—otherwise we cannot explain the
leap constitutive of the latter without risking their subsumption within an
evolutionary transition. If we are to defend the fact of freedom, we must
assume it and go all the way, which leads us to a single coherent conclusion:
“either subjectivity is an illusion, or reality itself (not only epistemologically) is
not-All.”181 subject, therefore, has no positive ontological substrate, so that in Hegel
the German Idealist attempt to supply a foundation for freedom strangely
backfires on itself. But in its very failure, this attempt stumbles upon a
great truth: the zero-level of human freedom is a blockage, an obstruction
in the mechanics of nature, for the ontological status of the transcendental
expresses its dependence upon a self-destructive negativity in substance itself. The Žižekian thesis is that without the articulation of this paradoxical
site of excessive negativity (Todestrieb) as emerging immanently within
being, all metaphysical accounts of human subjectivity and freedom risk
their reductionist-monistic cancelation—otherwise we cannot explain the
leap constitutive of the latter without risking their subsumption within an
evolutionary transition. If we are to defend the fact of freedom, we must
assume it and go all the way, which leads us to a single coherent conclusion:
“either subjectivity is an illusion, or reality itself (not only epistemologically) is
not-All.”181 Here we see again how Žižek's reactualization fights against textbook
accounts of German Idealism. If Hegel is to be a philosopher of freedom,
his metaphysical articulation of the absolute must pass through the Kantian
critical system, which means it cannot just be a simple retour to Spinozistic
metaphysics; we must witness some kind of brisure within the absolute
that disrupts the blind, immanent movement of natural laws and thereby
enables the possibility of a freely existing subject. 6.4 The Night of the World/A Monism Bursting at Its Seams Hegel makes a crucial step towards elaborating the paradoxical ground of
the subject by demonstrating that it is this going-haywire, this dysfunctioning
of substance that makes subjectivity incommensurable with material
being and renders possible freedom in the truly “idealist” sense of the
word. It is Hegel's account of the advent of the I in nature that is the first
to truly explicate the eruption of the subject as an extimacy that cannot
afterwards be resubsumed within the oneness of the self-integrating unity
of the absolute. There is no smooth union, no ultimate self-penetrating
identity within the fabric of all-pervasive being, for we encounter an infinite
breakdown, an internal tension, that causes irrevocable havoc in the life
of the absolute: “Subject designates the 'imperfection' of Substance, the
inherent gap, self-deferral, distance-from-itself, which forever prevents
Substance from fully realizing itself, from becoming 'fully itself.'”180 The From Transcendental Philosophy to Substance as Subject 133 From Transcendental Philosophy to Substance as Subject 133 Although this is a rather
controversial claim to make in the context of German Idealism, Žižek
believes it allows us to reconceptualize its attempt to think substance as
subject in such a way that it does not fall into conventional platitudes that
smother its theoretical potential: platitudes such as comprehending the
absolute as a cosmic subject-like agency that remains constant through
all determinate change, preceding and (sub/con)suming the freedom of
concrete existence by autonomously actualizing itself from a safe distance
from the flux and contingency of reality, thereby guaranteeing the movement
of history.182 The subject only emerges from an accidental blockage, an
irrevocable moment of self-division, which means that substance and subject
are in themselves dirempt and caught in finitude: “Substance is Subject” means that the split which separates “Substance is Subject” means that the split which separates
Subject from Substance, from the inaccessible In-itself beyond Subject from Substance, from the inaccessible In-itself beyond 134 Chapter 6 Chapter 6 phenomenal reality, is inherent to the Substance itself. [...]
The point is not that Substance (the ultimate foundation of
all entities, the Absolute) is not a pre-subjective Ground but
a subject, an agent of self-differentiation, which posits its
otherness and then reappropriates it, and so on: “Subject”
stands for the non-substantial agency of phenomenalization,
appearance, “illusion,” split, finitude, Understanding, and so
on, and to conceive Substance as Subject means precisely that
split, phenomenalization, and so forth, are inherent to the life
of the Absolute itself.183 Not only does the transcendental reconstitution of reality depend upon a
prior upsurge of pure ontological violence, but the very phenomenalization
of experience is co-incidental with this rupturing, the not-all, of substance. In other words, subject is substance in its mode of self-alienation: the
transcendental reconstitution of reality is nothing but an immanent attempt by
the absolute as nature to overcome its split by filling in the gap opened up in the
core of its vital being, whereby ego development and concrete experience are
reduced to a reaction formation, an attempt to suture a wound. Substance
is not subject (as a proclamation of identity): substance becomes subject (in a
moment of trauma). The very fact that there is experience demonstrates this
for Žižek, for there is no intrinsic reason for experience within the “smooth”
self-articulation of substance. From Transcendental Philosophy to Substance as Subject 135 critique of Propositions 12 and 13 of Part I of the Ethics, which argue
for the absolute indivisibility and untouchable oneness of substance, but
in such a way that we do not fall into the logical conundrum outlined
in Propositions 2 through 6, whose goal is to show the impossibility of
two substances having nothing in common being able to have an effect
upon one another or to produce one another, all the while paradoxically
without violating Propositions 14 and 15, which argue that all things
must be within one substance. What idealism reveals to us is that freedom
expresses something operatively new that has emerged within being and is
irreducible to its ebb and flow, yet that does not exist outside of it, a transcendence
in immanence that indicates some kind of split within substance itself
infringing upon the logical hegemony of its infinite power by means of its
internal breakdown. The subject “is not a new name for the One which
grounds all, but the name for the inner impossibility or self-blockage of
the One.”185 In man, negativity, having attained notional self-reflexivity,
shows itself to be foundational to identity rather than a mere subcategory
of positivity of the absolute used in the determination of finite things, so
that it possesses its own monstrous logic that colonizes the immanent field
within which it has emerged from a place that can only appear, from within
that field, as an infinite elsewhere. However, what do we see here except
the beginnings of a systematic ontologization of Lacanian metapsychology,
centred in the mirror stage as a primordial organic disharmony indicative
of a disjunctive “and” inscribed within being? Doesn't Žižek imply here that
the only possible way to answer Miller's famous question: “Lacan, what's
your ontology?” is by a passage through German Idealism, because of the
distinctly “psychoanalytical” themes omnipresent in the latter once we
psychoanalytically reconstruct its Grundlogik? Yet one other thing should be clear at this juncture. Although Žižek's Yet one other thing should be clear at this juncture. Although Žižek's
Hegel glimpses into the ontologico-foundational basis of human spontaneity
preceding the transcendental constitution of experiential reality, he is unable
to account for two things. First, the immanent generation of this negativity
within the material flux of substance that sets the stage for subjectivity by
enacting the first lacerations upon substance. How does the vital flow of
being itself rupture? From Transcendental Philosophy to Substance as Subject 135 critique of Propositions 12 and 13 of Part I of the Ethics, which argue
for the absolute indivisibility and untouchable oneness of substance, but
in such a way that we do not fall into the logical conundrum outlined
in Propositions 2 through 6, whose goal is to show the impossibility of
two substances having nothing in common being able to have an effect
upon one another or to produce one another, all the while paradoxically
without violating Propositions 14 and 15, which argue that all things
must be within one substance. What idealism reveals to us is that freedom
expresses something operatively new that has emerged within being and is
irreducible to its ebb and flow, yet that does not exist outside of it, a transcendence
in immanence that indicates some kind of split within substance itself
infringing upon the logical hegemony of its infinite power by means of its
internal breakdown. The subject “is not a new name for the One which
grounds all, but the name for the inner impossibility or self-blockage of
the One.”185 In man, negativity, having attained notional self-reflexivity,
shows itself to be foundational to identity rather than a mere subcategory
of positivity of the absolute used in the determination of finite things, so
that it possesses its own monstrous logic that colonizes the immanent field
within which it has emerged from a place that can only appear, from within
that field, as an infinite elsewhere. However, what do we see here except
the beginnings of a systematic ontologization of Lacanian metapsychology,
centred in the mirror stage as a primordial organic disharmony indicative
of a disjunctive “and” inscribed within being? Doesn't Žižek imply here that
the only possible way to answer Miller's famous question: “Lacan, what's
your ontology?” is by a passage through German Idealism, because of the
distinctly “psychoanalytical” themes omnipresent in the latter once we
psychoanalytically reconstruct its Grundlogik? From Transcendental Philosophy to Substance as Subject 133 Not only does the transcendental reconstitution of reality depend upon a
prior upsurge of pure ontological violence, but the very phenomenalization
of experience is co-incidental with this rupturing, the not-all, of substance. In other words, subject is substance in its mode of self-alienation: the j
f
f
transcendental reconstitution of reality is nothing but an immanent attempt by
the absolute as nature to overcome its split by filling in the gap opened up in the
core of its vital being, whereby ego development and concrete experience are
reduced to a reaction formation, an attempt to suture a wound. Substance
is not subject (as a proclamation of identity): substance becomes subject (in a
moment of trauma). The very fact that there is experience demonstrates this
for Žižek, for there is no intrinsic reason for experience within the “smooth”
self-articulation of substance. But here we should make another addition. When we say that the
subject is a transcendent Other created from within the immanence of
being, we must be careful. It is not that substance creates or produces
another substance, in which case the enigma concerning how one could
explain the genesis of one out of the other would remain unsolved. Rather,
the subject is nothing but the void of substance, the minimal difference of the
absolute to itself,184 which creates a metaphysical vacuum that is able to
have devastating effects in the fabric of the Real of nature from which it
emerged as soon as it develops the capacity to paradoxically relate to itself
(movement from “unruliness” to “diabolic evil,” from the tearing apart of
the flow of vital being to its radicalization in “the night of the world”). In
this sense we should understand late German Idealism, and by consequence
Žižek's own metaphysics, as attempts to think system and freedom as a From Transcendental Philosophy to Substance as Subject 135 136 Chapter 6 the Real, thus making it barred, nothing but a series of membra disjecta? Second, the absolute spontaneity of the very founding gesture of subjectivity that
depends on nothing but itself for its own self-positing, a self-positing that
presents itself as a fiat that of itself institutes a pure difference in being: the problem for us is how we are to conceive of the founding
gesture of subjectivity, the “passive violence,” the negative
act of (not yet imagination, but) abstraction, self-withdrawal
into the “night of the world.” This “abstraction” is the abyss
concealed by the ontological synthesis: by the transcendental
imagination constitutive of reality—as such, it is the point of
the mysterious emergence of transcendental “spontaneity.”186 To answer these questions, we will need to delve into Žižek's oft-neglected
work on Schelling, for it is Schelling who delved most profoundly into the
obscure origins of subjectivity. From Transcendental Philosophy to Substance as Subject 135 How does this extimate core germinate within the Real
and incite a violent explosion that forever precludes the ontological life of 120. In the Freiheitsschrift, for instance, Schelling says that it is idealism that “we
have to thank for the first perfect concept of freedom” and then situates the true
Kantian breakthrough in its revolutionary articulation. See pp. 231ff. Hegel also
praises Kant’s theory of freedom. See Encyclopedia Logic, p. 101 (§54Z). The same
applies to Žižek: “No wonder Kant is the philosopher of freedom: with him, the
deadlock of freedom emerges.” Žižek, The Parallax View, p. 9. But all this was
stressed by Kant himself, who declares that freedom “constitutes the keystone
of the whole architecture of the system of pure reason and even of speculative
reason.” Critique of Practical Reason, in Practical Philosophy, trans. and ed. Mary J.
Gregor (Cambridge: Cambridge University Press, 1999) p. 139. Notes 120. In the Freiheitsschrift, for instance, Schelling says that it is idealism that “we
have to thank for the first perfect concept of freedom” and then situates the true
Kantian breakthrough in its revolutionary articulation. See pp. 231ff. Hegel also
praises Kant’s theory of freedom. See Encyclopedia Logic, p. 101 (§54Z). The same
applies to Žižek: “No wonder Kant is the philosopher of freedom: with him, the
deadlock of freedom emerges.” Žižek, The Parallax View, p. 9. But all this was
stressed by Kant himself, who declares that freedom “constitutes the keystone
of the whole architecture of the system of pure reason and even of speculative
reason.” Critique of Practical Reason, in Practical Philosophy, trans. and ed. Mary J. Gregor (Cambridge: Cambridge University Press, 1999) p. 139. 121. In this sense, both Hegel and Schelling are following Fichte: “I live in a new world
since I read the Critique of Practical Reason; it destroyed theses that I thought were
irrefutable, proved things I thought indemonstrable, like the concept of abso-
lute freedom.” Johann Gottlieb Fichte, Gesamtausgabe der Bayerischen Akademie
der Wissenschaften, Division III: Briefe, vol. I, ed. R. Lauth, Hans Jacob, and H. Gliwitzky (Frommann: Stuttgart-Bad Cannstatt, 1964–), no. 63, p. 168. 122. Žižek, Less Than Nothing, p. 265. 123. Žižek, The Parallax View, p. 93. 124. Ibid., p. 92. 125. Fichte, Science of Knowledge, p. 114. 126. Maldiney, Penser l’homme et la folie (Paris: Gillon, 2007), p. 114. 127. Fichte, Science of Knowledge, p. 247. 127. Fichte, Science of Knowledge, p. 247. 128. Ibid., p. 152. 128. Ibid., p. 152. 129. Fichte, The Vocation of Man, trans. Peter Preuss (Indianapolis: Hackett
Publishing, 1987), p. 64. 130. Freud, “The Loss of Reality in Neurosis and Psychosis,” SE, XIX, p. 183. 131. Fichte, The Science of Knowledge, p. 243. 131. Fichte, The Science of Knowledge, p. 243. 132. Fichte, Wissenschaftslehre 1805, ed. H. Gliwitzky (Hamburg: Felix Meiner, 1984),
pp. 127–28. 133. Freud, “Neurosis and Psychosis,” SE, XIX, p. 151. 134. Freud, “The Loss of Reality in Neurosis and Psychosis,” SE, XIX, p. 185. 135. Fichte, Foundations of Natural Right, ed. Frederick Neuhouser, trans. Michael
Baur (Cambridge: Cambridge University Press, 2000), p. 74. 136. Fichte, Fichte: Early Philosophic Writings, p. 147. 137. Fichte, Foundations of Natural Right, p. 76. Also compare p. 74. 138. See Schelling, System of Transcendental Idealism, trans. Peter Heath
(Charlottesville: University Press of Virginia, 2001), p. 232. 139. Notes See Hegel, The Difference between Fichte’s and Schelling’s System of Philosophy, pp. 143 and 168. 140. Schelling, Darstellung meines Systems der Philosophie, Schellings sämmtliche Werke,
ed. K. F. A. Schelling, division I, vol. 4 (Stuttgart and Augsburg: J. G. Cotta’scher
Verlag, 1856–1861), p. 109. 141. In his “mature period,” Hegel declares Schelling as merely Fichte’s successor,
ironically going against the spirit of his early work on the insurmountable differ-
ence between them. Cf. Lectures on the History of Philosophy: Medieval and Modern
Philosophy, trans. E. S. Haldane and Frances H. Simson (London: University of
Nebraska Press, 1995), p. 529. 142. Hegel, The Phenomenology of Spirit, trans. A. V. Miller (London: Oxford
University Press, 1977), p. 9. 143. Žižek, The Ticklish Subject, p. 55. 144. Žižek, Less Than Nothing, p. 266. 145. Hegel, Lectures on the History of Philosophy: Medieval and Modern Philosophy, p. 257. 146. Schelling, Freiheitsschrift, p. 231. 146. Schelling, Freiheitsschrift, p. 231. 147. Ibid., p. 232. 147. Ibid., p. 232. 148. Spinoza, Ethics and Selected Letters, ed. Seymour Feldman and trans. Samuel
Shirley (Indianapolis: Hackett Publishing, 1982), II p7 (p. 66). 149. Ibid., I p13c (p. 39). 149. Ibid., I p13c (p. 39). 150. Ibid., I p16 (p. 43). 150. Ibid., I p16 (p. 43). 151. Ibid., I p15 (p. 40) and I ax1 (p. 31). 151. Ibid., I p15 (p. 40) and I ax1 (p. 31). 152. Ibid., I p34 (p. 56). 152. Ibid., I p34 (p. 56). 152. Ibid., I p34 (p. 56). 153. Ibid., Letter 78 to Henry Oldenburg (p. 254). 154. Ibid., V p23s (p. 216). 154. Ibid., V p23s (p. 216). 138 Chapter 6 155. Ibid., Letter 58 to G. H. Schuller (p. 250). Compare with I p24 (p. 49), I p26 and
27 (p. 50), and I p33 (p. 54). 156. Ibid., II p48 (p. 95). 156. Ibid., II p48 (p. 95). 157. Fichte, The Vocation of Man, pp. 21–22. 157. Fichte, The Vocation of Man, pp. 21–22. 158. Ibid., p. 24. 158. Ibid., p. 24. 159. Spinoza, The Ethics, p. V pref (p. 203). 160. Ibid., V p23s (p. 216). 160. Ibid., V p23s (p. 216). 161. Ibid., I app (pp. 57–62). 161. Ibid., I app (pp. 57–62). 162. Schelling, Freiheitsschrift, p. 227. 163. Ibid., pp. 230ff. 163. Ibid., pp. 230ff. 164. Hegel, The Science of Logic, p. 472. 165. Žižek, The Parallax View, p. 42. 166. From Transcendental Philosophy to Substance as Subject 139 184. Žižek, Less Than Nothing, p. 905. 186. Žižek, The Ticklish Subject, p. 61. 185. Ibid., p. 380. 184. Žižek, Less Than Nothing, p. 905. Notes See Žižek, The Abyss of Freedom, pp. 11–14. 167. Hegel, Hegel’s Philosophy of Nature, vol. 3, pp. 142–43 (§359A). Translation
modified. 168. Fichte, Science of Knowledge, p. 262. 169. See Hegel, Phenomenology of Spirit, pp. 18–19. 170. See Hegel, Frühe politische Systeme (Frankfurt am Main: Ullstein, 1974), p. 204;
quoted in Donald Philip Verene, Hegel’s Recollection: A Study of Images in the
Phenomenology of Spirit (Albany: SUNY Press, 1985), pp. 7–8, whom Žižek takes
it from. For a discussion, see The Abyss of Freedom, pp. 4–14; The Ticklish Subject,
pp. 26–48; and The Parallax View, pp. 43–45. 171. Žižek, The Ticklish Subject, p. 33. 172. Kant knew this very well. See Kant, Anthropology from a Pragmatic Point of View,
p. 423. 173. Kant, The Critique of Pure Reason, B167. 173. Kant, The Critique of Pure Reason, B167. 174. Hegel, Frühe politische Systeme, p. 262. 174. Hegel, Frühe politische Systeme, p. 262. 175. Žižek and Daly, Conversations with Žižek, p. 126. 176. Žižek, The Ticklish Subject, p. 36. 176. Žižek, The Ticklish Subject, p. 36. 177. Compare Spinoza, The Ethics, III pre (p. 103). 177. Compare Spinoza, The Ethics, III pre (p. 103). 178. Žižek, The Ticklish Subject, p. 31. 178. Žižek, The Ticklish Subject, p. 31. 179. Schelling, System of Transcendental Idealism, p. 12. 180. Žižek, The Abyss of Freedom, p. 7. 180. Žižek, The Abyss of Freedom, p. 7. 181. Žižek, The Parallax View, p. 168; Less Than Zero, p. 725; and Žižek & Woodard,
“Interview,” The Speculative Turn: Continental Materialism and Realism, ed. Bryant,
Levi, Nick Srnicek, and Graham Harman (Melbourne: re.press, 2011), p. 407. My
italics. 182. See Žižek, Less Than Nothing, pp. 234–35 and 286–92. 183. Žižek, The Ticklish Subject, pp. 88–89. 183. Žižek, The Ticklish Subject, pp. 88–89. 185. Ibid., p. 380. 186. Žižek, The Ticklish Subject, p. 61. Chapter 7
The Logic of Transcendental Materialism
Schelling and the Spectral Other Side of German Idealism Žižek needs to go beyond Hegel to articulate a crucial dialectical moment
of transcendental materialism: the emergence of an ontological violence
within being that prohibits the indivisibility of the absolute as an infinitely
powerful, self-sustaining whole and creates room for irreducible freedom
and ideality. To demonstrate this, I will outline the inherent limitations
in Hegel's attempt to think substance as subject by focusing on Žižek's
criticisms of the mature Hegelian Encyclopedia, thereby showing the
theoretical hole simultaneously opened up and concealed by Hegel. Spurred
on by the perceived threat of Absolute Idealism to human freedom, what we
will see is how Schelling's investigation of the abyssal origins of subjectivity
presents us with a passionate attempt to rethink the grounding of the subject
and its role in being so that the former is never reducible to the latter. In this
regard not only can Schelling's “materialist” response to Hegel be seen as
the culminating, concluding step in what Žižek takes to be the unconscious
Grundlogik of German Idealism, but it puts us face to face with the spectral
Other Side of that tradition which it previously recoiled from to varying
degrees: the insurmountable tension between the Real and the Ideal, which
imposes a new conception of a never-to-be-reconciled quadruple dialectics
with stark consequences for our understanding of nature, human historicity,
and the absolute. The Logic of Transcendental Materialism 141 142 Chapter 7 upon Schelling remains largely behind the scenes potentially demonstrates
some kind of error, inconsistency, or sleight of hand. Not only does Žižek
fail to give any systematic argumentation for the superiority of Schelling
over Hegel in terms of the obscure origins of the I out of its pre-subjective
Grund, he also levels off the differences between the two insofar as he
appears, as will become clear, to read them reciprocally through one other. Here I am thinking specifically of his endeavour in The Parallax View to show
that, “far from posing an irreducible obstacle to dialectics, the notion of
the parallax gap provides the key which enables us to discern its subversive
core. To theorize this parallax gap properly is the necessary first step in the
rehabilitation of the philosophy of dialectical materialism.”188 But this quote is suspicious: remarking that Schelling was “the first to formulate the post-
idealist motifs of finitude, contingency and temporality,”189 and is even thus
“at the origins of dialectical materialism,”190 it is clear that Žižek associates
Schelling with the beginning of this tradition rather than Hegel; Schelling
occupies an “immediate” place, acting “as a kind of 'vanishing mediator'
between the Idealism of the Absolute and the post-Hegelian universe of
finitude-temporality-contingency, [such] that his thought—for a brief
moment, as it were in a flash—renders visible something that was invisible
and withdrew into invisibility thereafter.”191 It is Schelling, not Hegel, who
supplies us with the premonitions of a new radical way of philosophizing,
a new dialectics. Moreover, the very idea of an insurmountable internal
limit (a gap) as constitutive of (onto)logical movement—the necessity of
positing the non-coincidence and tension of its moments to one another
in order for it to function—has a more manifest affinity with Schelling's
middle-late philosophy, which, developed as a response to the absoluteness
of the Hegelian self-mediating Notion, bases itself on the idea of the
indivisible remainder, der nie aufgehende Rest, as an irremovable snag in
every system that guarantees its very vitality. 7.1 The Hegelian Recoil, The Schellingian Breakthrough In order to explicate how substance auto-disrupts into a chaotic series of
membra disjecta, the ontological zero-level preceding the synthetic modality
of transcendental imagination, we have to move outside Žižek's reading of
Hegel and confront his works on Schelling. The night of the world is merely
a profile portrait of the disarray and pandemonium that pave the way for
the transcendental constitution of reality into a (relatively) unified fabric of
experience. It does not of itself explain the originary moment of withdrawal
from organic immersion in the positive order rendered possible by Todestrieb
as the obscure birthplace of an irreducible more-than-material subjectivity;
comprehending this event requires us to first plunge headfirst into the
immanent pulsation of the vital ebb and flow of being itself if we are to see
how it sets the stage for the latter—a project that Žižek explicitly says is
most acutely developed in Schelling: Kant was the first to detect this crack in the ontological
edifice of reality: if (what we experience as) “objective reality”
is not simply given “out there,” waiting to be perceived by
the subject, but an artificial composite constituted through
the subject's active participation—that is, through the act of
transcendental synthesis—then the question crops up sooner
or later: what is the status of the uncanny X that precedes the
transcendentally constituted reality? F. W. J. Schelling gave the
most detailed account of this X in his notion of the Ground
of Existence—of that which “in God Himself is not yet God”:
the “divine madness,” the obscure pre-ontological domain of
“drives,” the pre-logical Real that forever remains the elusive
Ground of Reason that can never be grasped “as such,” merely
glimpsed in the very gesture of its withdrawal.187 This, however, creates an internal problem for Žižek's work insofar as
he describes his own project time and time again as Hegelian and never
as Schellingian. If it is Schelling who is the philosopher who most fully
describes the material ontogenetic conditions for the emergence of the
subject rather than Hegel and thus more predominantly influences Žižek's
metapsychology and ontology, then the fact that his own overt reliance 142 Chapter 7 142 Chapter 7 142 Chapter 7 Žižek in many ways appears to
be interpreting Hegel retroactively through Schelling, which would explain
why the irreducibility of the parallax between moments in contradistinction
to their organic interpenetration in the notional structure of any given
phenomenon is the “perverse” truth of Hegelian dialectics.192 What is more,
in a key passage in Less Than Nothing that describes dialectics as “the science
of the gap between the Old and the New,” Žižek abruptly and without The Logic of Transcendental Materialism 143 The Logic of Transcendental Materialism 143 explication jumps into a discussion of the middle-late Schelling, going so
far as to say that to avoid mystification properly we should not abandon
his project from this period of his thinking, but rather “reformulate it so as
to avoid the mystification of the theosophic mytho-poetic narrative,”193 in
such a way that it appears that the proximity of his reading of Hegel and
Schelling when coupled with this brief and rare methodological explanation
points to the core of his heterodox reading of German Idealism and thus his
philosophy. This suggests that the core of Žižek's philosophy is a hybridism
of Schellingianism and Hegelianism, so that exploring this intersection
puts us face to face with the theoretico-ontological stakes underlying his
entire project. Yet the following question imposes itself: at what point is Žižek's own
metaphysical archaeology of the subject Schellingian or Hegelian? The
very posing of this question is relatively misleading within the context of
Žižek's reactualization of German Idealism, considering that what interests
him is not Kant, Schelling, or Hegel as particular historical thinkers
whose respective philosophies often display insurmountable differences
to one another, not to mention incompatible concerns (to such a degree
that one could even question whether German Idealism constitutes a
coherent tradition with a single logical nucleus). What he finds alluring
is a psychoanalytical truth self-unfolding throughout their works, a truth
inaugurated by the Cartesian cogito and ultimately culminating in Freud
and Lacan, but that they are unable to articulate fully due to its traumatic
nature, “our experience of freedom” being, after all, “properly traumatic.”194
However, even if what intrigues Žižek is the disavowed Grundlogik implicitly
driving the movement as an unconscious formation—something that
appears in a flash only to withdraw again into the abyss from which it
came—we can nevertheless demonstrate a certain dominating influence of
Schelling by showing how the latter fills in a theoretical void opened up by
Hegel and thereby radicalizes the founding insight of German Idealism. According to a Žižekian narrative of the untold history of German
Idealism, the essence of that impossible X that eternally precedes the birth
of consciousness remains underdeveloped in the Hegelian attempt to think
substance as subject. The Logic of Transcendental Materialism 143 Although the Hegel of the night of the world hints at
the disturbing metaphysical paradoxes that arise out of the ontologization of 144 Chapter 7 144 transcendental imagination and its concomitant concept of freedom, in The
Ticklish Subject Žižek expresses outright dissatisfaction with Hegel's most
systematic undertaking to inscribe the subject within a dialectics of nature
as propounded in the various versions of The Encyclopedia of the Philosophical
Sciences. Since this book is written after The Indivisible Remainder, it would
appear that Žižek's critical engagement with Hegel's mature system and its
account of the passage to culture is based on the presuppositions that guide
his own transcendental materialism as worked out in this vehement work
on Schelling published only three years earlier. In other words, his admitted
disapproval is an implicit proof of the prioritization given to Schellingian
ontology for the theorization of the parallax as a metaphysics of the
disjunctive “and.” Pointing to an ambiguity persisting within the movement from self-
contained Notion to nature and then to spirit in his mature system, Žižek
suggests that Hegel was unable to bring into conceptual fullness the earth-
shattering realization that he was on the verge of.195 What is left aside is,
strictly speaking, the night of the world that Hegel's earlier Realphilosophie
had uncovered. In the Encyclopedia, it is uncertain how this radical
negativity, this moment of irremediable ontological breakdown haunted
by sanguinary spirits, truly fits in. Instead of the precarious, never-to-be-
complete “reconciliation” between nature and finite spirit brought forth
by the subject, culture itself becomes a closed circuit, a complete return of
the Idea to itself out of its infinite self-outsidedness in nature, a move that,
by rendering culture a self-sufficient, self-contained all, completely does
away with the unruliness that is the zero-level of freedom as revealed in
psychoanalytical experience and potentially jeopardizes the irreducibility of
the practico-concrete in Kant and made explicit for the first time in Fichte. The Logic of Transcendental Materialism 145 the snag in the machine of the Symbolic, loses all currency: we would
paradoxically lose the very condition of free spiritual activity, for a complete
sublation of nature into culture would herald the destruction of culture
as a process of building an artificial, second nature where one is missing. Losing the obstacle causes us, in turn, to lose the goal; dialectics needs its own inner
impediment to get off the ground. Corresponding to the reality/Real distinction in Lacanian psychoanalysis,
we may thus venture that there are two forms of Hegelian dialectics: either
we have the perfect dialectical triad of the mature system (Logic → Nature
→ Spirit) or a non-closed tetrad that signals the self-collapse of dialectical
logic itself as seen in the Realphilosophie (Logic → Nature → finite Spirit
→ objective/naturalized Spirit).197 The triad is, strictly speaking, not merely
inconsistent with Hegel's—and ultimately Kant's—true earlier insight, but
self-defeating: it robs dialectics of its own energy, energy that can only be
mobilized due to the structural impossibility of completing the task it sets
out to complete. At the most basic level, culture can never utterly sublate the
excessive kernel of human being and simply make it a moment of the self-
meditation of the Notion as it seeks to actualize itself: there must always be a
minimal, insurmountable distance between the unruliness of human nature,
the withdrawal into the nocturnal Innenwelt of the world that is the founding
gesture of subjectivity, and the symbolic, cultural network that attempts
to form and discipline this non-natural violence into a new order after
subjectivity has posited itself as such. The two can never overlap within an
all-pervasive totality, insofar as for Žižek this overlapping would not merely
level out the singularity that marks the subject (namely, the fact that it
cannot be fully explained by either material or cultural determinations) but
also in the same breath radically preclude the condition of the possibility of
human freedom and the exploration of its larger metaphysical implications. The difference between traditional accounts of Absolute Idealism and
the quadruple dialectic of the Realphilosophie thus enables us to demonstrate
the logic Žižek wants to defend both in terms of his own transcendental
materialism and the unconscious Grundlogik of modern philosophy that
he psychoanalytically constructs. The Logic of Transcendental Materialism 143 The issue is that the Idea is nothing other than this very act of its own
returning to itself, nothing but the attempt at reconciliation, so that not only
is this very movement generative of that to which the movement returns, but
more drastically the self-alienation of the Idea is a condition of its returning
to itself.196 If the ontological zone wherein the fabric of the world is torn
apart (“here shoots a bloody head—there another ghostly apparition”)
disappears, the claim is stronger than simply the subject as the irreconcilable
in-between of nature and culture, the bone in the throat of substance and The Logic of Transcendental Materialism 145 Whereas the former articulates itself
according to a series of upward-moving spirals wherein each new turn
completely encompasses the previous one in an act of subsumption (so 146 Chapter 7 146 Chapter 7 The Logic of Transcendental Materialism 147 self-development of the absolute by instituting a new age of the world
that can never be reconciled with that which came before, in a moment of
ontological triumph. As a consequence, if we inscribe culture into the fabric
of the universe according to the second model of dialectics, we are forced to
conclude that the absolute is open, precarious, and necessarily incomplete,
for the symbolic universe is not only constitutively out of joint with nature,
but as the always doomed attempt to reconcile itself with the latter, is
constantly forced to reinvent itself. The process of subjectification (culture) emerges out of the ontological
chasm opened up by the pure I and holds a position of infinite difference
with respect to nature insofar as it operates within a zone of logical non-
coincidence that has been carved out from within the laws of the latter. Instead of a self-enclosed spiral or circle of circles, we see an immanent
“break” that prevents the next dialectical phase of self-appropriation from
occurring and by means of which another level of autonomous activity
irreducible to the first can take hold. The image is of two cones—one
ontologically positive, the other immersed in a virtual zone of nonbeing—
linked together by a black hole that is the pure I, the night of the world,
whereby nature and culture self-actualize in isolation to one another, but are
nevertheless negatively tied together by the abyssal void of subjectivity—that
which “protrudes” out of both as an impossible in-between non-explicable
in either. The subject stands for the bone in the throat of substance that
prevents it from being a devouring all following its own immanent laws
(nature's non-coincidence to self) just as much as it stands for that snag
in the cultural machine (the non-all of the symbolic Other) that can
never be filled in or completely overcome, and that thus constitutes the
impetus for all subjectification as a series of reaction formations and
the infinite proliferation of the forms it can take on due to its necessary
failure of covering up, schematizing, the primordial trauma. In this regard,
transcendental materialism presents a radically different view of dialectics
as Absolute Idealism, going so far as to claim that what the latter misses is
that it is, at best, a mere compensation in fantasy for the traumatic truth
of the former. 146 Chapter 7 With culture, we see that nature had immanently
produced an eruptive, shattering transcendence (the subject) that bursts The Logic of Transcendental Materialism 147 146 Chapter 7 that we encounter a completely self-enclosed, organic oneness that slowly
articulates itself in increasing complexity) the very self-unfolding operation
of the later precludes the possibility of such a self-totalizing activity. While
Absolute Idealism itself does move forward on the basis of fundamental
non-coincidence or immanent contradiction (there is conflict internal to the
system), it is always productive of new, evermore comprehensive unity, but
in such a manner that its innate teleological push towards greater order and
self-coherence is able to project an upper limit. Since it knows no radical
inner impediment, the ever-expanding series of upward spirals predicts a
point in history when the Idea would attain perfection by returning to itself
and in turn overcome its prior self-alienation, that is to say, when nature
and culture would become reconciled in a moment of ontological jubilation. Here, understood as the self-development of the structure of the world, the
absolute is seen as an immanent processual movement from self-externality
to absolute self-mediation: by making itself into the Idea, nature (as a
realm of pure contingency) would have succeeded by coming to a complete
grasp of itself in the freedom of thought, whereby the end of the movement
would see itself in the beginning, thus closing the circle of circles. Within
transcendental materialism, however, the passage from nature to culture
does not reveal a struggle of notional transmutation as culture endeavours
to rid itself of its basis in nature in the onslaught of history with the
promise of completion, but rather reveals a standstill in the heart of being
that cannot be brought into a higher moment of truth of free spirit that
would bring the circle of circles to an end: the ebb and flow of substance
ontogenetically incites the birth of a freely existing subject only through a
self-sabotaging, self-destructive movement that defies perfect reconciliation,
because this unruliness inheres in all culturally achieved unity and disrupts
it from within. Conflict, though here too internal to the system, articulates
at this juncture of the passage from nature to culture an irrevocable place
of rupture, devastation, or laceration in the absolute, which points to a
dialectical residue that can never become a vehicle of internal growth of the
structure of the world, yet that simultaneously sustains culture as the very
attempt to overcome it. 148 Chapter 7 with the Freiheitsshcrift or the Weltalter, this demonstrates the manifest
Schellingian character of Žižek's criticism of Hegel, while at the same time
locating the germ of the former's logic of the Grund within Hegel's early
Realphilosophie: But dependence does not annul autonomy or even freedom. It does not determine essence, but merely says that the
dependent, whatever it might be, can only be as a consequent
of that upon which it is dependent; it does not say what it
is, and what it is not. Each organic individual, as something
which has become, has its being only through another, and to
this existent it is dependent in terms of becoming, but not at
all in terms of being. It is not incongruous, says Leibniz, that
he who is God is at the same time begotten, or vice versa; as
it is no more a contradiction to say that he who is the son of a
man is himself a man.198 The Logic of Transcendental Materialism 147 Here we have a rich account of the emergence of two zones
of activity wherein, although the second is dependent upon the first that
constitutes its genetic ground, it remains entirely free. To anyone familiar 148 Chapter 7 48 Chapter 7 The Logic of Transcendental Materialism 149 The Logic of Transcendental Materialism 149 that got it wrong: it is not Schelling who is the misfit, but rather Hegel,
for it is he who turns away from the abyss brought forth by the idealist
account of freedom after gazing too deeply into its traumatic core. After the
Realphilosophie, something prevents Hegel, holds him back—there is a recoil,
a hesitation. What is so compelling for Žižek about works such as the Weltalter is
not their anti-Hegelian character, but their ability to penetrate into the
breakthrough heralded by modern philosophy and to bring it to a new,
higher level. It is Schelling who gives the complete articulation of its
underlying but disavowed core insofar as it is he who most fully outlines the
principles of a quadruple dialectical logic, whereas Hegel, going against his
own initial tendencies, falls back into a triad at a crucial moment and loses
sight of the “deontologized being” of the subject. What thus characterizes
the passionate fury of the middle-late period is its embrace of the paradoxes
surrounding subjectivity. This is what makes Schelling that which is in
Hegel more than Hegel himself, the extimate core deeply entrenched
within the body and soul of Hegel's philosophy that he could not own, as
if Schelling were the real spectre haunting and destabilizing his mature
system. Consequently Schelling, more than anyone else, is the culmination
of German Idealism: it is he who most passionately tarries with its Real, for,
in their “very failure, [the Weltalter drafts] are arguably the acme of German
Idealism and, simultaneously, a breakthrough into an unknown domain
whose contours became discernible only in the aftermath of German
Idealism”;200 “Hegel's 'overcoming' of Schelling is a case in itself: Schelling's
reaction to Hegel's idealist dialectic was so strong and profound that more
and more it is counted as the next (and concluding) step in the inner
development of German Idealism.”201 In the context of the Žižekian reactualization of German Idealism, the
fundamental assertion to be made is that to understand the movement
towards the middle-late period in Schelling we must at some level say
that Schelling himself came to realize the deficiencies of his previous
philosophical endeavours, perhaps either through a rethinking of the
Kantian critical system or by being spurred on by Hegel. 7.2 The Weltalter and the Systematization of Freedom One of the most interesting aspects of Žižek's reactualization of German
Idealism is its claim that the middle-late Schelling's “departure” from the
throes of reason and “descent” into theosophical obscurantism does not
demonstrate a break from modern rationality as inaugurated by Descartes'
search for a self-evident Archimedean starting point for all philosophy
(famously developed further in Kant's transcendental conditions of
the possibility of knowledge, and ultimately epitomized by Hegel's self-
mediating Notion).199 On the contrary, Žižek's reactualization states that
Schelling actually makes explicit for the first time the perverse, unconscious
truth that remains hidden throughout the entire tradition, but only appears
ephemerally through the distortion of its imaginary-symbolic universe: his
attempt to present a system that would be able to combat the perceived
threat posed by Hegel's horrifying “pan-logicism” presents a radicalization,
a completion, of modernity's fundamental insight into the paradoxical origins
of subjectivity, an insight that Hegel himself was unable to follow through
in his own endeavour to solve the impasse bequeathed by Kant's critical
philosophy. In this sense, Žižek implies that it is philosophical orthodoxy The Logic of Transcendental Materialism 149 Although, for
instance, in the Naturphilosophie Schelling is also interested in the dark
side of nature, the project forecloses the possibility of Todestrieb as an 150 Chapter 7 150 Chapter 7 Chapter 7 emergent and infinitely disruptive force in being. In this sense, Žižek's
rejection of the early Schellingian attempts to balance transcendental
idealism with materialism follows the same line of argument as his denial
of the theoretical weight of contemporary evolutionary models of self-
reflexive consciousness,202 for both share the same fault: the ultimate
identification of mind and matter instead of the articulation of their ultimate
irreconcilability to one another. From the standpoint of the immanent laws
of the pre-symbolic Real (as avowed by Spinozistic monism or reductionistic
materialism), Žižek's claim is that the Ideal cannot be explained either on
the basis of a teleological or purely naturalistic emergence. The Ideal explodes
from within the vital throes of positive being,203 rather than just being one
specific (albeit complex) mode of physical organization, for it names an
alienating distance to self, a non-coincident split that literally short-circuits
the world. Rather than inhering in matter as its implicit structure, mind
can only emerge within the void of this ontological scar, thus making it
impossible to reconcile with matter. Written in the aftermath of the birth of the Hegelian system with the
publication of the Phenomenology of Spirit in 1807, which contains a famous
explicit criticism of the Schellingian philosophy of absolute indifference
as an attempt to balance the two poles of realism and idealism,204 the
Freiheitsschrift (1809) and the Weltalter (1810–1815) radically restructure
the problematic that had occupied Schelling's philosophical career. The Logic of Transcendental Materialism 149 But
what complicates the issue at hand is the fundamental ambiguity of the
Hegel-Schelling relationship in Žižek's own thinking, which is brought to
an extreme at this crucial juncture: while one could say that much of the
young Schelling's work is an attempt to rethink the subject's relation to
the noumenal thing-in-itself that haunts its representations or to explicate
the androgynous complementarity of the ideal-real poles, the middle-
late Schelling's problematic, on Žižek's reading, is the one he erroneously
attributes to Hegel: “the true problem is not how to reach the Real when we
are confined to the interplay of the (inconsistent) multitude of appearances,
but, more radically, the properly Hegelian one: how does appearance itself
emerge from the interplay of the Real?”205 Although Žižek does oscillate
between calling this problematic Hegelian and Schellingian, what should
be clear is that it is more accurately Schellingian, insofar as it is the latter— The Logic of Transcendental Materialism 151 The Logic of Transcendental Materialism 151 according to Žižek's own words—who most fully develops the quadruple
logic of the passage from the pre-logical Real into the Symbolic as the
unconscious Grundlogik of German Idealism, whereas Hegel recoiled at the
most crucial moment. Interpreting the Weltalter through this theoretical framework,
Žižek is then able to interpret its ontology as an attempt to articulate a
transcendental materialism capable of grounding the psychoanalytico-
Cartesian subject by thematizating the vanishing mediator between the
Real and the Symbolic. He can do this, perhaps surprisingly, because
first and foremost the Weltalter manuscripts present themselves as a
theosophic exploration of creation. Perceiving Hegelian logic as a purely
conceptual artifice that suffocates the freedom under the self-articulating
necessity of the Notion, Schelling puts his philosophical prowess to use
to give his own account of the emergence of temporality and finitude that
could rival the dialectics of his great adversary. His basic thesis is that,
although Hegelian logic can express notional necessity (what something
ideally is) it ultimately fails to grasp the fact of any being, the thatness of
its existence, especially if that being has its primordial basis in the brute,
raw reality of freedom, something that forever eludes the self-mediation
of conceptuality.206 For Schelling, however, this failure of pan-logistic
dialectics in the face of a freely deciding being (the emergence of the
subject) does not amount to a mere admittance of the intrinsic limitations
of knowledge and human reason. It must be distinguished from a merely
negative constraint upon philosophizing because this dialectical dead end
we come across in explicating freedom does not arise due to the limited
synthesizing activity of the subject and the finite conditions of the possibility
of knowledge, but rather through an (onto)logically disruptive and yet
productive metaphysical activity: to say that the fact of a specific being
that possesses freedom as its essential predicate cannot be conceptualized
according to an a priori dialectics is to point to the uncontainable act
constituting its very self-positing, which is therefore capable of continually
heralding forth the new and tearing apart any given causal matrix in
which it finds itself,207 thereby making itself only graspable après-coup in
the wake of its own self-instituting revelation in the world. The Logic of Transcendental Materialism 151 The inability
to conceptualize the advent of eruptive subjectivity in substance through 152 Chapter 7 152 Chapter 7 pure reason transcends mere epistemological constraints and reaches out
unto the ontological: it is not merely that we must be agnostic concerning
the existence of a totalizing principle that holds being together, but more
disconcertingly, freedom proclaims that there is not any. The subject is an
unpredictable event in being that rewrites what we consider to be possible. Thus, in trying to systematize freedom in a way to escape the perceived
threat of Hegelian Absolute Idealism, Schelling reaches a contradiction,
a contradiction that paradoxically becomes the very vitality of his system
itself, insofar as it declares that the totality of being must be understood in
terms of a constitutive yet conflict-ridden relation with an immanent Other:
“[w]ere the first nature in harmony with itself, it would remain so. It would
be constantly One and would never become Two. It would be an eternal
rigidity without progress.”208 Both the Freiheitsschrift and the Weltalter give
expression to the necessary snag in the dialectical machine, the primordial,
unruly excess of the Real over the Ideal that prevents any system of thinking
from being self-enclosed unto itself and in the same breath guarantees the
dynamic character of the latter by making it inclusive of freedom as an
irrepressible, self-rupturing event at its very core. In order to situate ourselves more firmly within the dialectical nuance of
the Weltalter and show how, in relation to Žižek's ontology, Schelling holds
a position of theoretical primacy over Hegel, we can use the problem of evil
as an entry point, since it is perhaps in their respective theories thereof that
they most strongly distance themselves from one other. Whereas for the
mature Hegel evil becomes a mere sublated moment in the self-developmen
of the good, a necessary phase for its establishment, for Schelling evil
remains at its very core irrational and illogical. By definition it cannot be
sublated as a moment within a higher dialectical standpoint because it
is, at its primordial basis, the effect of an irreducible act of will. There is
something spontaneous about evil that forever eludes conceptualization,
something insurmountable about the wildness of a soul that insists on
that which it wants and will sacrifice whatever it can to achieve it. The Logic of Transcendental Materialism 153 articulation of freedom as the capacity for good and evil: freedom in itself
must rest intrinsically incomprehensible, that which cannot be dialectically
mediated, which means that its pure self-positing can only resemble
madness insofar as it precedes and makes possible any articulation of a table
of values that could be used to comprehend it. It of itself knows no order,
no rationality—if it did, it would be explicable in terms of the principle of
sufficient reason and at risk of being thrown into a subordinate position
within a greater self-articulating whole of which it is a mere functional part. There is therefore something always essentially impenetrable in every good
and evil act done out of freedom, something always irreducible and violent
in each act of self-positing: without this intuition, we lose the breakthrough
of the critical system as revealed most poignantly in Kant's pedagogical
writings and succumb to another form of determinism (dogmatism)
that cancels out the primordial meaning of autonomy within a logic of
overarching and self-unfolding reason. Insofar as the act itself is concerned,
both the modalities of good and evil as expressions of freedom are formally
identical; they involve an act logically distinct at its zero-level from any set
of values—or in other words, an act done without any guarantee and without
any external determination or influence. More radically, this testifies that evil
is itself at the core of every good act, that evil is actually more primordial
than the good. In order for an act to be truly good and authentically free at
the same time, it must “pass” through evil, discipline it, and use it as the
tamed Grund for its own expansive power—any Yes (adherence to rationally
determined ethical principles) must first be a No (an egoistic self-assertion)
if it is to be utterly self-determined and not just a blind following of laws:
“the day lies concealed in the night, albeit overwhelmed by the night;
likewise the night in the day, albeit kept down by the day, although it can
establish itself as soon as the repressive potency disappears. The Logic of Transcendental Materialism 151 Evil
has something crazed and frantic about it: it is the capacity to say “No!”
with the full knowledge of the implications of one's action. As soon as
evil is understood, it fails to be evil; it becomes, rather, misguided good in
the Platonic sense that no one does wrong willingly. Hence Schelling's The Logic of Transcendental Materialism 4 Chapter 7 co-related concept of the original “unnatural” unruliness of the human
organism, so that these original insights become an intrinsic part of his
own logic of the Grund as the indivisible remainder, the “incomprehensible
basis of reality,” which is missing in mature Hegelian dialectics. As a full-
fledged ontologization of Kant's declaration of the radical spontaneity at
the basis of human practical activity,211 Schelling's philosophical impulse
initiated by the Freiheitsschrift is an attempt to develop a system wherein
freedom is irreducible to notional necessity, for “[o]nly he who has tasted of
freedom can sense the desire to make everything its analogue, to spread it
throughout the whole universe.”212 What intrigues him is the fact that there
is an insurmountable enigmatic blind spot at the core of every action, every
decision, a blind spot that not only presents the truth, mystery, and potential
horror of human freedom, but more primordially reveals a deep hole that
has been carved out in the flesh of being, making it tremble from within,
for the unpredictable has emerged in its core. It is this strong conviction in
freedom that leads Schelling into the abyssal labyrinths of self-exploration
that constitute the conceptual fabric of the Weltalter, in the same way the
intuition of freedom made Kant limit knowledge in order to make room for
faith and embark down the path where he would eventually articulate the
necessity of diabolic evil and unruliness in his pedagogical writings after
years of original investigation into the essence of self-legislative practical
reason. For Žižek, it is not an accident that Schelling's own project in the
Weltalter ends up radicalizing Hegel's descriptions of the night of the world
or Kant's account of unruliness, which in turn proves that his response
to Hegel is the concluding step of German Idealism: all are driven by an
attempt to give a philosophically adequate bedrock to freedom,213 with
Schelling merely following its intuition right to the metaphysical conclusions
it forces upon us in a way other representatives in the tradition were unable
to do. What distinguishes Schelling is that he, propelled by an immense
energy to battle against what he perceived as the threat posed by Hegelian
dialectics on human freedom, had the strength to go further than the others
in the symbolization of the unconscious Grundlogik inherent in the tradition. The Logic of Transcendental Materialism Hence, good lies
concealed in evil, albeit made unrecognizable by evil; likewise evil in good,
albeit mastered by the good and brought to inactivity.”209 In this respect,
a priori dialectics must fail: if all birth is a birth from darkness to light,
there is always something in the emergence of rational order that remains
impervious to the latter.210
From this it becomes clear that the Schellingian concept of freedom From this it becomes clear that the Schellingian concept of freedom
is an explicit rethinking of the Kantian notion of diabolic evil and its 4 Chapter 7 154 The Logic of Transcendental Materialism 155 than of humanity, it is because it is a work that delves into the ontological
implications of the freedom revealed by idealism. 4 Chapter 7 If hi b
t k
k i
ll d Phil
phi
l I
i
i
i
H co-related concept of the original “unnatural” unruliness of the human
organism, so that these original insights become an intrinsic part of his
own logic of the Grund as the indivisible remainder, the “incomprehensible
basis of reality,” which is missing in mature Hegelian dialectics. As a full-
fledged ontologization of Kant's declaration of the radical spontaneity at
the basis of human practical activity,211 Schelling's philosophical impulse
initiated by the Freiheitsschrift is an attempt to develop a system wherein
freedom is irreducible to notional necessity, for “[o]nly he who has tasted of
freedom can sense the desire to make everything its analogue, to spread it
throughout the whole universe.”212 What intrigues him is the fact that there The Logic of Transcendental Materialism 7.3 The Problem of the Beginning Itself: Schelling's Uncanny
Response to Idealism Just as in the Freiheitsschrift, and using the operative logic that it had already
programmatically developed as a guide, Schelling in the Weltalter embarks
upon a specific form of introspective analysis with the aim of developing
a theosophy, the founding intuition of which is that the same process
underlying the birth of human subjectivity is fundamentally structurally
identical to God's creation of the world (as exhibited in the alchemical
principle “so above, so below”).214 In another vein, the idea is that
psychological experience is in some sense directly revelatory of the absolute
drama of divine being in all its vicissitudes, even if it must pass through
the meditating filters of self-reflexive consciousness: the experience of the
relationship of dependence and autonomy that holds between one's pre-
subjective, material Grund and free personality is primordially disclosive of
an ontological event that is a symbol of God's relation to the finite created
world. In this way, the theosophic odyssey of the birth of God out of that
which in God is not God himself, is irrevocably intertwined with a parallel
investigation into the ontogenesis of subjectivity out of a nature that presents
itself as Other to and irreconcilable with its free self-standingness. Since the
methodological starting point is similar to the psychoanalytical experience of
disharmony between mind and body as the obscure basis of freedom (which
hints at the vanishing mediator between them), Žižek is led to discard the
entire theosophic scope of the work as ultimately accidental to its “true”
philosophical core, so that Schelling's narration of the painful process
of the self-begetting of God and the decision of divine creation presents
itself as a mere “metapsychological work in the strict Freudian sense of the
term.”215 Whether or not Žižek himself is justified in completely removing
the theosophic scope from Schelling's argument, one must at the very
least admit that Žižek's wager follows the spirit of Schelling's middle-late
philosophy to the letter, for Schelling himself declares in the Freiheitsschrift to
“have established the first clear concept of personality.”216 156 Chapter 7 What makes Žižek's appropriation of Schelling at times so provocative
and compelling is his profound ability to penetrate into the fine details of the
conceptual structures that make up the operative logic of the Freiheitsschrift
and the Weltalter in a way no one else has. What interests him is how
Schelling advances the descriptions in the tradition of the status of the
elusive X, which simultaneously haunts transcendentally constituted reality,
precedes it, and appears to set the stage for its condition of possibility. What makes Žižek s appropriation of Schelling at times so provocative
and compelling is his profound ability to penetrate into the fine details of the
conceptual structures that make up the operative logic of the Freiheitsschrift
and the Weltalter in a way no one else has. What interests him is how
Schelling advances the descriptions in the tradition of the status of the
elusive X, which simultaneously haunts transcendentally constituted reality,
precedes it, and appears to set the stage for its condition of possibility. These three conceptual aspects of this je ne sais quoi map directly unto the
three modalities of the Real: (i) the Real as a “kink” in the Symbolic, which
pressurizes phenomenal reality; (ii) the Real as pre-symbolic “immediacy”
that is lost through the advent of language; and (iii) the barred Real (R⁄ ) now
understood as an auto-disruptive substance (N ≠ N) whose self-laceration
creates the necessary room within which the transcendental constitution of
reality through the Symbolic-Imaginary matrices underlying self-experience
can take place, thus drawing attention to the interconnection of each aspect. Prior to these middle-late works, as we have seen, our relation to this
mysterious X had already been partially “schematized” by a list of concepts
(from Kantian transcendental freedom, diabolic evil, and unruliness to
the Hegelian accounts of the night of the world and substance as subject). However, for Žižek, it is only with Schelling's own additions that we move
away from the paradoxes of the ideal representation of the extra-subjective
world or from a mere haphazard glimpse into the self-effacing ontological
catastrophe that precedes the very possibility of free idealization. 156 Chapter 7 With him,
we completely plunge into the auto-disruptive logic of the pre-symbolic Real
at the basis of subjectivity so that the unconscious Grundlogik plaguing the
German Idealist tradition, which had already from time to time appeared
only to fall back into the darkness from which it came, finally comes
clearly into light, becoming now minimally subjectified, as it were. The
major difficulty, however, is how to articulate a philosophical system that
can synthesize the various aspects of the Real together into a stable whole
insofar as the very ontological space whose exploration would enable it
retreats the very moment that conscious experience begins and is only visible in
its very gesture of self-withdrawal.217 It is no accident that the problem that
haunts the entirety of the middle-late Schelling of the Freiheitsschrift and the
Weltalter is as Žižek emphasizes: The Logic of Transcendental Materialism 157 the problem of the Beginning itself, the crucial problem of
German Idealism—suffice it to recall Hegel's detailed
elaboration of this problem and all its implications in his
Science of Logic. Schelling's “materialist” contribution is best
epitomized by his fundamental thesis according to which, to
put it bluntly, the true Beginning is not at the beginning: there
is something that precedes the Beginning itself—a rotary
motion whose vicious cycle is broken, in a gesture analogous
to the cutting of the Gordian knot, by the Beginning proper,
that is, the primordial act of decision. The beginning of all
beginnings, the beginning kat' exohen—“the mother of all
beginnings” as one would say today—is, of course, the “in
the beginning was the Word” from the Gospel according to St
John: prior to it, there was nothing, that is, the void of divine
eternity. According to Schelling, however, “eternity” is not a
nondescript mass—a lot of things take place in it. Prior to the
Word there is the chaotic-psychotic universe of blind drives,
their rotary motion, their undifferentiated pulsating; and
the Beginning occurs when the Word is pronounced which
“represses,” rejects into the eternal Past, this self-enclosed
circuit of drives. 156 Chapter 7 In short, at the Beginning proper stands a
resolution, an act of decision which, by differentiating between
past and present, resolves the preceding unbearable tension of
the rotary motion of drives: the true Beginning is the passage
from the “closed” rotary motion to “open” progress, from
drive to desire—or, in Lacanian terms, from the Real to the
Symbolic.218 the problem of the Beginning itself, the crucial problem of
German Idealism—suffice it to recall Hegel's detailed
elaboration of this problem and all its implications in his
Science of Logic. Schelling's “materialist” contribution is best
epitomized by his fundamental thesis according to which, to
put it bluntly, the true Beginning is not at the beginning: there
is something that precedes the Beginning itself—a rotary
motion whose vicious cycle is broken, in a gesture analogous
to the cutting of the Gordian knot, by the Beginning proper,
that is, the primordial act of decision. The beginning of all
beginnings, the beginning kat' exohen—“the mother of all
beginnings” as one would say today—is, of course, the “in
the beginning was the Word” from the Gospel according to St
John: prior to it, there was nothing, that is, the void of divine
eternity. According to Schelling, however, “eternity” is not a
nondescript mass—a lot of things take place in it. Prior to the
Word there is the chaotic-psychotic universe of blind drives,
their rotary motion, their undifferentiated pulsating; and
the Beginning occurs when the Word is pronounced which
“represses,” rejects into the eternal Past, this self-enclosed
circuit of drives. In short, at the Beginning proper stands a
resolution, an act of decision which, by differentiating between
past and present, resolves the preceding unbearable tension of
the rotary motion of drives: the true Beginning is the passage
from the “closed” rotary motion to “open” progress, from
drive to desire—or, in Lacanian terms, from the Real to the
Symbolic.218 What Žižek refers to as “Schelling-in-itself: the 'Orgasm of Forces'”219
is the remarkable capacity Schelling's philosophy possesses of being
able to descend into the immanent driving forces governing the extra-
subjective, material Real, the elusive, obscure phase of darkness that
precedes and sets the stage for the birth of the light that is the openness
of self-reflexive consciousness. 156 Chapter 7 But what fascinates Žižek is the depth
of his materialist response to Hegel, which still remains immersed in
the fabric of transcendental idealism, a response that is “at the origins 158 Chapter 7 158 Chapter 7 of dialectical materialism.”220 This is why Žižek describes Schelling as a
vanishing mediator between classical philosophy and the contemporary
discourse of finitude: Schelling stands in a position of irreconcilable
contradiction between the two, a tension that Žižek takes upon himself
to further develop insofar as Schelling, according to him, is unable to
endure his own breakthrough and recoils.221 If, onto the ground/existence
distinction propounded in the Freiheitsschrift and systematically laid out in
the Weltalter, we superimpose the real(ity)/ideal(ity) distinction operative
within modern philosophy from Descartes onward, we perceive a nuance in
the ontologization/grounding of Cartesian subjectivity: this split announced
between mind and matter, which makes them non-reconcilable to one
another, occurs “within” or “on the side of” the material Real through an
ontologico-metaphysical deadlock, a schismatic rupture. The standard debate
between idealism (ideality precedes and structurally makes possible the
positive order of physical being and is thus the insurmountable metaphysical
zero-level as in Platonism and textbook Hegelianism, or constitutes
completely self-grounding and self-justifying transcendental conditions or
normative values that make discourse possible as in Kantianism or much
linguistic philosophy) and materialism (there is nothing but the ebb and flow
of brute matter, the rest being reducible to an epiphenomenal production of
nature's self-enclosed laws, as in the Greek atomists, conventional cognitive
science, and logical positivism) is thus stood on its head in Schelling: idealism posits an ideal Event which cannot be accounted for
in terms of its material (pre)conditions, while the materialist
wager is that we can get “behind” the event and explore how
Event explodes out of the gap in/of the order of Being. 156 Chapter 7 The
first to formulate this task was Schelling, who, in his Weltalter
fragments, outlined the dark territory of the “prehistory
of Logos,” of what had to occur in pre-ontological proto-
reality so that the openness of Logos and temporality could
take place.222 This quote expresses Schelling as one of the most crucial figures (if not the
most crucial figure) in the history of dialectical materialism for Žižek, and
thus establishes once and for all the pivotal role Schelling's ontology plays
in his own philosophical development, despite his own characterizations The Logic of Transcendental Materialism 159 of his project as Hegelian. So how, then, do the vicissitudes of pure,
raw materiality open up unto the irreducible event of the Ideal and the
transcendentally constituted reality of phenomenological (self-)experience? 7.4 Grund and Existence: The Pulsating Heart of Nature and the
Upward Spiral of Human Temporality The reason for this is not that nature, instead of being characterized
by a smooth teleological development, is plagued by unpredictable
catastrophism, irruptive disharmonies of widespread murder and extinction
that cover up their own traces, so that the history of the world cannot be
subsumable under a single, all-pervasive trajectory that, preceding from
simple to more complex organizations in the unimaginable passage of aeons
and aeons, would crown man as the summit of an unconscious yearning
for the Word, that is, the structured logos of the symbolic world (contra the
surface structure of Schelling's thinking225). This would effectively prevent
nature from being motivated by an unknowing search for the light of self-
consciousness from within the darkness of its raw, productive potency,226
but the reason lies elsewhere. There are, of course, differing stages, periods,
and epochs in nature—and ones that have been lost forever, never to be
recovered—due to varying levels of dynamic evolution and growth within
its immanent activity, even if there is always unforeseeable violence risking
to wreak havoc. Yet when we look around, we cannot find the subject within
the system of nature. It just does not fit, a fact that has stark metaphysical
implications: the progressive, transformative time of nature presents itself
as radically Other to the distinctiveness of human (spiritual) temporality
because it does not display the same intensity of uncontrollable dialectical
self-sublation. In nature, beginning and end for the most part coincide:
in the darkness of the soil, the seed gives birth to the plant, which, after
reaching the life-giving light of the radiant sun, finally dies, leaving behind
its fruit and thereby returns to itself, only to burst forth again in an
eternal recurrence of the same. Change can only transpire in the span of
incomprehensible ages: unmeasurably dilatory, dialectical movement is here
“enchained” within the unbreakable spurious infinity of endless circularity
and does not display the same frantic upward-moving spiral of human
temporality, the never repetitious onslaught of history, where beginning
and end exist in a productive non-coincidence that is the very vital force
of its unimaginably fast paced metamorphosis and unending creation of
nuance.227 A new era of culture displaces and supersedes the previous one,
going in an unfathomable number of conflicting directions at once, so that self-transmutation that leads to man, so that he is ultimately included within
it. 7.4 Grund and Existence: The Pulsating Heart of Nature and the
Upward Spiral of Human Temporality Schellingian nature is more than a mere symbol or paradoxical
representation of the eternal Past that precedes consciousness: it is that
elusive, impossible X, that je ne sais quoi in the modality of the pre-symbolic
Real prior to conceptual-linguistic mediation. Yet when we move from the
world of human meaning and into the circuitry of nature's vital ebb and
flow, we see that “[e]verything that surrounds us points back to a past of
incredibly grandeur. The oldest formations of the earth bear such a foreign
aspect that we are hardly in a position to form a concept of their time or
origin or of the forces that were then at work,”223 in such a way that the
task of philosophy becomes to reconstruct this ancestral trajectory of the
immemorial into a system of times: We find the greatest part of [its formations] collapsed in
ruins, witnesses to a savage devastation. More tranquil eras
followed, but they were interrupted by storms as well, and lie
buried with their creations beneath those of a new era. In a
series from time immemorial, each era has always obscured
its predecessor, so that it hardly betrays any sign of an origin;
an abundance of strata—the work of thousands of years—
must be stripped away to come at last to the foundation, to
the ground.224 It is at this very juncture in the Weltalter that Žižek invites us to risk a daring
thesis. If we draw our attention to its operative logic, we see that Schelling's
system of times does something more radical than displace the primordiality
of the human subject by illustrating its subsumption within the tenebrous
pulsating heart of nature's productive potency, whose own self-unfolding
takes place in the abyssal dregs of an immemorial time that threatens to
engulf they who look into it. The crucial observation to be made here is that
nature does not have a history that evolves by means of an activity of internal 160 Chapter 7 160 Chapter 7 160 Chapter 7 self-transmutation that leads to man, so that he is ultimately included within
it. The Logic of Transcendental Materialism 1 The Logic of Transcendental Materialism 161 always out of place in the inaccessible residue that is the past. The end,
the result, is a qualitative break rewiring the plethora of human thoughts,
expressions, and emotions, and even the past itself,228 thus setting up a new
beginning to be surmounted in its own right. As Žižek succinctly puts it,
“[h]ere we encounter the key feature of the Symbolic: the fundamental
'openness' it introduces into a closed order of reality,”229 in such a manner
that saying nature yearns for humanity in its depths as the solution to its
enigma230 merely covers up the fact that humanity is an irreconcilable break
from it. But if the subject is a break from the system of times that constitutes
nature and its catastrophism by bringing forth a new age of self-unfolding
activity, this does not mean that we are liberated from all dismay by being
brought into the luminous sphere of holy spirit. Instead, bound by the
erratic and excessive life of freedom that overflows itself, we face our own non-
natural catastrophes. We also encounter traces of this paradoxical upward spiralling and
uncontrollable linear time in Kant and Hegel, which establish its integral
place within founding intuitions of the tradition. Kant's account of
unruliness as the ontogenetic starting point of transcendental freedom not
only establishes the non-natural basis of human sociopolitical activity—not
only is the human being “the only creature that must be educated,” but due
to his unruliness, man “has no instinct” and is therefore separated from the
vital throes of nature231—but, what is more, it demands to be disciplined if it
is not to devour the subject in its frenzy. Due to this exigence of discipline,
there is an intrinsic link between what Kant calls moral education and the
historical destiny of man that institutes a new form of temporality driven
forward through a productive non-coincidence at the core of what it is to be
man. Although presenting itself as an excessive energy whose domestication/
schematization will enable us to attain terrestrial perfection, the very
ground of our progress is in actuality its own inevitable obstacle: the meta-
transcendental condition of subjectivity, while it opens up a distinctly
human sphere within which progress is possible, at the same time tarnishes
it with the inevitability of eventual collapse, misfire, failure. 7.4 Grund and Existence: The Pulsating Heart of Nature and the
Upward Spiral of Human Temporality The reason for this is not that nature, instead of being characterized
by a smooth teleological development, is plagued by unpredictable
catastrophism, irruptive disharmonies of widespread murder and extinction
that cover up their own traces, so that the history of the world cannot be
subsumable under a single, all-pervasive trajectory that, preceding from
simple to more complex organizations in the unimaginable passage of aeons
and aeons, would crown man as the summit of an unconscious yearning
for the Word, that is, the structured logos of the symbolic world (contra the
surface structure of Schelling's thinking225). This would effectively prevent
nature from being motivated by an unknowing search for the light of self-
consciousness from within the darkness of its raw, productive potency,226
but the reason lies elsewhere. There are, of course, differing stages, periods,
and epochs in nature—and ones that have been lost forever, never to be
recovered—due to varying levels of dynamic evolution and growth within
its immanent activity, even if there is always unforeseeable violence risking
to wreak havoc. Yet when we look around, we cannot find the subject within
the system of nature. It just does not fit, a fact that has stark metaphysical
implications: the progressive, transformative time of nature presents itself
as radically Other to the distinctiveness of human (spiritual) temporality
because it does not display the same intensity of uncontrollable dialectical
self-sublation. In nature, beginning and end for the most part coincide:
in the darkness of the soil, the seed gives birth to the plant, which, after
reaching the life-giving light of the radiant sun, finally dies, leaving behind
its fruit and thereby returns to itself, only to burst forth again in an
eternal recurrence of the same. Change can only transpire in the span of
incomprehensible ages: unmeasurably dilatory, dialectical movement is here
“enchained” within the unbreakable spurious infinity of endless circularity
and does not display the same frantic upward-moving spiral of human
temporality, the never repetitious onslaught of history, where beginning
and end exist in a productive non-coincidence that is the very vital force
of its unimaginably fast paced metamorphosis and unending creation of
nuance.227 A new era of culture displaces and supersedes the previous one,
going in an unfathomable number of conflicting directions at once, so that
no return to the beginning is even possible: the beginning, the origin, is 162 Chapter 7 being, so that man is forever spurred on in the course of history to reinvent himself because of the insurmountable ontological violence preceding all
acts of subjectification: “[t]he human being must therefore be educated to the
good; but he who is to educate him is on the other hand a human being who
still lies in the crudity of nature and who is now supposed to bring about
what he himself needs. Hence the continuous deviation from his destiny
with the always repeated returns to it.”232 But the consequence of this is that
man is nothing more than this perpetual deviation from his destiny, that “man
only becomes man”233 by continually (re)creating his own identity by means
of education through the construction of a second nature within the forward
onslaught of history, its fragile movement of contraction and expansion,
history itself thus circulating around an ideal sociopolitical point that it
posits by its very activity as necessary to it but which it can never reach, for
beginning and end can never coincide as in the realm of nature. In other
words, the impossibility of reaching our destiny is that which constitutes its
very possibility, that which gives us a destiny in the first place. Due to this
impossibility, we have historical time. This idea of a sharp distinction between the natural and the spiritual
in terms of time is also taken up by the mature Hegel, even if, on Žižek's
reading, he misses the radicality of the vanishing mediator—the night of the
world—that enacts the passage from the former to the latter. There are two
sides to the story. First, Hegel's starting point in the philosophy of nature
is nature as “the Idea in the form of otherness.”234 This means that nature
cannot exhibit the characteristics Hegel associates with the Idea, such as
development qua self-unfolding activity, whose image we see in the growth
of plants from seeds, wherein we encounter a purposive causality guiding
all change and movement. “The abstract universality of nature's self-
outsidedness”235 demonstrates that nature lacks any inner structuration that
would enable it to realize itself freely according to a pre- or self-given telos. In this sense, there is no teleological activity intrinsic to nature: its zero-level
is a deterministic mechanics ruled by the contingency of its relations that are
always external to themselves. The Logic of Transcendental Materialism 1 But this is
not a mere proclamation of defeatism, resignation, and forfeit: the very
impossibility of our task is the impetus for action, that which provokes an
infinite plurality of new ways of “purifying” the insupportable surplus of our 162 Chapter 7 162 Chapter 7 The Logic of Transcendental Materialism 163 a meaningless giving birth to and destruction of its own offspring.236 Second,
at the level of organic life, although nature has sublated this prior staleness
and intrinsic lack of purposiveness within its ebb and flow, it nevertheless
exhibits a kind of claustrophobic immanence wherein the freedom
distinctive of spiritual temporality is foreclosed by the eternal repetition of
sameness within nature's cycle of life and death, fullness and lack, for there
is a suffocating coincidence between the birth of one individual and the
death of the other. Even though there is teleological self-unfolding explicit
within organic living being—there is a universal genus that concretizes itself
by constituting itself within the series of particulars that it generates and
that generates it in turn, a complex unity that sustains itself within difference
throughout the dispersion of time—there is no real difference and thus no
history possible, even if we are allowed to speak of gradual sedimentations of
change over the course of living being's activity. To put it crudely (borrowing
one of Hegel's favourite animal examples) in nature we see nothing but one
damn parrot after another,237 which ultimately makes nature uninteresting
for him: nature remains immensely poor with regard to its notional
reflexivity, for in contrast with historical existence, it is not capable of the
faster-than-light transformations constitutive of the latter's essence. The Logic of Transcendental Materialism 163 a meaningless giving birth to and destruction of its own offspring.236 Second,
at the level of organic life, although nature has sublated this prior staleness
and intrinsic lack of purposiveness within its ebb and flow, it nevertheless
exhibits a kind of claustrophobic immanence wherein the freedom
distinctive of spiritual temporality is foreclosed by the eternal repetition of
sameness within nature's cycle of life and death, fullness and lack, for there
is a suffocating coincidence between the birth of one individual and the
death of the other. Even though there is teleological self-unfolding explicit
within organic living being—there is a universal genus that concretizes itself
by constituting itself within the series of particulars that it generates and
that generates it in turn, a complex unity that sustains itself within difference
throughout the dispersion of time—there is no real difference and thus no
history possible, even if we are allowed to speak of gradual sedimentations of
change over the course of living being's activity. To put it crudely (borrowing
one of Hegel's favourite animal examples) in nature we see nothing but one
damn parrot after another,237 which ultimately makes nature uninteresting
for him: nature remains immensely poor with regard to its notional
reflexivity, for in contrast with historical existence, it is not capable of the
faster-than-light transformations constitutive of the latter's essence. Hegel
refers to this deficiency as the “impotence of nature,”238 insofar as it is
incapable of the power of self-relating negativity and therefore displays a
spurious infinity.239 Consequently, we must assert the following “distinction
between the spiritual and the natural worlds: that, whilst the latter continues
simply to return into itself, there is certainly a progression taking place in
the former as well.”240 As such, it is thus only with the rise of human spirit
that we see contradiction posited as such, and with it, the possibility for real
metamorphosis: “[s]pirit is posited as contradiction existing for itself, for
there is an objective contradiction between the Idea in its infinite freedom
and in the form of singularity, which occurs in nature only as an implicit
contradiction, or as a contradiction which has being for us in that otherness
appears in the Idea as a stable form.”241
In German Idealism, a human subject is not merely born and then,
by dying, proliferating his progeny in an endless repetition of the same. 162 Chapter 7 Exclusively determined by the conditions that
engulf them, the bodies emerging here do not display any capacity for self-
reproduction, but merely stumble against one another due to empirical laws,
whereby nature presents itself as a dead husk and time is nothing other than y
g
p
g
In this sense, there is no teleological activity intrinsic to nature: its zero-level
is a deterministic mechanics ruled by the contingency of its relations that are
always external to themselves. Exclusively determined by the conditions that
engulf them, the bodies emerging here do not display any capacity for self-
reproduction, but merely stumble against one another due to empirical laws,
whereby nature presents itself as a dead husk and time is nothing other than The Logic of Transcendental Materialism 163 The Logic of Transcendental Materialism 163 Strictly speaking, nature is nonconscious.243 In
it, we only encounter a pulsation of matter, an annular rotary movement of
contraction and expansion that follows its own automatic rhythm—what
we see knows no pure upsurge of the irrevocable forward march of time,
no dynamic linear temporality, as first witnessed in the human symbolic
universe, even if its constitutive openness already appears in a “wild” form at
lower levels of being. Nature eternally repeats itself in an infinite, relatively
self-enclosed cycle of life and death, day and night, fullness and lack,
wherein change sediments excruciatingly slowly over inscrutable eons and
eons through a sluggishly self-developing, self-growing activity. Outside of it,
there is nothing—everything is caught within an agonizing deadlock insofar
as there is no room for completely free movement, for there is nothing
but a symphonized flow of energy within the indivisibility of nature that is
at the same time, from our perspective, a “blind” oscillation because our
singularity is there lost. When one looks into nature as that impossible X,
that je ne sais quoi, which sustains our life as subjects, one is almost forced to
collapse: in face of the all-encompassing immanent laws of substance, one
is pushed into an infinitely claustrophobic space. For Žižek we get a sense
of this all-devouring, all-consuming force when we look inside the body
and specifically the skull—“the realization that, when we look behind the
face into the skull, we find nothing; 'there’s no one at home' there, just piles
of grey matter—it is difficult to tarry with this gap between meaning and
the pure Real.”244 This raw flow of biochemical and electrical energy is so
“terrifying” for two reasons. First, it is faceless, personless—it has absolutely difference representing an irreconcilable rupture with the autopoiesis of
nature, a self-legislative spontaneity that defines itself in direct opposition to
its self-organizing totality, even if it must rely upon it as a dark, inaccessible
ground. Human history begins with a cutting off of immemorial natural
history, a tearing itself away from the natural cycle of life and death. Although our biology falters and brings us to our end, we die as men, not
as mere creatures immersed in the world of substantial being. The Logic of Transcendental Materialism 163 Hegel
refers to this deficiency as the “impotence of nature,”238 insofar as it is
incapable of the power of self-relating negativity and therefore displays a
spurious infinity.239 Consequently, we must assert the following “distinction
between the spiritual and the natural worlds: that, whilst the latter continues
simply to return into itself, there is certainly a progression taking place in
the former as well.”240 As such, it is thus only with the rise of human spirit
that we see contradiction posited as such, and with it, the possibility for real
metamorphosis: “[s]pirit is posited as contradiction existing for itself, for
there is an objective contradiction between the Idea in its infinite freedom
and in the form of singularity, which occurs in nature only as an implicit
contradiction, or as a contradiction which has being for us in that otherness
appears in the Idea as a stable form.”241
In German Idealism, a human subject is not merely born and then,
b d i
lif
ti
hi
i
dl
titi
f th In German Idealism, a human subject is not merely born and then,
by dying, proliferating his progeny in an endless repetition of the same. During man's slow march towards his oblivion, a frenzy of naturally
uncontainable and unfathomable activity articulating itself emerges, a Chapter 7 164 difference representing an irreconcilable rupture with the autopoiesis of
nature, a self-legislative spontaneity that defines itself in direct opposition to
its self-organizing totality, even if it must rely upon it as a dark, inaccessible
ground. Human history begins with a cutting off of immemorial natural
history, a tearing itself away from the natural cycle of life and death. Although our biology falters and brings us to our end, we die as men, not
as mere creatures immersed in the world of substantial being. Schelling
testifies to this insight, and advances it further than other representatives
of the tradition (despite the fact he simultaneously recoils from, represses,
the radicality of his own thematization of it242) insofar as, when we examine
the genealogy of natural history in the Weltalter, we realize that nature is
not the unconscious proper. The Logic of Transcendental Materialism 165 nothing to do with either the orbit of phenomenal experience or the human universe
of meaning. There is no indication of any genuine human quality: we are only
confronted with anonymous, dull palpitations, which resemble the industrial
buzzing of automatic machinery, a machinery that may amaze us with its
complexity and dynamism (the plasticity of the neuronal network) but that
nevertheless exists as a matrix of closed circuitry locked within its own self-
enclosed, self-sustaining movement, a movement that is not only greater
than us but also thereby appears to “threaten” our very existence as free
subjects at every step. Second, the passage from the pure, senseless Real of
nature in its mechanism to the absolute spontaneity of the I—the rupturing
advent of a dialectical leap—is stricto sensu inexplicable, for given our
inability to locate the full-fledged human subject in nature, there is always a
moment of arbitrariness and fiat. nothing to do with either the orbit of phenomenal experience or the human universe
of meaning. There is no indication of any genuine human quality: we are only
confronted with anonymous, dull palpitations, which resemble the industrial
buzzing of automatic machinery, a machinery that may amaze us with its
complexity and dynamism (the plasticity of the neuronal network) but that
nevertheless exists as a matrix of closed circuitry locked within its own self-
enclosed, self-sustaining movement, a movement that is not only greater
than us but also thereby appears to “threaten” our very existence as free
subjects at every step. Second, the passage from the pure, senseless Real of
nature in its mechanism to the absolute spontaneity of the I—the rupturing
advent of a dialectical leap—is stricto sensu inexplicable, for given our
inability to locate the full-fledged human subject in nature, there is always a
moment of arbitrariness and fiat. The Logic of Transcendental Materialism 163 Schelling
testifies to this insight, and advances it further than other representatives
of the tradition (despite the fact he simultaneously recoils from, represses,
the radicality of his own thematization of it242) insofar as, when we examine
the genealogy of natural history in the Weltalter, we realize that nature is
not the unconscious proper. Strictly speaking, nature is nonconscious.243 In
it, we only encounter a pulsation of matter, an annular rotary movement of
contraction and expansion that follows its own automatic rhythm—what
we see knows no pure upsurge of the irrevocable forward march of time,
no dynamic linear temporality, as first witnessed in the human symbolic
universe, even if its constitutive openness already appears in a “wild” form at
lower levels of being. Nature eternally repeats itself in an infinite, relatively
self-enclosed cycle of life and death, day and night, fullness and lack,
wherein change sediments excruciatingly slowly over inscrutable eons and
eons through a sluggishly self-developing, self-growing activity. Outside of it,
there is nothing—everything is caught within an agonizing deadlock insofar
as there is no room for completely free movement, for there is nothing
but a symphonized flow of energy within the indivisibility of nature that is
at the same time, from our perspective, a “blind” oscillation because our
singularity is there lost. When one looks into nature as that impossible X,
that je ne sais quoi, which sustains our life as subjects, one is almost forced to
collapse: in face of the all-encompassing immanent laws of substance, one
is pushed into an infinitely claustrophobic space. For Žižek we get a sense
of this all-devouring, all-consuming force when we look inside the body
and specifically the skull—“the realization that, when we look behind the
face into the skull, we find nothing; 'there’s no one at home' there, just piles
of grey matter—it is difficult to tarry with this gap between meaning and
the pure Real.”244 This raw flow of biochemical and electrical energy is so
“terrifying” for two reasons First it is faceless personless—it has absolutely The Logic of Transcendental Materialism The Logic of Transcendental Materialism In the contemporary scientific scene, however, these menacing
dimensions of the writhing, pulsating material of the Grund and its
irreconcilable tension with free existence are constantly being brought
into a new power, because neuroscience puts the very gap itself in question: the
neuronal Grund, as a seething, all-devouring force, comes closer and closer
to annihilating the distance from nature necessary for the autonomous
transcendental constitution of reality, insofar as the fact of experience here
risks being reduced to a mere epiphenomenon of a complex biological
interface that uses the I as a system of representation to mediate itself to the
world. As Žižek reiterates time and time again, “there are two options here:
either subjectivity is an illusion, or reality itself (not only epistemologically)
is not-Al.”245 That being said, Žižek's reactualization of Schelling's revamped
Cartesian positing of the difference between nature (cyclical time, body,
ground) and human being (dialectical temporality, mind, existence) allows
him to rethink the significance of contemporary neuroscience. The divide
between our world of experience and the mechanisms of the natural world
does not proclaim the irrelevance of the latter for our understanding of
human subjectivity in face of the pure power of scientific explanatory
models, their efficacy and statistical guarantee, as perhaps various
representatives of phenomenological psychiatry or even psychoanalysis
would advocate. On the contrary, according to Žižek, these models
adequately describe the Real of our lives with a rigorous vigor and precision 166 Chapter 7 166 Chapter 7 Chapter 7 never before imaginable by penetrating into the true ontologico-foundational basis
of experience. The Logic of Transcendental Materialism Žižek criticizes attempts to respond to the threat announced
by neuroscience that merely assert the irreducible character of the subject,
seeing instead the only feasible way to find a solution being to “develop one
approach to its extreme, radically abstracting from the other—to develop
the logic of brain science, for instance, at its purest.”246 The question is how pp
,
y
g
p
the logic of brain science, for instance, at its purest.”246 The question is how
a parallax gap could emerge from within the self-regulated biochemical and
electrical activity inside the skull, how “the 'mental' itself explodes within
the neuronal through a kind of 'ontological explosion.'”247 The question
and problematic here is distinctly Schellingian: what is the nature of the
copula in judgement?248 Grund is existence in exactly the same way that the
neuronal is the mental: the copula here does not primordially distinguish
a relation of identity or pure equivalence, so that the latter is entirely
subsumable under the former (ground = existence; the neuronal = the
mental). It represents an activity that, through the logical self-withdrawal of
its pervasiveness and primordiality, results in the production of irreducible
difference (ground generates existence; the neuronal immanently gives rise
to the mental), wherein each exists as opposite and therefore autonomous
to one another, although the unpredictably new—a pure difference—that
emerges nevertheless retains an internal thread of logical dependence upon
that which gave birth to it at an originary level of theoretical investigation:
that is, one of ontogenesis, whereby a productive or creative (schöpferisch)
identity emerges between the irreducibly different terms.249 But one must be
careful. Grund and existence are just as much “contemporaneous” logical
relations as stages of historical development. Although the emergent split
institutes two autonomous zones of activity—or, to speak in the parlance
of the Weltalter, although the divide in being created by the irreducible
spontaneity of the unconscious decision or de-scission (Entscheidung as
Ent-Scheidung) sets the stage for the irreconcilability of the Present and
the Past as epochs or ages in nature that forever alter it—they both exist
simultaneously after the act of separation, despite the fact that the Grund also
represents the dark “pre-history” of existence. The Logic of Transcendental Materialism It is in this way that the body
as an independent entity existing in infinite contradistinction to mind can
still follow its own laws, even if mind ultimately proves itself to be superior
to its ontogenetic origins by existing in its own free register only in the a parallax gap could emerge from within the self-regulated biochemical and
electrical activity inside the skull, how “the 'mental' itself explodes within
the neuronal through a kind of 'ontological explosion.'”247 The question The Logic of Transcendental Materialism 167 aftermath of its hegemonizing self-positing or usurping of the primacy of
body—or, to put it differently, natural cyclical time can still exist alongside,
albeit in tension with, the out-of-joint dialectical temporality of spirit in
the same creature. The neuronal interface can subsist in two paradoxical
times, in the non-coincident two-way pull of the parallax as a multistable
figure, the eternal “Past” of nonconscious material pulsation and the
eternal “Present” of self-consciousness, both being “held” together in the
positively charged void that is the subject as the impossible in-between (the
vanishing mediator) generated within/by the negativity of being, so that the
gap that sustains the subjective consistency of the universe of meaning can
be maintained without denying the autonomy and power of cognitivism to
describe the pure Real of biochemical and electrical activity that is the brain. The two zones are not to be confounded with one another, even though
in a certain sense there is only the brute matter of the neuronal interface. Here we must recognize an implicit wordplay in Schelling: the copula in
judgement (Urteil) is not merely an act of mind, a mental synthesis bringing
a subject and predicate into relation with one another, but the expression
of an act of primordial ontological division (Ur-Teil as ursprüngliche Teilung)
exhibited by the thing in question with itself.250 The principle of identity
should be able to explain eruptive breaches in the fold of being instead
of being doomed to subsume everything under the dead univocity of a
claustrophobic immanence: “[t]his principle does not give expression to an
unity which, revolving in a circle of sameness, would be unprogressive, and
thus insensitive or unalive. The Logic of Transcendental Materialism This leads us into a detailed analysis of the
role of ontological catastrophe in the emergence of experience in being. expressions for a metaphysics of the disjunctive “and.” But what does this
moment of the breaking of existence out of Grund, of the explosion of the
Ideal out of the Real, look like? This leads us into a detailed analysis of the
role of ontological catastrophe in the emergence of experience in being. 189. Žižek, The Indivisible Remainder. Taken from the book description. The Logic of Transcendental Materialism The unity of this law is immediately creative.”251
The copula in judgement is, in this sense, one of Schelling's many
expressions for a metaphysics of the disjunctive “and.” But what does this
moment of the breaking of existence out of Grund, of the explosion of the
Ideal out of the Real, look like? This leads us into a detailed analysis of the
role of ontological catastrophe in the emergence of experience in being. aftermath of its hegemonizing self-positing or usurping of the primacy of
body—or, to put it differently, natural cyclical time can still exist alongside,
albeit in tension with, the out-of-joint dialectical temporality of spirit in
the same creature. The neuronal interface can subsist in two paradoxical
times, in the non-coincident two-way pull of the parallax as a multistable
figure, the eternal “Past” of nonconscious material pulsation and the
eternal “Present” of self-consciousness, both being “held” together in the
positively charged void that is the subject as the impossible in-between (the
vanishing mediator) generated within/by the negativity of being, so that the
gap that sustains the subjective consistency of the universe of meaning can
be maintained without denying the autonomy and power of cognitivism to
describe the pure Real of biochemical and electrical activity that is the brain. The two zones are not to be confounded with one another, even though
in a certain sense there is only the brute matter of the neuronal interface. Here we must recognize an implicit wordplay in Schelling: the copula in
judgement (Urteil) is not merely an act of mind, a mental synthesis bringing
a subject and predicate into relation with one another, but the expression
of an act of primordial ontological division (Ur-Teil as ursprüngliche Teilung)
exhibited by the thing in question with itself.250 The principle of identity
should be able to explain eruptive breaches in the fold of being instead
of being doomed to subsume everything under the dead univocity of a
claustrophobic immanence: “[t]his principle does not give expression to an
unity which, revolving in a circle of sameness, would be unprogressive, and
thus insensitive or unalive. The unity of this law is immediately creative.”251
The copula in judgement is, in this sense, one of Schelling's many
expressions for a metaphysics of the disjunctive “and.” But what does this
moment of the breaking of existence out of Grund, of the explosion of the
Ideal out of the Real, look like? 188. Žižek, The Parallax View, p. 4. 187. Ibid., p. 55. 187. Ibid., p. 55.
188. Žižek, The Parallax View, p. 4.
189. Žižek, The Indivisible Remainder. Taken from the book description. 188. Žižek, The Parallax View, p. 4. 213. Žižek, Less Than Nothing, p. 266. 168 Chapter 7 190. Ibid., p. 11. 191. Ibid., p. 8. 192. The other important figure here is, of course, Lacan. Since Lacanian psycho-
analysis declares that the Symbolic is never all, it is only natural that dialectical
logic for Žižek would necessarily include an irremovable moment of irreconcilabil-
ity. After all, for Lacan “when one gives rise to two, there is never a return. They
don’t revert to making one again, even if it is a new one. The Aufhebung is one of
philosophy’s pretty little dreams.” The Seminar. Book XX. Encore, On Feminine
Sexuality, The Limits of Love and Knowledge, 1972–3, ed. Jacques-Alain Miller,
trans. Bruce Fink (New York: Norton, 1998), p. 86. Yet insofar as Žižek’s project
rests on the claim that psychoanalysis is the culmination of a lineage that begins
in German Idealism, to assert that he merely reads Hegel through Lacan does not
suffice, especially given the similarities between his own dialectics and his reading
of Schelling. 193. Žižek, Less Than Nothing, p. 265. 194. Ibid. 194. Ibid. 195. See The Ticklish Subject, pp. 79–86. 196. Žižek, Less Than Nothing, pp. 234–35. 197. Žižek, The Ticklish Subject, p. 82. 198. Schelling, Freiheitsschrift, p. 227. 199. Žižek, Less Than Nothing, p. 922. 200. Žižek, The Abyss of Freedom, pp. 3–4. 201. Žižek, “Fichte’s Laughter,” p. 122. 202. See, for instance, The Parallax View, pp. 197–99. 203. Žižek, The Parallax View, p. 197 and 210. 203. Žižek, The Parallax View, p. 197 and 210. 204. Hegel, The Phenomenology of Spirit, p. 9. 204. Hegel, The Phenomenology of Spirit, p. 9. 205. Žižek, The Parallax View, p. 106 (repeated in Less Than Nothing, pp. 13f. and
642ff.). Contrast this with what he says of Schelling at ibid., p. 166;The Ticklish
Subject, p. 55; The Indivisible Remainder, p. 14; and The Abyss of Freedom, p. 15. 206. This stays the same in the late philosophy. See The Grounding of Positive
Philosophy, trans. Bruce Matthews (Albany: SUNY Press, 2007), p. 207. 207. Žižek, Less than Nothing, p. 265. 208. Schelling, The Ages of the World: Third Version (c. 1815), trans. Jason M. Wirth
(Albany: SUNY Press, 2000) (hereafter Weltalter III), p. 219. 209. Ibid., p. 217. 210. Schelling, Freiheitsschrift, p. 239. 211. Ibid., p. 232. 212. Ibid. 213. Žižek, Less Than Nothing, p. 266. The Logic of Transcendental Materialism 169 214. Schelling, Ages of the World, in The Abyss of Freedom/Ages of the World, trans. Judith
Norman (Ann Arbor: University of Michigan Press, 2008) (hereafter Weltalter II),
p. 121. 214. Schelling, Ages of the World, in The Abyss of Freedom/Ages of the World, trans. Judith
Norman (Ann Arbor: University of Michigan Press, 2008) (hereafter Weltalter II),
p. 121. 215. Žižek, The Indivisible Remainder, p. 9. 215. Žižek, The Indivisible Remainder, p. 9. 216. Schelling, Freiheitsschrift, p. 281. 216. Schelling, Freiheitsschrift, p. 281. 217. Schelling, Weltalter II, p. 6. 218. The Indivisible Remainder, p. 13. 218. The Indivisible Remainder, p. 13. 219. Ibid. 219. Ibid. 220. Ibid., p. 11. 220. Ibid., p. 11. 221. Ibid., pp. 35–39. I take up this point in chapter 9. 222. Žižek, The Parallax View, p. 166. 222. Žižek, The Parallax View, p. 166. 223. Schelling, Weltalter II, p. 121. 223. Schelling, Weltalter II, p. 121. 224. Ibid. 224. Ibid. 225. Schelling, Freiheitsschrift, pp. 241–42. 225. Schelling, Freiheitsschrift, pp. 241–42. 226. Ibid., p. 239. 226. Ibid., p. 239. 227. Žižek, Less Than Nothing, p. 233. 227. Žižek, Less Than Nothing, p. 233. 228. See Žižek, The Parallax View, pp. 201–4. 228. See Žižek, The Parallax View, pp. 201–4. 229. Žižek, Less Than Nothing, p. 558. 229. Žižek, Less Than Nothing, p. 558. 230. Schelling, Freiheitsschrift, p. 239. 231. Kant, Kant on Education, p. 1; Lectures on Pedagogy, p. 437. For my discussion, see
chapter 5. 232. Kant, Anthropology from a Pragmatic Point of View, p. 420. 233. Kant, Kant on Education, p. 6; Lectures on Pedagogy, p. 439. 234. Hegel, Hegel’s Philosophy of Nature, vol. 1, p. 205 (§247). 235. Ibid., p. 223 (§254). Translation modified. 235. Ibid., p. 223 (§254). Translation modified. 236. Ibid., p. 257 (§257A). 236. Ibid., p. 257 (§257A). 237. This example comes from my first Hegel teacher and philosophy mentor, Toni
Stafford. 238. Hegel, The Science of Logic, p. 536. 238. Hegel, The Science of Logic, p. 536. 239. Hegel, The Encyclopedia Logic, p. 293 (§221Z). 239. Hegel, The Encyclopedia Logic, p. 293 (§221Z). 240. Ibid., pp. 302–3 (§234Z). 240. Ibid., pp. 302–3 (§234Z). 241. Hegel, Hegel’s Philosophy of Nature, vol. 1, p. 206 (§247Z). 242. Žižek, Indivisible Remainder, p. 92. 242. Žižek, Indivisible Remainder, p. 92. 242. Žižek, Indivisible Remainder, p. 92. 243. The full argument for this will be spilled out in chapter 10. 244. The Logic of Transcendental Materialism 169 Žižek, The Parallax View, p. 7. 244. Žižek, The Parallax View, p. 7. 245. Ibid., p. 168 (again in Less Than Zero, p. 725; and Žižek & Woodard, “Interview,”
The Speculative Turn: Continental Materialism and Realism, p. 407). 250. Hegel draws upon the same wordplay in his Logic. Cf. The Encyclopedia Logic, p.
244 (§166A); and The Science of Logic, p. 552. 170 Chapter 7 246. Ibid., p. 175. 247. Ibid., p. 210. 248. Schelling, Freiheitsschrift, pp. 223–25. 249. Ibid., p. 227. 249. Ibid., p. 227. 250. Hegel draws upon the same wordplay in his Logic. Cf. The Encyclopedia Logic, p. 244 (§166A); and The Science of Logic, p. 552. 251. Schelling, Freiheitsschrift, p. 227. 251. Schelling, Freiheitsschrift, p. 227. Chapter 8
When the World Opens its Eyes
The Traumatic Fissure of Ontological Catastrophe Chapter 8
When the World Opens its Eyes
The Traumatic Fissure of Ontological Catastrophe Žižek's quadruple dialectics sets forth a conception of the absolute that is
incomplete, insofar as it has split itself through a moment of primordial
division into two irreconcilable zones of activity: body and mind, nature
and spirit, the Real and the Symbolic. However, to explain this moment of
self-sundering, Žižek must reappropriate various elements from Schellingian
ontology to articulate the pre-conditions of subjectivity in the throes of
being, something that the mature Hegel, recoiling from his Jenaer night of
the world, fails to do. Žižek's provocative claim is that if we attentively read
Schelling's account of the eruption of a freely existing subjectivity out of a
nature that becomes infinitely Other, we encounter two startling insights. First, the emergence of desire in being as the ontogenetic condition of
the possibility of subjectivity and phenomenalization displays a structural
parallel to Schelling's own theory of disease and evil. Second, we must
follow the implications of this to the end: rather than exhibiting a great
triumph at the end of the odyssey of being, self-consciousness is merely
the possible aftereffect of a cancerous negativity in being, an ontological
catastrophe, which points to an irreversible fracturing of the very essence of
the world. We will also explore the consequences of this for evolutionary
theory and contemporary philosophy of mind. 172 Chapter 8 8.1 Desire, the Disease-Stricken Body of Being Following Schelling's descriptions of the eternal Past forever anterior to
consciousness and language, a concern immediately arises: when we look
at the elusive X of nature in the immemorial epochs of cosmological and
geological time or the evolutionary strata of biological auto-development,
we encounter an all-encompassing/all-consuming whole that precludes
the absolute freedom of the subject. Insofar as this self-totalizing causality
immanent in nature represents a relatively closed circle, how is this
deterministic “deadlock” surpassed so that autonomy is possible? How
exactly can the Grund/neuronal interface act in the self-effacing yet world-
giving mode of existence/the mental? Although Žižek's own descriptions
of the passage in The Indivisible Remainder and The Abyss of Freedom
focus on the founding gesture of subjectivity as a self-instituting fiat, this
is not enough. It is only one side of the story. The question is how the
undifferentiated circuit of drives that constitute the pre-logical Real could
paradoxically ground—give rise to or help incite—the irreducible self-
positing act of decision. As Adrian Johnston argues, although this self-
positing is ultimately an arbitrary, groundless act “analogous to the cutting
of the Gordian knot”—which, as Žižek himself says, “can be described
(narrated) only post festum, after it has already taken place, since we are
dealing not with a necessary act but with a free act which could also not
have happened”252—Schelling himself searches for a way to inscribe the very
condition of the possibility of the act itself within the material palpitations
of nature, in works that Žižek for the most part does not discuss.253 In this
sense, Žižek's own account is not satisfactory because it has a tendency
to present the drives as an irrevocably closed and blind system without
explaining how of themselves they could short-circuit, a theoretical point
that would be advantageous to his overall project. As Johnston points out, within the Schellingian ontogenetic narrative,
the self-positing of the subject is first possiblized by the emergence of desire
(Begierde) within being. Desire marks the first juncture of some kind of
primordial blockage in the heart of blind necessity that upsets the automatic,
unbridled oscillation of drives by shattering their pure immanence. This
has two effects. 8.1 Desire, the Disease-Stricken Body of Being First, in psychoanalytical terms, it means that instead of a
relative homeostasis as the inner telos guiding the entirety of an organism's When the World Opens its Eyes 173 biological life, we see for the first time a relative short-circuiting within
the pleasure principle, an inability to find satisfaction through the mere
repetition of the same constitutive of the movement of instincts. Second,
in place of a smooth, determined relation to the environment wholly
programmed by instincts (the coincidence of Innenwelt and Aussenwelt
through a predetermined set of biological schemata that hardwire the
organism into its “exterior” surroundings) we get a degree of liberation from
the various sense data of perception that normally mechanically determine
an organism's actions as it enters into a state of denaturalization that is
contemporaneous with an act of withdrawing from its immersion in being,
and thereby the first stirrings of a free creation of a world of experience. Desire in its Schellingian mode is thus an intermediary stage between nature
and the violent unruliness that is the dark birthplace of the transcendental
I. But what must be noted here is how desire, as the beginning of the
idealization of reality, is essentially identical to the conventional definitions
of psychosis as withdrawal from objective reality into self, but here at the
ontological level instead of that of sociopolitically structured reality. Consequently,
it is Schelling and not Hegel who most succinctly describes the ontological
passage through madness insofar as it is the former and not the latter who
describes how the night of the world could disrupt the world into a series of
membra disjecta. In this respect, when Žižek in The Ticklish Subject and Less
Than Nothing proclaims that it is Hegel who is the most radical philosopher
of the abyss of madness at the core of subjectivity and the minimal paranoia
at the basis of order itself,254 he appears to be completely unaware of how
strongly his reading of Schelling influences his own reactualization of
German Idealism. 8.1 Desire, the Disease-Stricken Body of Being On his own account, not only is the Schellingian concept
of the erratic oscillation of drives that precedes fully constituted reality
the expression of the abyss of madness at the core of subjectivity, which
Schelling himself supplements with the emergence of desire/ontological
madness in being, but at the end of the first chapter of The Indivisible
Remainder Žižek discusses Schelling's great insight into the necessarily
paranoiac structure of universality as such, a point made explicit for the first
time by Lacan, thus establishing a link between the two.255
In this sense, in both Žižekian and Schellingian ontology we can speak
of something like a spectrum of subjectivity or ideality inherent within In this sense, in both Žižekian and Schellingian ontology we can speak
of something like a spectrum of subjectivity or ideality inherent within 174 Chapter 8 Chapter 8 174 nature. Following this claim literally, we must say that we come across
traces of desire within other organisms to varying degrees: there is a kind
of quantitative accumulation of desire (an evolutionary genesis) that may
lead to a complete qualitative break with nature (the splitting act of Ent-
Scheidung) but in such a way that the possibility of the latter is not logically
contained within the former as a kind of hidden, self-unfolding kernel—
rather, the former can only incite it, so that only after the fact can we
establish a “relation” between the two. There is no guarantee for freedom in
the realm of mere being. Yet, what desire shows us is that the pure Real is
not completely all-consuming: it is teeming with crevices within its positive
fold, interstices within its being, which present a restless negativity tearing
it apart. However, these sites of negativity are to be distinguished from
human subjectivity insofar as despite expressing a minimal level of liberation
from nature's cycles, they are unable to completely liberate themselves
from nature's biological hardwiring and thus seek a new form of non-
natural (virtual) organization. In this respect, they would only resemble the
primordial unruliness prior to the advent of the Symbolic insofar as they
would not exhibit a violent process of utter denaturalization, although we
must nevertheless speak of a tension-ridden trembling of the organic system
as it begins to quiver under its own weight. 8.1 Desire, the Disease-Stricken Body of Being It is for this reason that Žižek can adopt Heidegger's claim in The
Fundamental Concepts of Metaphysics that animals feel “the ‘poorness’ of
their relating to the world” in such a way that we see “an infinite pain
pervading the whole of living nature.”256 As Žižek points out, this shares
common ground with Schelling's notion of “the veil of despondency
that spreads itself over nature.”257 But we must understand this pain or
despondency in nature in two separate but interrelated ways. First, one
could say that in desire as the beginnings of the idealization, that is, of the
world's psychotic replication of itself within itself, animals have a kind of implicit
yet nonconscious “knowledge” that they are unfree because they exist in a
mode of unfathomable tension between the Real (instinctual-deterministic
schemata) and the Ideal (desire as a blockage), but without this distinction
being posited as such, as if here the Ideal has begun to inhere/persist within
the Real, disrupting it from the inside, without yet being autonomous. The
Real rules supreme—and not only has full-fledged ideality not yet emerged When the World Opens its Eyes 175 175 in being, but what we encounter here may only be referred to as a form
of ontological proto-ideality once ideality in its freedom has come on the
scene, that is, retroactively. By consequence, the slightest tinge of desire
within the biological system that is supposed to determine the animal's
reaction with its environment in advance through a pre-set logistics gives
it, as it were, a taste of its own possible, but unreachable freedom, the
animal being liberated yet confined in its movement. It is this simultaneous
nonconscious “dreamlike” premonition of subjective freedom and its
ultimate ontological foreclosure that constitutes nature's despondency or
melancholy (Schwermut). But it must be noted that the “despondency”
or “melancholy” of nature is not a moment of mere poetical rhetoric or
uncalled-for anthropomorphism. As Henri Maldiney points out, Heidegger's
descriptions of living beings as plagued by a constitutive Benommenheit
(captivation, dazedness) coincide with that “mode of being of the type
melancolicus” elaborated by Tellenbach.258 If nature is overcome by a veil of
despondency, it is because non-human life is wrought by a structure that is,
for us, distinctively pathological: it is as if it is held back, stuck in its tracks,
because it is incapable of a truly effective willing. 176 Chapter 8 The Žižekian night of the world emerges as the nonconscious drives of
nature for the first time liberate themselves from their blind rotation in being
through an immanently generated pandemonium within the corpo-Real
of the body. Properly speaking, desire is an impasse within the ontological
life of substance—“[s]ince there is consequently an unremitting urge to be
and since it cannot be, it comes to a standstill in desire, as an unremitting
striving, an eternally insatiable obsession with Being”259—that prevents
substance from encompassing all, for the organism now obeys its own
non-natural logic. It stands for the irremovable and impenetrable kernel
of the Real qua logical paradox/internal limit that disturbs the annular
circulation of drives through its own self-assertive violence. Here, the
analogue with the body again proves to be useful to perceive the radicality
of Žižek's reactualization of Schelling. Although the biological unity of
the corpo-Real can astound us with its organic dynamism and systematic
efficacy, the very awe-inspiring force of this self-organizing totality can cast
a shadow over its dark underbelly, whose traumatic fact is often attested by
nature's production of monstrosities, degenerative diseases, the mindless
proliferation of cancerous tumors, or even the emergence of various forms
of mental illness and psychosis caused by pure organic dysfunction, a fact
that demonstrates how, from within the closed totality of a determinist
system, a part can assert itself from within and hegemonize the organic
whole, restructuring it according to its own “unruly” whim and thereby
perturbing its harmonious, symphonized flow. Even if everything is logically
pre-determined (the ebb and flow of matter can only follow certain paths
carved out by genetics, the neuronal interface of the brain, and various
different autopoietic systems), the laws that normally regulate the body
can by themselves immanently generate a (bio)logical short circuit, thereby
opening up a negative space within the body's corpo-Real that can assert
itself and wreak havoc over its self-governing unity through a glitch in its
programming. That which guarantees the placid functioning of everyday life
and the health of body can suddenly turn into a ghastly apparition of true
terror. 176 Chapter 8 Like an illness or disease within Schellingian ontology, desire does
not stand for a positive ontological unity, but for an internal scrambling
of the biological system that does not follow its supposed path within the
whole and instead stubbornly asserts its own self at all costs—even its own The Žižekian night of the world emerges as the nonconscious drives of
nature for the first time liberate themselves from their blind rotation in being
through an immanently generated pandemonium within the corpo-Real
of the body. Properly speaking, desire is an impasse within the ontological
life of substance—“[s]ince there is consequently an unremitting urge to be
and since it cannot be, it comes to a standstill in desire, as an unremitting
striving, an eternally insatiable obsession with Being”259—that prevents
substance from encompassing all, for the organism now obeys its own
non-natural logic. It stands for the irremovable and impenetrable kernel
of the Real qua logical paradox/internal limit that disturbs the annular
circulation of drives through its own self-assertive violence. Here, the
analogue with the body again proves to be useful to perceive the radicality
of Žižek's reactualization of Schelling. Although the biological unity of
the corpo-Real can astound us with its organic dynamism and systematic
efficacy, the very awe-inspiring force of this self-organizing totality can cast
a shadow over its dark underbelly, whose traumatic fact is often attested by
nature's production of monstrosities, degenerative diseases, the mindless
proliferation of cancerous tumors, or even the emergence of various forms
of mental illness and psychosis caused by pure organic dysfunction, a fact
that demonstrates how, from within the closed totality of a determinist
system, a part can assert itself from within and hegemonize the organic
whole, restructuring it according to its own “unruly” whim and thereby
perturbing its harmonious, symphonized flow. Even if everything is logically
pre-determined (the ebb and flow of matter can only follow certain paths
carved out by genetics, the neuronal interface of the brain, and various
different autopoietic systems), the laws that normally regulate the body
can by themselves immanently generate a (bio)logical short circuit, thereby
opening up a negative space within the body's corpo-Real that can assert
itself and wreak havoc over its self-governing unity through a glitch in its
programming. That which guarantees the placid functioning of everyday life
and the health of body can suddenly turn into a ghastly apparition of true
terror. 8.1 Desire, the Disease-Stricken Body of Being Second, with emergence
of desire, the self-sustaining circuitry of nature becomes disturbed by the
interruptive presence of an extimacy, an inassimilable Real, within its very
ebb and flow, causing its relatively balanced rotation to fall into a painful
deadlock, an erratic oscillation of conflictual tendencies that become more
and more uncontrollable as desire increases. If the animal gets its first taste
of freedom in desire, then nature in the same moment gets the first taste of
the madness that awaits it if this freedom were to fully actualize itself (the
night of the world). Nature's pain is the unsteady, unpredictable palpitation
of its heart of hearts threatening to explode in one excessive outburst as
Todestrieb begins to awaken itself, but because it has yet to self-accumulate
to a great intensity, and nothing has arisen to tame this propensity, there is
a bleak darkness of antagonism. What is at issue here is the state of nature
that precedes and sets the stage for humanity as a response; the emphasis
is not on us, but rather on ontogenetic conditions, so that the apparent
anthropomorphization of nature is coincident with the dehumanization of 176 Chapter 8 Like an illness or disease within Schellingian ontology, desire does
not stand for a positive ontological unity, but for an internal scrambling
of the biological system that does not follow its supposed path within the When the World Opens its Eyes 177 dismal downfall by obstructing its own life source. A false unity, it simultaneously
represents an ontological perversion and a metaphysical distortion: freedom
is a devouring black hole, a mere disturbance, in the vital throes of being. In
this context, Žižek talks of Jacques-Alain Miller's remarks on an unsettling
rat experiment mentioned in one of Lacan's unpublished seminars, where
it is only through a kind of neurological mutilation that a rat can be made
to behave like a human. Formally, the specific character that distinguishes
human freedom and separates it from the rest of the world is identical to
rampant malfunction, a violent ontological disfiguring.260 As the force of desire is raised to a higher and higher degree of ideality,
matter enters into a self-lacerating rage (sich selbst zereißende Wut) like a
cancer-ridden, disease-stricken body howling under its own out-of-control
energy.261 Desire is a self-destructive mania that tears apart the smooth
fabric of the world. This is why Žižek finds Schelling's “Wagnerian” vision of
God so terrifying. It depicts a being that, by means of the painful, crippling
amplification of desire into Todestrieb, becomes completely denaturalized
and can thus posit itself as distinct from the anonymous, faceless pulsation
of substance by the carving up of a self: “[t]he horror of the rotary motion
resides in the fact that it is no longer impersonal: God already exists as
One, as the Subject who suffers and endures the antagonism of drives,” “a
state of an endless 'pleasure in pain,' agonizing and struggling with Himself,
affected by an unbearable anxiety.”262 The primordial unruliness of human
nature and its coequal term diabolical evil are therefore synonymous with
this grotesque excess of life that we witness in the breakdown of the corpo-
Real in times of illness, with what occurs when the self-enclosed logic of
nature auto-disrupts through pure dysfunction. 178 Chapter 8 Žižek. What I am currently engaged with is the paradoxical
idea that, from a strict evolutionary standpoint, consciousness
is a kind of mistake—a malfunction of evolution—and
that out of this mistake a miracle emerged. That is to say,
consciousness developed as an unintended by-product
that acquired a kind of second-degree survivalist function. Basically, consciousness is not something which enables us
to function better. On the contrary, I am more and more
convinced that consciousness originates with something going
terribly wrong—even at the most personal level. For example,
when do we become aware of something, fully aware? Precisely
at the point where something no longer functions properly or
not in the expected way. Daly. Consciousness comes about as a result of some
Real encounter? Žižek. Yes, consciousness is originally linked to this moment
when “something is wrong,” or, to put it in Lacanian terms,
an experience of the Real, of an impossible limit. Original
awareness is impelled by a certain experience of failure and
mortality—a kind of snag in the biological weave. And all the
metaphysical dimensions concerning humanity, philosophical
self-reflection, progress and so on emerge ultimately because
of this basic traumatic fissure.264 176 Chapter 8 In this regard, the freedom
of the subject—that anarchic state that precedes the birth of the Symbolic
as a form of retroactive damage control—is not a positive characteristic
or attribute: it is the failure of the auto-actualization of the essence of
nature, its inability to contain itself within its own preset logistics, which
causes an ontological catastrophe.263 As Žižek makes clear in an interview,
when viewed from the standpoint of the natural world we can only even
understand the peculiarity of (self-) consciousness and human intelligence
by positing something going horribly wrong in its internal development: 178 Chapter 8 8.2 Malfunction, Mal-adaptation, Breakdown:
Žižek and the Sciences We should pause for a moment and consider this Žižekian notion of
a “snag in the biological weave” in order to draw out its full meaning
and implications for our understanding of the sciences, which will
simultaneously allow us to show that such an ontogenetic account of
the emergence of Todestrieb is not enough to explain the emergence of
subjectivity. Taken at a purely formal level, both standard accounts of
evolution and Žižek's theory of the ontogenesis of the subject appear to
share a fundamental presupposition. Functioning through random mishaps When the World Opens its Eyes 179 When the World Opens its Eyes 179 179 in the self-replication of genetic code producing new, unforeseeable
ontological differences in living being, neo-Darwinian evolution is rendered
possible by a moment of malfunction, error, the always possible upsurge
of inconsistency in the “rhythmic” flow of nature. Irreversible mutations
form the basal and primordial stuff from which life gains its mercurial
character. Consequently, for modern-day biology, nature too is not-all
insofar as there is no eternal, overarching unity in the vital energetics of
substance, no all-inclusive weave with a preset structure, plan, or predictable
movement: there are constant slips and slides in positive reality, glitches
and functional disturbances. Evolution is nothing other than nature
encountering its own real limit, which proves to be the actual driving force
of material creation and change: its weakness does not prove to be a mere
limitation, a deficiency, but is often even its strength, allowing its forms to
endure by adaption. However, what we could call the biological movement
of the negative is only able to ground this transformative activity insofar
as it sets up a new “dialectic” between organism and environment. As
malfunction slowly and contingently gives rise to new characteristics by
the sedimentation of small changes over the sluggish march of evolutionary
time, an automatic rubric of natural selection occurs: those who are, by
pure chance, more “fit” for their particular niche survive and pass on the
biological glitch that, paradoxically, shows itself retroactively to have been
a source of force and power, making those that were not struck by accident
with the given mishap of self-replication in question disadvantageous,
leading them to die out. Though here the possibility of monstrosities
coincides with the possibility for new natural forms, a new emergent logistic
is able to subsume both within a greater system of the struggle for life and
death, even if this struggle is, in and of itself, non-teleological. in the self-replication of genetic code producing new, unforeseeable
ontological differences in living being, neo-Darwinian evolution is rendered
possible by a moment of malfunction, error, the always possible upsurge
of inconsistency in the “rhythmic” flow of nature. Irreversible mutations
form the basal and primordial stuff from which life gains its mercurial
character. When the World Opens its Eyes 179 Consequently, for modern-day biology, nature too is not-all
insofar as there is no eternal, overarching unity in the vital energetics of
substance, no all-inclusive weave with a preset structure, plan, or predictable
movement: there are constant slips and slides in positive reality, glitches
and functional disturbances. Evolution is nothing other than nature
encountering its own real limit, which proves to be the actual driving force
of material creation and change: its weakness does not prove to be a mere
limitation, a deficiency, but is often even its strength, allowing its forms to
endure by adaption. However, what we could call the biological movement
of the negative is only able to ground this transformative activity insofar
as it sets up a new “dialectic” between organism and environment. As
malfunction slowly and contingently gives rise to new characteristics by
the sedimentation of small changes over the sluggish march of evolutionary
time, an automatic rubric of natural selection occurs: those who are, by
pure chance, more “fit” for their particular niche survive and pass on the
biological glitch that, paradoxically, shows itself retroactively to have been
a source of force and power, making those that were not struck by accident
with the given mishap of self-replication in question disadvantageous,
leading them to die out. Though here the possibility of monstrosities
coincides with the possibility for new natural forms, a new emergent logistic
is able to subsume both within a greater system of the struggle for life and
death, even if this struggle is, in and of itself, non-teleological. For Žižek, however, this naturalistic account of biological “negativity”
within being at the level of the self-reproduction of organisms does not go
far enough. Although he agrees with its fundamental presuppositions—
nature as not-all, as driven forward by an internal yet productive
inconsistency—he believes that the mechanism of neo-Darwinian evolution
is unable to explain the emergence of subjectivity because it falls back
into the trap of an organic theory of nature. When the World Opens its Eyes 179 Even if it does not posit
an indwelling, necessary tendency for progression, a forward-moving 180 Chapter 8 0 Chapter 8 180 advancement towards more sophisticated life-forms, the “dialectic” between
organism and environment is all-inclusive: the law of self-preservation and
homeostasis becomes so primordial that even a mishap in reproduction
becomes ultimately subsumed under a species' attempt to assert itself and
stay alive, so that the moment of the negative retroactively posits itself
as being always already a teleologically guided, rational development. In
other words, we can always give reasons as to why this or that evolutionary
feature benefited the organism as a being immersed in the natural cycle of
life and death. Even if within the naturalistic viewpoint nature/substance is
in a certain respect not-all—there is nothing guaranteeing its completion—
it does not go far enough, for nothing transcends its grasp. There may
be conflict and negativity within the system, but this in no way poses a
problem to the inner algorithm of its biological “dialectics.” The problem
with this theoretical position is that it fails to see how the subject, haunted
by Todestrieb, demonstrates that there is no single overarching principle of
explanation, that there is a “place” in nature that is, strictly speaking, non-
natural and defines itself against the rhythm of life and death, fullness and lack:
the negativity that opens up the space for self-consciousness cannot be,
even retroactively, subsumed within an evolutionary narrative of survival. Scientific methodology cannot explain the human, for the zero-level (=
unruliness) of experience not only provides no functional advantage in
nature, but even disturbs the dialectic of organism and environment because
it cuts the link between Innenwelt and Aussenwelt. As Žižek says, “we should
bear in mind the basic anti-Darwinian lesson of psychoanalysis repeatedly
emphasized by Lacan: man’s radical and fundamental dis-adaptation, mal-
adaptation, to his environs,”265 a point not only argued for by Lacan, but
also by Kant and Fichte at the beginning of the German Idealist tradition.266
Ž advancement towards more sophisticated life-forms, the “dialectic” between
organism and environment is all-inclusive: the law of self-preservation and
homeostasis becomes so primordial that even a mishap in reproduction
becomes ultimately subsumed under a species' attempt to assert itself and
stay alive, so that the moment of the negative retroactively posits itself
as being always already a teleologically guided, rational development. When the World Opens its Eyes 179 In
other words, we can always give reasons as to why this or that evolutionary
feature benefited the organism as a being immersed in the natural cycle of
life and death. Even if within the naturalistic viewpoint nature/substance is
in a certain respect not-all—there is nothing guaranteeing its completion—
it does not go far enough, for nothing transcends its grasp. There may
be conflict and negativity within the system, but this in no way poses a
problem to the inner algorithm of its biological “dialectics.” The problem
with this theoretical position is that it fails to see how the subject, haunted
by Todestrieb, demonstrates that there is no single overarching principle of
explanation, that there is a “place” in nature that is, strictly speaking, non-
natural and defines itself against the rhythm of life and death, fullness and lack:
the negativity that opens up the space for self-consciousness cannot be,
even retroactively, subsumed within an evolutionary narrative of survival. Scientific methodology cannot explain the human, for the zero-level (=
unruliness) of experience not only provides no functional advantage in
nature, but even disturbs the dialectic of organism and environment because
it cuts the link between Innenwelt and Aussenwelt. As Žižek says, “we should
bear in mind the basic anti-Darwinian lesson of psychoanalysis repeatedly
emphasized by Lacan: man’s radical and fundamental dis-adaptation, mal-
adaptation, to his environs,”265 a point not only argued for by Lacan, but
also by Kant and Fichte at the beginning of the German Idealist tradition.266 In his own work on cognitive science, Žižek attempts to show for this
very reason how a variety of cognitive scientists and neurophilosophers falter
at the enigma of consciousness and thereby create a plurality of approaches
at odds with one another. He divides the latter into four groups, which cover
the logical possibilities of explaining consciousness in terms of the standard
natural model (sadly, the details of each on the Žižekian reading must be left
aside here): When the World Opens its Eyes 181 181 I. eliminative/reductive materialism: the proclamation that there is
no such thing as consciousness and qualitative experience is a
“naturalized” illusion (Patricia and Paul Churchland); II. the antimaterialist position: the necessity of positing a
new fundamental force of nature yet to be discovered
(David Chalmers); II. the antimaterialist position: the necessity of positing a
new fundamental force of nature yet to be discovered
(David Chalmers); III. 182 Chapter 8 182 Chapter 8 182 Chapter 8 its singular character as ideal self-reflexivity—both an attempt to show the
theoretical prowess of materialism) or by tackling it head-on ([ii] declaring
the irreducibility of mind or [iii] making a possible materialist explanation
disappear—both an attempt to demonstrate the necessity of idealism),
what each option shows, positively or negatively, is that the self-reflexivity
constitutive of consciousness is a disruption of natural laws that demands a
new metaphysical vision of the world. For these reasons, Žižek does not locate the moment of malfunction
constitutive of the subject at the level of genetic mutation and, in a second
step, he refuses to equate it completely with a breakdown of the libidinal-
material ground of nature. It goes beyond a scientifically measurable
“unit of change” (even if is ultimately incited by a certain series of genetic
mutations) insofar as it breaks with all totalizing, homogenizing principles or
laws. As a closed loop of infinite self-relating, consciousness can only be made
possible by a prior psychotic withdrawal of the world into its nocturnal,
ontologically solipsistic self, the primordial rupture dividing Innenwelt and
Aussenwelt. It is this founding gesture that sets an internal limit to scientific
models because it obstructs the “dialectic” of organism and environment:
the self-organizing, instinctual schemata offered by our genetic code go
haywire in the life of the organism, so that we are no longer immersed in
the world through a preset logistical program, but open up a space within
which we are able to freely relate to it as an Other. The point is not to search
for how the raw immediacy of the brute Real of neurons and their ancestral
history in immemorial time dissipates the primordiality of self-experience,
but how the irreducible reflexivity that sustains consciousness itself emerges
from within the brute, faceless abyss of asubjective brain matter in such a
way that the former remains incommensurate with latter, even if the latter is
its obscure birthplace. Relying upon John Taylor's theory of consciousness,
Žižek locates this primordial act of ontological division at a very specific
point: through the relation of past working memory to present input, present
experience spontaneously acquires the ability to relate to itself through a
detour through the (its) past, the condition of which is “bubbles” of neuronal
activity in local cortical regions establishing complex feedback systems. When the World Opens its Eyes 179 the inherent inexplicability of consciousness: given the “cognitive
closure” limiting knowledge, we must assert that the birthplace
of conscious awareness is unknowable, even if it did arise out of
materiality (Colin McGinn, Steve Pinker); IV. an “as-if” non-reductive materialism: consciousness exists, and we
can use teleological language to describe it, but it has emerged
entirely due to natural laws and can ultimately be completely
subsumed within them (Daniel Dennett).267 IV. an “as-if” non-reductive materialism: consciousness exists, and we
can use teleological language to describe it, but it has emerged
entirely due to natural laws and can ultimately be completely
subsumed within them (Daniel Dennett).267 What remains common to each of these approaches, according to Žižek,
is the failure of a purely scientific account of consciousness. In typical
psychoanalytical style, it is the places where these discourses reach an
impasse, where their symbolic space is internally obstructed, that are the
most revealing; paradoxically, this occurs whenever they face the essentials of
the very object of their investigation. Whether it be (i) the outright dismissal of
self-consciousness reflexivity as a pseudo-problem, (ii) the thesis that the
only way to inscribe the singularity of consciousness within nature is to posit
a new force comparable to gravity or electromagnetism, (iii) entirely giving
up any possible material explanation of consciousness, or (iv) the forced
attempt to understand conscious reflexivity as a purely natural phenomenon,
the closed loop of infinite self-relating that is the condition of the possibility of self-
consciousness is itself the impasse of each discourse, for consciousness cannot be
naturalized. This leads Žižek to say: “I am therefore tempted to apply here
the dialectical reversal of epistemological obstacle into positive ontological
condition: what if the 'enigma of consciousness,' its inexplicable character,
contains its own solution? What if all we have to do is to transpose the gap
which makes consciousness (as the object of our study) 'inexplicable' into
consciousness itself?”268 Either by trying to bypass the problem by fiat ([i]
completely eliminating the object, “consciousness,” or [iv] stripping it of 8.3 Terror, Perplexity, and the Awakening of the World All at once and as if in a cosmic
flash, through an accident of overlapping in the neuronal network, material
being encounters its own internal limit amplified to the maximum and the
world opens its eyes: with the rise of subjectivity it appears that an unsolvable
glitch in the smooth functioning of its own inward-dwelling logic posits
itself as such, enabling the world for the first time to find the distance to Situating his own philosophical project within the heritage of German
Idealism, Žižek's psychoanalytical reactualization of the Schellingian
eruptive logic of the Grund is an attempt to show how the subject is not
external to the absolute. In other words, the gaze of the subject in Žižekian
ontology must be seen as the material universe finally “gaining” the power
to look upon itself through an internal reflection: “the whole domain of the
representation of the world (call it mind, spirit, language, consciousness, or
whatever medium you prefer) needs to be understood as an event within
and of the world itself. Thought is not at all opposed to being, it is rather
being's replication within itself.”271 As the dense, closed circuitry of nature
dissolves under the impact of the Todestrieb, it gives way to the possibility
of the “miracle”272 of human thinking and its free idealization of the world
as immanent in the latter. However, this moment of parallax shift from
mere being to thought must be taken for what it is. Within the ancestral
genealogy of forgotten, phenomenologically inaccessible time, the system
of nature slowly and contingently grows in complexity, eventually reaching
its autopoietic apotheosis in the structure of the brain, which, because
of its some one hundred billion neurons possessing a total of at least one
hundred trillion synaptic connections, thereby displaying one hundred times
more synapses than the estimated number of stars in our galaxy, is unable
to hold itself together according to its own immanent, self-regulating laws. Unintended loops and gaps in its processes become visible as they writhe
under the infinite pressure of their own labyrinthine intricacy, nature failing
to find its own way in its own production. 182 Chapter 8 It
is this direct self-instituting short-circuiting that allows for free, infinitely
self-standing thought, the ease, energy and speed of mental operations, in When the World Opens its Eyes 183 contradistinction to the complex mediative channels of neuronal activity
that produced the organism as a biological system, for it allows present
experience to liberate itself radically from a mere attachment to input.269 In
a flash, the organism stops being determined through external conditions,
but creates a zone within which it can relate to itself as a self so that bit by
bit this self-relation takes charge of instinctual schemata. For Žižek, this
“short circuit” or “(bio)logical glitch” between various faculties within
the brain—a kind of naturally inexplicable overlapping that creates the
possibility of psychotic self-relation, which, just like Schelling's account of
the self-begetting of God, “can be described (narrated) only post festum,
after it has already taken place, since we are dealing not with a necessary
act but with a free act which could also not have happened”270—as a meta-
transcendental condition of consciousness is related only in a derivative
or secondary sense to the “malfunction” so fundamental to the process of
neo-Darwinian evolution.This is true for two reasons. First, it makes itself
superior to the natural basis that paves the way for it and thereby elevates
itself above it. Second, it is not predictable from the mere level of genetic
mutation. In this sense, not only is it a pure self-positing that depends
on nothing but itself (even if it is incited by a genetic mutation, it remains
irreducible to and logically distinct from it: it is a mere neuronal mishap,
a disruptive emergence in the interstices of the logical network sustained
by the biochemical and electrical interface of brain matter), but this
capacity for self-assertion also allows it to liberate itself from its immersion/
imprisonment in the natural world (the generated closed loop of self-relation
breaks the interpenetration of Innenwelt and Aussenwelt in such a way that it
cannot be retroactively subsumed within a survivalist narrative of newfound
functionality, even if it does manage to acquire a second-degree survivalist
function). Genetic mutation, the “dialectics” of organism and environment,
and with it the breakdown of the libidinal-material ground of the organism,
may be necessary for explaining the origins of subjectivity, but they are not
sufficient. For full-fledged subjectivity to emerge, natural breakdown must
paradoxically double itself 184 Chapter 8 8.3 Terror, Perplexity, and the Awakening of the World Situating his own philosophical project within the heritage of German
Idealism, Žižek's psychoanalytical reactualization of the Schellingian
eruptive logic of the Grund is an attempt to show how the subject is not
external to the absolute. In other words, the gaze of the subject in Žižekian
ontology must be seen as the material universe finally “gaining” the power
to look upon itself through an internal reflection: “the whole domain of the
representation of the world (call it mind, spirit, language, consciousness, or
whatever medium you prefer) needs to be understood as an event within
and of the world itself. Thought is not at all opposed to being, it is rather
being's replication within itself.”271 As the dense, closed circuitry of nature
dissolves under the impact of the Todestrieb, it gives way to the possibility
of the “miracle”272 of human thinking and its free idealization of the world
as immanent in the latter. However, this moment of parallax shift from
mere being to thought must be taken for what it is. Within the ancestral
genealogy of forgotten, phenomenologically inaccessible time, the system
of nature slowly and contingently grows in complexity, eventually reaching
its autopoietic apotheosis in the structure of the brain, which, because
of its some one hundred billion neurons possessing a total of at least one
hundred trillion synaptic connections, thereby displaying one hundred times
more synapses than the estimated number of stars in our galaxy, is unable
to hold itself together according to its own immanent, self-regulating laws. Unintended loops and gaps in its processes become visible as they writhe
under the infinite pressure of their own labyrinthine intricacy, nature failing
to find its own way in its own production. Substance falls into deadlock:
with the emergence of the complex neuronal interface of man, it can no
longer successfully posit itself as a fragile all, and it breaks into a series of
membra disjecta, which opens up the space within which the self-enclosed
loop of experience asserts itself out of nowhere, further intruding upon
and obstructing its activity from within. 8.3 Terror, Perplexity, and the Awakening of the World Substance falls into deadlock:
with the emergence of the complex neuronal interface of man, it can no
longer successfully posit itself as a fragile all, and it breaks into a series of
membra disjecta, which opens up the space within which the self-enclosed
loop of experience asserts itself out of nowhere, further intruding upon
and obstructing its activity from within. All at once and as if in a cosmic
flash, through an accident of overlapping in the neuronal network, material
being encounters its own internal limit amplified to the maximum and the
world opens its eyes: with the rise of subjectivity it appears that an unsolvable
glitch in the smooth functioning of its own inward-dwelling logic posits
itself as such, enabling the world for the first time to find the distance to When the World Opens its Eyes 185 185 self necessary for its own self-phenemonalization by virtue of a shock,
a blow, a violence, for which it itself is responsible. The claustrophobic
immanence that drowns everything in the blind void of non-experience is
finally shattered—yet when the world finally opens its eyes for the very first
time in the mode of subjectivity it does not rejoice, it does not celebrate, nor
does it feel a passive, grateful joy from the beauty surrounding it and bask
in the bliss aroused by the wonder and amazement of the brute fact of its
existence. It whimpers under its own weight, hearing its own inarticulate cry
as it experiences itself in a moment of unbearable agony and catastrophic
self-diremption, “a mixture of terror and perplexity” that Žižek compares to
the atrocity of sexual abuse and the horrific pictures of children dying from
radiation exposure in Chernobyl: Although one of today's main candidates for the figure of Evil
is child sexual abuse, there is nevertheless something in the
image of a hurt, vulnerable child which makes it unbearably
touching: the figure of a child, between two and five years
old, deeply wounded but retaining a defiant attitude, his face
and poise remaining stubborn, although he is barely able to
prevent an outburst of tears—is this not one of the figures of
the Absolute? 8.3 Terror, Perplexity, and the Awakening of the World One thinks here about the photos of children
dying from exposure to radiation after the Chernobyl accident,
or—also from Ukraine—one of the photos on a child-porn
website showing a really young child, no more than four years
old, confronting a big ejaculating penis, face covered with fresh
sperm. Although the shot probably plays on the link between
the penis ejaculating sperm and the mother’s breast full of
milk, the expression on the child's face is clearly a mixture
of terror and perplexity: the child cannot make out what is
going on.273 What the world first sees is not its own awe-striking unity and oneness,
the spiritual fullness of a self-seizing, self-actualizing centre that holds
everything together in an all-encompassing totality. All it discerns is the
tumultuous uproar of erratic pulsation, an insurmountable, non-masterable
chaos resulting from the degradation or collapse of its own positive,
autopoietic activity. The self-awareness of the world, its self-experience 186 Chapter 8 But it must be insisted that this can only be accomplished at the
level of the virtual: “[t]he third moment which 'resolves' the contradiction
is by definition 'prothetic' (virtual, artificial, symbolic, not substantially
natural).”278 When the world “perceives itself” as lost to self and infinitely When the World Opens its Eyes 187 dirempt (N ≠ N as the originary [onto]logical violence preceding and
possibilizing transcendental imagination) in the mode of subjectivity, it
recoils into culture as a defence mechanism to try to sublate this gap in
its being, to fill in this hole in its depths and thereby posits itself as such
as a full-fledged subjectivity.279 In short, the passage from darkness to
light only occurs at the level of the Symbolic: in the Real, nothing changes,
unruliness (our break from nature) is left untouched. It is this aspect of the
intrinsic madness of culture, language, and phenomenal reality, its psychotic
lack of contact with the world, that Žižek claims we forget, that we must
necessarily forget, if the transcendental misrecognition of reality necessary to
subjectification as a reaction formation is to be a successful “compensation.”
All our discourses, all our “truths,” are nothing but the deluded ravings
of the asylum unaware of their true origin within the founding gesture
of subjectivity as a recoil spurred on by the brutal trauma of violently
awakening up into a dismembering hemorrhaging of being, the ultimate
ontological catastrophe. All the beauty of the world merely belies its true,
unbearable horror: “[i]f we take into consideration the many terrible things
in nature and the spiritual world and the great many other things that a
benevolent hand seems to cover up from us, then we could not doubt that
[the ego] sits enthroned over a world of terrors.”280 In this respect, “the true
point of 'madness' [...] is not the pure excess of the ‘night of the world,' but
the madness of the passage to the Symbolic itself, of imposing a symbolic
order onto the chaos of the Real. 186 Chapter 8 86 Chapter 8 186 Chapter 8 in the first person as made possible by the existence of subjectivity and
thus all experience as such, is necessarily preceded by this irreducible
and irreversible auto-disruption that must be seen as catastrophic. The
ontogenetic basis of subjectivity is the trauma of primordial loss, where
nature is forever alienated from itself through complete breakdown (N
≠ N), so that we must say that the subject is paradoxically that which
has survived its own death, for “the past traumatic loss of substance [...]
is constitutive of the very dimension of subjectivity”274—or as Schelling
himself puts it, “[p]ain is something universal and necessary in all life, the
unavoidable transition point to freedom [...]. It is the path to glory.”275 But
this is no mere rhetoric on behalf of Žižek: as his Schellingian-inspired
argument makes clear, this psychosis-inducing auto-disruption of being is
a necessary theoretical posit if free experience is to be possible instead of a
blind experiential void: We cannot pass directly from nature to culture. Something
goes terribly wrong in nature: nature produces an unnatural
monstrosity and I claim that it is in order to cope with, to
domesticate, this monstrosity that we symbolize. Taking
Freud's fort/da as a model: something is primordially broken
(the absence of the mother and so on) and symbolization
functions as a way of living with that kind of trauma.276 In short, the ontological necessity of “madness” resides
in the fact that it is not possible to pass directly from the
“animal soul” immersed in its natural life-world to “normal”
subjectivity dwelling in its symbolic universe—the vanishing
mediator between the two is the “mad” gesture of radical
withdrawal from reality that opens up the space for its
symbolic reconstitution.277 The implication of this is that the Symbolic (the reconstitution of reality,
the world's self-replication within itself) is nothing but an attempt to tame,
to gentrify this constitutive mayhem/madness in the immanent fold of
being. 188 Chapter 8 188 Chapter 8 188 Chapter 8 this being the fundamental logical moment for understanding how his own
parallax ontology can bring together a materialism and a self-grounding
idealism. It is not the mediating filters of language that are primordially
responsible for our lack of access to extra-subjective reality due to some
internal limitation—rather, it is reality itself that renders impossible its own
access to itself. The Symbolic is always already revelatory of the nature of
the world, albeit in an intrinsically negative manner: the prison house of
language, our inability to “transcend” it and grasp reality as it is in itself,284
necessarily refers to the material processes that gave birth to the alienating
linguistic-conceptual structures that permanently rob us of the immediacy
of being. Psychosis is not the feature of a single isolated subject lost in
disarray—it is the rite of passage of becoming a subject, a point explicitly
brought to the fore by Lacan285 and that justifies rereading Schelling
through Lacanian psychoanalysis. It is no accident that both Schelling's
Stuttgarter Privatvorlesungen and the third draft of the Weltalter contain at
a crucial point a meditation on the relationship between subjectivity and
madness and the latter's irreducibility (in the former when discussing the
soul's higher faculties, in the latter at the very end of the book of the Past):
“[u]nderstanding, if it is to be an actual, living and active understanding, is
therefore properly nothing other than a coordinated madness”;286 “[f]or in
what does the intellect prove itself than in the coping with and governance
and regulation of madness? [...] Without continuous solicitation of it, there
would be no consciousness.”287 The difficult paradox of Žižek’s metaphysical archaeology of the
subject is that it is only through this ontological catastrophe that the true
“miracle”288 of human thinking can emerge, so that there is a speculative
identity between the highest (that which sustains and creates the
autonomous sphere of spirit in its dialectical creativity) and the lowest (the
irrevocable alienation of being to itself, its schismatic auto-disruption that
produces a non-natural excess). As that which thereby negatively binds
together materialism and idealism, the impossible in-between that is the
subject is neither Real nor Symbolic insofar as it dialectically coincides with
both modalities simultaneously, yet is also outside of them, thus rendering
its status as a vanishing mediator undecidable. In both, it is internally
contained as external, present as absent, included as excluded. 186 Chapter 8 If madness is constitutive, then every
system of meaning is minimally paranoid, 'mad.'”281 Paradoxically, the world
can only become known to itself—being can only replicate itself within
thought—if its medium of self-disclosure operates “with no external support
of its truth,”282 without ever touching the Real.283 Accordingly, Schellingian desire must be said to be the beginning of
being's withdrawal into its nocturnal, irreal self and that which opens up the
space necessary for ego development as symptom formation (a defence). Following various hints and gestures in the middle-late Schelling, Žižek
takes premonitions of the psychoanalytical experience of mind-body discord
and brings to the fore their underlying eruptive logic. This leads him to the
idea of Grund and existence as a dialectically irreconcilable pair emerging
through the caustic collapse of being as it gains notional self-reflexivity, 188 Chapter 8 The subject When the World Opens its Eyes 189 189 is therefore infinitely non-coincidental and contradictory: having no place
in either mind or body, it can only show itself as the caustic breakdown of
substance (N ≠ N) or in the fleeting, ephemeral distortions of symbolic
space between signifiers ($), but these two traces fail to grasp its essence
in its purity, for the subject is more than the material collapse of being and
the limits of discourse. But what is more, not only is the subject outside
the Symbolic because it is minimally non-coincident with it, but insofar as
it is at its very origin and must withdraw in order for the Symbolic to take
hold, we need a new form of language even to discuss its genesis out of pre-logical
antagonism, since not even the inconsistencies of our notional apparatus
could thus aid us to explain its pure upsurge. The subject is “a non-provable
presupposition, something whose existence cannot be demonstrated but
only inferred through the failure of its direct demonstration.”289 As a result,
the metaphysical archaeology of the subject I have been executing contains
a necessary moment of speculative fabulation to fill in the unavoidable gaps of
the narrative of how thought arises within the flat plane of being. Here, however, we encounter a major methodological difficulty. Here, however, we encounter a major methodological difficulty. Drawing upon Schellingian ontology to embark upon such a mytho-poetic
articulation of how substance could act in the self-effacing, self-sundering
mode of subjectivity presents an immediate problem to those who are
familiar with the texts upon which Žižek relies, for the Freiheitsschrift
and the Weltalter display the structure of a quaternity, with a principle
exterior to the dynamic of Grund and existence that ties them together as
androgynous opposites in a point of absolute indifference, an Ungrund,
whose conceptual contours appear to have starkly different consequences
for human self-consciousness and culture, namely, that humans participate
in the theo-cosmogonic drama of God's search for self-manifestedness in
creation, or to put it differently, in the emergence of “the cosmos (of fully
constituted reality, ruled by logos) out of the proto-cosmic pre-ontological
chaos.”290 According to this picture, ontological catastrophe (the subject)
is less a cataclysmic breakdown than part of the inherent negativity in the
intimate life of God that makes His personality truly alive. 188 Chapter 8 Only through
the preclusion of a theosophic philosophy of nature as the illusion that there
is “a secret, invisible, all-powerful agent who effectively 'pulls the strings'
behind the visible, public Power... [an] obscene, invisible power structure 190 Chapter 8 190 Chapter 8 Chapter 8 190 Chap 190 C 190 acts the part of the 'Other of the Other' in the Lacanian sense, the part of the
meta-guarantee of the consistency of the big Other (the symbolic order that
regulates social life),”291 can Žižek ground his reading of the ontogenesis of
the subject by identifying the act of decision—the pure self-positing of the I
that separates Grund from existence for the first time—with the self-assertive
violence of evil and disease. Because there is no God who needs a being like
Himself in order to recognize Himself as Himself through a mirror that is
His Other, the irreducible freedom of the human subject can only be seen
as an ontologically narcissistic disturbance of the relatively ordered whole of
nature: there can be no internal teleology guided by divine understanding
and will whereby man participates in the divine drama of being's search
for self-disclosure. Nature is not the primordial, first revelation of God,292
but the obscure basis of subjectivity, that against which it defines itself by a
self-caused break. Rejecting the theosophic Ungrund central to Schelling's
middle-late texts, Žižek sees traces of a disavowed analytic of finitude
within them that, wrought with self-destructive, self-sabotaging tendencies,
can paradoxically efface itself in the production of an extimate kernel of
negativity, which then, in another moment, hegemonically takes over. In
this sense, Žižek's own ontology—just like his work on Hegel—must be
understood as an attempt to psychoanalytically construct the unconscious
truth of Schelling's thinking by demonstrating how “his thought—for a brief
moment, as it were in a flash—renders visible something that was invisible
beforehand and withdrew into invisibility thereafter,” and how this tension
constitutes the central difficulty of his theosophic epic.293 What, then,
motivates and philosophically founds Žižek's violent “reactualization” of the
Schellingian subject? To come to terms with this, we will have to explore the motivates and philosophically founds Žižek's violent “reactualization” of the
Schellingian subject? To come to terms with this, we will have to explore the
psychoanalytical conflict omnipresent in the Weltalter project. 252. Žižek, The Indivisible Remainder, pp. 22–23.
253. See Johnston, Žižek’s Ontology, pp. 80–92.
254. Žižek, The Ticklish Subject, p. 78; and Less Than Nothing, p. 331.
255. Žižek, The Indivisible Remainder, p. 76. 255. Žižek, The Indivisible Remainder, p. 76. 254. Žižek, The Ticklish Subject, p. 78; and Less Than Nothing, p. 331. When the World Opens its Eyes 191 256. Žižek, The Fragile Absolute: Or, Why Is the Christian Legacy is Worth Fighting For? (London: Verso, 2008), pp. 86–89. 257. Schelling, Freiheitsschrift, p. 271. 257. Schelling, Freiheitsschrift, p. 271. 258. Maldiney, Penser l’homme et la folie, p. 270. 259. Schelling, Weltalter III, p. 232. 259. Schelling, Weltalter III, p. 232. 260. See Žižek, The Indivisible Remainder, pp. 219–20. 260. See Žižek, The Indivisible Remainder, pp. 219–20. 261. Schelling, Weltalter III, p. 322. 261. Schelling, Weltalter III, p. 322. 262. Žižek, The Indivisible Remainder, p. 24. 262. Žižek, The Indivisible Remainder, p. 24. 263. Or, as Johnston succinctly puts it, “[t]he surplus of autonomy is made possible by
the deficit of heteronomy. Freedom emerges from the dysfunctioning of determin-
ism.” Žižek’s Ontology, p. 114. 264. Žižek and Daly, Conversations with Žižek, p. 59. 265. Žižek, The Parallax View, p. 231. 265. Žižek, The Parallax View, p. 231. 266. See chapters 5 and 6. 267. Žižek, The Parallax View, pp. 177–78. 267. Žižek, The Parallax View, pp. 177–78. 268. Ibid., p. 241. 268. Ibid., p. 241. 269. See ibid., pp. 210–14, for a rather interesting, detailed discussion. 270. Žižek, The Indivisible Remainder, pp. 22–23. 271. Gabriel and Žižek, “Introduction: A Plea for a Return to Post-Kantian Idealism,”
in Mythology, Madness and Laughter, p. 3. 272. Žižek and Daly, Conversations with Žižek, p. 59. 273. Žižek, The Parallax View, p. 73. Strangely enough, this passage is omitted in the
French translation. Cf. La Parallaxe (Paris: Fayard, 2008). 274. Žižek, Living in the End Times, p. 312. 274. Žižek, Living in the End Times, p. 312. 275. Schelling, Weltalter III, p. 335. 275. Schelling, Weltalter III, p. 335. 276. Žižek and Daly, Conversations with Žižek, pp. 64–65. 277. Žižek, The Ticklish Subject, p. 35. 277. Žižek, The Ticklish Subject, p. 35. 278. Žižek, Less Than Nothing, p. 314. 278. Žižek, Less Than Nothing, p. 314. 279. Žižek, Living in the End Times, p. 398. 280. Schelling, Weltalter III, p. 291. 280. Schelling, Weltalter III, p. 291. 281. Žižek, Less Than Nothing, p. 331. ,
g, p 282. Ibid., p. 77. 282. Ibid., p. 77. 283. Ibid., p. 959. 283. Ibid., p. 959. 284. Žižek, The Ticklish Subject, p. 33. 284. Žižek, The Ticklish Subject, p. 33. 285. Lacan, “Presentation on Psychic Causality,” in Écrits, p. 176/144. 286. Schelling, Stuttgart Seminars, in Idealism and the Endgame of Theory, trans. 286. Schelling, Stuttgart Seminars, in Idealism and the Endgame of Theory, trans. Thomas
Pfau (Albany: SUNY Press, 1994), p. 233. When the World Opens its Eyes 191 Thomas
Pfau (Albany: SUNY Press, 1994), p. 233. 192 Chapter 8 287. Schelling, Weltalter III, pp. 338–39. 288. Žižek and Daly, Conversations with Žižek, p. 59. 289. Žižek, Less Than Nothing, p. 730. 289. Žižek, Less Than Nothing, p. 730. 290. Ibid., pp. 273ff. 290. Ibid., pp. 273ff. 291. Žižek, “The Big Other Doesn’t Exist,” Journal of European Psychoanalysis, Spring-
Fall 1997. Retrieved Jan. 7, 2013, from www.lacan.com/zizekother.htm. 292. Schelling, Freiheitsschrift, p. 284. 292. Schelling, Freiheitsschrift, p. 284. 293. Žižek, The Indivisible Remainder, p. 8. 9.1 Into the Void: The Frenzy of God's Self-Diremption The ambiguity of the Hegel-Schelling relationship within Žižek stems from
his critique of Schellingian metaphysics. Even if Žižek's own transcendental
materialism is founded upon a notion of emergent ontological catastrophe at
the origin of subjectivity, a notion he largely derives from the Freiheitsschrift
and the Weltalter, Žižek is quite adamant in distancing himself from these
texts, even if in the same breath he praises Schelling's profound ability to
penetrate into the pre-symbolic material of the Real.294 Indeed, immediately
after his remarkable and provocative reading of Schelling in The Indivisible
Remainder, Žižek argues for the supremacy of Hegelian dialectics. Despite
the ephemeral moments of genuine breakthrough that emerge “as it were
in a flash,”295 Žižek insists that Schelling remains philosophically inferior
to his great rival: he ultimately fails to conceive the radicality implicit in
the self-positing act of separating Grund from existence and tries to cover
up the non-coincidence in being it indicates by making the two distinct
from one another only by being founded within absolute indifference,
which itself, as Schelling says, “is not a product of opposites, nor are they
contained in it implicite; rather it is a being of its own, separated from all
oppositions, on which all oppositions are broken, which is nothing other
than their very non-being, and which therefore has no predicate except
predicatelessness.”296 The eruptive logic of the Grund, intrinsic to the notion
of ontological catastrophe, is thereby completely lost: “from this neither-nor,
or from this indifference, duality [...] immediately breaks forth, and without
indifference, i.e., without an unground, there would be no twofoldness of the
principles,”297 in such a way that “the [Schellingian] Absolute is primarily
the 'absolute indifference' providing the neutral medium for the coexistence
of the polar opposites” of the Real and the Ideal.298 As such, it provides a
way out of the abyss of freedom as a kind of metaphysical violence: the act
of unconscious decision, the vanishing mediator that mediates between the
real and ideal poles, “'repressed' by the formal envelope of the ‘obscurantist’
Schelling,” becomes relegated to a mere secondary position in a theosophic
drama that subsumes it.299 The ambiguity of the Hegel-Schelling relationship within Žižek stems from
his critique of Schellingian metaphysics. Chapter 9
The Abyss of Unconscious Decision
Schelling's Weltalter and Psychoanalytical Horror of
Substance as Subject Chapter 9
The Abyss of Unconscious Decision
Schelling's Weltalter and Psychoanalytical Horror of
Substance as Subject Since Schelling's own account of the Grund has theosophic tendencies
in contradiction with the Lacanian subject, and by consequence with the
disavowed yet formative Grundlogik of German Idealism, Žižek is only able
to reactualize Schelling by “formalizing” its content. By elaborating Žižek's
psychoanalytical methodology, I will show how Žižek is able to legitimate
such a violent overhauling of Schelling insofar as he sees an inability to
assimilate an encounter with the Real within key conceptual moments,
a maddening struggle that simultaneously causes the “failure” of his
middle-late philosophy and testifies to his prowess as the greatest thinker of
subjectivity, thus presenting us with a nuanced and controversial reading of
Schelling's philosophical development and his relation to German Idealism
as a whole. What is more, reconstructing this “therapeutic space” will enable
us to not only come to a greater understanding of the systematic rigour of
Žižek's approach in opposition to what his critics want us to believe, but
also bring us face to face with the psychoanalytical horror of the founding
insight of modernity—the ontologically catastrophic nature of the subject
as the vanishing mediator between the Real and the Symbolic—and the
mechanisms by which even the greatest thinker of subjectivity can be
seduced by fantasies as he tarries with its essence. 194 Chapter 9 The Abyss of Unconscious Decision 195 night of the world, nevertheless Hegel develops a superior logic because
within it there is no need to leave the internal dynamic of Grund and
existence and posit some transcendent principle. All can be done at the level
of (a self-destructive, negativity-wrought) immanence. What Hegel fails to
bring to full conceptual expression is how in dialectics the very category of
“and” changes, along with the full range of implications this presents for
any metaphysical system of the world: through the paradoxical identification
of Grund and existence “and” becomes, in essence, tautological,300 which
not only prevents Grund and existence from being mere opposites existing
alongside one another through their foundation in something external to
their own movement, but also excludes the possibility of any self-totalizing
activity. In the logical process of the dialectic, the third term is the second,
understood as a negativity or internal limit inscribed in the first, but only
insofar as it has successfully taken over, usurped, the originary position from
which the movement began by asserting itself as such—that is, the passage
from the second to the third is that of an emergent extimacy within the first
moment, which renders it non-coincident to itself, and thereby not-all, by
owning itself and taking over its originary position to which it was once
held at bay through an uprising. In terms of substance and subject, this
means that “this very reversal is the very definition of subject: ‘subject’ is the
name for the principle of Selfhood that subordinates to itself the substantial
Whole whose particular moment it originally was.”301 Nothing at the level of
content changes: it expresses a purely formal self-relationality giving birth
to itself from within the radical non-coincidence of the absolute with itself,
a self-begetting that resets the latter's logical hardwiring in an unpredictable
way from within an unforeseeable self-posited zone of operation. The
dialectical movement from (i) immediacy → (ii) negation → (iii) negation
of negation is superior to Schellingian metaphysical narrative because there
is no genuine return movement to the first, for everything takes place within a
self-effacing, yet productive immanent field: the beginning and end do not
overlap because something irreducibly different emerges within the first
moment (negativity being now made foundational to identity): namely, an
“out of joint” spirit that has a degree of notional self-reflexivity. 9.1 Into the Void: The Frenzy of God's Self-Diremption Even if Žižek's own transcendental
materialism is founded upon a notion of emergent ontological catastrophe at
the origin of subjectivity, a notion he largely derives from the Freiheitsschrift
and the Weltalter, Žižek is quite adamant in distancing himself from these
texts, even if in the same breath he praises Schelling's profound ability to
penetrate into the pre-symbolic material of the Real.294 Indeed, immediately
after his remarkable and provocative reading of Schelling in The Indivisible
Remainder, Žižek argues for the supremacy of Hegelian dialectics. Despite
the ephemeral moments of genuine breakthrough that emerge “as it were
in a flash,”295 Žižek insists that Schelling remains philosophically inferior
to his great rival: he ultimately fails to conceive the radicality implicit in
the self-positing act of separating Grund from existence and tries to cover
up the non-coincidence in being it indicates by making the two distinct
from one another only by being founded within absolute indifference,
which itself, as Schelling says, “is not a product of opposites, nor are they
contained in it implicite; rather it is a being of its own, separated from all
oppositions, on which all oppositions are broken, which is nothing other
than their very non-being, and which therefore has no predicate except
predicatelessness.”296 The eruptive logic of the Grund, intrinsic to the notion
of ontological catastrophe, is thereby completely lost: “from this neither-nor,
or from this indifference, duality [...] immediately breaks forth, and without
indifference, i.e., without an unground, there would be no twofoldness of the
principles,”297 in such a way that “the [Schellingian] Absolute is primarily
the 'absolute indifference' providing the neutral medium for the coexistence
of the polar opposites” of the Real and the Ideal.298 As such, it provides a
way out of the abyss of freedom as a kind of metaphysical violence: the act
of unconscious decision, the vanishing mediator that mediates between the
real and ideal poles, “'repressed' by the formal envelope of the ‘obscurantist’
Schelling,” becomes relegated to a mere secondary position in a theosophic
drama that subsumes it.299
Although Hegel's mature ontology as outlined in the Encyclopedia suffers,
Ži Although Hegel's mature ontology as outlined in the Encyclopedia suffers,
in Žižek's view, from a similar deficiency by articulating the complete return
of the Idea to itself in a manner that attempts to get rid of the psychotic The Abyss of Unconscious Decision 195 The Abyss of Unconscious Decision 195 In other
words, the tautology indicated by the category of “and” is, in fact, revelatory
of a monism bursting at the seams: to say that Grund and existence are 196 Chapter 9 196 Chapter 9 Chapter 9 196 C identified is to say that Grund can only attain to existence, can only subsist
in the modality of existence, insofar as it has erased itself, withdrawn from
the scene. In this way it makes itself identical to the latter through the
institution of its very difference from it, a difference that at some level is
always a self-difference, a self-sabotaging, for there is no outside.302 We come
across a “self-enclosed” immanence that has produced a transcendence that
persists in its heart of hearts in the paradoxical mode of the double feature
of inclusion/exclusion, internal/external, presence/absence, so characteristic
of Lacan's descriptions of the Real, but in such a way that what is excluded,
external, absent, has a power over that from which it has emerged. Negativity means that the indivisibility and power of substance is shattered
from within, because it is colonized by its own parasites like a madman is
terrorized by his own hallucinations, but with the added effect that there
is no need to posit a state of “originary health” of which the devouring
restlessness of the negative cannot be predicated to explain the dynamism
inherent to reality. Because of the theosophic structure of the middle-late Schelling,
Žižek's own appropriations of concepts such as Grund and Entscheidung in
the development of his own metaphysics put him in a delicate situation. The issue at hand is further complicated by Žižek's division of Schelling's
philosophy into three distinct and irreconcilable stages, which he finds
reflected in the three existent drafts of the Weltalter.303 Schelling1 largely
coincides with his quasi-Spinozistic philosophy of absolute indifference,
where freedom is completely subsumed under the positive order of being. In the first draft this is seen in terms of the explication of freedom as a
logical mode of necessity within the inner articulation of substance, its
subsumption within the self-harmonizing genesis of the latter's rational
structure and order. In the Schelling2 of the second draft of the Weltalter and
the Freiheitsschrift, we see an interesting twist with regard to the concern
with how the contraction of material being itself is made possible. The Abyss of Unconscious Decision 195 By
conceiving the act of contraction as ultimately free and self-positing, here
Schelling is able to think the will-to-contraction (the No) and the will-to-
expansion (the Yes) as identical and therefore internal to the dynamic of
freedom, which makes his thinking approach that of Hegelian dialectics and
secures his position as the concluding step of the unconscious Grundlogik of The Abyss of Unconscious Decision 197 The Abyss of Unconscious Decision 197 German Idealism whose lineage culminates in the advent of psychoanalysis. For Žižek, this brief period of breakthrough was quickly left behind by
the Schelling3 of the philosophy of mythology and revelation, where we
see a return to a pre-modern “essentialism,” traces of which he claims are
already hinted at in the third draft of the Weltalter, where Schelling posits
another principle of synthesis external to the movement of contraction
and expansion within which freedom and determinism are grounded
as opposites. It is because of these tendencies (which explain why Žižek qualifies
the revolutionary character of Schelling's philosophy by describing him
as the father of “New Age obscurantism” just as much as the father of
contemporary philosophy of finitude)304 that Žižek so quickly changes tone
in the second chapter of The Indivisible Remainder. Yet while consistent with
his overall interpretation of Schelling, this emphatic shift is simultaneously
ambiguous insofar as Žižek does not distinguish which Schelling he is
arguing against or justify how he is able to read the second draft of the
Weltalter as an ephemeral rupture in Schelling's thought “which goes farthest
in the direction of Freedom.”305 Given that the only way for freedom to exist
according to Žižek is through the space opened up by the caustic collapse of
being, and that both Hegel's ontology and Schelling's logic fail in their own
fashion to come to terms with this insight,306 even if each encounters it in a
significant manner, how exactly is Žižek able to retrieve this concept from
the second draft without falling into the pitfalls of Schelling's own thinking,
insofar as it is evidently against its letter and spirit even as he presents it? The Abyss of Unconscious Decision 195 How is he able to maintain that the Weltalter and the Freiheitsschrift are the
most sustained confrontation in the entire tradition with the frightening
origins of subjectivity and its metaphysical implications, that they reveal the
most profound penetration into the “perverted” core of the cogito that lurked
latent in itself since the very founding gesture of modernity? What specifically interests Žižek in the middle-late work of Schelling is
its frantic and uncertain nature. For all its intense, uncontrollable passion,
for all its feverish outpouring, it does not get off the ground. Schelling's
masterpiece, the Weltalter, never gets finished. Although this is not an outlier
in Schelling's long philosophical career—his entire corpus is ridden with
rapidly written sketches of systems and allusions to publications on the 198 Chapter 9 198 Chapter 9 horizon that never appear—there is an undeniable hesitation saturating this
period. The trunk of stillborn, abortive drafts of the first book of the Weltalter
found in the library of Munich, of which only three remain today due to
the fires that wrought havoc in the city in the aftermath of Allied bombings
(but of which there were more than twelve different handwritten versions)
is enough to demonstrate that this work haunted Schelling in a manner and
with an intensity that others did not, as does the fact that after the 1809
Freiheitsschrift he refrained from publishing another major work, and largely
withdrew from the German intellectual scene where he was once the rising
star. Aside from scattered lectures—for instance, an 1827 and an 1833
course on the System der Weltalter—he would not return to the public eye
with any sustained vigor until he was called to Berlin in 1841. At that time,
assuming Hegel's chair ten years after the latter's untimely death, addressing
an audience that had eagerly awaited him to break his silence for decades
(an audience that included both Engels and Kierkegaard) and whose final
reappearance was exacerbated by the uncertain fate of Hegelianism, he gave
lectures on the philosophy of mythology and revelation. But the Hörsäle,
first overflowing with excited, enthusiastic students of philosophy anxious
to hear the words of Hegel’s old rival, were quickly abandoned in utter
disappointment, leaving only a handful of devoted students, Fichte's son
Immanuel Hermann von Fichte among them. But what explains this sudden change in Schelling's career, this lack of
desire to publish, to engage in dialogue, to spread his philosophy over the
European landscape that had eagerly welcomed it? Jason Wirth hints at
something that comes to mind for anyone who knows Schelling's life story: Yet 1809 marked a turning point in Schelling's zeal to
publish. Already Schelling's reputation had been injured by
Hegel's unwarranted dismissal of the intellectual intuition
as the “night when all cows are black.” [...] More seriously,
however, Schelling's wife, Caroline, had become very ill. It is
hard to read the Freedom essay, published in May 1809, with
its analogy between sickness and evil (sickness is to Being
as evil is to human being), without thinking of Caroline. 198 Chapter 9 In
the treatise, Schelling claimed that the “veil of melancholy
[Schwermut] that is spread out over all of nature is the The Abyss of Unconscious Decision 199 200 Chapter 9 After Hegel’s critique of the Schellingian absolute indifference308
in The Phenomenology of Spirit, and recognizing the strength of Hegel's
dialectics, Schelling is forced to rethink the philosophical foundation of his
thought and its attempt to balance transcendental idealism with an organic
philosophy of nature in such a way that he can at the same time fight against
the perceived threats of Hegel's philosophy. He puts his own prowess to use
in articulating his account of the emergence of temporality and finitude that
does not succumb to the claustrophobic subsumption of human freedom
within the self-mediation of the absolute. Arguing that Hegel can only show
the notional necessity of things and never their brute reality, he embarks on
a theosophic exploration of the creation of the world that would not only
challenge, but hopefully put a stake in the heart of the philosophy of his
now adversary and former friend. Yet Schelling's middle-late philosophy
is not just a theo-cosmogonic odyssey of the vicissitudes of divine being
in its restless search for self-revelation. Following reason by analogy and
identifying a structural parallel between God's speaking of the Word by
which he becomes a full person and the birth of self-experience out of the
eternal darkness that precedes it,309 Schelling's philosophy simultaneously
functions on two levels, that of the theo-cosmological and that of the
metapsychological, in such a way that Schelling is able to say, at the end
of the Freiheitsschrift, that we “have established the first clear concept of
personality.”310 It assumes that we can pass from the lowest to the highest,
from the known to the unknown, by a careful, methodologically guided
introspection, insofar as there is “a system of times [...] for us, of which
the human system would be just a copy, a repetition within a narrower
sphere.”311 What is so intriguing about Schelling's attempt to describe the
emergence of finitude from eternity and human subjectivity out of nature
is the conceptual restlessness evident in the existent drafts of the project,
each of which oscillates around an insurmountable deadlock located in the
movement from the Past to the Present: that is, how the divine and human
subject could emerge from the non-experiential void that precedes them. The Abyss of Unconscious Decision 199 199 profound and indestructible melancholy of all life.” Caroline
died on September 7, 1809. Schelling was devastated. In
a letter written less than a month after Caroline's death,
Schelling claimed that “I now need friends who are not
strangers to the real seriousness of pain and who feel that
the single right and happy [glücklich] state of the soul is the
divine mourning [Traurigkeit] in which all earthly pain is
immersed.” A year later, Schelling began work on Die Weltalter,
a philosophical poem about the rotatory movement of natality
and fatality, pain and joy, comedy and tragedy within God,
that is, within the whole of Being, itself.307 Žižek allows us to offer a new, interesting, and controversial spin on this
enigma. If we follow and reconstruct his implicit methodology, we see
that he refuses the claim that Schelling's “retreat” was spurred on by
the tragic death of his true love and great muse Caroline in 1809 just
before the publication of the Freiheitsschrift, or for that matter even by the
overwhelming influence of the Hegelian system that could also be seen
as leaving him in a state of philosophical and existential paralysis. What
Žižek invites us to argue is that, when one looks at the very structure of the
Weltalter drafts themselves, one is confronted with an uncanny struggle of
composition that reveals something primordial concerning what its texts
give witness to and attempt—but ultimately fail—to bring forth. This painful
unrest is not to be reduced to the mere level of personal dissatisfaction, as if
there were a conscious recognition by Schelling that his own “masterpiece”
could never hold its own as a rival of Hegelian logic, nor could it just
boil down to some personal trauma that began to cloud Schelling's own
philosophical capacities through a devouring melancholy that made the
world during these years an agonizing repetition of bitter grey upon bitter
grey. Instead, it provides the key to understanding both the self-deploying
historico-dialectical (Lacanian) cause of German Idealism at work in
Schelling's thought and ultimately dividing it into the three distinct stages
as outlined by Žižek and establishing its true greatness in this fragmented
second stage, whereby we can open up a legitimate space in which to
reactualize it and let it come to terms with that which, by itself, it was
not able to do. 200 Chapter 9 Schelling remains unable fully to explicate the meaning of what Žižek calls
the “breach of symmetry,” God's contraction of finitude, and in the same
vein the emergence of a free, deciding being (the subject) in a manner The Abyss of Unconscious Decision 201 The Abyss of Unconscious Decision 201 that leaves him at ease. In the first draft the abyss of freedom contracts
materiality out of necessity, so that both divine and human freedom are
subsumed within the self-unfolding of substance, while the second declares
that the very contraction itself is an act of freedom, a self-positing, which not
only renders the two opposed principles of the Yes and the No identical in
the internal dynamic of freedom, but also (and more disconcertingly) results
in a structural homology with sickness and evil as an unpredictable negative
reversal of established ordered and wholeness from within. The third
merely complicates the picture insofar as it breaks from the “Spinozistic”
determinism and closed systematicity of the first and the radical philosophy
of freedom with its potentially unsettling implications proclaimed by the
second: by synthesizing both polar principles within a point of metaphysical
simultaneity within the Godhead that is the Ungrund within which both
rest as androgynous pairs, God the Creator's personal freedom is saved
from being logically dependent upon a moment of cancer in divine being
that upsets the joyful bliss of eternity, and in a similar move, subjectivity
is no longer made possible by that which disrupts the smooth placidity
of substance. These basic conceptual differences at such a foundational level of inquiry
reverberate through the entire movement of the three stages in a meaningful
way in each draft: 1. Not only is human freedom actually a misrecognition of blind
(Spinozistic) causality, so that the movement of dialectical
human temporality is an illusion, all being co-present in the
self-harmonizing synchronicity of the system—here we see
Schelling struggling to rearticulate his old ideas in a new
format—but even the act of contracting finitude is a necessity, so
it could not not have happened, deriving from the “primordial
Freedom in an absolutely immediate, 'blind,' non-reflected,
unaccountable way.”312 2. The fact of finitude in God or of freedom in man proclaims
that synchronic substance cannot be a devouring totality, but
must be an open not-all plagued with fragility and inconsistency
all the way down. The Abyss of Unconscious Decision 203 The
absolute yearns for self-disclosure once it has willed it, so that all things in the self-institution of finitude and negativity he stumbled across in the
Potenzenlehre of the second draft and already implicit in the eruptive logic
of the Grund in the Freiheitsschrift; in both there is an attempt to retreat
from the notion of a barred organic whole, a metaphysics of the not-all, as
forced upon us by the philosophy of freedom whose first outlines we see
already in Kant, substantiating Žižek's claim that both Hegel and Schelling
repress the unacknowledged truth, the Grundlogik, of German Idealism.313
By referring to the Godhead as das Überexistierende that summons the
blind rotatory movement of drives, the third draft strives to save reality
from the irredeemable conflict that it is faced with in the contraction of
finitude: instead of the latter being absolutely self-positing as a moment
in the movement from the potentiality of freedom in its abyssal eternity
to its actualization, God in some strong sense now precedes the Grund of
His existence, assuring His protection from the non-coincidence to self
announced by the dependence of light on darkness: there is “an activity
performed at a safe distance.”314 This becomes even more evident in the late philosophy of mythology, where the entire theoretical edifice becomes
grounded on the distinction between the Was and the Daß of God. The
transcendence of the Daß from the flux of the Potenzen not only allows
for an implicit, yet self-articulating teleological movement intrinsic to the
antagonisms of finitude of the latter so that there are stages that unfold
throughout nature and then human history that ultimately pave the way for
the final revelation of God, but it also makes any appearance of ontological
disarray merely a “perceptual illusion” generated by a self-harmonizing
scheme deduced by negative philosophy (in Žižek's words, this is Schelling’s
regress to pre-modern essentialism). The Abyss of Unconscious Decision 201 The very self-positing of finite being in God 202 Chapter 9 not only precludes all attempts to enclose it within a totalizing
whole even within the divine understanding itself, since self-
positing is equated with an absolute self-assertion, but (even
more devastatingly) the emergence of God as a personal being
out of its contracted material Grund is uncertain, insofar as there
is no guarantee that He will come to His own by speaking the
Word, unlike in the first draft where it is part of divine's substance
infinite self-articulation. 3. The problematic ramifications of the second position are
foreclosed by making God's free existence as an entity
predetermined and guaranteed in advance through the dialectical
simultaneity of freedom and determinism in a higher synthetic
principle. Thus the creation of the world is an absolutely
contingent act following from a volitional arbitrariness expressing
God's essence as love, making divine being, rather than a turmoil-
ridden drama with an unforeseeable end, a self-maintaining
whole. In this sense the third draft symbolizes a kind of retreat
from the second; one is even tempted to say an (unconscious)
attempt to save oneself from the traumatic, horrifying implications
of its philosophy of freedom. The true basis of spontaneity was, as
it were, too much for Schelling—he had to pull back. Not only do the existent drafts of the Weltalter give testament to an
uncompromising tension, an endless circulation around an inassimilable
kernel, both in terms of the relationship of God as person and consciousness
to the eternal darkness of their ground, but it also appears as if Schelling's
own philosophical career could only continue once it cut off, repressed, this
encounter with the Real. In the turn to the Schelling3 of the philosophy
of mythology (already hinted at in the third draft of the Weltalter) we can
glimpse a recoil from the abyssal basis of freedom as pure self-positing
unleashed in the second in the same way that the earlier Realphilosophie of
Hegel is later abandoned in order to embrace a consoling triadic dialectics:
just as Hegel tries to save the absolute from a diremptive wound that can
never be healed, here Schelling attempts to save the essence of God and
nature from the insoluble deadlock of drives eventually engendered by The Abyss of Unconscious Decision 203 The Abyss of Unconscious Decision 203 the self-institution of finitude and negativity he stumbled across in the
Potenzenlehre of the second draft and already implicit in the eruptive logic
of the Grund in the Freiheitsschrift; in both there is an attempt to retreat
from the notion of a barred organic whole, a metaphysics of the not-all, as
forced upon us by the philosophy of freedom whose first outlines we see
already in Kant, substantiating Žižek's claim that both Hegel and Schelling
repress the unacknowledged truth, the Grundlogik, of German Idealism.313
By referring to the Godhead as das Überexistierende that summons the
blind rotatory movement of drives, the third draft strives to save reality
from the irredeemable conflict that it is faced with in the contraction of
finitude: instead of the latter being absolutely self-positing as a moment
in the movement from the potentiality of freedom in its abyssal eternity
to its actualization, God in some strong sense now precedes the Grund of
His existence, assuring His protection from the non-coincidence to self
announced by the dependence of light on darkness: there is “an activity
performed at a safe distance.”314 This becomes even more evident in the
late philosophy of mythology, where the entire theoretical edifice becomes
grounded on the distinction between the Was and the Daß of God. The
transcendence of the Daß from the flux of the Potenzen not only allows
for an implicit, yet self-articulating teleological movement intrinsic to the
antagonisms of finitude of the latter so that there are stages that unfold
throughout nature and then human history that ultimately pave the way for
the final revelation of God, but it also makes any appearance of ontological
disarray merely a “perceptual illusion” generated by a self-harmonizing
scheme deduced by negative philosophy (in Žižek's words, this is Schelling’s
regress to pre-modern essentialism). Complementing negative philosophy,
Schelling envisages a form of positive philosophy, one of whose primary
tasks is to find and explicate these stages in nature and history: that is
to say, “to function as a kind of 'transcendental empiricism,' and to 'test'
the truth of rational construction in actual life,”315 thereby subsuming
the restless negativity at the heart of reality as revealed specifically in
the second draft into a mere secondary feature of God's plan within the
spectacle of the absolute's own self-development, deflating it to a mere
ephemeral phase in an overarching cosmic dance towards revelation. The Abyss of Unconscious Decision 203 Complementing negative philosophy,
Schelling envisages a form of positive philosophy, one of whose primary
tasks is to find and explicate these stages in nature and history: that is
to say, “to function as a kind of 'transcendental empiricism,' and to 'test'
the truth of rational construction in actual life,”315 thereby subsuming
the restless negativity at the heart of reality as revealed specifically in
the second draft into a mere secondary feature of God's plan within the
spectacle of the absolute's own self-development, deflating it to a mere
ephemeral phase in an overarching cosmic dance towards revelation. The
absolute yearns for self-disclosure once it has willed it, so that all things in 204 Chapter 9 204 Chapter 9 Chapter 9 204 creation move towards it, even if unknowingly: here, not only is nature's
unpredictable catastrophism and widespread murder and extinction316 no
longer indicative of a lack of a totalizing principle, but man, denied the
right to be an autonomous writer in the drama of divine being, is reduced
to a mere actor or puppet who follows a pre-written script (a telos) given
by the very structure of the Potenzen themselves for the joy of its author in
His distant, cold kingdom of divine eternity, the non-rational Daß of God
being, after all, distinct from and existing over and above the Was of God. But in the movement from Schelling2 to Schelling3 we should not just draw
our attention to how in the latter there is absolutely no room for subjectivity
with the very technical sense of the word that we have been using. What is
much more revealing is how concerned Schelling3 is to establish God as
that which guarantees the consistency and internal coherence of nature
and history, previously jeopardized, for us and God Himself: there is a frantic
obsession to demonstrate the existence of the Other of the Other in the Real
when the inconsistencies and frailty of order have already been pushed upon
us. The third stage in Schelling's thought is nothing but a reaction formation
against his radical philosophy of freedom. The Abyss of Unconscious Decision 205 redemption, which would merely just institute a triadic dialectics similar
to that of Hegel's mature system—it also brings Schelling's philosophy to
a halt, a standstill, as it comes upon metaphysical implications revealed by
the split nature of subjectivity. Only ever successfully completing the first,
preliminary part of his mytho-poetic ages of the world, his description of the
eternal Past, Schelling remains forever unable to proceed; it is this which
causes him to fade slowly from the public eye, where he was once a star and
the leader of one of the greatest intellectual movements the world has ever
witnessed, because he came too close to its true horrifying core. The Abyss of Unconscious Decision 203 Leaving aside the possible theological implications of Žižek's reading
of Schelling—which deserve to be evaluated in their own right—due to his
outright rejection of theosophy as ultimately nothing but a mytho-poetics
of the Symbolic's coming into being, what Žižek's Schelling unearths in his
frenzied attempt to develop a philosophical program able to battle Hegelian
Absolute Idealism is the not-all nature of the absolute. Trying to give an
account of the emergence of finitude and driven on by the alchemical
intuition that there is an identity between the highest and the lowest, the
self-begetting of God and the self-caused birth of the subject in its freedom,
he delves into the nocturnal site out of which the human self is born and
experiences the terror of the failure of positive being to ground itself, its
“self-lacerating rage” (sich selbst zerreißende Wut), which acts as the vanishing
mediator between nature and culture by opening up the possibility for the
self-assertion of freedom from within the Real and its vicissitudes. This not
only by definition prevents the completion of the project of the Weltalter
insofar as it precludes any possibility of the reconciliation promised by the
Third Age, the Future wherein Grund and existence become reconciled in The Abyss of Unconscious Decision 205 206 Chapter 9 The “victory” that Žižek perceives in the Weltalter is in its gestures
towards philosophical logic underlying the birth of consciousness and its
wider metaphysical implications. The strangeness and density of the Weltalter
project are not due to its out-of-jointness with the modern tradition,
but due to the fact that it comes too close to its disavowed essence. The
anxiety-inducing reverberations that shake one's body when one reads the
descriptions of “Schelling's grandiose 'Wagnerian' vision of God in the
state of a endless 'pleasure in pain,' agonizing and struggling with Himself,
affected by an unbearable anxiety, the vision of a 'psychotic,' mad God”318
are so difficult because they make us approach the very kernel not just
of our existence as subjects but also the nature of the world at large. This
experience of reading its drafts is properly “traumatic” in the meaning Lacan
gives to this term drawing upon its etymological origins in ancient Greek:
they bring forth a devastating encounter by which the symbolic support of
our personality is “wounded” or “pierced,” during which the coherence of
our identity is torn apart as it comes upon its truth.319 The effect is twofold. i The “victory” that Žižek perceives in the Weltalter is in its gestures
towards philosophical logic underlying the birth of consciousness and its
wider metaphysical implications. The strangeness and density of the Weltalter
project are not due to its out-of-jointness with the modern tradition,
but due to the fact that it comes too close to its disavowed essence. The
anxiety-inducing reverberations that shake one's body when one reads the
descriptions of “Schelling's grandiose 'Wagnerian' vision of God in the
state of a endless 'pleasure in pain,' agonizing and struggling with Himself,
affected by an unbearable anxiety, the vision of a 'psychotic,' mad God”318
are so difficult because they make us approach the very kernel not just
of our existence as subjects but also the nature of the world at large. This
experience of reading its drafts is properly “traumatic” in the meaning Lacan
gives to this term drawing upon its etymological origins in ancient Greek:
they bring forth a devastating encounter by which the symbolic support of
our personality is “wounded” or “pierced,” during which the coherence of
our identity is torn apart as it comes upon its truth.319 The effect is twofold. 9.2 That Which Is in Schelling More than
Schelling Himself—Žižek Schelling's failure to finish the Weltalter is not due to his lack of conceptual
prowess or an earth-shattering, existential strife: it results from an encounter
with the Real, an encounter that is philosophically meaningful. Because
there is an inassimilable kernel within its symbolic space tearing it apart, its
discourse is riddled with harrowing tension: unable to bring this encounter
to its complete symbolization, Schelling's Weltalter falls to the ground and is
only able to save itself through an unconscious disavowal that takes the form
of an insistence on the existence of the Other of the Other. By consequence,
it has to be interpreted psychoanalytically so that its truth or cause can
finally be integrated into its symbolic space, and its place as the concluding
step of German Idealism's formative Grundlogik can be firmly established. If
this can be accomplished, then we will be permitted to say that, retroactively,
Schelling's project fell to the ground not only in the sense of a purely
negative collapse, but also as the condition of the possible opening of a new
beginning, following the double connotation of the German zugrunde gehen. The failure of the Weltalter, the fact of its incompletion, turns out to be a
triumph of human reason:317 its apparent limitations—the feverish frenzy
of the work, the inconsistency brought forth by its conceptual unrest—are
actually expressive of an underlying ontological and metaphysical intuition
that we can catch a glimpse of through the interstices of its discourse. Žižek's
claim is that if we pass through the negative determination at the heart of
the work, the non-coincident in-itself we witness can become a for-itself. 206 Chapter 9 Firstly, both Schelling's own inability to finish the project, his heap of lost
manuscripts, and the subsequent necessity to “invent” a solution to continue
his philosophical career and its neglect in the philosophical community as a
whole could thus be seen as nothing but a recoil from the Real of our being
as finally explicitly brought into the open within his texts. It is thus Schelling
who, in an attempt to give a death-dealing materialist response to Hegel's
“pan-logicism,” most fully experiences out of all the representatives of the
modern tradition the “incomprehensible basis of reality,” that mysterious
X that forever haunts transcendentally constituted reality (the Real as a
“kink” in the Symbolic), precedes it (the Real as pre-symbolic immediacy
lost due to language), and in some modality conditions its very possibility
(the Real [R⁄ ] as auto-disruptive substance [N ≠ N] whose self-laceration
creates the space for free experience). In an attempt to articulate the
irreducibility of freedom, Schelling plunges headfirst into the paradoxical
character of subjectivity—not only into the denaturalized state of unruliness
we must posit as prior to the emergence of phenomenal reality and culture,
the pulsating cauldron of chaotic, heterogeneous forces that first make
possible the gesture of infinite withdrawal into the nocturnal irreal self of The “victory” that Žižek perceives in the Weltalter is in its gestures
towards philosophical logic underlying the birth of consciousness and its
wider metaphysical implications. The strangeness and density of the Weltalter
project are not due to its out-of-jointness with the modern tradition,
but due to the fact that it comes too close to its disavowed essence. The
anxiety-inducing reverberations that shake one's body when one reads the
descriptions of “Schelling's grandiose 'Wagnerian' vision of God in the
state of a endless 'pleasure in pain,' agonizing and struggling with Himself,
affected by an unbearable anxiety, the vision of a 'psychotic,' mad God”318
are so difficult because they make us approach the very kernel not just
of our existence as subjects but also the nature of the world at large. The Abyss of Unconscious Decision 207 act. Secondly, the originality of this narrative of German Idealism that Žižek
allows us to construct is its implicit claim that the Weltalter is the text of
modernity and that its incompletion, fragmentation, and unpopularity are
philosophically rich in meaning, perhaps even necessary reactions to its truth. Not only does this contribute to elevating Schelling to his rightful place in
history of philosophy after having long been overshadowed by Hegel, it also
(and more importantly) calls us to own up to other elements of our being
that may be more difficult to bear, even too difficult to bear, by one of their
greatest theorists. Žižek's work on Schelling is so crucial for understanding his philosophy
as a whole, not only because it provides us the resources we need to show
the coherence of his reading of the modern philosophical tradition, but
also because it allows us to demonstrate the profound level of philosophical
scrutiny and methodological rigor inherent in his apparent heterodoxy. If
the self-development of the former's account of subjectivity is characterized
by a recoil from the parallax ontology of transcendental materialism at
the core of the cogito's self-positing, the traces of which we can see in the
negative contortions of its symbolic space through its entire history, it is
only by reconstructing his psychoanalytical interpretation of Schelling
as the culmination of German Idealism that we can truly legitimate and
assess this claim. 206 Chapter 9 This
experience of reading its drafts is properly “traumatic” in the meaning Lacan
gives to this term drawing upon its etymological origins in ancient Greek:
they bring forth a devastating encounter by which the symbolic support of
our personality is “wounded” or “pierced,” during which the coherence of
our identity is torn apart as it comes upon its truth.319 The effect is twofold. Firstly, both Schelling's own inability to finish the project, his heap of lost
manuscripts, and the subsequent necessity to “invent” a solution to continue
his philosophical career and its neglect in the philosophical community as a
whole could thus be seen as nothing but a recoil from the Real of our being
as finally explicitly brought into the open within his texts. It is thus Schelling
who, in an attempt to give a death-dealing materialist response to Hegel's
“pan-logicism,” most fully experiences out of all the representatives of the
modern tradition the “incomprehensible basis of reality,” that mysterious
X that forever haunts transcendentally constituted reality (the Real as a
“kink” in the Symbolic), precedes it (the Real as pre-symbolic immediacy
lost due to language), and in some modality conditions its very possibility
(the Real [R⁄ ] as auto-disruptive substance [N ≠ N] whose self-laceration
creates the space for free experience). In an attempt to articulate the
irreducibility of freedom, Schelling plunges headfirst into the paradoxical
character of subjectivity—not only into the denaturalized state of unruliness
we must posit as prior to the emergence of phenomenal reality and culture,
the pulsating cauldron of chaotic, heterogeneous forces that first make
possible the gesture of infinite withdrawal into the nocturnal irreal self of
the world, but the very ambiguity of the latter as an absolute self-positing The Abyss of Unconscious Decision 207 The Abyss of Unconscious Decision 207 Although such a recoil from this traumatic Real may be
evident in Descartes’s reification of the subject as a thinking thing, Kant's
attempt to ontologize “this I or he or it (the thing) that thinks” or more
strongly his inability to delve into obscure foundations of unruliness and
diabolic evil, or in Hegel's mature system as a covering up of the madness
of the night of the world, it is only by recourse to Schelling that he can
retroactively posit such a self-deploying disavowed knowledge that deepens
itself through the trajectory of the tradition and that leads to its eventual
culmination in psychoanalysis.320 What makes Schelling such an important
outlier to this sustained recoil, however, was his ability (for a relatively brief
period of time) to completely immerse himself within the frenzy, horror,
and pandemonium that are the true origin of subjectivity in such a way that
he brings to the fore the entire latent Grundlogik of modern philosophy of
the subject preceding him and that is surpassed only by psychoanalysis'
thematization of the unconscious and Todestrieb. His own turning away The Abyss of Unconscious Decision 209 The Four Fundamental Concepts of Psychoanalysis appears to be
a tribute to Freud, since the four concepts are taken directly
from his work. Just as Lacan at that time calls his institute the
“Freudian School,” in his seminar he uses the term “Freudian
concepts” just to prove that he is not a dissident. But within
this “tribute” he tries to go beyond Freud. Not a beyond
Freud which leaves Freud behind; it is a beyond Freud which
is nevertheless in Freud. Lacan is looking for something in
Freud's work of which Freud himself was unaware. Something
which we may call “extimate,” as it is so very intimate that
Freud himself was not aware of it. So very intimate that this
intimacy is extimate. It is an internal beyond.323 But how is Žižek able to accomplish such a feat, seeing that Schelling
himself fought against this? 208 Chapter 9 208 Chapter 9 208 Chapter 9 from this insight and the various inconsistencies that lace his texts must
be seen as symptomatic of a greater tendency within the movement (and
in humans in general) towards the development of defense mechanisms
in the face of an inability to integrate the psychoanalytical truth the Real
tries to force upon us. If Schelling's own recoil—a return to a pre-modern
essentialism—is so severe, it is because he, as the one who experienced the
horror of the metaphysical implications of subjectivity most strongly, needed
a defense mechanism more radical than the rest. In their “very failure, [the
Weltalter] are arguably the acme of German Idealism and, simultaneously, a
breakthrough into an unknown domain whose contours became discernible
only in the aftermath of German Idealism.”321 Žižek thus sees his philosophy not only as an attempt to reactualize the
German Idealist tradition, but also as immanently participating within its
own self-deployment. He understands his project as a remodulation of its
surface logic by clinically working through what he perceives as its internal
tension, so as to construct the self-effacing, transcendental materialism
that has been its unconscious truth.322 He is not merely performing an
act of hermeneutical retrieval, but (more strongly) taking these ideas into
what he considers to be their dialectical “completion” from which they
have been hindered by the tradition itself. For Žižek, it is Lacan who gives
us the methodological tools we need to “rehabilitate” its fundamental
concepts, but which amounts to something more than a mere application
of psychoanalytical concepts to various texts in the history of philosophy. The approach is much more provocative. By enacting a kind of therapeutic
space within key texts of the middle-late Schelling as the culminating
point of German Idealism, the wager of Žižek's philosophy is that, by
being open to their own inner movement, he can bring forth that which
is in Schelling more than Schelling himself: the extimate, traumatic core
lodged deep within his spirit and soul and from which Schelling withdrew
into philosophical “paralysis” by integrating (constructing) the originally
inassimilable theoretical potential and unsettling metaphysical consequences
of the second draft of the Weltalter. The relationship of Žižek to Schelling as
the endpoint of German Idealism is therefore structurally identical to that of
Lacan to Freud. As Miller puts it: The Abyss of Unconscious Decision 209 9.3 A Mytho-Poetics of Creation and the Seducing
Hand of Fantasy The answer lies in the second draft, where Žižek sees a distinctively Hegelia
structure that enables him to develop a metapsychological reading of the
text, preventing its underlying ontology from succumbing to philosophical
commitments that he rejects and identifies as in opposition to the
unconscious Grundlogik of German Idealism. In fighting against what he
perceives to be the limitations and threat of Hegelian logic, Schelling, in
the end, only radicalizes its perverse truth, yet is unable to contain the
monster that he unleashes. After developing an astonishing philosophy of
freedom, Schelling immediately recoils from its implications by positing
a principle of mediation that enables the neutral coexistence of Grund
and existence through their mutual grounding in what Schelling in the
Freiheitsschrift refers to as the Ungrund, that which in itself is ungrounded
and thus simultaneously precedes both and is neither one nor the other. Because Schelling here understands the freedom of unconscious decision
(Entscheidung) that separates Grund from existence as a return to the
primordial origin of all reality that is the abyss of freedom itself, its
conceptual edifice displays a structure of quaternity, which is articulated 210 Chapter 9 210 Chapter 9 Chapter 9 in his thinking largely through a systemization and reconceptionalization
of thinkers like Jakob Böhme and Franz Baader, and is thereby able to
sidestep the implication of freedom as a cancerous upsurge of pure self-
assertion. But insofar as the second draft displays freedom as a kind of
self-positing activity that identifies Grund (the will-to-contraction, the No)
and existence (the will-to-expansion, the Yes), Žižek jumps at this slight
“slip” in Schelling's text, seeing in this discursive inconsistency a possibility
of “formalizing” the conceptual movement of the work by “purifying” it of
all extraneous theosophic commitments through traces of Hegelian logic
he sees operative within it. It is in this sense that Žižek's philosophy is a
hybridism of Schellingian ontology and a Hegelian quadruple dialectics of
non-reconciliation. For Žižek, Hegel is the superior logician because he has no need to
posit a principle of mediation outside of the internal dynamic of Grund
and existence. There is no possible return to (or even initial existence
of) a state of “originary” health, as typified by the abyss of freedom as
independent from the antagonism of the dual principles, for there is nothing
that has not always already succumbed to the restlessness of the negative. The Abyss of Unconscious Decision 211 entire logical process: “[t]here is thus no reversal of negativity into positive
greatness—the only greatness is 'negativity' itself.”325 In other words, the
negativity of the second is entirely inscribed within the first, arising from
within its closed immediacy as a kind of tension or contradiction, and is
in this regard not separate or distinct from it insofar as there is nothing
but the dialectical register of the first. Yet because the second presents us
with an internal limit (it itself has no substance of its own) and is thus by
definition non-coincident with the first and its operational principles, it
is in the same breath minimally distinguished from it, thus engendering a
fissure in the logical self-closure of the field in a movement that makes the
entire order inconsistent and ill at ease, which in turn opens up a foothold
for the possibility of change.326 For Hegel, it is this deadlock of real internal
limit—an inassimilable kernel—that ultimately serves as the springboard for
all dialectical change by creating the space necessary for the unpredictable
self-founding of a new order, but of itself it only becomes explicit in the
aftermath of the third as it overthrows the primacy of the first through the
paradoxical causality of a retroactive positing of presuppositions (Setzung
der Voraussetzungen). There is something like an internal parasitic logic that
re-totalizes the entire dialectical framework, so that instead of witnessing a
return to the first, an initially subordinate moment degrades its own genetic
conditions into its own subordinate moment by means of the unforeseeable and
destructive power of negativity, which now reigns supreme.327 With the self-positing of the third (the second positing itself, counting
itself, thus making itself the third by a self-doubling), negativity is finally
fully “brought to life,” but in such a way that its dark pre-history in
the vicissitudes of the previous stage as a purely negative real limit
necessarily vanishes from sight, for the contingency of its self-positing
has been immanently overcome. But even if the stark remodulation of the
(onto)logical field within which it occurs, a remodulation that effectuates
itself by establishing itself as the supreme category, covers up its steps like
an experienced criminal used to getting away with his crime, in the same
breath it sets the stage for a new (relatively closed) immediacy and thus the
possibility of new unforeseeable dialectical change. 9.3 A Mytho-Poetics of Creation and the Seducing
Hand of Fantasy Although textbook Hegelianism presents the third moment of the logic as
a synthesis of two previous incompatible conceptual polarities by means
of a cancellation of the falsehood and a preservation of the truth contained
in each and thereby bringing them into a higher, more comprehensive
dialectical standpoint (the banal reading of the equivocal character of the
word “Aufhebung”) Žižek thinks this picture misses the true philosophical
innovation that we see in the movement from one stage to another.324 The
third moment itself is only the second insofar as it hegemonically usurps
the position of the first through positing itself as such—which is, in a way,
a mere amplification of an already existing interruption in the immanence
of the first's logical field, an amplification that destroys its sway from
within, but without ever leaving its fold. The dialectical movement from (i)
immediacy → (ii) negation → (iii) negation of negation is superior not only
because there is no return to the first (something irreducibly different and
operatively new emerges, irreversibly reconfiguring the entire [onto]logical
apparatus through its self-positing) but also because there is no need to
posit something outside the self-movement of negativity to explain the y
g
g
g
,
p
dialectical standpoint (the banal reading of the equivocal character of the
word “Aufhebung”) Žižek thinks this picture misses the true philosophical
innovation that we see in the movement from one stage to another.324 The
third moment itself is only the second insofar as it hegemonically usurps
the position of the first through positing itself as such—which is, in a way,
a mere amplification of an already existing interruption in the immanence
of the first's logical field, an amplification that destroys its sway from
within, but without ever leaving its fold. The dialectical movement from (i)
immediacy → (ii) negation → (iii) negation of negation is superior not only
because there is no return to the first (something irreducibly different and
operatively new emerges, irreversibly reconfiguring the entire [onto]logical
apparatus through its self-positing) but also because there is no need to
posit something outside the self-movement of negativity to explain the The Abyss of Unconscious Decision 211 The Abyss of Unconscious Decision 211 But we must recognize
that this self-positing always comes too late: its upsurge may posit itself at
the logical beginning of the movement as necessary, it may make itself the 212 Chapter 9 primary principle, that to which the movement had always tended, but this
only becomes visible after the fact and is thus plagued by a devastating
belatedness. There is no way notionally to deduce the act of self-positing
because, as free, it impossible to predetermine its arrival or even be aware
that it could occur at all.328 The reversal characteristic of the third moment
befalls being, for “every dialectical passage or reversal is a passage in which
the new figure emerges ex nihilo.”329 What we often miss in the necessity
of the dialectical movement and what is even obfuscated by it is the fact
that every movement of its self-articulation is, in fact, constituted by a
series of a contingent acts brought on by negativity, contingencies that only
retroactively gain the status of necessity by making themselves necessary.330
The passage from tension to victory is never ontologically guaranteed—and
it is precisely this ambiguity intrinsic to the restlessness of negativity that
constitutes the Real of the Weltalter. If it was Hegel who gave the former
the most profound philosophical articulation in its raw purity in his Science
of Logic, it was Schelling who was the first to stumble upon the full range of its
metaphysical implications (to which we shall return).331 What is more, this
also lets us explain why Hegel could have stopped dead in his tracks in his
mature thinking of a triadic relationship between logic, nature, and spirit
despite already having at his disposition such a sophisticated account of a
metaphysically contingent retroactive restructuring of being from within. Although the inner movement he describes in the Logic gives perfect
expression to the quadruple dialectics already hinted at in the night of the
world of his Realphilosophie, the problem is that the categories it describes,
like Lacan's mathemes, do not supply us with any horizon of meaning. As
such, they must be supplemented with the “concrete” symbolic content
of the philosophies of nature and spirit, thus creating space in which
Hegel could phantastically recoil from his breakthrough insight into the
subject as a self-instituting gap in being and its stark consequences for
our understanding of the self and the world. The Abyss of Unconscious Decision 211 Hence why the Weltalter is so
crucial for grasping the true importance of subjectivity as a contingent,
world-changing event: it gives us mytho-poetic content that comes closer to
grasping the matter at hand than Hegel's account of the particular sciences
does, which rather obfuscates it (just as many empirical accounts continue
to do today when faced with the explosion of the Ideal out of the Real). primary principle, that to which the movement had always tended, but this
only becomes visible after the fact and is thus plagued by a devastating
belatedness. There is no way notionally to deduce the act of self-positing
because, as free, it impossible to predetermine its arrival or even be aware
that it could occur at all.328 The reversal characteristic of the third moment
befalls being, for “every dialectical passage or reversal is a passage in which
the new figure emerges ex nihilo.”329 What we often miss in the necessity
of the dialectical movement and what is even obfuscated by it is the fact
that every movement of its self-articulation is, in fact, constituted by a
series of a contingent acts brought on by negativity, contingencies that only
retroactively gain the status of necessity by making themselves necessary.330
The passage from tension to victory is never ontologically guaranteed—and
it is precisely this ambiguity intrinsic to the restlessness of negativity that
constitutes the Real of the Weltalter. If it was Hegel who gave the former
the most profound philosophical articulation in its raw purity in his Science
of Logic, it was Schelling who was the first to stumble upon the full range of its
metaphysical implications (to which we shall return).331 What is more, this
also lets us explain why Hegel could have stopped dead in his tracks in his
mature thinking of a triadic relationship between logic, nature, and spirit
despite already having at his disposition such a sophisticated account of a
metaphysically contingent retroactive restructuring of being from within. Although the inner movement he describes in the Logic gives perfect
expression to the quadruple dialectics already hinted at in the night of the
world of his Realphilosophie, the problem is that the categories it describes,
like Lacan's mathemes, do not supply us with any horizon of meaning. The Abyss of Unconscious Decision 213 Hence
Schelling can say at the end of the Freiheitsschrift that nature is the first
revelation of God.332 But with the highest creature, man, something new
emerges in creation as the principles become separable, which leads to the
possibility of the free conquering of the dark principle by the light if humans
choose to live their lives in imitation of God's spirit as the perfect unity of
Grund and existence and, by consequence, to the possibility of a complete
revelation of God to Himself insofar as humans then become the image of The immediate problem facing Žižek here is the fact that all of
Schelling's middle-late works present themselves as a theogony, an
account of the birth of God, based on the anti-dialectical structure of the
quaternity, where the last movement is not the expression of something
logically irreducible and operatively new immanently emerging from within
a system, but a “return” to the first as a kind of direct contact with and
raising up to a higher power of a dormant force that is simultaneously the
primordial and unfathomable origin of all things. Each text repeats the same
movement, although the drafts of the Weltalter—in contradistinction to the
Freiheitsschrift—abruptly end before historical time. As the first, the abyss
of God's freedom as the impenetrably dark source of divine and created
reality rests in the absolute joy of eternity, a blind existence, where it wills
nothing because it is the pure virtuality wherein everything is potentially
contained, though does not determinately exist. Yet without distinction
and duality, the eternal nature as freedom remains unrevealed and thus
lacks the fullness of self-knowledge. In order to achieve this, God (who
is here not yet a person) must somehow contract finitude and difference,
limit His freedom, if He is to have an Other through which He can reveal
Himself, thereby establishing the distance necessary to Himself to become
a subject capable of owning freedom as a predicate instead of merely being
freedom as a pure virtuality. The Abyss of Unconscious Decision 211 As
such, they must be supplemented with the “concrete” symbolic content
of the philosophies of nature and spirit, thus creating space in which
Hegel could phantastically recoil from his breakthrough insight into the
subject as a self-instituting gap in being and its stark consequences for
our understanding of the self and the world. Hence why the Weltalter is so
crucial for grasping the true importance of subjectivity as a contingent,
world-changing event: it gives us mytho-poetic content that comes closer to
grasping the matter at hand than Hegel's account of the particular sciences
does, which rather obfuscates it (just as many empirical accounts continue
to do today when faced with the explosion of the Ideal out of the Real). The Abyss of Unconscious Decision 213 The Abyss of Unconscious Decision 213 The Abyss of Unconscious Decision 213 The Abyss of Unconscious Decision 213 The immediate problem facing Žižek here is the fact that all of
Schelling's middle-late works present themselves as a theogony, an
account of the birth of God, based on the anti-dialectical structure of the
quaternity, where the last movement is not the expression of something
logically irreducible and operatively new immanently emerging from within
a system, but a “return” to the first as a kind of direct contact with and
raising up to a higher power of a dormant force that is simultaneously the
primordial and unfathomable origin of all things. Each text repeats the same
movement, although the drafts of the Weltalter—in contradistinction to the
Freiheitsschrift—abruptly end before historical time. As the first, the abyss
of God's freedom as the impenetrably dark source of divine and created
reality rests in the absolute joy of eternity, a blind existence, where it wills
nothing because it is the pure virtuality wherein everything is potentially
contained, though does not determinately exist. Yet without distinction
and duality, the eternal nature as freedom remains unrevealed and thus
lacks the fullness of self-knowledge. In order to achieve this, God (who
is here not yet a person) must somehow contract finitude and difference,
limit His freedom, if He is to have an Other through which He can reveal
Himself, thereby establishing the distance necessary to Himself to become
a subject capable of owning freedom as a predicate instead of merely being
freedom as a pure virtuality. He breaches this pure virtuality by instituting
the conflict of Grund (the No, the darkness of materiality, the contractive
energy that holds all together) and existence (the Yes, the light of spirit, the
expansive structures that give order to the rulessness of the Grund) within
Him, so that He can beget Himself as a self-conscious being and eventually
decide to bestow upon His own Grund the status of an independent and
productive being, thus becoming God the Creator and allowing this same
conflict constitutive of his inner life to be mirrored in all living things. 214 Chapter 9 God (imago dei). With the forward march of history, the goal of creation
will be attained when evil is completely vanquished, for this will have meant
that we, like God, will have achieved the holy unification of the light and
dark principles, insofar as we will have made ourselves subjects capable
of owning freedom as a predicate by autonomously choosing the Yes and
thus overcoming our separation from God by returning to Him. Material
being, which we will have then “divinized” in showing how it is capable of
the good in and through us, and personal God will then be reconciled and
love—which presents itself as the fourth, the positive counterpart at the end
of the system corresponding to the Ungrund as its absolute beginning—will
prevail: as nature yearns for the spoken Word, humanity longs for for the
destruction of the antagonism of principles in the Future, which proves itself
to be a paradoxical “return” to the Past, since once the Present has begun,
its beginning is always already lost, so that the only way the Ungrund can
reemerge is if the world ends in a Future that is to come. The pure virtuality
that contains everything potentially may be irretrievable, but redemption—
as love—awaits as a point to which the world tends, for this tendency
towards its own annihilation as we know it is part of its metaphysical
structure. The inner life of all being thus follows a series of fourfolds that are
modelled after the structure intrinsic to the life of God: The Abyss of Unconscious Decision 213 He breaches this pure virtuality by instituting
the conflict of Grund (the No, the darkness of materiality, the contractive
energy that holds all together) and existence (the Yes, the light of spirit, the
expansive structures that give order to the rulessness of the Grund) within
Him, so that He can beget Himself as a self-conscious being and eventually
decide to bestow upon His own Grund the status of an independent and
productive being, thus becoming God the Creator and allowing this same
conflict constitutive of his inner life to be mirrored in all living things. Hence
Schelling can say at the end of the Freiheitsschrift that nature is the first
revelation of God.332 But with the highest creature, man, something new
emerges in creation as the principles become separable, which leads to the
possibility of the free conquering of the dark principle by the light if humans
choose to live their lives in imitation of God's spirit as the perfect unity of
Grund and existence and, by consequence, to the possibility of a complete 214 Chapter 9 Ungrun
↓ self-manifest God or complete revelation But how is Schelling able to maintain such a narrative within the second
period even in face of a structure that apparently forecloses its very possibility? That which enables Schelling to sustain such a narrative in face of a
structure that compromises the dynamic of the quaternity paradoxically
coincides with his insight into a parallactic dialectics of restless negativity. The success of Schelling's reaction formation goes hand in hand with the
intensity of his plunging into the abyssal origins of subjectivity, since the
latter constitutes some kind of primordial trauma whose repression is The Abyss of Unconscious Decision 215 The Abyss of Unconscious Decision 215 simultaneous with the transcendental constitution of reality so that it is only
to be expected that such a two-way tension would emerge. Given that the
origins of the Symbolic withdraw in their founding gesture, if Schelling is to
describe the interior involutions of the Real, and in what sense they could
bring forth the conditions of the possibility of an absolutely free subjectivity
(either human or divine) Schelling must have recourse to a mytho-poetic
medium to talk about that which forever precedes and can never enter
the light of consciousness and language. If the subject is “the primordial
Big Bang” of experiential reality,333 how are we to grasp what occurred
only nanoseconds prior to it? The issue is not the Real-as-excess as that
which logically precedes and exceeds symbolization, which spectrally haunts
all synthetic constitution, but the very moment in which the Symbolic
upsurges; and because such an event is a structurally impossible object of
discourse, any discourse that attempts to account for it is by the same token
plagued by this very impossibility. Faced with this impasse, we are forced
to fall back into mythology to explain that which transcends the bounds of
ideality as its core: Does not this step involve “regression” to a version of New
Age mythology? The Abyss of Unconscious Decision 215 When, at the key points of their theoretical
edifice, Freud and Lacan also resorted to a mythical narrative
(Freud's myth of the primordial father in Totem and Taboo,
his reference to Plato's myth of androgynous primordial man
in Beyond the Pleasure Principle; Lacan's myth of “lamella” in
his Four Fundamental Concepts of Psycho-Analysis), they were
driven by the same necessity as Schelling: the need for the
form of mythical narrative arises when one endeavours to
break the circle of the symbolic order and to give an account
of its genesis (“origins”) from the Real and its pre-symbolic
antagonism.334 Although mythology is rationally justified insofar as we have, as it were,
deduced the necessity of the non-deducible and now need a new manner to
investigate it, it does not come without its risks: the pre-symbolic act at the
very founding gesture of language—the vanishing mediator between nature
and culture that cannot be found in either—is that which we can “access”
through a kind of self-reflexive speculative fabulation that stages “the birth 216 Chapter 9 216 Chapter 9 from darkness into light,”335 but in such a way that we cannot guarantee a
priori that such an endeavour will not be plagued by defence mechanisms,
unconscious fantasies and wishes, especially given its essentially traumatic
nature. To search for our origins, we must plunge into the abyss, but it can
lead us astray: the mytho-poetics of speculative fabulation can just as much
help us narrate the pre-history of the Symbolic and the always already lost
act that institutes it, the trauma that is the lacerating cut of pure self-positing
in its full horror, as it can nourish psychoanalytical defences against it when
we approach the ontological catastrophe at our nativity as human subjects. It is exactly here at this juncture of interplay of mytho-poetic fabulation
and phantasmic interference within Schelling's second period that Žižek
intervenes, using the resources of Lacanian psychoanalysis to traverse its
fantasy and thereby restructure its conceptual space so as to bring forth that
which is in Schelling so intimately that it is most properly characterized as
extimate. But how can Žižek accomplish such a feat? Before we can directly
answer this question, it is necessary to summarize the two intertwined levels
active in the rational mythology of the Weltalter project in order to locate the
unsolved tension from which psychoanalysis offers us a way out. The Abyss of Unconscious Decision 215 Within the stillborn drafts of the Weltalter, Schelling divides the
passage from the eternal Past to the Present into three distinct stages. Because Schelling's text simultaneously operates in a theosophic and
metapsychological mode, I will quickly summarize Žižek's presentation
of each stage. Instead of outlining the various conceptual distinctions
and internal differences that occur within the three existent drafts of the
Weltalter, I will only be dealing with Žižek's own exegesis, which focuses on
the second draft, since as we have seen he largely dismisses the importance
of the other two versions. 1. In the absolute beginning prior to God's contraction of
material being and the annular rotation of drives, there is a
joyous nothingness, a pure potentiality that exists in timeless,
inexhaustible rapture. God is not a yet a “He,” but merely an
impersonal, anonymous “it”: knowing no conflict, God knows
not even itself as radical freedom. For Žižek, in contemporary
terms this would be equivalent to the pure void that exists before
the vacuum fluctuation declared by quantum cosmology, a The Abyss of Unconscious Decision 217 nothingness that must be declared positively charged because
from its (auto)disturbance “something” emerges. What is of
utmost importance here is the irreconcilable contrast between
this stage and the next: the joyous void of divine non-being is
breached by the contraction of finitude and the self-diremption of
perfection that it entails. Metapsychologically, this sundering of
heavenly symmetry is thus structurally identical to the disruption
of the oceanic unity of child and mother that supposedly precedes
the Oedipus complex, or the smooth, placid functioning of
cyclical nature, which is skewered by the advent of human
subjectivity. 2. After the contraction of material being, we have what Žižek
calls “Schelling's grandiose 'Wagnerian' vision of God.” Within
Schellingian cosmogony, this is so “terrifying” because, instead of
the endless joy of divine eternity, we have a God as subject who
finds Himself caught within the self-lacerating rage of matter. There is a sense in which God the Almighty is in infinite pain
because his freedom has been lost within the torment-ridden
movement that is coincident with the moment when the blind
rotation of drives falls into an erratic, uncontrollable oscillation. The Abyss of Unconscious Decision 215 As such, God is comparable to a helpless animal stuck in a trap.336
To exemplify this point further, Žižek compares this stage to the
unfathomable chaos that occurs after the vacuum fluctuation
at the origins of the universe: the contraction of matter into
an infinite point of absolute singularity, an incomprehensible
upheaval within which the logic of our known physical universe
breaks down. In terms of a metapsychology, it can be read as a
mytho-poetic description of the ontological short circuit within
the instinctual schemata of nature occurring before the eruption
of human subjectivity. This moment of ontological standstill
coincides with the pre-personal realm of anarchic self-experience
seen in the night of the world and expresses the first beginnings
of psychotic withdrawal of nature into an irreal self that severs the
Innenwelt from Aussenwelt. The Abyss of Unconscious Decision 219 have become completely lost to themselves at a now inaccessible point in
the vicissitudes of their dark pre-history. What is so terrifying here is that,
instead of the light of consciousness and the universe of meaning, there could
have been nothing but the agonizing rotation of drives in their frantic disorder,
nothing but the ontological mayhem/madness wherein being would be irrevocably
laid to waste in its own breakdown and catastrophism. If being awakens in a
moment of primordial trauma, how could one be certain that its defense
formation (subjectification through the Symbolic) would work? That it
would solve its antagonism? If freedom is to be irreducible, it must posit
itself entirely by its own activity from within the clutches of unbreakable
determinism, but this comes at a price—and it is exactly around this
problematic of the breach of symmetry necessary for a suitable “foundation”
of freedom and its alarming metaphysical implications that the existent
stillborn drafts circulate and ultimately falter, each offering a different spin
irreconcilable with the others. For Žižek, however, the psychoanalytical tension of the Weltalter drafts
displays a much more complex structure than that of a mere attempt
to cover up the dialectical contingency at the heart of the unconscious
decision and its wider implications. What intensifies the problem at hand
is that the entire investigation has the fundamental structure of fantasy.337
In the articulation of the absolute beginning, we insert ourselves as a pure
gaze into the Real that is prior to our own conception, just as if we were
to imagine ourselves as spectators in our funerals watching our friends
react to our death—and if we read the mytho-poetic introspective analysis
that leads Schelling to such a discussion with this in mind, then we must
conclude that it too exhibits the psychoanalytical traits associated with
such fantasy constructions, complete with all of the problems that go along
with them. 218 Chapter 9 218 Chapter 9 3. Finally, we have God who is able to speak the Word and thus
overcome the deadlock that he found Himself lodged within
by becoming a full-fledged subjectivity. Ejecting the materiality
that He had contracted, pushing it out of him like some kind of
foreign body, he bestows upon this now excremental product
its own independent existence and thus becomes God the
Creator. For Žižek, this corresponds in physics to the primordial
Big Bang itself: the beginning of our material universe as the
self-expansion of the initially infinitely dense point of matter. Metapsychologically, in the Word we see the unconscious
decision (Entscheidung) that separates Grund and existence for
the first time. The Symbolic erupts as an attempt to discipline the
unruliness of the previous stage, which has immanently disrupted
the primacy of organism's autopoietic schemata. The schismatic
split that characterizes the essence of the psychoanalytical
experience and the actual freedom of the cogito is posited as such
for the first time as a response to the complete denaturalization
that is the zero-level of the subject. In both the theosophy of
creation, the physics of the Big Bang, and the metapsychology
of the birth of subjectivity, this stage is something unpredictable
that founds something new (God the Creator, material reality, the
universe of meaning). The existent drafts of the Weltalter find themselves confronted with
the same problem as the Freiheitsschrift, that is, the arbitrariness of the
beginning: why does God speak the Word? If the act of unconscious decision
cannot be deduced according to notional necessity (were it able to be,
Schelling would fall back into the perceived threat of Absolute Idealism
that he is fighting against) there is no guarantee that God, after contracting
material finitude, will be able to assert His freedom by making it a predicate
of Himself: that is, there is no guarantee that the subject will be able to
liberate itself from the deadlock of the drives within which it finds itself, in
other words, their unruliness. Attempting to articulate a radical philosophy
of freedom, Schelling in the second draft has no possible recourse to an
explanatory principle capable of saving God or human being from possible
infinite diremption: he is unable to foreclose the possibility that both could The Abyss of Unconscious Decision 219 The Abyss of Unconscious Decision 219 For both endeavour to describe the impossible: a linguistically
ordered field of experience where there is none, a world of thought where
no thinking could possibly exist, the first merely in a “subjective” sense (I
cannot witness my own funeral because my own personal ego will never
exist after my death in order to be able even to see such events unfolding
as I may imagine them), but the second in an “objective” sense (not only is
there no one there to witness the emergence of a world of signification, since
consciousness presupposes someone has already emerged, but thought itself 220 Chapter 9 220 Chapter 9 as logos has yet even to appear on the scene). When put in this manner, the
question that poses itself is how the second, “objective” fabulation can be
saved from the various kinds of illusions that may play themselves out in
the first, “subjective” mode of fabulation such as those that occur in our
daydreaming. In this respect, it is understandable how Schelling could have
fallen into a trap: because we can only retroactively posit the material origins
of subjectivity from within the Symbolic and the Imaginary and these
origins represent the unthinkable basis of thinking itself,338 the descriptions
of this natal darkness can serve as a mere screen upon which we project
fantasmatic supplements to satisfy unconscious desires. Not only does
the very nature of the investigation jeopardize it (since we can structurally
never reach the act that brings consciousness into existence, speculation
has reached its limit and must pass into dramatic mytho-poetics) but it
could easily be abolished through a reduction to the narcissistic orbit of
the Imaginary or succumb to various symbolic levels of defence that would
prevent the subject from performing its description, even in a self-reflexive
mytho-poetic medium. By protecting us from the traumatic Real of our
being, something that we of course all want, these supplements can lead us
away from the truth for which we are searching. The Abyss of Unconscious Decision 219 But it is precisely here that
the strength of psychoanalysis shows itself: as a discourse about discourse,
in short, a discourse whose aim is to understand the inherent limitations
plaguing all discourse (itself thus included), it is able to bestow upon such
theoretical investigation an extra level of self-reflexivity that could help it
from falling into such traps: “the way to avoid this utopian reduction of the
subject to the impossible gaze witnessing an alternate reality from which
it is absent is not to abandon the topos of alternate reality as such, but to
reformulate it so as to avoid the mystification of the theosophic mytho-
poetic narrative which pretends to render the genesis of the cosmos.”339
Thus, by focusing on the ambiguity of inserting ourselves as a pure gaze
into the absolute beginning that we must retroactively posit, that is, the
very impossibility of the endeavour itself to succeed in its task, Žižek is able
to find a way to entirely cut off the theosophic character of Schelling's text
and read it exclusively as a metapsychological account of the emergence Thus, by focusing on the ambiguity of inserting ourselves as a pure gaze
into the absolute beginning that we must retroactively posit, that is, the
very impossibility of the endeavour itself to succeed in its task, Žižek is able
to find a way to entirely cut off the theosophic character of Schelling's text
and read it exclusively as a metapsychological account of the emergence
of Symbolic from the meaningless Real. Man's inclusion within the divine
theo-cosmogonic drama ultimately proves to be an extraneous feature of the The Abyss of Unconscious Decision 221 operative logic of the Weltalter drafts, a code to be deciphered, many features
of which can be ignored as a mere phantasmal projection accidentally
adjoining itself to an exploration of the abyssal origins of subjectivity. One
of Žižek's most provocative claims is that one can see such a phantasmal
projection in the attempts to cover up its most groundbreaking insight:
the destructive self-movement of negativity in reality that leads to and is
radicalized in the self-positing of subjectivity. The Abyss of Unconscious Decision 219 In this way, we can say that
paradoxically “it was [Schelling's] very 'regression' from pure philosophical
idealism to the pre-modern theosophical problematic which enabled him to overtake
modernity itself.”340 But now the question imposes itself upon us: what is
revealed when we purify the odyssey that is the Freiheitsschrift and the
Weltalter from its mytho-poetic phantasmagoria? operative logic of the Weltalter drafts, a code to be deciphered, many features
of which can be ignored as a mere phantasmal projection accidentally
adjoining itself to an exploration of the abyssal origins of subjectivity. One
of Žižek's most provocative claims is that one can see such a phantasmal
projection in the attempts to cover up its most groundbreaking insight:
the destructive self-movement of negativity in reality that leads to and is
radicalized in the self-positing of subjectivity. In this way, we can say that
paradoxically “it was [Schelling's] very 'regression' from pure philosophical
idealism to the pre-modern theosophical problematic which enabled him to overtake
modernity itself.”340 But now the question imposes itself upon us: what is
revealed when we purify the odyssey that is the Freiheitsschrift and the
Weltalter from its mytho-poetic phantasmagoria? Notes 294. See Žižek, The Ticklish Subject, p. 55; and The Parallax View, p. 166. 295. Žižek, The Indivisible Remainder, p. 8. 296. Schelling, Freiheitsschrift, p. 276. 296. Schelling, Freiheitsschrift, p. 276. 297. Ibid., p. 278. 297. Ibid., p. 278. 298. Žižek, The Indivisible Remainder, p. 105. 298. Žižek, The Indivisible Remainder, p. 105. 299. Ibid., p. 92. 300. Ibid., p. 103. 300. Ibid., p. 103. 301. Ibid., p. 106. 301. Ibid., p. 106. 302. Žižek, Less Than Nothing, p. 234. 302. Žižek, Less Than Nothing, p. 234. 3. Žižek, The Indivisible Remainder, pp. 35–39. 303. Žižek, The Indivisible Remainder, pp. 35–39. 303. Žižek, The Indivisible Remainder, pp. 35–39. 304. Schelling, Weltalter II, p. 4. 304. Schelling, Weltalter II, p. 4. 305. Žižek, The Indivisible Remainder, p. 38. 305. Žižek, The Indivisible Remainder, p. 38. 306. Ibid., p. 92. 306. Ibid., p. 92. 307. Wirth, “Translator’s Introduction,” in Weltalter III, pp. ix–x. 308. Hegel, The Phenomenology of Spirit, p. 9. 308. Hegel, The Phenomenology of Spirit, p. 9. 309. Žižek, The Indivisible Remainder, pp. 20–21. 310. Schelling, Freiheitsschrift, p. 281. 310. Schelling, Freiheitsschrift, p. 281. 311. Schelling, Weltalter II, p. 121. 311. Schelling, Weltalter II, p. 121. 312. Žižek, The Indivisible Remainder, p. 38. 313. Ibid., p. 92. 313. Ibid., p. 92. 222 Chapter 9 222 Chapter 9 314. Ibid., p. 37. 315. Ibid., p. 39. 316. Schelling, Weltalter II, p. 121. 317. Žižek, The Abyss of Freedom, pp. 3–4. 318. Žižek, The Indivisible Remainder, p. 24. 319. See Laplanche and Pontalis, The Language of Psychoanalysis, trans. D. Nicholson-
Smith (London: Karnac Books, 1988), pp. 465–69; and also Lacan, The Seminar
of Jacques Lacan, XI: The Four Fundamental Concepts of Psycho-analysis, 1963–1964,
ed. Jacques-Alain Miller, trans Alan Sheridan (London: Vintage, 1998), p. 51. 320. Žižek, “Liberation Hurts”; and The Ticklish Subject, p. 48. 321. Žižek, The Abyss of Freedom, pp. 3–4. 321. Žižek, The Abyss of Freedom, pp. 3–4. 322. Žižek, The Indivisible Remainder, p. 92. 323. Miller, “Context and Concepts,” in Reading Seminar XI: Lacan’s Four Fundamental
Concepts of Psychoanalysis, ed. Richard Feldstein, Bruce Fink, and Maire Jaanus
(Albany: SUNY Press, 1995), pp. 7–8. 324. Žižek, Less Than Nothing, pp. 300ff. 324. Žižek, Less Than Nothing, pp. 300ff. 325. Ibid., p. 198. Compare with pp. 292ff. and 304. 326. Ibid., pp. 293–94. 326. Ibid., pp. 293–94. 326. Ibid., pp. 293–94. 327. Ibid., p. 234. 328. Ibid., p. 285. 329. Ibid., p. 231. 330. Ibid., p. 213. 331. Ibid., p. 274. 332. Schelling, Freiheitsschrift, p. 284. 333. Žižek, The Ticklish Subject, p. 31. 334. Žižek, The Indivisible Remainder, p. 9. 335. Schelling, Freiheitsschrift, p. 239. 336. Žižek, The Indivisible Remainder, p. 23. 337. Ibid., p. 22. 337. Ibid., p. 22. 338. Žižek, Less Than Nothing, p. 645. 339. Ibid., p. 273. 339. Ibid., p. 273. 340. Žižek, The Indivisible Remainder, p. 8. Chapter 10
Radicalizing the Subject
Substance Gasping for Breath, the Metaphysics of Quantum
Mechanics, and the Žižekian Unconscious Chapter 10
Radicalizing the Subject
Substance Gasping for Breath, the Metaphysics of Quantum
Mechanics, and the Žižekian Unconscious Although Žižek's transcendental materialism relies upon Schelling to
explicate the origins of subjectivity, Hegel is nevertheless omnipresent
in Žižek's work. Perceiving a strictly Hegelian structure of self-relating
negativity in the second draft of the Weltalter that identifies Grund and
existence in a manner inconsistent with its surface structure of quaternity,
Žižek offers a psychoanalytical reconstruction of Schelling's aborted
masterpiece by showing how Hegelian dialectics is its unconscious truth. Demonstrating this complex and nuanced hybridism of Hegelian logic and
Schellingian ontology at the heart of Žižek's philosophy does not merely
help us see its originality and singularity; it also enables us to shed light on
in what sense his philosophy is a revisionist metaphysics of the subject. The
existence of subjectivity not only attests that nature is at best a fragile not-all
whose disruptive wounds are more primordial than its positive being. More
drastically than this, the absolute, instead of being a fully subsisting reality
that exists by means of a self-explanatory surplus, is at its most basic level
only minimally indistinguishable from the void of nothingness, whereby the
subject becomes one of the names of the eternal disturbance of this void by
means of which there is something rather than nothing. This also leads us
into a discussion of the paradoxical causality explicit in the self-begetting 224 Chapter 10 Chapter 10 of the Žižekian subject and its repercussions for our understanding of the
unconscious. 10.1 From the Psychoanalytical Purification of the Theosophic
to Substance Gasping for Breath Žižek does not articulate his own solution to the problematic of how he is
able to purify the odyssey that is the Freiheitsschrift and the Weltalter from its
mytho-poetic phantasmagoria. The issue at hand is how he can formalize
Schelling's philosophy by purifying its theosophic content (the illusion of
an originary oceanic bliss and its crucial role in covering up the intrinsically
dialectical structure inherent to the Grund by means of a quaternity) by
traversing its fantasy. To do this, Žižek relies on the primordiality of the
psychoanalytical experience and the irreducibility of negativity in Hegelian
logic, the traces of which he sees in the second draft's descriptions of the
three stages involved in the movement from the Past to the Present. The
resources offered by both allow us to internally reconfigure its conceptual
movement by removing this distorting fantasy element through a
philosophical reconstruction of the abyssal origins of the subject by tarrying
with the Real of Schelling's texts. It is this revamped version of the Weltalter's
investigations into the spectral, never-present beginnings of the Symbolic
that enables Žižek to draw out the full metaphysical implications of the
paradoxical nature of psychoanalytico-Cartesian subjectivity. According to psychoanalytical experience, the zero-level fact in the
passage from the Past to the Present has to be the second stage,341 that
is, the self-lacerating rage of matter. 10.1 From the Psychoanalytical Purification of the Theosophic
to Substance Gasping for Breath Because Žižek identifies the subject
with the non-coincidence of substance, its alienation from itself,342 this
self-lacerating rage is equivalent to what Lacan refers to as the “organic
dehiscence” exhibited in the mirror stage that forms the basis of the
ontogenesis of personality.343 But if we are to mytho-poetically explain
how such a dismemberment forms the meta-transcendental conditions
for the possibility of subjectivity's self-positing, we cannot understand it
as a haphazard feature of nature that falls upon it like an alien blow from
nowhere—rather, its pure contingency must itself emerge from some kind
of immanent, self-effacing possibility always already implicit within it.344 As
that which metapsychologically corresponds to the eternal calm of the pure Radicalizing the Subject 225 immanence of substance preceding the deadlock of drives and the struggle
to speak the Word, the joyous nothingness of divine eternity is therefore
merely a part of the ego's fantasy of desired fullness, a narcissistic and
reactive attempt to secure the false status of nature as all in order to protect
us from the dark truth implicit in the psychoanalytical experience: that
one cannot draw a metaphysical distinction between substance as a nothingness
that rejoices in the oceanic bliss of non-experience and the unruly basis of human
subjectivity that “disrupts” this unity. For Žižek, the transcendental materialist
logic of which we see premonitions in the second draft thus allows us to
add precision to the late German Idealist attempts to think substance as
subject: the model of subjectivity as a disease within the vital fold of being
needs to be slightly modified, for there was never a state of metaphysical
harmony and innocence that the going-haywire of human unruliness could
have brought into ruin once and for all. 10.1 From the Psychoanalytical Purification of the Theosophic
to Substance Gasping for Breath This is exactly why Žižek feels
justified in proclaiming the superiority of Hegelian logic and violently
remodulating Schelling's middle-late ontology to get rid of its notion of
absolute indifference, for in positing an initial state of health, Schelling
demonstrates a tendency—a tendency only encouraged by the abyssal void
of the Real-as-origin—to construct a rampant fantasy whose imaginary
support (certain theosophic details) could protect him from his own insight
into the restless movement of negativity in the interior life of being and at
the core of the subject's pure act, a fantasy that in itself is filled with holes
and inconsistencies as shown by the endless proliferation of stillborn drafts
of the Weltalter in an attempt to secure it. That the subject is synonymous with the irrevocable self-sundering
of substance does not mean that before the advent of complete
denaturalization in our constitutive excess there was no internal obstruction
within the former's immanent ebb and flow. If the human being is an
irreversible blockage in the vital fold of being, it must represent an
amplification of an already existing potentiality in nature. We can see this
in various forms—natural disasters, deformed animals, mass extinction,
black holes, all of which point to ways in which the originary “harmony” of
the world is predicated upon disorder, eruptive disarray, and its inability to
sustain itself in perfect symmetry. Knowledge in the Real is never perfect: 226 Chapter 10 The most unsettling aspect of such phenomena is the
disturbance caused in what Lacan called “knowledge in the
Real”: the “instinctual” knowledge which regulates animal
and plant activity. This obscure knowledge can run amok. When winter is too warm, plants and animals misread the
temperature as a signal that spring has already begun and so
start to behave accordingly, thus not only rendering themselves
vulnerable to later onslaughts of cold, but also perturbing the
entire rhythm of natural reproduction.345 The most unsettling aspect of such phenomena is the
disturbance caused in what Lacan called “knowledge in the
Real”: the “instinctual” knowledge which regulates animal
and plant activity. This obscure knowledge can run amok. 10.1 From the Psychoanalytical Purification of the Theosophic
to Substance Gasping for Breath When winter is too warm, plants and animals misread the
temperature as a signal that spring has already begun and so
start to behave accordingly, thus not only rendering themselves
vulnerable to later onslaughts of cold, but also perturbing the
entire rhythm of natural reproduction.345 These examples of destruction in nature must, however, be seen in their raw
conceptual materiality. Rather than being justified by Žižek's rhetoric, they
point to one of the major achievements of Žižek's dialectics: its ability to
think through the philosophical implications of what is normally seen as a
mere contingent breakdown of all-present order or a short-lived calamitous
outburst of pandemonium in the otherwise smooth flow of things. Žižek
refuses such a thesis: for him, contradiction and non-coincidence are to be
seen as at the very basis of reality to such an extent that reality's logical closure
upon itself is unable to sustain itself and is constitutively torment-ridden with
fracture points. Rather than being a totalizing weave that is and thus embraces
all things in its soft, calming touch, despite things seeming otherwise in
experience (just as turbulent eddies are only possible given the oneness of
the ocean that persists through them), substance is dirempt and constantly
risks bursting at its seams due to its own internal fragmentation. These
wounds in the absolute do not exude the vital blood of substance in such a
way that they will, after a brief moment of cosmic fright, heal themselves and
once again be subsumed within the economy of a symphonized sexualized
dance of lack and plenitude, life and death: substance does not engage in a
ritual of bloodletting to gain strength, as if conflict, although internal to the
system, only existed so that through its conquering substance could express
again and again its infinite, almighty power. On the contrary, the wounds
of substance are those places where it touches the void. Torn apart from the
inside out, substance in its auto-laceration is in danger of dissipating into
nothingness, of no longer being capable of holding itself together. 10.1 From the Psychoanalytical Purification of the Theosophic
to Substance Gasping for Breath Here one
must think of the fundamental presupposition of Schellingian philosophy:
were substance (God) all, were there from the very beginning nothing but Radicalizing the Subject 227 a balanced movement, a pure, all-devouring totality, no subjectivity or
experience would be possible.346 In this sense, Žižek is not merely trying to
radicalize this insight by reactualizing Schelling's metapsychology so that it
does not succumb to its theosophic tendencies, but more primordially trying
to make it internally consistent. According to Schelling's own words, if we posit
an initial state of health, we cannot explain how subjectivity could emerge. Perfection is only an imaginary, fantasmatic extension of the existential
horizon of our broken finitude, that is, a reaction formation, a reaction
formation within which we encounter again and again the insupportable
negativity that tears apart the world, for after all, the repressed always returns. As the greatest thinker of subjectivity, we begin to grasp why there would be
such an immense conflict within Schelling's middle-late period between the
irreconcilable extremes of a radical philosophy of freedom and an equally
radical philosophy of a theo-cosmogonic drama of divine being seeking
self-manifest revelation. They go hand in hand: traumatic insight elicits
protective defences, but the latter can never be completely successful. Accordingly, Žižek psychoanalytically modifies Schelling's descriptions
of the Past as that elusive X that forever haunts and precedes consciousness
so that the real encounter (the horror of substance as subject) can be
freed from its imaginary, fantasmatic surface (the theosophic odyssey)
and brought into explicit mythologico-symbolization. This has severe
consequences. First and foremost, we must remember that at the
level of logic, Schelling's mytho-poetic narrative of the Past does not
primordially present a chronology of the absolute, even if it is derived from
phenomenological experience by the alchemical identification of the highest
and lowest and can thus be used to explain the ontogenesis of the individual
subject by means of reason by analogy. The “stages” Schelling refers to
are purely logical and organized according to priority: the category of
linear temporality only emerges with the Present as that which mirrors the
structural relations intrinsic to the inner life of God. Consequently, there is
no sense in which the joyous nothingness temporally precedes God as subject
caught in the throes of the self-lacerating rage of matter. 10.1 From the Psychoanalytical Purification of the Theosophic
to Substance Gasping for Breath However, insofar as
freedom as a predicate of a subject exists (stage three), the abyss of freedom
as pure potentiality—a freedom that is not yet posited as such—must be said
to logically precede the rotation of drives prior to full-fledged subjectivity 228 Chapter 10 (stage two). Žižek follows the argument thus far, but then makes a crucial
change in an attempt to draw out a truth hidden in Schelling's descriptions
of the passage from one moment to the other. Given that there is no
temporal separation between the descriptions of the joyous nothingness of
non-experience and the infinite, agonizing oscillation of the potencies, or
substance and subject, they are, in essence, two sides of the same coin. The
“passage” is nothing but a logical conversion: Let us step back for a moment and reformulate the primordial
contraction in terms of the passage from a self-contented Will
that wants nothing to an actual Will which effectively wants
something: the pure potentiality of the primordial Freedom—
this blissful tranquillity, this pure enjoyment, of an unassertive,
neutral Will which wants nothing—actualizes itself in the guise
of a Will which actively, effectively, wants this “nothing”—that
is, the annihilation of every positive, determinate content. By means of this purely formal conversion of potentiality
into actuality, the blissful peace of primordial Freedom thus
changes into pure contraction, into the vortex of “divine
madness” which threatens to swallow everything, into
the highest affirmation of God's egotism which tolerates
nothing outside of itself. 228 Chapter 10 In other words, the blissful peace
of primordial Freedom and the all-destructive divine fury
which sweeps away every determinate content are one and the
same thing, only in a different modality—first in the mode of
potentiality, then in the mode of actuality.347 The ultimate paradox of the shift from the bliss of divine eternity, freedom
as pure potentiality, to the annular rotation of drives in the Grund that serves
as the stepping-stone to freedom as the predicate of a subject is that there is
no movement at all—Grund is always already the Ungrund, the “closed” circle of
nature is always already the scene of the possible emergence of freedom.348 If we
equate freedom with negativity, then we see that the Ungrund is no longer
that which neutrally grounds the conflict of the polar principles in order
to know itself and reveal itself to itself through them, but rather becomes
synonymous with the devastating negativity at the heart of being, the places
where it risks touching the void, and that even when it remains non-posited Radicalizing the Subject 229 as such, is always already present within the palpitations of the latter like
a cardiac arrest waiting to happen: the ground is always already minimally
ungrounded, ridden with tension, bursting at the seams. We see this clearly in the
dialectic of the ontogenesis of the subject. Although the movement from (i)
the rapture of symmetry that is substance to (ii) the harrowing madness of
the drives in the unruliness of the infant appears to be due to the grotesque
excess of life that is human being as an unfortunate accident, the matter is
more complicated. In the first stage freedom (negativity) is always already
there as a logical possibility, but remains for the most part non-posited
in the general economy of the dynamics of substance, though it shows its
head constantly, so that we just have a relatively closed and blind annular
rotation of drives; in the second, however, it finally successfully posits
itself in a significant manner (although not as such) as the self-lacerating
rage of matter, but in such a way that its rawness risks devouring itself. It
needs to be tamed, disciplined, gentrified. 228 Chapter 10 The decisive moment comes
with (iii) the act of decision through which freedom as subject (inner limit
of substance) is converted into freedom as the predicate of a subject (self-
relating negativity), an act that is not only notionally non-deducible because
it is, in itself, radically free, but also one that withdraws in its very gesture
of self-positing. When this occurs, negativity, instead of being a single part
in the totality of material being, turns itself into an independent center
that hegemonically dominates the whole to which it once belonged, which
in turn forces the negativity always already contained in the first moment
finally to become fully explicit. Freedom is not in direct contact with the
Ungrund as that which neutrally grounds the conflict of the polar principles
as indifference, nor is it a resurgence of the primordial abyss of freedom: it
is nothing but this movement in which the second (the negativity of being),
relating to itself, counting itself, usurps the position of the first (being)
and thus institutes a mere formal reconfiguration of the whole.349 As pure
negativity, full-fledged self-standing freedom (self-relating negativity) does
not emerge out of nowhere within a harmonious play of forces, because its
existence attests that there is freedom (negativity) all the way down. As Žižek
says, “the only greatness is 'negativity' itself.”350
What the psychoanalytico-Cartesian subject thus shows us is that the
idea of extra/pre-subjective nature as the self-harmonizing Grund of all What the psychoanalytico-Cartesian subject thus shows us is that the
idea of extra/pre-subjective nature as the self-harmonizing Grund of all 230 Chapter 10 230 Chapter 10 things, a causally closed play of forces caught within a blind necessity, is
a pure fantasy: the beginning is not a solid, inert density, but a seething
mass of heterogeneous matter lacking overarching symmetry and balanced
movement. Matter is not some kind of impenetrable or irreducible “real
stuff” that persists beyond conscious representation and follows eternal
laws—at its very core, matter constantly dematerializes itself by opening up
its flesh to the void of (virtual) non-being to the point where it is no longer
matter but something more: that is, a full-fledged subject. The self-operative
logic of nature as Grund consequently demonstrates that the immanence of
substance is not a permeating weave of positive being, a never-ending sea
whose fullness encompasses all: it is plagued constitutively by the possibility
of self-fragmentation, since irrevocable zones of (virtual) non-being
shattering the ordered reality of the world and its causal closure always
threaten to erupt and turn it into a chaotic pandemonium of disordered,
anarchic forces combating for rulership—a state that would, in fact, bring
substance itself to its untimely end, for a substance that has globally turned
“into a dispersed floating of membra disjecta”351 is no longer a substance
at all. The self-lacerating rage of matter thus takes on a new meaning. The libidinal frenzy of the unruliness of human nature does not merely
represent a single case of the diseased breakdown of the ontological, but
rather the inability of substance to posit itself as all: substance is destined
towards auto-destruction; the “ground fails to ground,”352 for it is always
on the verge of passing over into hemorrhaging conflict and ravaging
antagonism. In this regard, substance is constitutively weak, a precarious
all whose fragility is not only always struggling to keep itself together as the
contractive energy of all things, but also always capable of the new and the
unpredictable at any cosmic moment due to its negativity, for what will be
is not necessarily causally contained in what was. 230 Chapter 10 Here we see the extremely
Hegelian logic that Žižek extracts from Schelling in the second draft: it is
the failure of the first moment (the self-actualization of substance and the
indivisibility of its causal self-enclosure, its closed annular rotation) that
leads to/is the second (the unruliness of human nature, the unbearable short
circuit in the rotation of drives), whose vicissitudes in turn set the stage for
the third (the self-positing of the subject through this rupture in the fold
of being, which opens up an autonomous logical space that attempts to things, a causally closed play of forces caught within a blind necessity, is
a pure fantasy: the beginning is not a solid, inert density, but a seething
mass of heterogeneous matter lacking overarching symmetry and balanced
movement. Matter is not some kind of impenetrable or irreducible “real
stuff” that persists beyond conscious representation and follows eternal
laws—at its very core, matter constantly dematerializes itself by opening up
its flesh to the void of (virtual) non-being to the point where it is no longer
matter but something more: that is, a full-fledged subject. The self-operative
logic of nature as Grund consequently demonstrates that the immanence of
substance is not a permeating weave of positive being, a never-ending sea
whose fullness encompasses all: it is plagued constitutively by the possibility
of self-fragmentation, since irrevocable zones of (virtual) non-being
shattering the ordered reality of the world and its causal closure always
threaten to erupt and turn it into a chaotic pandemonium of disordered,
anarchic forces combating for rulership—a state that would, in fact, bring
substance itself to its untimely end, for a substance that has globally turned
“into a dispersed floating of membra disjecta”351 is no longer a substance
at all. The self-lacerating rage of matter thus takes on a new meaning. The libidinal frenzy of the unruliness of human nature does not merely
represent a single case of the diseased breakdown of the ontological, but
rather the inability of substance to posit itself as all: substance is destined
towards auto-destruction; the “ground fails to ground,”352 for it is always
on the verge of passing over into hemorrhaging conflict and ravaging
antagonism. 230 Chapter 10 In this regard, substance is constitutively weak, a precarious
all whose fragility is not only always struggling to keep itself together as the
contractive energy of all things, but also always capable of the new and the
unpredictable at any cosmic moment due to its negativity, for what will be
is not necessarily causally contained in what was. Here we see the extremely
Hegelian logic that Žižek extracts from Schelling in the second draft: it is
the failure of the first moment (the self-actualization of substance and the
indivisibility of its causal self-enclosure, its closed annular rotation) that
leads to/is the second (the unruliness of human nature, the unbearable short
circuit in the rotation of drives), whose vicissitudes in turn set the stage for
the third (the self-positing of the subject through this rupture in the fold
of being, which opens up an autonomous logical space that attempts to Radicalizing the Subject 23 suture the hole). The essence of the third moment is the self-negation of
the previous one, which gives it a fully developed notional self-reflexivity
in such a way that by guaranteeing the identity of Grund and existence
Žižek is able to foreclose the possibility of a theosophic quaternity from
within the conceptual fabric of Schelling's text. In this sense we can finally
comprehend two controversial claims put forth by Žižek: first, that that
“the founding gesture [the subject as the vanishing mediator] 'repressed'
by the formal envelope of the 'panlogicist' Hegel is the same as the gesture
which is 'repressed' by the formal envelope of the 'obscurantist' Schelling,”353
for both reveal in their own way the “unacknowledged” Grundoperation of
German Idealism; and, second, that “to articulate clearly the Grundoperation
of German Idealism [...] necessitates reference to Lacan; that is to say,
our premiss is that the 'royal road' to this Grundoperation involves reading
German Idealism through the prism of Lacanian psychoanalytical theory.”354
It is in this respect that Žižek's philosophy is a hybridism of Hegelian logic
and Schellingian ontology, for it is a mere attempt at the thematization of its
unconscious Grundlogik. The metaphysical basis of freedom is the irremovable possibility of
negativity from within any self-totalizing, self-enclosed system. 230 Chapter 10 There are
always unavoidable ruptures and breaks within the logical fold of the world,
but these are not mere contingent features of the otherwise harmonious
symphony of the infinity of being: the activity of the first moment always
already “possesses” its own failure as exhibited in the constant proliferation
of negativities that can never be fully subsumed within its dynamics,
indicating that substance is constitutively minimally non-coincident to
itself. Monstrosities and ontological abortions are an inescapable effect
of substance's functioning, for function now shows itself to be one with
dysfunction. In terms of Žižek's “reactualization” of Schelling, it is here
that its most textually violent moment is located. It proclaims that the
only way to save the Schellingian legacy is to say that nature as a full, rich
creative potency inherent in the dark womb of the world is an illusion. Nature was always already a sickly creature, whose collapse coincides with
its own conditions of (im)possibility. It is not only that nature never knew a
moment of eternal happiness and joy, but that the dull, inarticulate pressure
of its own gasping for breath (spirit, we remember, comes from the Latin 232 Chapter 10 What is to be “deconstructed” is this very notion
of nature: the features we refer to in order to emphasize man's
unique status—the constitutive imbalance, the “out-of-joint,”
on account of which man is an “unnatural” creature, “nature
sick unto death”—must somehow be at work in nature itself, Radicalizing the Subject 233 although—as Schelling would have put it—in another, lower
power (in the mathematical sense of the term).356 although—as Schelling would have put it—in another, lower
power (in the mathematical sense of the term).356 But here we must be careful. Insofar as the subject is an immanent event
within the world, that is, insofar as through it being has “gained” the power
to look upon itself by internal reflection due to a maximization of this
constitutive self-sabotaging tendency within nature and symbolization
occurs as a means to deal with this trauma, one cannot conclude that
symbolization is a mere defence mechanism constitutive of the human
ego. The illusionary world of the Symbolic into which we withdraw to
save ourselves from the trauma that is the very essence of our freedom
is simultaneous with being's own recoil from itself as it achieves self-disclosure. Awakening into the nightmare that is the psychoanalytical horror of
substance as subject in all of its ambiguity, the primordial reaction of the
world opening its eyes for the first time is that of hellish panic, a panic
whose ultimate fate is the necessity of an ontological passage through
madness which we enact as symbolic subjects by (re)constituting reality in an
ontologically solipsistic, eternally nocturnal space of signifiers, a universe
of meaning. If the self-revelation of being to itself leads to an originary
madness, then not only should we understand the proliferation within
the latter of self-composing dream-like images, a rhapsody of social and
political phantasmagoria that function as the fabric of our own identities,
as events in being, but also this very fiction of ontological completion we witness
in accounts of “Nature.” Through us, in a moment of fantasy, being sees
itself as perfect—or as having been possibly perfect were it not for our
intervention—by living out the impossibility of its own illusionary fullness, a
fantasy that is a complete perversion of the typical narrative of God reaching
full self-consciousness only by means of human activity. 232 Chapter 10 232 Chapter 10 spiritus, “breath,” and is related to spirare, “to breathe”) precedes the very
positivity of its being. Substance can only be substance—nature can only be
nature—insofar as it is always already internally torn apart by a constitutive
moment of auto-laceration that is the site of spirit/subject: “incompleteness
[is] already in itself a mode of subjectivity, such that subjectivity is always
already part of the Absolute, and reality is not even thinkable without
subjectivity.”355 If the ontological dislocation attested to by emergence of the subject
is always already a part of the absolute, then the passage from nature to
culture is a mere logical conversion—it only requires a certain gesture or
incitation to be brought to the fore while nothing changes at the level of
“positive” being. Full-fledged subjectivity, and hence the symbolic universe
of meaning that emerges as a belated response, may be an unpredictable
event whose result institutes a new age of the world, but its ontological basis
demonstrates that there is no ultimate opposition between us and the world. The idea of a unified, self-penetrating substance only comes après-coup as
part of a fantasy that helps the subject protect itself, for without such a
fantasmatic support of fullness we risk losing our very subjective consistency
in face of the tragic incompletion of the world. The fiction of “Nature” is,
in many ways, unavoidable: we unconsciously create it to save ourselves
from recognizing the true basis of subjectivity and its stark implications,
namely, the fact that the world, constitutively ravaged by the Ungrund, is
metaphysically imbalanced and thus not-all: True “anthropomorphism” resides in the notion of nature
tacitly assumed by those who oppose man to nature: nature as
a circular “return of the same,” as the determinist kingdom of
inexorable “natural laws,” or (more in accordance with “New
Age” sensitivity) nature as a harmonious, balanced Whole
of cosmic forces derailed by man's hubris, his pathological
arrogance. 232 Chapter 10 In this sense, if
the theological implications of quantum mechanics, wherein particles can
cheat the universe by coming into and out of existence before they are
“symbolically” registered, are that we must “posit a God who is omnipotent,
but not omniscient,”357 then Žižek's metaphysics compels us to posit a God
(nature, the absolute) that is neither omnipotent nor omniscient, yet
somehow persists in being But how? 234 Chapter 10 10.2 Eppur si muove: Ontological Dislocation and the
Metaphysics of the Void a collapse of the wave function;361 “normal” laws of linear temporality and
causality break down as we encounter particles that retroactively “choose”
their paths along virtual chains of possibilities and others that can even
cheat the universe, coming in and out of existence without the latter even
knowing.362 But this not only drastically challenges any sharp distinction
between nature and culture,363 but also attests that the micro-universe
of quantum particles is strangely “less” than that of the macro-universe
that constructs itself from its vicissitudes, in a way that is remarkably
similar to how the Kantian subject can only construct a unified world of
appearances from the inconsistent fragments of sensation. In an uncanny
logical short circuit, it would appear that not only is there no bottom-up
causality at the level of experience (transcendental constitution is more
real than what Kant calls “a rhapsody of perception,”364 since it founds
a coherent field of reality), but even the most fundamental level of the
universe is metaphysically more chaotic and constitutively less ontologically
complete than the ordered macro-level physical world that science, as
according to classical models, describes. Substance is not a given, but an
achievement: it is as if all reality is transcendentally constituted, as if nature
itself emerges out of this field of quasi-entities. But just as we had to explain
the ontogenesis of unruliness, we must also explain the emergence of these
ontologically incomplete realities that serve as the basis for the ordered
universe, since they cannot be a brute, arbitrary given. The emphasis of the
key philosophical question is thus shifted from how the subject can emerge
out of the Real qua substance (thought from being) to how the subject can
emerge out of the Real qua void (something from nothing), for the more
strictly speaking ontological question of ontogenesis thus proves to be
irreducibly entangled with the most fundamental of metaphysical questions. The more we analyze reality the more we find a void, because once
we reach the level of quanta our conventional conceptions of the ordered
cosmos just stop working. 10.2 Eppur si muove: Ontological Dislocation and the
Metaphysics of the Void At this conceptual conjuncture, Žižek takes an additional step in his
psychoanalytical reconstruction of German Idealism that simultaneously
brings into complete culmination its unconscious, disavowed Grundlogik
and leads him into a profoundly new variety of metaphysical thinking that
is uniquely his own. If in order to explain the emergence of the subject
out of substance we have to proclaim that the latter, rather than being an
indivisible oneness that weaves all things into an all-encompassing fabric, is
predicated upon a site of auto-laceration, then the subject—as a name for
this gap in substance that “sets it in motion”—has in turn to be more fully
investigated, for we have not yet seen how ontological dislocation could be
a creative force. We cannot stay at the level of substance qua nature: the
ordered universe that compromises cosmological, geological, and biological
time is so ravaged by negativity that the subject in its various vestiges does
not merely indicate the places where substance in its trembling and uneasy
auto-articulation risks touching the void, that is to say, is in danger of no longer
holding itself together, but also the places where the void threatens to (re-)erupt. In this regard, the dynamic processes of the world are not just dependent
upon (potential) disarray, but suggest that substance cannot be the last
metaphysical word, since it appears on a second glance that the world itself
is a response to something more primordial, something that is constantly
trying to show its ugly head: ultimately “there is no Substance, only the Real
as the absolute gap, non-identity, and particular phenomena (modes) are
Ones, so many attempts to stabilize this gap.”358 Risking anachronism,359 Žižek sees a way to reinterpret the German
Idealist attempt to think substance as subject through quantum mechanics
that sheds light on this problematic. As quantum mechanics teaches us,
any metaphysical investigation into the foundation of substance qua nature
(the basic material constituents of reality) has a paradoxical result. 10.2 Eppur si muove: Ontological Dislocation and the
Metaphysics of the Void Instead
of coming upon a dense field of fully constituted realities that form the
ultimate building blocks of the universe, “the more we analyze reality, the
more we find a void”:360 rather than encountering entities complete in
themselves, we see irreducibly indeterminate states lacking being in any
traditional sense and from which “hard” reality can only emerge if there is Radicalizing the Subject 23 a collapse of the wave function;361 “normal” laws of linear temporality and
causality break down as we encounter particles that retroactively “choose”
their paths along virtual chains of possibilities and others that can even
cheat the universe, coming in and out of existence without the latter even
knowing.362 But this not only drastically challenges any sharp distinction
between nature and culture,363 but also attests that the micro-universe
of quantum particles is strangely “less” than that of the macro-universe
that constructs itself from its vicissitudes, in a way that is remarkably
similar to how the Kantian subject can only construct a unified world of
appearances from the inconsistent fragments of sensation. In an uncanny
logical short circuit, it would appear that not only is there no bottom-up
causality at the level of experience (transcendental constitution is more
real than what Kant calls “a rhapsody of perception,”364 since it founds
a coherent field of reality), but even the most fundamental level of the
universe is metaphysically more chaotic and constitutively less ontologically
complete than the ordered macro-level physical world that science, as
according to classical models, describes. Substance is not a given, but an
achievement: it is as if all reality is transcendentally constituted, as if nature
itself emerges out of this field of quasi-entities. But just as we had to explain
the ontogenesis of unruliness, we must also explain the emergence of these
ontologically incomplete realities that serve as the basis for the ordered
universe, since they cannot be a brute, arbitrary given. The emphasis of the
key philosophical question is thus shifted from how the subject can emerge
out of the Real qua substance (thought from being) to how the subject can
emerge out of the Real qua void (something from nothing), for the more
strictly speaking ontological question of ontogenesis thus proves to be
irreducibly entangled with the most fundamental of metaphysical questions. 236 Chapter 10 236 Chapter 10 is no such zero-level: if we go 'all the way down,' we arrive at the Void.”366
This has a surprising consequence, one whose full metaphysical implications
quantum mechanics thus summons us to accept: namely, that the closer
we get to the origin of all things, the more ontologically incomplete reality
is, the less distinguishable its fundamental constituents are from the void,
thus forcing us not merely to proclaim that the void is “the only ultimate
reality,”367 but more drastically still that “'all there is' is, precisely, not-All, a
distorted fragment which is ultimately a 'metonymy of nothing.'”368 In short,
what we experience as hard, full reality is at its core a mere vibration of
nothingness lacking any true ontological depth, since there exists a certain
radical indistinction between being (a structured physical universe) and the
void (a structureless zone without any dense ontological determination in
any traditional sense).369 But if the building blocks of the world are nothing but variations upon
nothingness, then why do they emerge in the first place? And what prevents
the universe from imploding upon itself in some kind of triumphant suicidal
gesture, leaving us with nothing but the “eternal peace” of the void? Why
something rather than nothing? Žižek hints that the answer is to be found
in the very tension between the void and this field of quasi-entities that,
the further we push them, the more indistinguishable they appear from
nothingness itself—using the Higgs field as an example. Physical systems
tend towards a state of lowest energy. In another vein, if we take energy away
from a system, we should eventually expect to reach a vacuum state where
the total energy count would be zero. Yet certain phenomena tell us that
“there has to be something (some substance) that we cannot take away from a
given system without raising that system’s energy—this 'something' is called the
Higgs field: once this field appears in a vessel that has been pumped empty,
and whose temperature has been lowered as much as possible, its energy will
be further lowered.”370 Incredibly, once a physical system's energy has been
lowered to the point where it it is on the brink of zero, this “something”
appears, a “something” that requires less energy than nothing. 10.2 Eppur si muove: Ontological Dislocation and the
Metaphysics of the Void Not only do we here recognize that “there simply
is no basic level,” that “divisions go on indefinitely,” whereby “the quantum
level marks the beginning of the 'blurring' of 'basic' full reality,”365 but also
that “[o]ne should thus reject the ‘positive’ ontology that presupposes some
zero-level of reality where things 'really happen' and dismisses the higher
levels as mere abbreviations, illusory self-perception, and so forth. There 236 Chapter 10 Consequently,
“'nothingness (the void, being deprived of all substance) and the lowest
level of energy paradoxically no longer coincide, that is, it is 'cheaper' (it
costs the system less energy) to persist in 'something' than to dwell in
'nothing,' at the lowest level of tension, or in the void, the dissolution of Radicalizing the Subject 237 all being.”371 But here we should radicalize this paradox by extending it to
the ultimate metaphysical level of reality. It is not merely that we cannot
bring any physical system to a zero-level of energy without the Higgs
field positing itself: what the latter suggests is that nothingness is minimally
“inconsistent” with itself and that it is this very “inconsistency” that is responsible
for the emergence of something out of nothing. The rapture of void, the bliss of
an eternity freed from all tension, does not merely come at too high a price
for us as creatures living in this world, but is, strictly speaking, impossible. Metaphysics is thus starkly remodulated: What if we posit that “Things-in-themselves” emerge against
the background of the Void of Nothingness, the way this Void
is conceived in quantum physics, as not just a negative void,
but the portent of all possible reality? This is the only true
consistent “transcendental materialism” which is possible after
the Kantian transcendental idealism. For a true dialectician,
the ultimate mystery is not “Why is there something rather
than nothing?” but “Why is there nothing rather than
something?”372 Although Žižek makes use of the Higgs field mainly as an image, in Less
Than Nothing his expansive engagement with quantum mechanics sheds
new light on its precise conceptual role in his own thinking. Not only does
this engagement enable him to draw out underlying ontological implications
from quantum mechanics' fundamental insights, but it more strongly gives
us sufficient resources from which we can extract a more strictly speaking
metaphysical argument from his discussion of the Higgs field, which attests
to how Žižek potentially supplies quantum mechanics with a wider, non-
naturalistic foundation while simultaneously founding a new alternative in
metaphysics argumentatively independent from its framework. As that which
(theoretically) controls whether forces and particles behave differently,
the Higgs field has two modes: it is either “switched off” (inoperative)
or “switched on” (operative). 236 Chapter 10 While in the first, given that the system is
in a state of pure vacuum, forces and particles cannot be distinguished,
in the second symmetry between particles and forces are broken so that
differentiations among them can occur. However, the paradox lies precisely
in the following: what is so unique about the Higgs field is that it is favorable 238 Chapter 10 for it to be “switched on” (operative), for if a system is in a state of pure
vacuum “the Higgs field still has to spend some energy—nothing comes
for free; it is not the zero-point at which the universe is just 'resting in
itself' in total release—the nothing has to be sustained by an investment of
energy.”373 Because the pure vacuum requires the expenditure of energy, in
order to solve this paradox we are forced to substitute it with another by
“introduc[ing] a distinction between two vacuums”: first, there is the “false” vacuum in which the Higgs field is
switched off, i.e., there is pure symmetry with no differentiated
particles or forces; this vacuum is “false” because it can only
be sustained by a certain amount of energy expenditure. Then, there is the “true” vacuum in which, although the Higgs
field is switched on and the symmetry is broken, i.e. there is
a certain differentiation of particles and forces, the amount
of energy spent is zero. In other words, energetically, the
Higgs field is in a state of inactivity, of absolute repose. At the
beginning, there is the false vacuum; this vacuum is disturbed
and the symmetry is broken because, as with every energetic
system, the Higgs field tends towards the minimization of
its energy expenditure. This is why “there is something and
not nothing”: because, energetically, something is cheaper than
nothing.374 What is crucial to note with the Higgs field is that the two vacuums whose
existence it posits are not by any means equal: rather than encountering a
mere polarity, a two-sided principle that brings together a delicate dance
of opposites like light and day, life and death, fullness and lack, into
equilibrium, we see a constitutive imbalance. 238 Chapter 10 Once we apply this principle
cosmologically as a metaphysical principle, instead of having an eternal
repetition of creation (breaking of the symmetries) and its destruction
(return to the void), reality and its disappearance into the abyss, we come
across a “displaced One, a One which is, as it were, retarded with regard
to itself, always already 'fallen,' its symmetry always already broken.”375 As
such, there is nothing but creation or reality because the “pure” vacuum
wherein one would expect absolute repose is “false,” that is, stricto sensu
impossible—it structurally must have always already passed over into and Radicalizing the Subject 239 became the “true” vacuum; and although this would appear to make the
“false” vacuum theoretically superfluous (it never had, or could, exist)
“this tension between the two vacuums [is to] be maintained: the 'false
vacuum' cannot simply be dismissed as a mere illusion, leaving only the
'true' vacuum, so that the only true peace is that of incessant activity,
of balanced circular motion—the 'true' vacuum itself remains forever a
traumatic disturbance.”376 But why? For the precise reason that without this
primordial antagonism we could not explain the minimal distinction between
the void and its vibrations, between the nothing and the ontologically incomplete
realities barely distinguishable from it—in short, how the symmetries between
particles and forces could have been broken in the first place. Were we only to
have the “true” vacuum, then finitude, materiality, and ultimately experience
would be a mere illusion, for there would be no difference between the
symmetry of the void and its disturbance, leaving nothing but a nirvana-
like principle of nothingness to which all things are reducible. But once we
witness the irreducibility of the antagonism within the void itself between
its two modes, reality becomes less a seeming that we have to break through
than an intrinsic part of the void that necessarily arises as a response to
the primordial metaphysical trauma that is the perturbation of the “true”
vacuum and whose essence is thus preserved. Even if nothing and the
metonymy of nothing is all there is, this presupposes that the latter does
not logically collapse into the former although the exact boundary between
them is blurred. 240 Chapter 10 Drawing upon insights gained by contemporary science, however, he says
that in order to explain the mere existence of things, we must posit that
nothingness necessarily fails “to be,” for any attempt to have a purely
vacuous void paradoxically costs more energy than things existing against
the background of this void. Here we encounter “the primacy of the inner
split,”378 whereby irresolvable conflict is at the origin of all things: the
absolute is nothing but this fragile de-substantialized process that “arises”
out of the self-splitting of a positively charged void, a split that befalls it
from within through its own failure “to be” what it is without that very split. There is no primordial fullness, no positive hard reality that self-unfolds
according to a creative principle of actualization;379 there is nothing but a
pure ontological dislocation of which we can only say eppur si muove (“and
yet it moves”). But insofar as this gap cannot be mediated with the absolute,
it presents itself as “the non-dialectical ground of negativity,” so that
“[t]he old metaphysical problem of how to name the nameless abyss pops
up here in the context of how to name the primordial gap: contradiction,
antagonism, symbolic castration, parallax, diffraction, complementarity,
up to difference.”380 But the name that is perhaps best suited to this is the
subject. 240 Chapter 10 Chapter 10 ontology into a dynamic, self-articulating whole. For him, the primordial
fact from which metaphysics must begin is the fact that nothingness is. Drawing upon insights gained by contemporary science, however, he says
that in order to explain the mere existence of things, we must posit that
nothingness necessarily fails “to be,” for any attempt to have a purely
vacuous void paradoxically costs more energy than things existing against
the background of this void. Here we encounter “the primacy of the inner
split,”378 whereby irresolvable conflict is at the origin of all things: the
absolute is nothing but this fragile de-substantialized process that “arises”
out of the self-splitting of a positively charged void, a split that befalls it
from within through its own failure “to be” what it is without that very split. There is no primordial fullness, no positive hard reality that self-unfolds
according to a creative principle of actualization;379 there is nothing but a
pure ontological dislocation of which we can only say eppur si muove (“and
yet it moves”). But insofar as this gap cannot be mediated with the absolute,
it presents itself as “the non-dialectical ground of negativity,” so that
“[t]he old metaphysical problem of how to name the nameless abyss pops
up here in the context of how to name the primordial gap: contradiction,
antagonism, symbolic castration, parallax, diffraction, complementarity,
up to difference.”380 But the name that is perhaps best suited to this is the
subject. This would inscribe this metaphysics of the void into the legacy of
the German Idealist attempt to think substance as subject, while bringing
us simultaneously beyond it and into a new sphere, a new materialism.381
If German Idealism has taught us that epistemic ambiguities in idealism
(how can the subject overcome its own synthetic mediation of the world and
reach the latter an sich?) occur because our division from being is identical
with being's own division to itself, quantum mechanics calls us to radicalize
this notion of the subject even further and claim that it exhibits the same
structure as the split responsible for all things:
This, perhaps, is how one can imagine the zero-level of ontology into a dynamic, self-articulating whole. For him, the primordial
fact from which metaphysics must begin is the fact that nothingness is. 238 Chapter 10 Hence, the reason Žižek can say that if “[t]he answer to
'Why is there Something rather than Nothing?' is thus that there is only
Nothing, and all processes take place 'from Nothing through Nothing to
Nothing,'” then “this nothing is not the Oriental or mystical Void of peace,
but the nothingness of a pure gap (antagonism, tension, 'contradiction'), the
pure form of dislocation ontologically preceding any dislocated content,”377
thus radically changing our very notion of nothingness itself. The Higgs field thus not only offers us an interesting naturalistic
explanation of the world when used in cosmology but more strongly hints The Higgs field thus not only offers us an interesting naturalistic
explanation of the world when used in cosmology, but more strongly hints
at a new variety of metaphysics. Fleshing out its broad consequences, Žižek
is not only able to offer a new account of the emergence of things that is
inspired by though independent from quantum mechanics, but can also
radicalize his ontology of the subject, thereby weaving metaphysics and 240 Chapter 10 240 Chapter 10 This would inscribe this metaphysics of the void into the legacy of
the German Idealist attempt to think substance as subject, while bringing
us simultaneously beyond it and into a new sphere, a new materialism.381
If German Idealism has taught us that epistemic ambiguities in idealism
(how can the subject overcome its own synthetic mediation of the world and
reach the latter an sich?) occur because our division from being is identical
with being's own division to itself, quantum mechanics calls us to radicalize
this notion of the subject even further and claim that it exhibits the same
structure as the split responsible for all things: If German Idealism has taught us that epistemic ambiguities in idealism
(how can the subject overcome its own synthetic mediation of the world and
reach the latter an sich?) occur because our division from being is identical
with being's own division to itself, quantum mechanics calls us to radicalize
this notion of the subject even further and claim that it exhibits the same
structure as the split responsible for all things: This, perhaps, is how one can imagine the zero-level of
creation: a red diving line cuts through the thick darkness
of the void, and on this line, a fuzzy something appears, the
object-cause of desire—perhaps, for some, a woman's naked
body (as on the cover of this book). Does this image not
supply the minimal coordinates of the subject-object axis, the Radicalizing the Subject 241 truly primordial axis of evil: the red line which cuts through
the darkness is the subject, and the body its object?382 truly primordial axis of evil: the red line which cuts through
the darkness is the subject, and the body its object?382
If in Žižek's strictly metaphysical thinking the emphasis shifts from how
the subject can emerge out of the Real qua substance (thought from being)
to how the subject can emerge out of the Real qua void (something from
nothing), it is because there is no radical difference between the creation
of the world and the creation of the world of meaning. Both exhibit the
same catastrophic cutting, so that the primary question becomes that of the
originary catastrophe itself rather than just one of its specific “instantiations”
in human freedom. 240 Chapter 10 The fact that the answer for both (the Real is always
already subject) is identical proclaims that there is only the Real of the
gap, that the splitting precedes what is split. Žižek's paradoxical conclusion
is that if the subject is “the primordial Big Bang,”383 it cannot merely be
that of the universe of meaning, but must also be that of all that there is. The
great lesson to be drawn from the metaphysical archaeology of the subject
is that “[w]hat, ultimately, 'there is' is only the absolute Difference, the
self-repelling Gap”:384 although substance qua nature proves itself to be
not-all (traces of which we see in German Idealist accounts of negativity
and most radically in contemporary science), so that we must posit the
logical precedence of the void to which its indivisibility is always already
contrasted and thus impossiblized, nevertheless just like substance qua
nature this originary void in itself also proves to be split—a split that is not
merely a mere catastrophic cut, but a rupturing antagonism imbued with an
“energetic” or “energizing” force, a force that is somehow less than nothing. This has two drastic consequences. First, the complex order of the cosmos
may at some point in time be reduced to unimaginable chaos (being nothing
but a heterogenous play of powers) but never to a nirvana-like nothingness,
for before the moment at which an absolute zero would be reached the
void would, as it were, break its own symmetry in advance and prevent its
own repose. We cannot escape the fragile and macabre dance of the not-all:
non-coincidence is the pulsating heart of all reality, a heart whose diastoles
and systoles may whimper under their own weight and threaten to collapse
upon themselves at any moment in one great and final apocalyptic turmoil,
yet cannot, because this turmoil costs the universe less energy than the pure
virtuality of the void. Second, if thinking substance as subject reveals that If in Žižek's strictly metaphysical thinking the emphasis shifts from how
the subject can emerge out of the Real qua substance (thought from being)
to how the subject can emerge out of the Real qua void (something from
nothing), it is because there is no radical difference between the creation
of the world and the creation of the world of meaning. 240 Chapter 10 Both exhibit the
same catastrophic cutting, so that the primary question becomes that of the
originary catastrophe itself rather than just one of its specific “instantiations”
in human freedom. The fact that the answer for both (the Real is always
already subject) is identical proclaims that there is only the Real of the
gap, that the splitting precedes what is split. Žižek's paradoxical conclusion
is that if the subject is “the primordial Big Bang,”383 it cannot merely be
that of the universe of meaning, but must also be that of all that there is. The
great lesson to be drawn from the metaphysical archaeology of the subject
is that “[w]hat, ultimately, 'there is' is only the absolute Difference, the
self-repelling Gap”:384 although substance qua nature proves itself to be
not-all (traces of which we see in German Idealist accounts of negativity
and most radically in contemporary science), so that we must posit the
logical precedence of the void to which its indivisibility is always already
contrasted and thus impossiblized, nevertheless just like substance qua
nature this originary void in itself also proves to be split—a split that is not
merely a mere catastrophic cut, but a rupturing antagonism imbued with an
“energetic” or “energizing” force, a force that is somehow less than nothing. This has two drastic consequences. First, the complex order of the cosmos
may at some point in time be reduced to unimaginable chaos (being nothing
but a heterogenous play of powers) but never to a nirvana-like nothingness,
for before the moment at which an absolute zero would be reached the
void would, as it were, break its own symmetry in advance and prevent its
own repose. We cannot escape the fragile and macabre dance of the not-all:
non-coincidence is the pulsating heart of all reality, a heart whose diastoles
and systoles may whimper under their own weight and threaten to collapse
upon themselves at any moment in one great and final apocalyptic turmoil,
yet cannot, because this turmoil costs the universe less energy than the pure
virtuality of the void. 240 Chapter 10 Second, if thinking substance as subject reveals that 242 Chapter 10 242 Chapter 10 Chapter 10 242 nature itself is anything but a powerful, creative source, a pure affirmation
displaying ontological closure à la Spinoza, then the void in being imposed
upon us by the metaphysical archaeology of the subject demonstrates
something much more radical than the fact that the human subject is not
a mere accidental breakdown of the natural order, but actually depends
upon an inborn negativity that impossiblizes its attempt at a self-articulating
totality from the outset (“we should accept that nature is 'unnatural,' a
freak show of contingent disturbances with no inner rhyme or reason”385). It further demonstrates that it is not the human subject that is the ultimate
ontological catastrophe, but reality as such: There is nothing, basically. I mean it quite literally. But then
how do things emerge? Here I feel a kind of spontaneous
affinity with quantum physics, where, you know, the idea
there is that [the] universe is a void, but a kind of a positively
charged void—and then particular things appear when
the balance of the void is disturbed. And I like this idea
spontaneously very much, that the fact that it's not just
nothing—things are out there—it means that something went
terribly wrong, that what we call creation is a kind of a cosmic
imbalance, cosmic catastrophe, that things exist by mistake.386 However, if what we call creation, the primordial Big Bang, is some
kind of cosmic mishap, then this mishap must in some sense have been
unavoidable. The ontological catastrophe that is creation is a necessity
because nothingness itself fails “to be” nothingness and through its
failure never ceases to create “something”; and since this “something” is
paradoxically less than nothing, the infinite proliferation of ontologically
incomplete quasi-entities is only minimally distinguishable from the purely
vacuous void itself. The world does not find its origin in a willed creation, an
impersonal emanation from a sphere of consummate being overflowing in
itself, or the uncontainable productivity of substance qua nature as absolute
power—no, the world comes to be in an originary disaster, a primordial
metaphysical cataclysm that is always already occurring, it being impossible to
pinpoint a logical moment within which nothingness could have succeeded
at “being” itself. Yet the split that is the subject in both its modes should
not be considered a loss, but rather a liberation. Radicalizing the Subject 243 is paradoxically “a deprivation, a gesture of taking away which is in itself a
giving, productive, generative, opening up and sustaining the space in which
something(s) can appear,”387 even if these something(s) only exist because
ontological catastrophe is uncannily less than nothing. is paradoxically “a deprivation, a gesture of taking away which is in itself a
giving, productive, generative, opening up and sustaining the space in which
something(s) can appear,”387 even if these something(s) only exist because
ontological catastrophe is uncannily less than nothing. The veritable horror of substance as subject—ontological catastrophe—
revealed through the metaphysical archaeology of the psychoanalytico-
Cartesian subject is therefore twofold. At the first level, it indicates that
nature was always already a sickly creature, its rhythms always already
disordered, unsteady, broken. Within the “passage” from drives to desire,
substance to subject, no positive content is added, nothing changes at
the level of the Real qua Real. What the subject imposes upon us is the
realization of the constitutive contingency that lies at the centre of creation,
the fragility of the seemingly ordered cosmos that has arisen before us,
so that the immanent causality of nature is seen to be predicated upon
its potential internal breakdown. On the second level, the metaphysical
archaeology of the subject tells us that if we remain here, we have not gone
far enough. If we are truly to understand how the not-all of substance
could sustain itself in its own precarious being and, more fundamentally,
how it could have emerged in the first place, we must radicalize the subject
understood as an underlying dysfunctioning of substance's dynamics. If,
as Žižek maintains, experience is revelatory of the fact that reality must
be not-all, then it also contains a still deeper truth: reminding us that
substance fails to ground itself, that it is riddled with holes, that it opens up
the logical space of the substance and its contrast, the void, forcing us to
explore the latter. We have thus come full circle: an ontological account of
the emergence of the subject (the arising of representation out of being) has
morphed into a discussion concerning the ultimate metaphysical structure
of the world (the upsurge of “something[s]” out of nothing), because the
two questions are seen to be intimately linked, the former automatically
leading to the latter. 240 Chapter 10 Ontological catastrophe Radicalizing the Subject 243 Radicalizing the Subject 243 And falling upon this intuition, Žižek asks what if the
same structure is at play at both levels, so that the answer to the latter will
prove to be similar to that of the former, namely, that the movement from
the Real of void to creation is not as initially problematic as it may appear
because the Real of void shows itself to be always already tainted by the
Real of gap. Ontological catastrophe is the zero-level of reality because Chapter 10 244 244 there is a necessity of the primordial void of which mystics speak to be
disturbed, a necessity that is not due to the notional necessity of right-
wing Hegelian theology (in order for the Idea to actualize itself as infinite
freedom, it must sacrifice itself in nature so that it can fully return to itself
in spirit after arising from its own ashes) or the conditional necessity of the
late Schellingian quaternity (if the Ungrund were to become self-manifest
to itself, then it would have to arbitrarily limit its primordial freedom in
the kabbalistic act of contracting finitude) but a necessity that derives
from the impotence of the void “to be” a purely vacuous void, a necessity
that is synonymous with the absolute non-coincidence of nothingness to
nothingness that is motor of all things. The language of catastrophe is in this
sense completely justified, for creation does not present itself as intrinsically
beautiful and creative or purposeful, but rather as a monstrous seat of
ontological abortions and terrors devoid of sense though from time to time
capable of miracles. Rather than the world being given to us by the self-
overflowing exuberance of the Good or the personal hand of God, it moves
from nothing through nothing to nothing due to the self-repelling gap of the
void, the internal split of a positively charged nothingness, which denies all
positivity to that which it sets in motion: “[p]erhaps this gap separating the
two vacuums is then the ultimate word (or one of them, at least) that we can
pronounce on the universe: a kind of primordial ontological dislocation or
différance on account of which, no matter how peaceful things may appear
sub specie aeternitatis, the universe is out of joint and eppur si muove.”388 10.3 The Act of Uneasy Self-Begetting: Entscheidung and the
Paradoxical Self-Positing of Freedom By plunging into the abyssal origins of subjectivity Žižek is not just led to a
new, disquieting form of transcendental materialism that offers an original
account of the relationship between the Real and the Ideal, with stark
implications for our understanding of substance, the emergence of order,
and even the beginnings of the cosmos. He is also led to develop a theory of
the unconscious that challenges both the traditional Freudian and Lacanian
accounts, and even the one developed by Schelling that he draws upon. This theory deserves to be highlighted in some detail because it is revelatory
of one of the most difficult and provocative aspects of Žižek's philosophy: Radicalizing the Subject 245 that is, the pure act at the origin of the subject that is simultaneous
with the ontological passage through madness that forces upon us the
rational necessity of speculative fabulation to embark upon a metaphysical
archeology of the subject. Schelling's account of the birth of subjectivity is more than a theory of
the meta-transcendental state of affairs that must be in place if subjectivity
is to arise out of nature with a triumphant cry, for central to Schelling's
ontogenetic narrative is that the former, though providing necessary
conditions for the birth of the subject in/out of nature, does not supply its
sufficient conditions. To explicate the moment of ontological judgement that
institutes the pure difference between Grund and existence and with it the
entire universe of human meaning (the Present), Schelling must concern
himself with the very moment of unconscious decision (Entscheidung) by
which subjectivity paradoxically liberates itself out of the immanent field
of being to which it once “belonged” in a moment that is a self-caused
immaculate conception insofar as this self-positing, which cannot be
deduced according to notional necessity, is an arbitrary act of pure freedom. What is of paramount importance is the root of the term, which in English
displays a similar play on words: Entscheidung as Ent-Scheidung, decision as
de-scission. Since the German suffix -ung refers to a process, Entscheidung
designates a “de-scissioning” at the basis of self-consciousness and language
as that which, by creating the Present, banishes the Past into the abyssal
dregs of forgotten and inaccessible time. 10.3 The Act of Uneasy Self-Begetting: Entscheidung and the
Paradoxical Self-Positing of Freedom What Žižek focuses on is precisely
the formal structure of the act itself, its activity of severing the Real into
the parallax of the unconscious drives of nature and phenomenal reality,
whereby the act itself is primordially repressed as necessary for the dawning
of full-fledged subjectivity and becomes an impossible object for any
discourse. Recognizing that the Entscheidung itself is that which originarily
constitutes the conscious/unconscious distinction, Žižek argues that one
of the fundamental breakthroughs of the Weltalter is its demonstration that
drives themselves are, strictly speaking, nonconscious: if the very conscious/
unconscious distinction only occurs with the utterance of the Word (there
cannot be a ground without a grounded: prior to the grounded, the ground
cannot be posited as ground as such, for it is merely a self-subsisting,
semi-closed system of materiality, rather than the ground of existence) then it semi-closed system of materiality, rather than the ground of existence) then it 246 Chapter 10 6 Chapter 10 246 Chapter 10 His original addition to psychoanalysis is the
formation of a conception of “the subject [which] at its most elementary
is indeed 'beyond the unconscious': an empty form deprived even of
unconscious formation encapsulating a variety of libidinal investments.”389 Radicalizing the Subject 247 Here again we see just how much Žižek's account of the subject is highly
reliant upon his “modification” of the Weltalter in a way that challenges his
so-called Hegelianism. Here again we see just how much Žižek's account of the subject is highly
reliant upon his “modification” of the Weltalter in a way that challenges his
so-called Hegelianism. Žižek's controversial wager is that there is something more primordial
within Schelling's descriptions of the birth of the subject out of the utter
twilight of pre-personal being than an account of the self-transformation
of the “unconscious” spirit of nature as it rises towards the openness
of self-revelation. In a move similar to psychoanalysis' claim that the
material processes of our organs cannot be, strictly speaking, unconscious
(physiological stimuli and reflexes are of a radically different nature),390
Žižek levels out the richness of the Schellingian account of nature to
a mere material autopoiesis that is unable to explain the true seat of
personality. This is also why Žižek is so adamant that the unconscious is
not to be equated with the set of irrational drives that structurally oppose
and yet affect the self-transparency of rationality as we see in various
forms of Lebensphilosophie.391 What Schelling's account of decision as
the metapsychological event par excellence proclaims is that there is no
point of positive juncture between nature as Grund and the subject of the
unconscious, insofar as decision takes over/usurps the logically primary
position of the Grund through its own self-positing freedom, but in a
manner that its self-positing is more fundamental than, and even erases, its
dark pre-history: the libidinal-material chaos within nature does not come
close to establishing the unconscious proper because the latter is never
completely subsumable within the dynamic movement of natural history or
laws, for it institutes itself into the fabric of being by means of a self-caused
immaculate conception. 246 Chapter 10 would be philosophically fallacious to call this energetic rotation of energy
the unconscious proper or the true foundation of subjectivity, even if it
incites (or to put it differently negatively carves up the room for) the latter's
founding gesture. The result is that the Žižekian-Schellingian subject of
the unconscious is radically non-coincident with both the id-forces of the
body in its primary mode (the Real of Triebe can only be unconscious as a
secondary effect of the self-positing of the act of de-scission[ing] as such)
and the more-than-conscious matrix of the Symbolic (the self-generating
play of language and culture only emerges after the founding gesture
that marks the beginning of transcendental self-reflexivity). That is, the
unconscious is the very gap, the irreconcilable parallax, between both registers:
it is synonymous with the subject itself as the impossible in-between that
binds together materialism (being) and idealism (thought) in their non-
relationality by protruding out of yet being simultaneously spectrally present
in both. As an irreducible, self-positing negativity that institutes the realm of
culture and eternally separates it from nature, the subject of the unconscious
is the true site of freedom. Here lies the challenge to Freud and Lacan, who broadly could be said
to have respectively located the unconscious in the biological movement of
instinctual energy and the alienating effects of language. For Žižek one must
presuppose a more primordial level of unconscious activity than that of the
biologically closed libidinal energetics within the corpo-Real of the body
or that which emerges through the split between the subject of enunciation
and the enunciating subject caused by the unpredictable reverberations of
meaning within the infinite web of language: namely, an act that exploits the
libidinal frenzy of the Real of the human body, the unruliness represented
by the Todestrieb, to ground the self-generation and self-proliferation of the
automatic machinery of language as a reaction formation. In this sense,
Žižek's reactualization of the Schellingian unconscious is an attempt to
sublate both the traditional Freudian and Lacanian accounts within a
higher dialectical unity by showing their dependence on another, more
fundamental conceptual level. 246 Chapter 10 If freedom is to be truly free, then we must not be
able to deduce it according to notional necessity; it is as if, when substance
risks touching the void in the painful oscillation of drives constitutive of the
unruliness of the human organism, the subject creates itself out of nothing,
with all the paradox that entails: In the psychoanalytical perspective, of course, this primordial
act of free self-positing cannot but appear as the Real of
a fantasy-construction: the status of the primordial act is
analogous to that of the Freudian parricide—although it
never effectively took place within temporal reality, one has 248 Chapter 10 248 Chapter 10 This recollective interiorization
(Er-inner-ung) is the direct effect of the subject's uneasy self-begetting,
the aftermath of its self-caused immaculate conception in/out of matter
that exploits the immanent negativity of the latter for the institution of its
“miracle”:394 this recollection is not a mere remembering of something
in cosmic memory, an always already existing but non-actualized self
awaiting the dawning of consciousness in the world—the very gesture of
interiorization is that which creates what is interiorized, that is to say, the self
in which the world withdraws out of its bloody night, in such a way that
the recollected self or interiority retroactively posits itself as that which was
always at the starting point.395 Even a self-caused immaculate conception in
being demonstrates a threatening belatedness, for it is stuck in a dialectical
contradiction that cannot be resolved: “'[r]econciliation' between subject
and substance means acceptance of this radical lack of any firm foundational
point: the subject is not at its own origin, is secondary, dependent upon
its substantial presuppositions; but these presuppositions do not have a
substantial consistency of their own and are always retroactively posited.”396
The only successful ontogenesis is one that underlines the very impossibility, the
upper limit, of ontogenesis as such: what is essential is not a transition (whether
it be understood in terms of teleological development or the potential
productivity of breakdown, as we see in the night of the world) but the
pure difference that is the full-fledged subject (which is responsible for “the Radicalizing the Subject 249 madness of the passage to the Symbolic itself”397) which institutes a “gap
which makes impossible any account of the rise of the New in terms of a
continuous narrative.”398 But we must be very attentive to the conceptual movement if we are not
to lose its radicality. Insofar as the chaotic oscillation of drives we witness
in unruliness only becomes the Grund of existence after the act of decision,
drives only become unconscious in the aftermath of the act itself. Due to
the latter's irreducible self-positing, consciousness and the Real of drives
qua unconscious both emerge in one magical brushstroke that retroactively
constitutes its own evolutionary past—covers up its contingency—by
subsuming the ontogenetic pre-history of the subject as part of its own
self-effectuation through the paradoxical causality of the Freudian
Nachträglichkeit/Lacanian après-coup/Hegelian positing of presuppositions. 248 Chapter 10 to presuppose it hypothetically in order to account for the
consistency of the temporal process. The paradox of the
primordial act is the same as that of Baron Münchhausen
pulling himself out of the swamp by lifting himself by the
hair—in both cases, the subject is somehow already here
prior to existence and then, by way of free act, creates-posits
himself, his own being.392 The subject's freely posited withdrawal into self is intrinsically paradoxical,
for the very act of self-positing creates the very self that is at the origin
of said positing. This is why we cannot escape the Baron Münchhausen
dilemma: the subject is miraculously present at its own birth.393 But how? To
follow Žižek and draw upon a Hegelian logical category, when full-fledged
subjectivity emerges in being it can be said to come into existence by a
process of recollecting or interiorizing itself. 250 Chapter 10 Real, we are not warranted to make certain claims we have been forced to
make: when the subject asserts itself at the beginning of its own pre-logical
genesis (posits its own presupposition), it is not actually giving birth to itself
(which implies a poietic production or genesis) in some kind of temporal
loop, but directly creates itself at the instant of its own upsurge. The example
of Baron Münchhausen's pulling himself up out of the swamp by his own
hair expresses the intrinsic difficulty posed to any transcendental materialist
account of the subject, for the subject does not exist before the very act
of self-positing that it nonetheless paradoxically enacts—hence why it all
happens in one magic brushstroke. The subject has no history except at the level
of speculative fabulation (rationally justified mythology), for it is only after the
subject's self-positing that we can raise the question of its origins: “what escapes
our grasp is not the way things were before the arrival of the New, but the
very birth of the New, the New as it was 'in itself,' from the perspective of
the Old, before it managed to 'posit its presuppositions,'”399 which is why
Žižek can say that the true arche-fossil for correlationism is not occurrences
in cosmological or geological time before the transcendental, but the very
transcendental itself.400 In this sense, the difficulty of the task of speculative fabulation finds
itself reflected upon itself: that is to say, doubled. Not only do there exist
psychoanalytical defence mechanisms to cover up the abyss of unconscious
decision at the “heart” of subjectivity by means of fantasy constructions, but
because the only way we have access to the latter is through a mytho-poetic
ontogenesis of the subject's dark pre-history in the ontological vicissitudes
of being, there is always the tendency to swap the real trauma (the pure
contingency of the act as absolute spontaneity) for a fake (the painful
oscillation of drives in the human infant that shows nature's sickness unto
death in humanity). Even Schelling has a tendency to make us forget that
the Grund, “this monstrous apparition with hundreds of hands, this vortex
that threatens to swallow everything, is a lure, a defence against the abyss of
the pure act,”401 which is why psychoanalysis is so important. 248 Chapter 10 Here, however, we notice the difficulty of the Real-as-origin: since the
abyssal beginning of the subject—the act of decision—effaces itself in the
simultaneous gesture of converting the Real of drives into the unconscious
as a libidinal system and founding consciousness, the birthplace of the
subject becomes a mere posit that is in and of itself never accessible in
language; and, as that which only shows itself in its very withdrawal (“sous
rature”), it is denied the right of even “indirectly” shining through the
cracks of the Ideal. It can only be narrated. Although we must posit the
ontogenetic condition of desire (a pre-logical antagonism in the Real-as-
excess) as that which precedes and in a certain sense renders possible the
self-positing of the decision, the latter proves itself to be not only superior
by saying “No!” to substance, thereby setting up a new age of the world
within which the Past is always already “lost” through symbolization (an act
that institutes the hegemony of the Real-as-lack), but also to be ontologically
primary, despite being ontogenetically secondary. In a paradoxical movement
where the cause-and-effect chain loses its grip, the self-unfolding causality
of nature as substance is “torn apart” in the upsurge of freedom as self-
relating negativity, which demands primordiality at all costs, even making
being infinitely non-coincident to itself. It must be remembered, however, that
this movement from Grund to subjectivity, from the breakdown of nature
into a writhing mass of heterogeneous forces to the abyss of unconscious
decision, must be described at the level of mytho-poetics. At the level of the 250 Chapter 10 Although this
secondary trauma must still be considered as having explanatory merit—it
is, after all, a necessary condition for the primary trauma—the point is
to pierce through one trauma (ontological catastrophe as the immanent
breakdown of substance) to arrive at a more primordial one (ontological Radicalizing the Subject 251 catastrophe as the pure difference that severs being in two). The “repressed
spectral 'virtual history' is not the 'truth' [...] but the fantasy that fills in
the void of the act [...] the secret narrative that tells its story is purely
fantasmatic,”402 which is why: Schelling's fundamental move is thus not simply to ground the
ontologically structured universe of logos in the horrible vortex
of the Real; if we read him carefully, there is a premonition in
his work that this terrifying vortex of the pre-ontological Real
itself is (accessible to us only in the guise of) a fantasmatic
narrative, a lure destined to distract us from the true traumatic
cut, that of the abyssal act of Ent-Scheidung.403 This is why Schelling's inability to complete his middle-late project of an
ontology of freedom is of such paramount importance to Žižek, for “[t]he
repeated failure of his Weltalter drafts signals precisely Schelling's honesty
as a thinker—[not only] the fact that he was radical enough to acknowledge
the impossibility of grounding the act or decision in a proto-cosmic myth,”
but also that he was “compelled to posit an uncanny act of Ent-Scheidung
(decision or separation), an act in a way more primordial than the Real of
the 'eternal Past' itself.”404 Focusing on the necessary posit of the convulsing labyrinth that is the
pre-symbolic Real-as-excess in human unruliness, and plunging ourselves
into it, we risk forgetting the abyss of the Real-as-origin that stares us in
the face. The painful oscillations of the Grund in unruliness merely defer us
from the true terror that is the pure act instituting the Symbolic's infinitely
self-reflexive play of signifiers in which we live and which guarantees that
it possesses no direct connection to the extra-notional world. Because this
act absolutizes the short circuit between the Innenwelt and Aussenwelt, we
can only encounter its abyssal origins in their very gesture of withdrawal. 250 Chapter 10 It is not nature, even in its mode of self-erasure (N ≠ N), that is the first
revelation,405 but rather, the void within which the Entscheidung spins—and we
can only catch glimpses of the latter as the impossible in-between negatively
tying together nature and culture, the Real and the Symbolic, and thereby
hope to develop a comprehensive theory of subjectivity inclusive of a new,
paradoxical form of metaphysics from within the mytho-poetics of the
subject's slow, unsteady, and painful “emergence” out of the vicissitudes 252 Chapter 10 252 Chapter 10 Chapter 10 252 C 252 of being. But all of this has an interesting implication. If the Symbolic is a
self-organizing system that freely constitutes the fabric of experience without
any contact with objective reality, then this suggests that, from within its
ontologically solipsistic dance of cybernetic ciphering, we can break through
the impenetrable dusk of psychosis as we (in a reflexive albeit fabulative
gesture) see it as the madness it is in a careful reconstruction of its trauma. Here, however, we encounter one of the most fundamental and perhaps
paradoxical conclusions of Žižek's parallax ontology. It must be recalled that
the trauma at the birthplace of the human subject is not only coincident
with its freedom:406 that is, its withdrawal from one's natural environment
into an irreal, virtual self,407 but its exploration necessarily demonstrates the
structure of fantasy as we insert ourselves as a pure gaze in the moment of
our own birth.408 Not only can materialism only justify itself in “the shadow
cast by [self-grounding] idealism's insurmountable incompleteness,”409 but
more radically, if we follow the true horror of substance as subject at the
core of the latter, then we are forced to conclude that a metaphysics is only
possible as a form of “successful” psychotic thinking,410 a thinking that, from
within the clutches of idealism as an insurmountable ontological psychosis
and using the very energy and internal limitations of this psychosis, manages
to succeed in achieving the impossible coincidence of subjective and
objective reality: that is to say, in developing a comprehensive metaphysics
of the Real. A cure to our correlationist imprisonment being excluded from
the outset, philosophy has no hope of offering a therapy. 250 Chapter 10 What is more,
if such a form of thinking is to be truly successful, not only must we find
a way to overcome the realism-idealism debate within idealism, but we
must also do so from the side of realism by writing the great epic of being
as the eternal Past to come to terms with the ontological passage through
madness at the latter's foundation, a task that requires a self-conscious
mythologizing, fictionalization, or retrospective narration and is only achievable
by entering the abyss of the spectral Real-as-origin and fending off the
thrust of unconscious desires that try to protect us from it in order to draw
out its stark metaphysical consequences. Only a scientific, psychoanalytically
guided fabulation allows one to catch sight of the vanishing mediator that
enacts the withdrawal into the night of the world. But how is a radical Radicalizing the Subject 253 Radicalizing the Subject 253 subjective idealism capable of such a feat? And as what brand of metaphysics
should we baptize it? Notes 341. For a discussion of the passage, see chapter 9. 342. Žižek, The Ticklish Subject, pp. 88–89. 343. Lacan, “The Mirror Stage as Formative of the I Function,” Écrits, p. 96/77. 343. Lacan, “The Mirror Stage as Formative of the I Function,” Écrits, p. 96/77. 344. See chapter 4. 345. Žižek, Living in the End Times, pp. 350–51. I capitalize “the Real” for consistency. 346. Schelling, Weltalter III, p. 219. 347. Žižek, The Indivisible Remainder, p. 23. 348. Johnson, Žižek’s Ontology, p. 92. 349. Žižek, Less Than Nothing, p. 197. 350. Ibid., p. 198. Compare with pp. 292ff. and p. 304. 350. Ibid., p. 198. Compare with pp. 292ff. and p. 304. 351. Žižek, The Ticklish Subject, p. 33. 351. Žižek, The Ticklish Subject, p. 33. 352. Johnson, Žižek’s Ontology, p. 92. 353. Žižek, The Indivisible Remainder, p. 92. 353. Žižek, The Indivisible Remainder, p. 92. Ibid. 354. Ibid. 355. Žižek, Less Than Nothing, p. 905. 355. Žižek, Less Than Nothing, p. 905. 356. Žižek, The Indivisible Remainder, p. 220. See also p. 223. 357. Žižek, Less Than Nothing, p. 923. 358. Ibid., p. 377. 358. Ibid., p. 377. 359. Ibid., p. 947. 359. Ibid., p. 947. 360. Ibid., p. 925. 360. Ibid., p. 925. 361. Ibid., p. 724. 361. Ibid., p. 724. 362. See, ibid., pp. 918–19; and The Indivisible Remainder, pp. 220–31. 363. See chapter 5. 363. See chapter 5. 364. Kant, The Critique of Pure Reason, A 156/B195. 365. Žižek, Less Than Nothing, p. 726. 365. Žižek, Less Than Nothing, p. 726. 366. Ibid., p. 730. 366. Ibid., p. 730. 367. Ibid., p. 726. 367. Ibid., p. 726. 368. Ibid., p. 641. 369. Ibid., p. 60. 254 Chapter 10 370. Žižek, The Puppet and the Dwarf: The Perverse Core of Christianity (Cambridge:
MIT Press, 2003), p. 93. 371. Ibid. 371. Ibid. 372. Žižek, Less Than Nothing, p. 925. 373. Ibid., p. 944. 373. Ibid., p. 944. 374. Ibid., pp. 944–45. 375. Ibid., p. 949. 375. Ibid., p. 949. 376. Ibid., pp. 949–50. 376. Ibid., pp. 949–50. 377. Ibid., p. 38. 378. Ibid., p. 386. 379. Žižek, Living in the End Times, p. 232. 380. Žižek, Less Than Nothing, p. 950. 381. Ibid., p. 60. 381. Ibid., p. 60. 382. Ibid. 382. Ibid. 383. Žižek, The Ticklish Subject, p. 31. 384. Žižek, Less Than Nothing, p. 378. 385. Ibid., p. 298. 385. Ibid., p. 298. 385. Ibid., p. Notes 298. 386. Žižek!, dir. Atra Taylor (Zeitgeist Video, 2007). 386. Žižek!, dir. Atra Taylor (Zeitgeist Video, 2007). 387. Žižek, The Puppet and the Dwarf, p. 93. 388. Žižek, Less Than Nothing, p. 377. 388. Žižek, Less Than Nothing, p. 377. 389. Žižek, Living in the End Times, p. 311. 390. Freud, “Instincts and Their Vicissitudes” (1915), SE, XIV, p. 118. 391. See Žižek, The Indivisible Remainder, pp. 28 and 174. 392. Ibid., p. 19. 393. Ibid. 393. Ibid. 394. Žižek and Daly, Conversations with Žižek, p. 59. 394. Žižek and Daly, Conversations with Žižek, p. 59. 95. Žižek, Less Than Nothing, p. 235. 395. Žižek, Less Than Nothing, p. 235. 395. Žižek, Less Than Nothing, p. 235. 396. Žižek, Living in the End Times, p. 229. 397. Žižek, Less Than Nothing, p. 331. 398. Ibid., p. 273. 99. Ibid. 399. Ibid. 399. Ibid. 400. Ibid., p. 644. 400. Ibid., p. 644. 401. Žižek, The Fragile Absolute, p. 70. 401. Žižek, The Fragile Absolute, p. 70. 402. Žižek, Less Than Nothing, p. 273. 402. Žižek, Less Than Nothing, p. 273. 403. Ibid., p. 275 (taken initially from The Fragile Absolute, p. 73). 404. Ibid., p. 274. Radicalizing the Subject 255 Radicalizing the Subject 255 405. Schelling, Freiheitsschrift, p. 284. 406. Žižek, Less Than Nothing, p. 265. 407. Žižek, The Ticklish Subject, p. 35. 408. Žižek, The Indivisible Remainder, p. 22. 409. Johnston, Žižek’s Ontology, p. 19. 410. Here I am playing with Henri Maldiney’s reading of Hegel’s Phenomenology as a
“successful depressive thinking” and taking up certain gestures already hinted at
in Jean-Christophe Goddard’s interpretation of this passage. Compare Maldiney,
Penser l’homme et la folie, p. 27; and Goddard, Mysticisme et folie. Essai sur la sim-
plicité (Paris: Desclée de Brouwer, 2002), pp. 83–84. I return to these points in
chapter 12. III
Overcoming Idealism III
Overcoming Idealism III Chapter 11
From Radical Idealism to Critical Metaphysics
How Idealists Write Being's Poem Chapter 11
From Radical Idealism to Critical Metaphysics
How Idealists Write Being's Poem Žižek's transcendental materialism understands itself as an uncanny
variation on the late German Idealist theme of providing an ontogenesis of
the subject consistent with transcendental idealism. But being more than
a rethinking of its central problems, it presents itself as a highly rigorous
psychoanalytical reconstruction of its unconscious Grundlogik, which reveals
itself as a disavowed insight into the identification of subjectivity with an
immanent rupture in being so devastating that not only does being lose all
direct access to itself, but we must actually posit ontological dislocation as
the primary metaphysical fact. In so doing, however, it would appear that
there is a potentially fatal inconsistency in Žižek as he oscillates between an
inconsistent idealism (the Hegelian notional or symbolic Real-as-lack) and
a self-sabotaging materialism (the Schellingian pre/extra-symbolic Real-
as-excess). What is more, pointing to the immense difficulty of describing
the emergent parallax of being and thinking—the ontological passage of
madness—from within the ontological solipsism of thinking itself, Žižek argues
for the necessity of a form of thinking that would enable being and thinking
to be fully reconciled from the side of being itself through the mytho-poetic
narrativization of the moment of parallax. If radical idealism can succeed
at overcoming itself and writing being's poem, it will prove itself capable of
being maximally idealistic and realistic in a single gesture that leaves behind
the speculative throes of correlationism by rendering correlation itself Chapter 11 260 immanent to the absolute, thus becoming a critical metaphysics that has
much to offer today to the so-called speculative turn. From Radical Idealism to Critical Metaphysics 261 idealism: it is not only that concepts do not need to adequate themselves
with objects subsisting in a world that exists despite me; more radically,
the free ciphering of the Real by the Symbolic means that signification has
nothing to do with objective reality in itself, for signifiers only participate
in an endless chain of self-relation that precludes access to the “outside”
world. There is no room possible for a realist epistemology within Lacan
because the very link between signifier and extra-linguistic object is cut. And
although Žižek remains unsatisfied with taking such a theoretical edifice as
a given and seeks to understand the ontological/meta-transcendental event
that it must imply (thus recognizing the ultimate need for giving an account
of the Symbolic if psychoanalysis is to find a proper scientific footing) the
constraints that Lacan himself bestows upon discourse make Žižek's project
appear intrinsically problematic. Doesn't the Real in itself prior to or outside
of language remain essentially unknowable (because it is always already
constituted by a subject, therefore produced by it, and never without its
taint)? Isn't the pre- or extra-symbolic Real an impossible concept, for only
that which can be spoken in language exists? Nevertheless, Žižek offers more than another sophisticated form of
structuralist linguistic idealism. If Lacanian psychoanalysis proclaims that
the Real can only appear as a lack within the ciphering activity of language,
Žižek attempts to break out of the correlationist circle of language by
showing that the very inconsistencies of thinking offer a solution to the
problem of how we are able to reach the Real even if we are trapped within
the play of appearance appearing to itself. Because the Real we encounter in
thinking the world is never “simply subjective, [whereby] it would present
a case of the hollow playing of the subject with itself, and we would never
reach the level of objective reality,”413 thinking's inability to close in on
itself shows that the pre/extra-Symbolic must insist within it. However,
such a formulation does not directly address the minimal transcendental
conditions of the possibility of attaining an access to the Real “it itself”
from within the Symbolic. Adrian Johnston's formulation of the paradoxical
materialism-idealism relation is highly revealing of the deadlock Žižek faces:
“materialism [...] formulates itself vis-à-vis the deadlocks internal to radical
transcendental idealism. 11.1 Lacan and the Prison-House of the Symbolic As an account of the subject's own immaculate self-begetting from within
the material flux of being as that which institutes the genesis of the
Symbolic, Žižek's transcendental materialism is an attempt to explicate
the ontological origins of a self-grounding idealism wherein ontology has
been rendered seemingly impossible. Insofar as the Symbolic is able to
generate meaning without external reference, it refuses all forms of realism:
access to a Real outside of the correlation being/language is proclaimed
a naïve position to be rejected due to the immense linguistic power that
constructs our reality. Yet even if our entrapment within the self-referential,
masturbatory play of signifiers is absolute, the ontological solipsism that it
entails is precisely that: namely, an ontological solipsism whose very existence
suggests that this very inability is somehow internal to the interior play of forces
constitutive of being. The issue at hand is that “the transcendental standpoint
is in a sense irreducible, for one cannot look 'objectively' at oneself and
locate oneself in reality; and the task is to think this impossibility itself as
an ontological fact, not only as an epistemological limitation.”411 In this
minimalist sense, images and words cannot be seen as mere parasites that
contingently latch themselves onto being and disturb its otherwise smooth
flow, but must be negatively indicative of some self-sabotaging tendency
always already at work in its heart of hearts: “[t]he symbolic order is not
a cause which intervenes from the outside, violently derailing the human
animal and thus setting in motion its becoming-human.”412 In other words,
to account for the very “consistency” of the Symbolic we are called upon
to write the great metaphysical epic of that forgotten eternal Past preceding
our coming into the world as speaking subjects. Such a conceptual move, however, poses an epistemological problem. Within the Lacanian registers, the Real necessarily appears as a lack. As
soon as the Symbolic emerges as a self-replicating, self-evolving differential
system that transcendentally constitutes the condition of the possibility
of phenomenal reality, any direct contact with the Real qua ontological
field is lost. The Lacanian thesis is a variation of structuralist linguistic From Radical Idealism to Critical Metaphysics 261 From Radical Idealism to Critical Metaphysics 261 shadow cast by idealism's insurmountable incompleteness.”414 The problem
is the following: even if the immanent “breakdowns” of solipsistic self-
enclosure—the internal obstructions of language's psychotic dance—
represent the inability of the subject to posit itself as an autocratic all
hallucinating its world, they only point to a negative experience of the Real and
do not suffice to offer a positive articulation of the ontological qua ontological. Of course ciphering sometimes runs into knots, but this very blockage can
only be understood in the Symbolic by the Symbolic and in such a way that
we never leave its prison. How could a kink in the Symbolic be revelatory
of the pre- or extra-symbolic Real that somehow unpredictably upsurges
within its sphere? Even given the paradoxical mode of the double-feature
of inclusion/exclusion, internal/external, and presence/absence that defines
the Real, it is still, formally speaking, a lack, nothing more than a notional
antagonism in its ciphering code. It is unclear how this logical torsion,
an internal hindrance in ideality, could serve as a foundation for a new
materialist metaphysics, for there is no such thing as an outside or Other to
symbolic mediation to which we can have access: “the Lacanian Real—the
Thing—is not so much the inert presence that 'curves' the symbolic space
(introducing gaps and inconsistencies in it), but, rather, the effect of these
gaps and inconsistencies.”415 If it is understood as the alien presence of
some extra-ideal presence within synthesis, it can only be understood as
such insofar as it is posited as such—or, as Fichte says, insofar as there is a
transference of the productive activity of the subject to the not-I, but such
a transference, although enabling us to give a consistent account of why
representations often fail due to some “alien presence” that obstructs them
(the necessity of a realist moment in a critical idealism), never leaves the
constraints of a subjective idealism. We appear stuck in the most rampant
form of correlationism. Even if the Real can negatively show itself through an internal tension
pressurizing the Ideal from within, we can never reach the ontological as
such. There is always the correlation language/being wherein being itself
is reduced to that which is constructed in the symbolic field of discourse,
regardless of there being elements that appear within the latter that it cannot
control. From Radical Idealism to Critical Metaphysics 261 On this account, materialism is philosophically
tenable only as the spectral inverse of idealism, accompanying it as the 262 Chapter 11 262 Chapter 11 Chapter 11 262 shadow cast by idealism's insurmountable incompleteness.”414 The problem
is the following: even if the immanent “breakdowns” of solipsistic self-
enclosure—the internal obstructions of language's psychotic dance—
represent the inability of the subject to posit itself as an autocratic all
hallucinating its world, they only point to a negative experience of the Real and
do not suffice to offer a positive articulation of the ontological qua ontological. Of course ciphering sometimes runs into knots, but this very blockage can
only be understood in the Symbolic by the Symbolic and in such a way that
we never leave its prison. How could a kink in the Symbolic be revelatory
of the pre- or extra-symbolic Real that somehow unpredictably upsurges
within its sphere? Even given the paradoxical mode of the double-feature
of inclusion/exclusion, internal/external, and presence/absence that defines
the Real, it is still, formally speaking, a lack, nothing more than a notional
antagonism in its ciphering code. It is unclear how this logical torsion,
an internal hindrance in ideality, could serve as a foundation for a new
materialist metaphysics, for there is no such thing as an outside or Other to
symbolic mediation to which we can have access: “the Lacanian Real—the
Thing—is not so much the inert presence that 'curves' the symbolic space
(introducing gaps and inconsistencies in it), but, rather, the effect of these
gaps and inconsistencies.”415 If it is understood as the alien presence of
some extra-ideal presence within synthesis, it can only be understood as
such insofar as it is posited as such—or, as Fichte says, insofar as there is a
transference of the productive activity of the subject to the not-I, but such
a transference, although enabling us to give a consistent account of why
representations often fail due to some “alien presence” that obstructs them
(the necessity of a realist moment in a critical idealism), never leaves the
constraints of a subjective idealism. We appear stuck in the most rampant
form of correlationism. From Radical Idealism to Critical Metaphysics 263 From Radical Idealism to Critical Metaphysics 263 this never leads to any knowledge of the Real in itself. From within the
originary psychosis of a self-grounding idealism, there can be no overlapping
of subjective and objective reality, for the very emergence of the subject as
an ontological lacuna has as its founding gesture an irreconcilable rupture
between the Innenwelt and Aussenwelt. Despite this, however, Žižek embarks
upon an exploration of how a structuralist self-enclosed system preventing
any direct engagement with the Real could have arisen by using the very fact
of the Symbolic as a manner of proceeding. If the Symbolic is an ontological
solipsism, then the lack of access to being we have must be understood as
an event in being. In this sense, the Real-as-lack must ultimately open onto
a metaphysics of the Real as that which precedes and exceeds the Symbolic
and the Imaginary. But Žižek's Lacanian commitments would seem to
render such a move unjustifiable. It is uncertain how he can balance his own
radical idealism with his other materialist tendencies—indeed, his attempt
to inscribe the former within the latter, to make the epistemic limitations of
linguistic idealism synonymous with being's non-coincidence to self, appears
to intensify the problem. How can a “negative materialism” based on the
infinite conflict between mind and body found a new metaphysics? If we
take as our starting point the (non-)relation between system (materialism)
and freedom (idealism) as revealed by the psychoanalytical experience,
then doesn't the logical category of the disjunctive “and” explicit in their
contradiction prohibit us from delving into the retroactively posited past of
the Real-as-origin to see how the latter explodes out of being as an event? How can we overcome the withdrawal into the nocturnal self of the world at
the very birth of subjectivity so as even to see this withdrawal for what it is? From Radical Idealism to Critical Metaphysics 261 We may forever approach it as the negative magnitude contorting
our notional apparatus as produced by the latter's very inconsistency, but 11.2 The Hegelian Real-as-Lack: The Painful March of
Ontological Solipsism The problem at hand is how to understand the separate theses that (i) the
inconsistency of thinking methodologically justifies an overcoming of the
realism-idealism debate from within idealism and (ii) given the fact that
the Symbolic is always already minimally outside itself we can embark
upon an explication of its origins without ever leaving it. Endeavoring
to give Lacanian psychoanalysis the support it needs—a comprehensive
metaphysics—it is perhaps to be expected that Žižek falls into such a Chapter 11 264 theoretically difficult position. Lacan argues that we are stuck in language
and, accordingly, that access to the ontological is impossible. Yet such a
claim, if it cannot account for the ontological genesis of that which in the
first place impossiblizes our access to the ontological, risks being merely a
dogmatically asserted statement. This tension between the two major
theoretical roles that the Real must assume—a notional lack and a
symbolically excessive activity that is independent to all forms of correlation
or access conditions—explains the constant oscillation in Žižek's position
as he wavers between his strictly Lacanian and larger metaphysical and
ontological commitments, even if the latter are always mediated by the
former. Although most of his comments on Schelling, for instance, bespeak
the possibility and necessity of delving into the Real-as-excess,416 understood
as the pre-symbolic antagonism that gives rise to the transcendental
matrices of the subject (the “orgasm of forces”) he often refers to the
purely fantasmatic character of such inquiry due to the impossibility of
reaching the absolute beginning of language417 and its necessary mytho-
poetic component given its resistance to rational speculation,418 often
without acknowledging the problem that this could appear to pose to the
endeavor of establishing the ontological grounding of the subject. Given
that he identifies “the key question” of philosophy as that of “how thought is
possible in a universe of matter,” so that we should focus our efforts on “the
very rise of representation or appearing out of the flat stupidity of being”
if we are to avoid “a regression to a 'naive' ontology of spheres or levels,”419
the conceptual contours of this problematic deserve to be investigated in
full. This is further necessitated by the fact that many fundamental Žižekian
concepts directly exhibit this tension-ridden simultaneity of two opposed
directions between the Real-as-lack and the Real-as-excess. From Radical Idealism to Critical Metaphysics 265 utilization of the concept—which he presents as a reworking of Kant's
theory of unruliness—is then used to displace the mature Hegelian
dialectical triad and argue for its inability to explain the passage from nature
to culture,422 thereby further intensifying its speculative reach. How can he
move from one register to the other? Despite this uncertain wavering between the purely logical and
metaphysical or ontological value of Žižek's reading of the night of the
world, other categories that Žižek extracts from Hegel show why he, as a
rule, would generally have a preference for Hegel over Schelling, even in
face of the obvious debt to the latter in his own transcendental materialism. The Hegelian concept “tarrying with the negative,” for instance, intrinsically
displays the structure of the Real-as-lack and is thus, strictly speaking,
completely compatible with Lacanian epistemology, whereas the categories
he finds in Schelling pose a more immediate problem. Emerging out of
Hegel's critique and extension of the Kantian thing-in-itself, tarrying
with the negative is an attempt to show that the latter, as a theoretical
posit, is superfluous. Objects give themselves to consciousness, but it is an
illegitimate move to say that, beyond their appearing, there is an inner core
of the thing that is hiding, ever out of reach of the transcendental ego's
limited synthesizing powers, because even this infinite elsewhere of subject-
independent interiority is itself only possible from within the manifold field
of phenomenal experience: that is, it is itself an appearance. This becomes
most evident in the experience of non-coincidence between our concepts
and that which they “represent.” Within the inconsistency of the immanent
structure of knowledge exhibited by these types of encounters, the object
“in itself” shows itself through the form of a negative determination that
burdens experience. We could say that what we come across here is the
raw positivity of the object that obstructs our idealization and forces us to
adapt to it, but only with the qualification that this positivity is revealed
within the shadows cast by idealization's failure in such a way that it can
only be brought forth or posited retroactively by means of a modification
of the matrix of concepts that constitute our mediation of the world so
that the original paradox or blockage disappears. 11.2 The Hegelian Real-as-Lack: The Painful March of
Ontological Solipsism His discussions
of the night of the world in The Ticklish Subject, for instance, have a tendency
to treat the Real as the other side of transcendental imagination, and hence
as a logical rather than an ontological concept (Žižek warns us that “it
is crucial to 'close the circle': we never exit the circle of imagination”420),
although he also bestows upon the notion a clear metaphysical reach by
locating the destructive force of understanding preceding its synthesizing From Radical Idealism to Critical Metaphysics 265 From Radical Idealism to Critical Metaphysics 265 In the aftermath of
this epistemic remodulation, we see that what we initially experienced
as an internal or structural deformation of ideal space was the negative 266 Chapter 11 Chapter 11 266 refraction of the object's “true” nature such that the Real, less than a solid
thing that obstructs ideality from the outside, is a pure effect. This has
two implications: firstly, we do not need to overcome the split between
phenomenal appearance and the thing-in-itself because this very split
arises from within appearance itself, so appearance is “always more than
appearance,” as it were. Secondly, the noumenon as a “transcendence”
that gives itself of itself to experience is reduced to a mere defence
against the potential horror of the immanent, uncontrollable flux of pure
appearance, for if a transcendent object causes our representations, then our
representations are guaranteed to constitute a minimally smooth fabric. As
an illusion of a place wherein all contradiction is always already resolved in
a reality complete unto itself, the noumenon helps bestow a sense of order
and unity to the structure of experience even where it does not of itself
display any, thereby taking the edge off of ideal fragmentation. From Radical Idealism to Critical Metaphysics 267 through which it (only haphazardly) grasps (fragments of) the latter. The
issue is not that thinking cannot comprehend being, but that, since it is
inscribed within the latter, thinking can obtain no transcendent gaze upon
it by which it can totalize it into a complete system. Thinking is necessarily
incomplete—there is an irremovable lacuna in every truth-claim—because it
can never get rid of the subjective gaze, a gaze that, while making knowledge
finite, simultaneously renders it possible in the first place. Following this
train of thought to its logical conclusion, we must assert that not only can
we never know the system of the world, but if thinking itself is a part of the
world, and there is only one world, there is no god’s-eye point of view from
which the world can never turn back upon itself and close itself. The gaze of
the subject is a non-suturable gap in being—this is what it means to say that
“phenomenalization, appearance, 'illusion,' split, finitude, Understanding,
and so on, [...] are inherent to the life of the Absolute itself.”426 Through its own subjective movement, thought comes to realize that
there is an outside to thinking posited from within as that which insists and
persists as the extimate core of all discourse. That is to say, thought is a constant
struggle insofar as its struggle with itself is never a mere masturbatory play,
but is simultaneously a struggle with the outside world. From Radical Idealism to Critical Metaphysics 265 The infinite
(the perfect ontology of the noumenal extra-subjective being) only emerges
as a response to the radical finitude of phenomenal reality (ideal obstruction
in our dealings with reality), whereby “every positive figure of the In-itself
is a 'positivization' of negativity, a fantasmatic formation we construct
to order to fill in the gap of negativity”423: there is only the restlessness
of the negative, the incessant internal fracturing of experience due to
idealism's intrinsic limitations and inability to posit itself as a complete all,
which always leads to symbolic dismemberment, so that noumena, now
understood as the negativity of phenomena, their internal inconsistency,
“designate the In-itself as it appears to us, embedded in phenomenal reality [...]
there is no mysterious gap separating us from the unknown, the unknown is
simply unknown, indifferent to being-known.”424 In other words, what is on
the other side of the screen of consciousness is not another reality, but “the
same reality we find in front of the screen”: Žižek tells us to think of the illusion
of a theatre stage, where what is responsible for the illusion is not the
machinery backstage to which we have no access while the play is going on,
but the very theatre stage itself, for even if the backstage and its mechanics
are visible not only do we realize that the secretive reality normally “beyond
our grasp” is exactly the same as the one being staged but the deceptive From Radical Idealism to Critical Metaphysics 267 From Radical Idealism to Critical Metaphysics 267 Its operationally and
epistemologically closed ciphering of the world is capable of knowledge
because the very inside-outside distinction becomes intra-discursive, that
is, immanent to thinking itself because it is sustained by the activity of thinking,
so that there is a paradoxical coinciding of the purely subjective and the purely
objective: “[e]very tension between Notion and reality, every relationship of the
Notion to what appears as its irreducible Other encountered in the sensible, extra-
notional experience, already is an intra-notional tension i.e., already implies a
minimal notional determination of this 'otherness.'”427 Although we are trapped
in idealization and the Real-as-lack is our doomed fate, there is no need
to mourn the loss of some kind of immediate being in itself, some Oedipal
womb of nature from which we have fallen: what Hegel shows is that, from
within the level of the logical self-articulation of the reflective notional
constructs of thinking themselves and the symbolic space of self-generating
meaning they engender, we can “reach” objective reality because there
is no significant gap between thinking and being at the level of thinking. The Symbolic is that which opens up access to being: we provide a freely 268 Chapter 11 Chapter 11 developed notional construct that creates the norm for an intelligible field, a
field that then may fall into inconsistency when said notional construct fails
to render its corresponding phenomenal reality consistent, but inasmuch as
the failure of said notional construct enables us to modify it we thus can be
said to slowly and patiently track truth over time. Once we have seen that
“[t]he opposition between idealistic and realistic philosophy is therefore
without meaning,”428 we can develop a metaphysics critically rather than
dogmatically. This dissolves the worry regarding how we can have access
to the world from within the clutches of subjective thinking. “out there” because of the inconsistencies and gaps in the
symbolic order.430 With this insight gained Žižek, like Hegel, discovers an epistemological
foothold—the productive space of ideal inconsistency (in the quote above
Žižek is talking about our access to the Real from within the Symbolic
rather than its ontological constitution)—from within which he can find the
resources required to develop a new metaphysics. It is less idealism that
poses a problem for the latter than the traps that it (unconsciously) creates
for us as we attempt to catch a glimpse what “lies beyond” phenomenal
reality: the inevitable and necessary symbolic dismemberment of a self-
grounding idealism that fails to fully become itself not only creates the
possibility of error, but since the first showing of the Real is always an
internal deformation of ideal structure (a pure negative form lacking
content), it itself risks being riddled with a thick layer of fantasmatic
projections and unconscious desires. That which allows idealism to overcome
itself also can hinder the speculative process. Yet, despite this, the Real-as-
lack and the Real-as-excess do not stand in opposition to one another. Although the former is always epistemologically superior or primary, being
the transcendental condition of the possibility of access to the latter, we
are nevertheless capable of attaining that which is pre- or extra-Symbolic
not only despite but more primordially by dint of the Symbolic's clutches. This is why, on Žižek's reading, Hegel's Science of Logic, while never leaving
the matrix of self-thinking thought, can coincide with metaphysics and
describe pre-subjective reality in its raw categorial purity and dialectical
movement. Ontological solipsism is only apparent, for materialism justifies
itself in the cracks of a radical idealism: the very condition of possibility
of discourse means that discourse is always more than itself, even if that
means that its very possibility coincides with its impossibility. Fichte refers
to such a theoretical position—a critical idealism brought to fruition—as a
real-idealism or an ideal-realism.431 Although his own position may fail to
execute this adequately, it can serve nevertheless as the most consequent
description of a true, successful idealism. “out there” because of the inconsistencies and gaps in the
symbolic order.430 As Žižek correctly points out,
“[t]he irony of the history of philosophy is that the line of philosophers
who struggle against the sophistic tradition ends with Hegel, the 'last
philosopher,' who, in a way, is also the ultimate sophist, embracing the self- With this insight gained Žižek, like Hegel, discovers an epistemological
foothold—the productive space of ideal inconsistency (in the quote above
Žižek is talking about our access to the Real from within the Symbolic
rather than its ontological constitution)—from within which he can find the
resources required to develop a new metaphysics. It is less idealism that
poses a problem for the latter than the traps that it (unconsciously) creates
for us as we attempt to catch a glimpse what “lies beyond” phenomenal
reality: the inevitable and necessary symbolic dismemberment of a self-
grounding idealism that fails to fully become itself not only creates the
possibility of error, but since the first showing of the Real is always an
internal deformation of ideal structure (a pure negative form lacking
content), it itself risks being riddled with a thick layer of fantasmatic
projections and unconscious desires. That which allows idealism to overcome
itself also can hinder the speculative process. Yet, despite this, the Real-as-
lack and the Real-as-excess do not stand in opposition to one another. Although the former is always epistemologically superior or primary, being
the transcendental condition of the possibility of access to the latter, we
are nevertheless capable of attaining that which is pre- or extra-Symbolic
not only despite but more primordially by dint of the Symbolic's clutches. This is why, on Žižek's reading, Hegel's Science of Logic, while never leaving
the matrix of self-thinking thought, can coincide with metaphysics and
describe pre-subjective reality in its raw categorial purity and dialectical
movement. Ontological solipsism is only apparent, for materialism justifies
itself in the cracks of a radical idealism: the very condition of possibility
of discourse means that discourse is always more than itself, even if that
means that its very possibility coincides with its impossibility. Fichte refers
to such a theoretical position—a critical idealism brought to fruition—as a
real-idealism or an ideal-realism.431 Although his own position may fail to
execute this adequately, it can serve nevertheless as the most consequent
description of a true, successful idealism. From Radical Idealism to Critical Metaphysics 267 To say that
the Real is a product of thought is not to lapse into a Berkeleyan form of
idealism wherein reality is simply created by the subject: “the Real is not
some kind of primordial Being which is lost,” but rather “what we cannot get
rid of, what always sticks on as the remainder of the symbolic operation.”429
As an aftereffect of this symbolic operation, it ensures that we have an
indirect but methodologically secure entry point into the world by means
of the inconsistencies that our notional apparatus generates in the freely
determined self-generation of the universe of meaning, inconsistencies that
unexpectedly let us develop an objective discourse. But the limits of idealism entail that idealism is always already more
than itself—thought itself is utterly incapable of positing itself as a self-
enclosed positivity that simply creates its own universe of meaning; it
becomes contaminated, as it were, by a constitutive “outside” as soon as
it tries to posit itself in its own self-determining freedom, so that it must
constantly struggle with this outside. This constitutive failure on behalf of
thinking successfully to posit itself as all guarantees that there is a subject-
independent reality that we experience and can speculatively describe: There is a Real not because the Symbolic cannot grasp
its external Real, but because the Symbolic cannot fully
become itself. There is being (reality) because the symbolic
system is inconsistent, flawed, for the Real is an impasse of
formalization. This thesis must be given its full “idealist”
weight: it is not only that reality is too rich, so that every
formalization fails to grasp it, stumbles over it; the Real is
nothing but an impasse of formalization—there is dense reality From Radical Idealism to Critical Metaphysics 269 From Radical Idealism to Critical Metaphysics 269 “out there” because of the inconsistencies and gaps in the
symbolic order.430 “out there” because of the inconsistencies and gaps in the
symbolic order.430 As Žižek correctly points out,
“[t]he irony of the history of philosophy is that the line of philosophers
who struggle against the sophistic tradition ends with Hegel, the 'last
philosopher,' who, in a way, is also the ultimate sophist, embracing the self- y
p
p
y y
y
This is why, on Žižek's reading, Hegel's Science of Logic, while never leaving
the matrix of self-thinking thought, can coincide with metaphysics and
describe pre-subjective reality in its raw categorial purity and dialectical
movement. Ontological solipsism is only apparent, for materialism justifies
itself in the cracks of a radical idealism: the very condition of possibility
of discourse means that discourse is always more than itself, even if that
means that its very possibility coincides with its impossibility. Fichte refers
to such a theoretical position—a critical idealism brought to fruition—as a
real-idealism or an ideal-realism.431 Although his own position may fail to
execute this adequately, it can serve nevertheless as the most consequent
description of a true, successful idealism. As Žižek correctly points out,
“[t]he irony of the history of philosophy is that the line of philosophers
who struggle against the sophistic tradition ends with Hegel, the 'last
philosopher,' who, in a way, is also the ultimate sophist, embracing the self- 270 Chapter 11 70 Chapter 11 270 C 270 referential play of the Symbolic with no external support of its truth.”432
Hegel can accomplish this prima facie paradoxical feat because he is able to
demonstrate that accepting the impossibility of leaving the “correlationist
circle” does not fall into a naïve idealism whereby objective reality is
reduced to nothing, but rather shows how even the self-referential nature
of thinking itself always already depends upon and is entangled with the
world, thereby attesting that the split between knowledge in itself and for
us exists not because we are separated from the world, but because we are
a part of it: “the very limitation of our knowing—its inevitably distorted,
inconsistent character—bears witness to our inclusion in reality.”433 In this
respect, idealism (reflection, notional constructs, language as such) creates
the space of reasons in virtue of which things can present themselves to us
as they are in reality in itself. This presenting, however, requires a stage upon
which their theatrical appearance can be performed, a stage that produces
the illusion of a backstage to which we do not have access. From Radical Idealism to Critical Metaphysics 271 the effects of the Symbolic's self-enclosure is that, in point of fact, it allows
things to appear intelligibly through the reflective mediation of language. All
we have to do is take the appropriate attitude toward the inner limitations
of phenomenal reality as such. Paradoxically, a realist epistemology does not
make a realist. This is why the choice between idealism and realism is false
for the idealist. “out there” because of the inconsistencies and gaps in the
symbolic order.430 Instead of merely
separating us from the world, the reflexivity of the Ideal thereby allows
objects to have meaning for us as something more than objects to be used
by specialized biological or natural needs. We symbolize them, grant them
a place in discourse, a discourse whose failures make it seem as if a world
out there directly attacks our concepts and theoretical models when, in fact,
we never exit discourse at all, for only its self-sustaining matrix can sustain
phenomenal reality as a universe of meaning. This signifies, moreover, that
to pose the question of being qua being, there must be a difference between
us and being, for being qua being can only show itself to a finite thinker for
whom there exists a distance within which being can be phenomenalized
or phenomenalize itself by means of notional constructs. It is important
to note, however, that in order to get being right, we must also be able to
get it wrong, the minimal condition of which is satisfied by the ontological
madness that is the basic structure of ideality as that which prevents us
from having a direct “immersion” in the world and as such opens up the
possibility of replicating being within itself; the self-stipulating norms
of discourse internally guide the constitution of phenomena while their
inconsistency demonstrates that we are capable of objectively describing From Radical Idealism to Critical Metaphysics 271 272 Chapter 11 of Žižek is his nuanced vision of the world that is able to use idealism's
resources not only to overcome its own apparent limitations from within,
but also to demonstrate how, if this self-overcoming is successfully executed,
our understanding of being is simultaneously remodulated. Idealism and
realism, transcendentalism and metaphysics, are not mutually opposed if
you think them through in relation to one another, for the former forces
us to come to grasp what it means for thinking to exist in an irreducible
manner, a fact that has stark consequences for our understanding of the
world at large. After a long period in contemporary philosophy where there was a
general disdain for speculation, what distinguishes Žižek so radically
from others who have also raised the question of the possibility of a new
metaphysics (perhaps most notably Deleuze and Badiou) and those who are
now active in establishing this possibility is his call for a critical metaphysics
and its superiority over a mere return to dogmatic philosophizing as a means
of overcoming the heritage of what has recently come to be known since
Meillassoux's After Finitude as correlationism.438 For Žižek, the urgent
call for a philosophy that can combat the apparent speculative throes of
the irreducibility of the correlation in our knowledge of the world (if the
intelligibility of any specific empirical truth-claim depends upon the subject
for whom such a truth-claim has meaning in the first place, how can we
even speak about that which occurred before the existence of such a subject
without falling into ontic nonsense?) does not have its origin in paradoxes
concerning “ancestral” statements concerning what the universe must have
been like prior to humanity, as Meillassoux would like us to believe,439 this
having been proven to be an intrinsic possibility opened up by the logical
space of the correlation as such, but rather what the universe must be like
if something like humanity and its transcendental constituting powers
are to arise at all. The issue is how the Real could have come to appear to
itself—and although this may appear to risk an anthropomorphization of
nature (“[w]e should apply here something like a weak anthropic principle:
how should the Real be structured so that it allows for the emergence of
subjectivity [...]?”440), one should proceed cautiously. 11.3 A Call for a Critical Metaphysics At this juncture we must underline one important feature of this argument
for a self-grounding idealism that intrinsically contains an irreducibly real
moment. If the Symbolic freely constitutes phenomenal reality “with no
external support of its truth,”434 then this suggests that from within its
ontologically solipsistic dance of cybernetic ciphering, we can break through
the impenetrable dusk of psychosis as we find, in an innovative theoretical
gesture, a secure foothold from which to found a new science of being. But this means that we should not merely overcome radical idealism from
within idealism (an epistemological sublation of the correlation): we must
also overcome it from the side of being by showing how the ambiguities of
idealism are in fact a part of the world's fundamental structure through an
account of how being comes to appearance/thinking/phenomenalization (an
ontological inscription of the correlation). If we can succeed, then realism
and idealism will have become intimately dialectically linked. Not only
would this entail a strong theory of thinking insofar as the latter would be
inscribed within the fold of being as an irreducible event rather than as a
mere illusory feature, but also a profoundly rich metaphysics inclusive of
both realism and idealism given that both would now reciprocally ground
one another (in realistic and idealistic terms) in a completely self-sufficient
and self-reflexive whole. That is to say, we would have a new variation on
the late German Idealist theme of the unification of system and freedom:
or, in other words, another take on the Kantian heritage and how it
radically changes the field of philosophizing. In this respect, whereas much
of contemporary philosophy's understanding of idealism fails to take
it seriously, often equating it with a form of Berkeleyanism (a tradition
that runs from Kant's first critics to Lenin435 and taken up once again by
Moore436 and most recently by Meillassoux437), one of the greatest strengths 272 Chapter 11 Žižek's metaphysical
archaeology of the psychoanalytical subject is an attempt to think the
intersection of the Real and the Symbolic, the coldness of being and the From Radical Idealism to Critical Metaphysics 273 fervor of humanity, because if images and words, and by implication
thinking, exist, they must exist in the world. The universe is inclusive, not
exclusive, of humanity: a true speculative philosophy should comprehend
both the Real in its pure non-correlationality (the nonhuman) and how
correlation comes to pass in being (the human). Perhaps unexpectedly,
the price we pay for this theoretical gain of re-inscribing humanity into
nature, that is, the latter's minimal anthropomorphization, is a simultaneous
denaturalization of nature and a dehumanization of humanity. Not only is
nature now reduced to “a freak show of contingent disturbances with
no inner rhyme or reason,”441 but even if humanity still retains a certain
qualitatively distinct status in contradistinction to other things in virtue of
its autonomy, what we normally take as the great and sublime achievements
of thinking are, in fact, grounded in a mere virtual re-compensation for our
traumatic disruption from the Real. What thus makes Žižek's speculative
real-idealism/ideal-realism (to borrow that German Idealist leitmotif) so
penetrating and deserving of attention today is its ability to combine a
profoundly idealist epistemology with a dynamic realist metaphysics in one
single gesture, which shows us one path that contemporary metaphysics
could take: namely, a critical one. In this regard, if Meillassoux's critique of
correlationism is a call to station ourselves after (Kantian) finitude, it must
be recalled that this is precisely what Schelling and Hegel did in their own
critique of correlationism avant la lettre. Žižek is able to balance the real and ideal poles in such a nuanced way
because of his precise and original take on the breakthrough inaugurated
by transcendental philosophy, a breakthrough that for him presents itself
as the unthought (Lacanian) cause at the heart of German Idealism. 272 Chapter 11 One
of his central claims is that if we read Kant closely, we see hints that what
truly fascinates him is not how the subject brings forth its own universe
of meaning as a new kind of metaphysical agent capable of guaranteeing
the universality and necessity of experience/empirical truth, the two being
identical for Kant, but “something quite different,” something that sets
the stage for the “few decades [of German Idealism that] represent a
breathtaking concentration of the intensity of thinking” within which “more
happened than in centuries or even millennia of the 'normal' development of
human thought.”442 Commenting on Kant's description of the Copernican Chapter 11 From Radical Idealism to Critical Metaphysics 275 relationality and whereby one leads to the other: “[w]e can also see in what
way two lacks overlap in this impossible object: the constitutive lack of the
subject (what the subject has to lose in order to emerge as the subject of
the signifier) and the lack in the Other itself (what has to be excluded from
reality so that reality can appear).”447 Although the transcendental (our subjective position) objectively exists
in the world, it nevertheless appears to itself in its first mode as merely
subjective. To overcome itself and pass over into a metaphysics, it must do
so from within; it does so by drawing attention to the fact that, beneath
the correlation of (the conscious) subject and reality, “there is the more
primordial correlation of the subject (of the unconscious) and its Real/
impossible objectal counterpoint, S-a.”448 Although this may seem to
be just another correlation (as Heidegger only institutes the correlation
being/Dasein as more originary than that of consciousness/world, doesn't
Žižek do something similar?) this is a false appearance. Rather than being
a strict correlation in Meillassouxian terms this binary points towards
the emergence of correlation within being: “this impossible/Real object is the
very mode of inscription of the subject into trans-subjective reality; as
such, it is not transcendental but (what Derrida would have called) arche-
transcendental, an attempt to circumscribe the 'subject in becoming,' the
trans-subjective process of the emergence of the subject.”449 Žižek's wager,
one that he shares with the entirety of post-Kantian idealism as a critical
metaphysics fighting against any dogmatic breed thereof, is that if we are
to truly break free from correlationism, no return to a “naïve” realism is
possible. Not only is the latter always open to critique insofar as it could
remain correlational in a hidden way (isn't its specific image of reality
related to a subject?450), so that the specific nature of the correlation,
namely the ideal conditions of the possibility of intelligibility of any
theory, should always be thematized before embarking on speculation, but
more primordially it fails to give us of a grasp of how thought is situated/
comes to pass in being and, therefore, the very ontological conditions of
the possibility of its own status as a theory. Chapter 11 274 revolution (the experiment of seeing “if he might not have greater success
if he made the observer revolve and left the stars at rest”443), which Kant
identifies with his own transcendentalist position, Žižek notes: The precise German terms (“die Zuschauer sich drehen”—not
so much turn around another centre as turn or rotate around
themselves) make it clear what interests Kant: the subject loses
its substantial stability or identity and is reduced to the pure
substanceless void of the self-rotating abyssal vortex called
“transcendental apperception.”444 What initially appears as a rampant subjectivism wherein the ego reigns
above the world proves on closer inspection to be something infinitely
more complex, for the self-grounding field of phenomenal reality only
exists because it itself revolves around the positively charged void of I. The breakthrough of transcendental idealism is precisely the discovery
of this zone of negativity within the subject, that X that can never be fully
appropriated into transcendental constitution and yet somehow engenders
its very possibility, whereby it shows itself to be not so much a displacing
of the substantial unity of reality from the external world to the conceptual
forms of cognitive construction (a subjective Ptolemaic counterrevolution
against Galileo’s de-centering of the medieval world of teleology445) as
the opening up of a new understanding of being, that is, of the radical
ontological incompletion of reality, the breakdown of substance, provoked
by the meta-transcendental conditions of thought as such. As the late
German Idealist reappropriation of the subject demonstrates, what is
truly unique in transcendental idealism is that the real and ideal poles
are unsettled in one brush stroke: linked to the Todestrieb that destroys the
homeostasis of nature and das Unbehagen in der Kultur that prevents our
second nature from becoming a new substantialist order, the “objectal
status” of the subject is that which is “no longer” ontological and “not
yet” symbolic because it cannot be contained in either register in its pure
form;446 it is what Žižek sometimes refers to as the absent centre that, by
protruding out of all ontological and symbolic structures, negatively ties
them together in its very undecidability. Here, and only here, the real and
the ideal poles intersect, so that both are given their equal due because of
an unapproachable X, a je ne sais quoi, that relates them in their very non- From Radical Idealism to Critical Metaphysics 275 276 Chapter 11 Real, and thus breaks the circle of transcendental correlationism.”451 In
this manner, we should search for how the transcendental hints towards
its dark beginnings (the pure act of the Real-as-origin and the unruliness
of drives in the Real-as-excess that precedes it), the emphasis being on
the ontogenetic process of becoming more than on the specificity of the
transcendental constitution of reality for us, so that the fundamental issue
is no longer so much how can we attain knowledge of the absolute (this
already being accomplished by the first methodological step, as for instance
in Hegel) but how does our subjective viewpoint fit into it as something that
objectively exists: “[t]he true question is therefore how I (as the site where
reality appears to itself) emerge in 'objective' reality (or, more pointedly,
how can a universe of meaning arise in the meaningless Real).”452 With this,
we have come full circle and hit upon the great merit of Žižek's philosophy. Having already overcome idealism from within, and having opened up the
space for a speculative philosophy, he can develop a theory that is capable
of being maximally realist and idealist and therefore best suited as a self-
explanatory theory of the metaphysical “totality” of the world, insofar as it
can simultaneously supply the ontological conditions of the possibility of
its own status as a theory and the ideal conditions of possibility of its own
intelligibility in one sweeping move, thus making the theory itself extremely
self-referential in its structure. In short, the theory displays complete
systematic self-enclosure: it explains itself as a theory in both the real and
ideal registers in such a manner that both depend upon and mutually ground one
another in a self-articulating whole; it has succeeded at developing “a concept of the
world or the Real which is capable of accounting for the replication of reality within
itself.”453 What Žižek teaches us, a lesson already brought to the fore in late
German Idealism but since forgotten, is that radical idealism is not a closure
to the absolute. It is rather a new approach towards it, a new way of relating
to it—and to see it as such merely requires a parallax shift in perception. 11.4 Being's Poem: Speculative Philosophy and the From Radical Idealism to Critical Metaphysics 275 Concerning the latter, merely
explaining subjectivity as a purely contingent emergence amongst others à l
Meillassoux bodes no better: “one should locate traces of this contingency
in a kind of umbilical cord which links the subject to its pre-subjective 11.4 Being's Poem: Speculative Philosophy and the
Mytho-Poetic Parallax Shift If Žižek is right to say that the founding gesture of idealism is an ontological
passage through madness, then it would not go far enough if we were to
admit that the opposition between realism and idealism has been already From Radical Idealism to Critical Metaphysics 277 resolved at the level of idealism. Something is missing, for the real event
that immediately precedes the autarchy of the Ideal, and whose exploration
would enable this opposition to be also resolved at the level of realism (thus
radicalizing and guaranteeing what Fichte referred to as a real-idealism or
ideal-realism), is an impossible object of discourse. Conceding that notional
antagonism can indeed be spectrally expressive of objective reality, and thus
enable us to speculate about reality within ideality, to fully explain how we
can have contact with the world where there is properly speaking no contact
at all we must nevertheless acknowledge that we can never even indirectly
reach the exact moment at which being begins to exist in the modality of
the Ideal. The difficulty is much more severe than that the Real is always
already minimally symbolized, since the Real-as-origin expresses two
fundamental theoretical problems. First, insofar as its abyss of unconscious
decision represents a pure self-instituting difference that unpredictably
splits the world into two new logically irreconcilable registers, it cannot be
deduced from the auto-movement of the Real; there is no “transition,” but
only a self-caused “leap” that forever evades complete conceptual or natural
dialectic mediation. Second, because this act withdraws in the very gesture
of giving birth to the Symbolic, it lies stricto sensu “beyond” the grasp of
the latter and can never appear within it, not even negatively. It is in this
precise manner that the subject is neither Real nor Symbolic and is only
expressible through a series of paradoxical avatars unable to bestow content
upon it (the disjunctive “and,” the “in-between,” the “abyss of freedom,”
the “vanishing mediator,” and so on). A philosophical discourse about the
subject is thus intrinsically paradoxical because the latter is “a non-provable
presupposition, something whose existence cannot be demonstrated but
only inferred through the failure of its direct demonstration.”454 In short,
it can only be investigated at the level of mytho-poetics. 11.4 Being's Poem: Speculative Philosophy and the
Mytho-Poetic Parallax Shift But what intensifies
the problematic of such a metaphysical archeology of the subject is that
without such a mytho-poetic narrativization of its impossible Past we would
be unable fully to explicate how the Symbolic can in fact relate to reality in
itself, for without it we cannot perform the parallax shift of “transposing the ll it can only be investigated at the level of mytho-poetics. But what intensifies
the problematic of such a metaphysical archeology of the subject is that
without such a mytho-poetic narrativization of its impossible Past we would
be unable fully to explicate how the Symbolic can in fact relate to reality in
itself, for without it we cannot perform the parallax shift of “transposing the
tragic gap that separates the reflecting subject from pre-reflexive Being into
this Being itself,” whereby “the problem becomes its own solution: it is our
very division from absolute Being which unites us with it, since this division 8 Chapter 11 From Radical Idealism to Critical Metaphysics 279 The system of being and thinking has
closed upon itself in one final self-referential gesture. Ž Because the objectal status of the subject escapes any straightforward
causal explanation and lies outside of all correlation insofar as it is
responsible for its very upsurge, the only way to reach it is by means of a
mytho-poetics of speculative fabulation. And given that this realistically
non-deducible and idealistically inaccessible zone coincides with that very
place in which the subject is inscribed within being as one creature amongst
others (and is thus that which would enable us to pass without any immanent
obstacle from the real pole to the ideal pole and vice versa) the parallax
shift from the negative limitation of knowledge to the positive structure of
the absolute itself requires more than mere rational ideal discourse. Only
then can we “relate the In-itself to the split in the subject,”457 for “what
Lacan calls the objet a, the subject's impossible-Real objectal counterpart,
is precisely such an 'imagined' (fantasmatic, virtual) object which never
positively existed in reality—it emerges through its loss, it is directly created
as a fossil.”458 In this sense, Žižek's philosophy is paradoxical precisely
because it attempts to think the unthinkable, that is, the cogito ergo sum as “I
am that impossible piece of the Real where I cannot think”459 that uncannily
corresponds to that space within which the meaningless Real contingently
awakens and opens its eyes for the first time. Chapter 11 278 is immanent to Being.”455 In other words, the real and the ideal sides of
overcoming idealism are intimately connected and cannot be discussed in
isolation from one another: in order for idealism to completely surmount
its own apparent limitations, it must be able to come full circle and show
how, from within realism, its own ambiguities are not merely epistemological
but also ontological; it must show what it means for thinking to be a part
of the world, a manner in which the world relates to itself, no matter how
paradoxically. In creating itself by an act of immaculate conception, the Real-as-origin
of the pure act at the birth of full-fledged subjectivity retroactively takes over
what we come to know as the Real-as-excess of the drives. In a contradictory
moment in which cause-and-effect relations are torn apart, the effect
becomes greater than and autonomous from its cause, even going so far
as to write a virtual possibility into the eternal dregs of the Past that never
existed prior to its having been written there through an act of positing of
its own presuppositions. The subject creates its own past in the same instance
in which it begets itself out of nothing, so that the true “arche-fossils” are not
ancestral statements concerning what occurred billions of years ago before
the emergence of the thinking subject or life itself, but the objectal status of
the subject: what Lacan asserts is precisely the irreducible (constitutive)
discord, or non-correlation, between subject and reality: in
order for the subject to emerge, the impossible object-that-
is-subject must be excluded from reality, since it is this very
exclusion which opens up the space for the subject. [...] The
true problem of correlationism is not whether we can reach
the In-itself the way it is outside of any correlation (or the
way the Old is outside its perception from the standpoint of
the New); but the true problem is to think the New itself “in
becoming.” The fossil is not the Old the way it was in itself,
the true fossil is the subject itself in its impossible objectal
status—the fossil is myself, the way the terrified cat sees me
when it looks at me. This is what truly escapes correlation, not
the In-itself of the object, but the subject as object.456 From Radical Idealism to Critical Metaphysics 279 From Radical Idealism to Critical Metaphysics 279 Because the objectal status of the subject escapes any straightforward
causal explanation and lies outside of all correlation insofar as it is
responsible for its very upsurge, the only way to reach it is by means of a
mytho-poetics of speculative fabulation. And given that this realistically
non-deducible and idealistically inaccessible zone coincides with that very
place in which the subject is inscribed within being as one creature amongst
others (and is thus that which would enable us to pass without any immanent
obstacle from the real pole to the ideal pole and vice versa) the parallax
shift from the negative limitation of knowledge to the positive structure of
the absolute itself requires more than mere rational ideal discourse. Only
then can we “relate the In-itself to the split in the subject,”457 for “what
Lacan calls the objet a, the subject's impossible-Real objectal counterpart,
is precisely such an 'imagined' (fantasmatic, virtual) object which never
positively existed in reality—it emerges through its loss, it is directly created
as a fossil.”458 In this sense, Žižek's philosophy is paradoxical precisely
because it attempts to think the unthinkable, that is, the cogito ergo sum as “I
am that impossible piece of the Real where I cannot think”459 that uncannily
corresponds to that space within which the meaningless Real contingently
awakens and opens its eyes for the first time. In so doing, the metaphysical
archaeology of the subject it offers endeavors to demonstrate that what the
subject “loses” in order to become a subject coincides with what is excluded
from reality so that reality can appear to itself, in such a way that the Real
is thereby transformed from being a primordial being to which we have
lost access due to its symbolization into something of which we cannot
shake ourselves, no matter how hard we try, because through a mere formal
reversal the gaze of the subject is seen to be the gaze of the world upon itself, the
ambiguities and difficulties of the former being always already those of
the latter: what we see is that “the narrative [we are telling] is not merely
the subject coping with its division from Being, it is simultaneously the
story Being is telling itself about itself,” so that realism and idealism are no
longer in opposition, but stand in a self-sufficient totality inclusive of both
as immanent to the life of substance. From Radical Idealism to Critical Metaphysics 279 In so doing, the metaphysical
archaeology of the subject it offers endeavors to demonstrate that what the
subject “loses” in order to become a subject coincides with what is excluded
from reality so that reality can appear to itself, in such a way that the Real
is thereby transformed from being a primordial being to which we have
lost access due to its symbolization into something of which we cannot
shake ourselves, no matter how hard we try, because through a mere formal
reversal the gaze of the subject is seen to be the gaze of the world upon itself, the
ambiguities and difficulties of the former being always already those of
the latter: what we see is that “the narrative [we are telling] is not merely
the subject coping with its division from Being, it is simultaneously the
story Being is telling itself about itself,” so that realism and idealism are no
longer in opposition, but stand in a self-sufficient totality inclusive of both
as immanent to the life of substance. The system of being and thinking has
closed upon itself in one final self-referential gesture. In Žižek, we must narrativize the movement from being to thinking if we In Žižek, we must narrativize the movement from being to thinking if we
wish to reconcile the two and completely escape the speculative throes of 280 Chapter 11 Chapter 11 280 correlationism, since at the level of content there is always a minimal “non-
dialectizable” difference of one to the other (a division) that prevents such a
move in purely rational discourse. But we must highlight the precise logical
structure of this solution if we are to come to terms with the originality,
daringness, and potential problems of Žižek's position. Given that the
exact real event that instigates being's coming into appearance/thinking/
phenomenalization is the primordial ontological trauma that is the subject
as object, we must in a mytho-poetic register (the subject in its objectal
status being forever elusive) show that this trauma is not a mere accidental,
haphazard occurrence in the personal history of an individual subject,
but rather reveals itself as a constitutive, yet disrupting part of a greater
trauma within being itself. From Radical Idealism to Critical Metaphysics 281 our apparently purely epistemological limitations are intimately linked to
the ontological grounding of our notional apparatus. But is such a mytho-
poetic narrativization a sufficient basis for a new speculative philosophy? As
we will see in the next chapter, delving into this question leads us to three
potentially fatal issues with Žižek's critical metaphysics, all emerging from its
fundamental concept of ontological catastrophe as the vanishing meditator
between the Real and the Ideal. Does Žižek have the resources necessary to
combat them? And if so, at what price? From Radical Idealism to Critical Metaphysics 279 But this (Žižekian) dialectical reconciliation is
not a complete sublation of the opposition between realism and idealism,
a complete break with the paradoxes of correlation, for the problematic
nature of the latter is something that must be accounted for rather than
explained away. As with all dialectical movement, “reconciliation is a
reconciliation with the irreducibility of the antinomy, and it is in this way
that the antinomy loses its antagonistic character,”460 so that in this case,
reconciliation only truly occurs when we realize that there is no reconciliation
(a complete solution) possible because what we take as our finitude should
be inscribed into the thing itself (being) as its non-coincidence to self;
and although this reconciliation can only thus come to pass at the level
of mythological form, and never at that of content, instead of focusing
on the impossibility of idealist representation to capture that which is
being described, namely the objectal status of the subject, the solution
paradoxically “shifts the focus to how (as Lacan put it) the signifier itself
falls into the Real, that is, how the signifying intervention (narrativization)
intervenes into the Real, how it brings about the resolution of a real
antagonism,”461 thus working against its own impossibility: “the narrative
path directly renders the life of Being itself.”462 Though we can never “exit
the circle of imagination”463 to capture the abyss of unconscious decision
at its real origin, by writing being's poem we can see, due to a mytho-
poetic parallax shift that the poem we are writing coincides with the one From Radical Idealism to Critical Metaphysics 281 Notes 411. Žižek, Less Than Nothing, p. 239. 412. Ibid., p. 562. 412. Ibid., p. 562. 412. Ibid., p. 562. 413. Žižek, The Abyss of Freedom, p. 45. 414. Johnston, Žižek’s Ontology, p. 19. 414. Johnston, Žižek’s Ontology, p. 19. 415. Žižek, The Puppet and the Dwarf, p. 66. 416. See Žižek, The Ticklish Subject, p. 55; and The Parallax View, p. 166. 417. For example, Žižek, The Indivisible Remainder, pp. 22–23. 418. See, for instance, ibid., p. 9. 418. See, for instance, ibid., p. 9. 419. Žižek, Less Than Nothing, p. 905. 419. Žižek, Less Than Nothing, p. 905. 420. Žižek, The Ticklish Subject, p. 33. 420. Žižek, The Ticklish Subject, p. 33. 421. Ibid., p. 31. 421. Ibid., p. 31. 422. Ibid., pp. 79ff. 423. Žižek, Less Than Nothing, p. 282. 424. Ibid., p. 283. 424. Ibid., p. 283. 425. Ibid., pp. 374–75. 426. Žižek, The Ticklish Subject, pp. 88–89. 427. Žižek, Tarrying with the Negative, p. 20. 428. Hegel, The Science of Logic, p. 124. 429. Žižek, Less Than Nothing, pp. 645–46. 430. Ibid. 431. Fichte, Science of Knowledge, p. 247. 432. Žižek, Less Than Nothing, pp. 76–77. 433. Ibid., p. 390. 434. Ibid., p. 77. 282 Chapter 11 282 Chapter 11 435. References to such are scattered throughout Lenin’s Materialism and Empirio-
Criticism (Peking: Foreign Languages Press, 1972). 436. See Moore, “Refutation of Idealism,” Mind 12 (1903). 437. This is at the heart of Meillassoux’s critique of correlationism via the arche-fossil
in After Finitude: An Essay on the Necessity of Contingency, trans. Ray Brassier (New
York: Continuum, 2008). 438. For a similar in spirit account of the distinction between critical and dogmatic
metaphysics, see Gabriel, Das Absolute und die Welt in Schellings, p. 8. For the basic
definition of “correlationism,” see Meillassoux, After Finitude, pp. 4–6. 439. Meillassoux, After Finitude, pp. 9–13. 440. Žižek, Less Than Nothing, p. 905. 440. Žižek, Less Than Nothing, p. 905. 441. Ibid., p. 298. 441. Ibid., p. 298. 442. Ibid., p. 8. 442. Ibid., p. 8. 443. Kant, Critique of Pure Reason, B xvi. 443. Kant, Critique of Pure Reason, B xvi. 444. Žižek, Less Than Nothing, p. 631. 444. Žižek, Less Than Nothing, p. 631. 445. Meillassoux, After Finitude, pp. 118–19. 446. Žižek, The Ticklish Subject, p. 36. 447. Žižek, Less Than Nothing, p. 645. 448. Ibid., p. 642. 448. Ibid., p. 642. 449. Ibid. 449. Ibid. 450. Ibid. 450. Ibid. 451. Ibid., pp. 642–43. 451. Ibid., pp. 642–43. 452. Ibid., p. 924. 452. Ibid., p. 924. 453. Gabriel and Žižek, “Introduction: A Plea for a Return to Post-Kantian Idealism,”
in Mythology, Madness and Laughter, p. 13. 454. Žižek, Less Than Nothing, p. 730. 454. Žižek, Less Than Nothing, p. 730. 455. Ibid., p. 15. 455. Ibid., p. 15. 456. Ibid., p. 644. 456. Ibid., p. 644. 457. Ibid. 457. Ibid. 458. Ibid., p. 645. 459. Ibid. 460. Ibid., p. 950. 460. Ibid., p. 950. 461. Ibid., p. 16. 461. Ibid., p. 16. 462. Ibid. 463. Žižek, The Ticklish Subject, p. 33. Chapter 12
The Deadlocks of Ontological Catastrophe
The Cases of Naturphilosophie, Anton-Babinski Syndrome, and
Tarte à la crème 12.1 The Schellingian Real-as-Excess: Iain Hamilton Grant,
Naturphilosophie, and the Interior Involutions of Being But is mytho-poetics the only option here? Although Žižek follows Hegel's
defence of radical idealism as capable of a speculative account of extra-
notional reality, a potentially fatal problem arises internally within Žižek's
own position as soon as we take a closer look at Žižek's other major
interlocutor: Schelling. Ultimately unsatisfied with Hegel's mature account
of the passage from nature to culture, Žižek turns to Schelling to explicate
the genesis of the Symbolic. What Hegel missed was the paradoxical essence
of this very movement, a dialectical movement that causes dialectics to
collapse upon itself. With the birth of subjectivity, we see a snag in substance
that prevents the absolute from self-actualizing itself so that, instead of
being the Idea completely returning to itself out of its otherness in nature,
which would present us with a reconciliation of nature and spirit in the
Idea, nature's complete self-sublation in spirit, culture is actually a mere
secondary (“virtual, artificial, symbolic, not substantially natural”464)
response to the primordial ontological trauma that lies at the core of the
human being. For Žižek, this means that culture is the always failed attempt
at reconciliation: the Idea is nothing other than this very act of its own
returning to itself, this movement being constitutive of that to which is
returned;465 for it to reach its end would herald its death. Representing a
recoil into a psychotic, irreal space, not only do the subjective and objective/
mind and world thereby fall into infinite conflict with one another, but it
becomes impossible to explain why the Ideal emerges. According to Žižek it
is Schelling who, fighting against the perceived threat of Hegelian Absolute
Idealism, gives the most detailed account of this immanent self-sundering
of being into its real and ideal poles in his account of the Grund as the ever
elusive, eternal Past of consciousness, and the pure act of unconscious
decision underlying the birth of the universe of human meaning. Schelling's
position is paradoxical: from within a solipsistic space (transcendental
idealism) he tries to develop a philosophical language capable not only
of piercing the primacy of the Real-as-lack and explaining its monstrous
pre-history within pre-symbolic antagonism (materialism), a logically prior
but directly unreachable modality of the Real that precedes and exceeds the
Symbolic, but also of describing the inexplicable self-positing of subjectivity But is mytho-poetics the only option here? Chapter 12
The Deadlocks of Ontological Catastrophe
The Cases of Naturphilosophie, Anton-Babinski Syndrome, and
Tarte à la crème Žižek's theoretical philosophy aims to be a critical metaphysics capable
of simultaneously overcoming radical idealism from within idealism (an
epistemological sublation of the correlation) and from within realism (an
ontological inscription of the correlation). However, at this juncture three
potential problems emerge from various directions. The first direction
is that of Schelling's Naturphilosophie. Not only does Schelling proclaim
that, insofar as the subject is anything but an ontological catastrophe,
thought is inscribed within being in such a way that we have no need to
overcome radical idealism from within itself, it also challenges Žižek's own
psychoanalytical reactualization of Schelling. The second direction is that
of the skeptic, who can invent a thought experiment to demonstrate that
it is perhaps impossible to develop any positive metaphysics from within
a differential system of signifiers without any external reference. The
third direction is that of the very basis of ideality itself understood as a
psychotic withdrawal into the night of the world, the overcoming of which
demands the seemingly impossible task of developing a paradoxical form
of “successful” psychotic thinking capable of penetrating the impenetrable
dusk of its own psychosis. How does Žižek stand up to such critiques? Is
his radical idealism truly capable of providing us with a comprehensive
metaphysics? 284 Chapter 12 The Deadlocks of Ontological Catastrophe 285 The Deadlocks of Ontological Catastrophe 285 (idealism). After all, even if we can be said to have access to both the
ancestral past of the Real prior to subjectivity and the Real that surrounds
us “outside” of language through the very inconsistency of our notional
apparatus, the methodology of which Hegel offers us through an analysis of
the dialectic of phenomenal appearance and the very structure of symbolic
thought, nevertheless the precise moment in which the subject institutes
itself into being poses a problem to such a self-overcoming of radical
idealism, because it is a leaping point in the Real into a new age of the world
that is always “beyond” the Symbolic as its irretrievable origin. Because
Schelling realizes the impossibility of a purely speculative account of the
subject's emergence, and thus the necessity of a mytho-poetics, it is he and
not Hegel who most adequately realizes the quadruple logic of dialectics at
the core of German Idealism. But even with his highly methodological psychoanalytical construction
of the unconscious Grundlogik of German Idealism, for anyone who is
familiar with Schelling's vast corpus it is unclear how Žižek can appropriate
Schelling for his own project without potentially destabilizing his most
fundamental theoretical category: that of the ontological catastrophe. Schelling for his own project without potentially destabilizing his most
fundamental theoretical category: that of the ontological catastrophe. Although the two major concepts Žižek utilizes—denaturalized unruliness
(the dark pre-history of subjectivity in the vicissitudes of being) and the
unconscious decision (the separating Ent-Scheidung whose effect is the
institution of a metaphysically disjunctive “and”)—are meant to explain how
we get entrapped in the Symbolic and the matrix of idealization, Žižek's own
writings on Schelling do not seem fully to take into account the possibility
that the latter might not be able to be so easily translated into the framework
that he sees as basic to the entire tradition. His division of Schelling's
thinking into three distinct stages—the Schelling1 of a quasi-Spinozistic
philosophy of absolute indifference, Schelling2 of a radical materialist
ontology of freedom, and Schelling3 of the philosophy of mythology
and revelation—already hints at an irremovable tension. It is uncertain
that the materialism-idealism relationship we see in the Schelling of the
Freiheitsschrift and the Weltalter can be read as a mytho-poetics of the birth
of a radical transcendental idealism in the manner Žižek suggests. 12.1 The Schellingian Real-as-Excess: Iain Hamilton Grant,
Naturphilosophie, and the Interior Involutions of Being Although Žižek follows Hegel's
defence of radical idealism as capable of a speculative account of extra-
notional reality, a potentially fatal problem arises internally within Žižek's
own position as soon as we take a closer look at Žižek's other major
interlocutor: Schelling. Ultimately unsatisfied with Hegel's mature account
of the passage from nature to culture, Žižek turns to Schelling to explicate
the genesis of the Symbolic. What Hegel missed was the paradoxical essence
of this very movement, a dialectical movement that causes dialectics to
collapse upon itself. With the birth of subjectivity, we see a snag in substance
that prevents the absolute from self-actualizing itself so that, instead of
being the Idea completely returning to itself out of its otherness in nature,
which would present us with a reconciliation of nature and spirit in the
Idea, nature's complete self-sublation in spirit, culture is actually a mere
secondary (“virtual, artificial, symbolic, not substantially natural”464)
response to the primordial ontological trauma that lies at the core of the
human being. For Žižek, this means that culture is the always failed attempt
at reconciliation: the Idea is nothing other than this very act of its own
returning to itself, this movement being constitutive of that to which is
returned;465 for it to reach its end would herald its death. Representing a
recoil into a psychotic, irreal space, not only do the subjective and objective/
mind and world thereby fall into infinite conflict with one another, but it
becomes impossible to explain why the Ideal emerges. According to Žižek it
is Schelling who, fighting against the perceived threat of Hegelian Absolute
Idealism, gives the most detailed account of this immanent self-sundering
of being into its real and ideal poles in his account of the Grund as the ever
elusive, eternal Past of consciousness, and the pure act of unconscious
decision underlying the birth of the universe of human meaning. Schelling's
position is paradoxical: from within a solipsistic space (transcendental
idealism) he tries to develop a philosophical language capable not only
of piercing the primacy of the Real-as-lack and explaining its monstrous
pre-history within pre-symbolic antagonism (materialism), a logically prior
but directly unreachable modality of the Real that precedes and exceeds the
Symbolic, but also of describing the inexplicable self-positing of subjectivity The Deadlocks of Ontological Catastrophe 285 When we
look at Schelling's thought, even as Žižek himself presents it, we are tempted
to say that, if Hegel is able to show that the absolute opposition between 286 Chapter 12 Chapter 12 286 286 idealist and realist philosophy is without meaning from within idealism,
Schelling could be said to do the same from within realism and without
needing to pass through the former. This is further supported by the fact that
Schelling never gives us a dialectical analysis of phenomenal appearance
or the structure of symbolic thought in the way Hegel does and describes
his own idealism in the Darstellung as “real” or “objective,” for its principal
idea is not to use thought's inconsistencies to find a new starting point
for speculative philosophy, but rather to directly investigate the origins of
thought itself from its dark nonconscious ground,466 a point repeated by the
“higher realism” of the Freiheitsschrift467 and the emergence of ideality in the
Stuttgarter Privatvorlesungen out of minerals.468 The argument that Schelling2
is an ephemeral rupture risks succumbing to arbitrariness, since now we
find a manner to unify the central problematic of the Naturphilosophie
and the “theosophic” philosophy of freedom. Given that one of the key
tools for the development of Žižek's own metaphysics is the extracting of
an unconscious Grundlogik underlying German Idealism, if Schelling's
philosophy turns out to be more continuous than Žižek's analysis lets on,
then his psychoanalytical construction of the German Idealist tradition
could be jeopardized. For Schelling, we do not just “tarry with the negative.” The X that eludes
consciousness, one of the centrepieces of Schelling's thought, is never just
a mere formal limit: it is an attempt to express the subject-independent
interiority of nature to which we have access despite the mediating activity
of consciousness precisely because the subject and its ideational capacities
are a part of nature, one way through which nature relates to itself as ground. Schelling refuses to separate the ontological in-itself of precognitive or extra-
symbolic reality from the epistemological sphere of idealist representations,
arguing that the two must be intimately connected if philosophy is to find
a secure basis. If there is an identity between the Real and the Ideal, the
problem of their relation to one another is relegated to a metaphysical or
naturephilosophical level rather than a strictly epistemic or idealist one. The Deadlocks of Ontological Catastrophe 285 Whereas in the middle-late period this idea of identity is expressed by
the notion of the Mitwissenschaft (“co-science”) of creation, it is more
clearly for our purposes articulated in the earlier Ideas for a Philosophy of
Nature, where Schelling argues for the necessity of a dialectically positive For Schelling, we do not just “tarry with the negative.” The X that eludes
consciousness, one of the centrepieces of Schelling's thought, is never just
a mere formal limit: it is an attempt to express the subject-independent
interiority of nature to which we have access despite the mediating activity
of consciousness precisely because the subject and its ideational capacities
are a part of nature, one way through which nature relates to itself as ground. The Deadlocks of Ontological Catastrophe 287 288 Chapter 12 288 Chapter 12 from the Latin speculari (to watch over), it is a realism that attempts to,
through a scrutinizing surveillance, account for the immanent pulsations
of the universe as it transforms bodies of matter into the complex field of
living being and eventually thought as ideal self-mediation, so that the Real
is not only always excessive to the Ideal, that which can never be brought
into it due to nature's raw productivity, but the latter also loses its theoretical
primacy insofar as nature in the stirrings of its nocturnal ground itself
becomes the true a priori. It is interesting to bring up this aspect of Schelling's philosophy, not
just because it could be a weak point in Žižek's psychoanalytical reading,
but also because it is a specific manner in which Žižek's metaphysical
problematic enters into direct debate with the current speculative turn. In
this regard, Iain Hamilton Grant's own transcendental materialism is in
complete opposition to that of Žižek, so that contrasting the two allows us
simultaneously to bring to the fore both the daring character of the latter's
position and its potential internal limitations. Taking up Schelling's diagnosis
that modern philosophy exhibits an agonizing deficiency—that nature does
not exist for it470—Grant puts forward the argument that this diagnosis is just
as sound today as ever: “[i]nsofar therefore as the antithetical couple ‘Plato-
Kant’ that lay at the heart of the immediate postkantian context continues
to organize metaphysics, contemporary philosophy is importantly and
immediately postkantian.”471 Through a careful reconstruction of Schelling's
philosophical career with an eye towards its explicit naturephilosophical
content and the natural scientific context that surrounded and inspired
it, Grant's thesis is that by following its spirit, we may finally find a way to
leave behind us the Kantian heritage insofar as Schelling offers us, instead
of a two-world metaphysics that results in an “eliminative practicism” (the
irreducibility of culture to nature), a “one-world physics capable of the
Idea.”472 We cannot cut the world in two, for there is no great divide: even
to understand culture as culture, we have to understand its genesis from
its ground within nature, for culture itself is originally natural. The Deadlocks of Ontological Catastrophe 287 interactivity between mind and matter if transcendental idealism is to have
a proper founding, which goes in the face of both the Hegelian proof of the
insignificance of an opposition between idealistic and realistic philosophy
and a Žižekian metaphysics of the disjunctive “and”: For what we want is not that Nature should coincide with
the laws of our mind by chance (as if through some third
intermediary), but that she herself, necessarily and originally,
should not only express, but even realize, the laws of our
mind, and that she is, and is called, Nature only insofar as
she does so. Nature should be Mind made visible, Mind the invisible
Nature. Here then in the absolute identity of Mind in us and
Nature outside us, the problem of the possibility of a Nature
external to us must be resolved. The final goal of our further
research is, therefore, this idea of Nature.469 It is exactly this problematic that reverberates throughout the entirety
of Schelling's thinking, even when he attempts to outline the tension-
ridden oscillations of the Yes and the No, the light and the dark principles,
constitutive of the self-operative logic of the Grund. Rather than offering
some kind of paradoxical eruptive logic balancing materialism and idealism
through their infinite conflict, Schelling's philosophy can very easily be
read as a passionate attempt to show that the forces underlying human
spiritual-transcendental activity are nothing more than the already existent
potencies of nature arisen to a higher “power” through nature's auto-
development. If the starting point of Žižek's transcendental materialism is
a self-grounding idealism (which shows his distinctive Lacanian-Hegelian
presuppositions), Schelling's own transcendental materialism is a self-
articulating realism (which shows how Schelling has been influenced by
the evolutionary dynamism of natural scientists such as Kielmeyer), the
stark point separating them being that whereas in the former materialism
is always a spectral materialism developed in the cracks of idealism, in the
latter idealism becomes, as it were, a mere conditioned phenomenon. In this
strict sense, if Schelling's philosophy is an account of the self-unfolding of
the powers of nature according to their inner movement, it is because it is a
speculative realism understood in its original etymological meaning: deriving The Deadlocks of Ontological Catastrophe 289 organizations according to its own cryptic inner process. According to
Grant, Schelling's revolutionary thesis is that the only way we can explicate
ideality is to see it as just one specific expression of nature's productivity,
one among many possible products of nature as a priori. There is just a
difference of degree and not of type between, say, atoms, chemicals, and
free ethical subjects, insofar as there is a natural history of mind to which
we must have recourse to explain its apparent autonomy. Far from being
an idealism that grounds itself from within the infinite self-reflexivity of
thinking “with no external support of its truth,”473 Schelling's idealism is
a naturephilosophical investigation into the interior involutions of being,
the latter being equally inclusive of thought's transcendental activity as
the somatic constitution of physical bodies. Nature is a dark dynamicity
that brings philosophy far away from the practico-concrete sphere of an
anthropocentric universe into the enigmatic palpating powers that gave birth
to it in their antagonism and the forgotten aeons of the abyssal dregs of
cosmic time that have preceded us. In this manner, Grant is taking Schelling
literally at his word: organizations according to its own cryptic inner process. According to
Grant, Schelling's revolutionary thesis is that the only way we can explicate
ideality is to see it as just one specific expression of nature's productivity,
one among many possible products of nature as a priori. There is just a
difference of degree and not of type between, say, atoms, chemicals, and
free ethical subjects, insofar as there is a natural history of mind to which
we must have recourse to explain its apparent autonomy. Far from being
an idealism that grounds itself from within the infinite self-reflexivity of
thinking “with no external support of its truth,”473 Schelling's idealism is
a naturephilosophical investigation into the interior involutions of being,
the latter being equally inclusive of thought's transcendental activity as
the somatic constitution of physical bodies. Nature is a dark dynamicity
that brings philosophy far away from the practico-concrete sphere of an
anthropocentric universe into the enigmatic palpating powers that gave birth
to it in their antagonism and the forgotten aeons of the abyssal dregs of
cosmic time that have preceded us. 288 Chapter 12 There is no
absolute split between the Real and the Ideal, mind and matter, the dead
movement of inanimate objects and the life of organic being—there are
only the unconditioned, groundless powers of nature as a pulsating all that
creates specific bodies and their various, innumerable, and unpredictable The Deadlocks of Ontological Catastrophe 289 The Deadlocks of Ontological Catastrophe 289 In this manner, Grant is taking Schelling
literally at his word: A great work of the ancient world stands before us as an
incomprehensible whole until we find traces of its manner of
growth and gradual development. How much more must this
be the case with such a multifariously assembled individual
as the earth! What entirely different intricacies and folds must
take place here! Even the smallest grain of sand must contain
determinations within itself that we cannot exhaust until we
have laid out the entire course of creative nature leading up to
it. Everything is only the work of time, and it is only through
time that each thing receives its particular character and
meaning.474 Although Grant and Žižek are reading Schelling in different, largely
incommensurable ways—the former by a remarkable reconstruction
of Schelling's naturephilosophical and scientific context, the other by
a violent psychoanalytical overhauling of the entire German Idealist
tradition—the fact that they both fall upon the same figure to elaborate
their own materialist position is extraordinarily thought provoking. First
and foremost, it suggests that the role of Schelling in Žižek's thinking poses Chapter 12 290 Chapter 12 290 a potential problem for the latter's own transcendental materialist ontology
of the subject, and not merely for external reasons: it challenges the latter's
very notion of a metaphysics of the disjunctive “and.” The great contribution
of Schelling's Naturphilosophie was to enact a complete displacement of
the human subject, for it imposes upon us the counterintuitive task of a
geology of morals that fights against any complete separation of the human
(the realm of free acting) from the natural (the realm of necessity). The
stark implications of this, as Grant himself notes, were clearly perceived
by Eschenmayer, a Fichtean natural scientist, who after reading the
Freiheitsschrift fell into a paroxysm of horror due to its primary soul-
wrenching implication: “your essay on human freedom seems to me a
complete transformation of ethics into physics, a consumption of the free
by the necessary, of feeling by understanding, of the moral by the natural,
and above all a complete depotentiation of the higher into the lower order of
things.”475 Commenting on this passage, Grant writes: We can imagine Eschenmayer’s shock: why does this work
on the subject of freedom contain so much geology? Why
is the turba gentium [...], the world-disorder or species-
riots, presented as the ground of freedom? [... The Deadlocks of Ontological Catastrophe 291 contemporary philosophies of finitude—he is in many ways completely
justified, but in so doing he risks opening himself to the criticism that
he misses how Schelling proceeds in this endeavour as well as its larger
philosophical consequences, which presents two immediate major problems
in his own usage of Schelling. First, if Grant is correct, Schelling rejects
from the outset the very idea of a self-enclosed transcendental framework
and its concomitant mind-body dualism, the ontological emergence of
which is, according to Žižek, the fundamental philosophical obsession of the
middle-late Schelling. If the unconscious Grundlogik of German Idealism
is constituted by the dynamic of a self-grounding idealism and a spectral
materialism grounded in the former, then Schelling's precise place within it
would seem to be uncertain. Second, if Žižek's transcendental materialism
assumes the birth of the I out of the not-I as an impossible event with no
true precursor in the ancestral past of the pulsating fires of the heavens,
the sluggishly slow evolution of geological formations, or even the forces
of evolution in biological life-forms (none of its apparent brethren come
close to its pure difference), in such a way that the self-positing of freedom
literally cuts the absolute in two in an inexplicable manner, then we must
conclude that Schelling's own metaphysics does not automatically result in
a metaphysics wherein substance is split at its core, and thus ontological
dislocation is the primordial fact. Contra Fichte, Schelling explicitly claims
that there is a continuity between the I and the not-I, that the passage is
one of a transition, not a leap. If psychoanalysis is to work in a therapeutic
setting, an encounter with the Real can only truly be brought forth if all
the intended meanings of the subject have been understood for what they
are; otherwise a psychoanalytical interpretation does not work, because
it does not hit the cause (which is why Lacanian analysts rarely offer
interpretations). Moreover, even if we agree that Žižek is right to contend
that the theosophical content of the middle-late Schelling is a mythological
component that we can formalize in order to render its content more explicit
(which Grant's work also implicitly does, given that he does not explicitly
deal with the theological aspect of the Freiheitsschrift or the Weltalter),
it is uncertain that he can so easily get rid of the naturephilosophical
implications of these texts. The Deadlocks of Ontological Catastrophe 289 B]ecause the
consequences of the dependence of transcendental physics on
dynamic naturalism impose upon Schelling’s reconditioned
transcendentalism the demand that the All be grounded in the
“subject of nature itself,” i.e., in the forces. Accordingly, the
more disorderly the phenomenon, the darker and more abyssal
the ground. This is why the inquiry into human freedom must
(a) specify the attachment of this power of infinite evolution
to a finite phenomenon (human), and (b) consider the ground
of such a freedom as derivative of the “self-operation of the
ground” or the “will of the deep” in the geological series:
the potentiating series through which such a freedom must
(repeatedly) evolve must therefore present the expression of
geological potencies in practical intelligence.476 In this respect, when Žižek claims that it is Schelling who gives the most
detailed description of the ontogenesis of subjectivity in the philosophical
tradition—which makes him the father of dialectical materialism and The Deadlocks of Ontological Catastrophe 291 The Deadlocks of Ontological Catastrophe 291 But the stakes are much higher than those of the
philological-textual fidelity of an interpretation in this case: if Schelling's Chapter 12 292 Chapter 12 The Deadlocks of Ontological Catastrophe 293 at a conception of 'nature as subject,'” this investigation is never a mere
reconstruction within the ideal series of the Real, but is rather a movement
of the Real itself, for “such a philosophical system does not therefore seek
a fixed point from which to gain leverage on an external world, nor to
rise above it, but is itself a 'genetic' [...] movement in and on this world,
unconditionally.”479 Schelling expresses this identity most daringly when he says that “to
philosophize about nature means to create nature.”480 “Mental” activity
is always already a part of nature and therefore a part of its own auto-
development by being one of its emergent attributes, but nature, being the
truly and absolutely a priori, is unconditional and thereby guarantees that
thought is never limited to the mere ideational or physiological constraints
of conditioned particulars insofar as it is an expression of nature's
productivity rather than embodied in the fixity of one of its products. In
this way, for Schelling, we are primordially “connected” with nature as
the pre-Symbolic, insofar as the Real and the Ideal remain identified at an
essential level, the consequence being that the subject is not a dialectically
non-sublatable in-between that exists as the psychotic withdrawal of the
world into self. Accordingly, Žižek's reliance upon Schellingian ontology
risks problematizing his own position, for if Žižek draws upon Schelling as
a partner for the elaboration of the impossible genesis of the transcendental
out of an orgasm of forces within the pre-symbolic Real, this immediately
draws our attention to other possibilities of understanding the subject
that do not present the latter as an irrevocable moment of ontological
catastrophe in the flux of material being. This would force us to rethink
the very nature of the psychoanalytical experience and the essence of the
disjunctive “and” that is central to Žižek's own parallax ontology—and in
this manner, not only does its theoretical first principle begin to tremble,
but the very primacy of the Lacanian psychoanalysis that serves as its
starting point is put into question. Chapter 12 292 Cha 292 philosophy presents a framework incompatible with the one Žižek sees in it
and his own psychoanalytical reconstruction extensively relies upon this for
its own argumentative vitality, Žižek's own development of a metaphysics of
the Real by an engagement with Schelling is not only potentially misguided,
but could also lose sight of various other resources explicit in Schelling that
could be used to rethink the materialism-idealism relationship. Elaborating on Grant's argument, we see that Schelling completely
bypasses the problem of the materialism-idealism relationship because
idealism is never a purely self-referential play. The whole concept of a
“spectral” materialism just has no place here; speculative philosophy has a
stricto sensu non-idealistic foundation. As Grant succinctly puts it, what is
at stake is the “impersonal coincidence of the transcendentally generated
universal and self-generating nature [... and] Schelling’s hypothesis
is, in other words, that there is a naturalistic or physicalist ground of
philosophy,”477 a ground that does not implicate an eliminative materialism
wherein all is reduced to empirically observable bodies—somatism—but in
such a way that genuine philosophy “consists in the dynamic elaboration
of the identity of nature and Ideas.”478 In this manner, if one reads Žižek's
own transcendental materialism alongside that which Grant develops from
his own reactualization of Schelling, one is presented with an alternative
to Žižek's own metaphysics of the not-all, one not centred in the Ideal as
being's irreconcilable self-division, but rather one based upon the fragile
productivity of nature as it contingently and continually takes on new
forms (and destroys others), a productivity that in no way has man as
its summit, but will create new creatures (and monsters) without end
because there is no stasis, but only a restless movement of the depths, a
beautiful and macabre dance of great delicacy and improvisation whose
actors simultaneously whimper and laugh under its weight. Lacanian
psychoanalysis prohibits this Schellingian move because it would require
that the chain of signification constitutive of human language be not based
on an operationally closed system with no natural grounding, but could
actually open up onto the world as it is in its own interior involutions
because it would be, as it were, one with it. Although we philosophize about
nature by “following a procedure of successive unconditioning performed
by thought-operations about nature,” a process that allows us to “arrive The Deadlocks of Ontological Catastrophe 293 It is highly revelatory that to make use of
Schelling for his project in the first place Žižek can only focus on two works
(the Freiheitsschrift and the second draft of the Weltalter) because of their
apparently disavowed Hegelian structure as that which would enable one to
extract from them a self-operative logic establishing the primacy of the Real-
as lack through the abyss of unconscious decision 294 Chapter 12 We can begin to see why Žižek's proclamation that his project is
Hegelian, but never Schellingian (despite the fact that the Freiheitsschrift and
the Weltalter contain the most vivid description of the emergence of the
Symbolic), is multilayered. First and foremost, Žižek takes radical idealism
as the only true beginning for philosophy insofar as we can only interact
with the world through the medium of thought, making correlationism
basic to our experience. If the cracks within ideality epistemologically
enable us to develop a spectral materialism, then the irreducibility of the
Real-as-lack paradoxically does not prohibit us from having access to being
as the Real-as-excess because this very concept thereby becomes internal
to our notional apparatus. In this manner, Žižek is quite justified in saying
that his project is Hegelian given that—on his own reading of Hegel at
least—it strictly speaking shares this identical starting point and draws from
it the exact same consequences, a move that in turn allows him to avoid
the problem of expressing too strong a reliance on and debt to Schelling,
which could potentially bring his own thinking uncomfortably close to
everything he denies: the non-Freudian unconscious (in its Bergsonian,
Jungian, Deleuzian, etc., forms), “pre-modern” cosmology, or Romantic
theories of nature. Yet, this does not by any means solve the ambiguity
of the Hegel-Schelling relationship in his thinking, for as we have seen,
what is crucial to Žižek's own reading of Schelling is that Schelling's own
theoretico-epistemological framework, at least in the second period of
his thinking, is unknown to itself the same as that of Hegel. Although Žižek
has to do great violence to Schelling to extract a Hegelian dialectical
structure of negativity in his texts, nevertheless the interpretation he
presents is extremely internally consistent and methodologically sound. If the thoroughness of a position like Grant's is a challenge to Žižek, then
Žižek's own reading of Schelling is equally a challenge to Grant's and other
canonical and non-canonical interpretations that exist. The game goes both
ways—and because the conceptual terrain within which both operate is
vastly different, it is not evident how we are to decide upon the favourability
of one interpretation over another However one has to underline that this If the thoroughness of a position like Grant's is a challenge to Žižek, then
Žižek's own reading of Schelling is equally a challenge to Grant's and other
canonical and non-canonical interpretations that exist. The Deadlocks of Ontological Catastrophe 295 tradition, but an unconscious truth that can be seen to deploy itself through
them. Accordingly, not only is there absolutely no contradiction in saying
that Žižek's philosophy is a hybridism of Hegelian logic and Schellingian
ontology insofar as it is precisely this hybridism that can retroactively
be seen to be the traumatic core at the formative heart of the tradition
itself, but reflecting upon the intrinsic ambiguity of the Hegel-Schelling
relationship helps us reveal the originality and daringness of Žižek's critical
metaphysics. 294 Chapter 12 The game goes both
ways—and because the conceptual terrain within which both operate is
vastly different, it is not evident how we are to decide upon the favourability
of one interpretation over another. However, one has to underline that this
oscillation between Schelling and Hegel is not so much an inconsistency or
sleight-of-hand gesture on Žižek's part, the reason being that what interests
him is less the specific differences between the historical thinkers of the The Deadlocks of Ontological Catastrophe 295 96 Chapter 12 However, the very inconsistency of our
notional apparatus allows us to develop knowledge of reality in itself, for as
soon as we “apply” a category to the world and it shows itself as inadequate,
we see that the field of appearing is always more than appearance, whereby
the noumenal now appears as the self-limitation of the phenomenal. Our
experience of the world is not a full-blown hallucination: we can use these
experiences of breakdown to our advantage in order to explore a world
that only seems to be infinitely “beyond” our reach. The Real-as-excess
becomes an intra-discursive category, so that epistemic limitations of
knowledge negatively demonstrate our inclusion into and thus capacity
of understanding the world at large, rather than our imprisonment in a
socially constructed universe of discourse. It is precisely because of this that
Žižek says that “the true problem is not how to reach the Real when we are
confined to the interplay of the (inconsistent) multitude of appearances,
but, more radically, the properly Hegelian one: how does appearance itself
emerge from the interplay of the Real?”481 Second, given that we are in some
sense a part of the absolute, our failure to reach it has to coincide with a
failure of the absolute itself. Žižek's wager is that if we do fail in reaching
the absolute in thought, this cannot be due merely to the finitude of our
notional apparatus: “[i]f we can think our knowledge of reality (i.e., the
way reality appears to us) as radically failed, as radically different from the
Absolute, then this gap (between the for-us and the in-itself) must be part of the
Absolute itself, so that the very feature that seemed forever to keep us away from
the Absolute is the only feature which directly unites us with the Absolute.”482 The point is not to “'overcome' the gap [...] but to take note of how this
gap is internal to [the Absolute]”:483 arguing that our inability to overcome
our entrapment in the Symbolic and find our place within being is already
the very lost object we are looking for, Žižek turns epistemological limit into
positive ontological condition by inscribing the limitation of knowledge
into the world as an event immanent in the latter: that is, by making it an
(auto-)limitation of the absolute itself. 12.2 Anton-Babinski Syndrome: Slavoj Žižek's Paradoxical
Overcoming of Idealism Although Žižek's appropriation of Schelling could be perceived as highly
problematic, insofar as the latter may not so easily fit into the proto-
structuralist framework Žižek sees as operative in German Idealism,
another problem immediately arises that potentially hits the core of his
overcoming of radical idealism. Even if we accept the legitimacy of his
reading of Schelling, it is unlikely that Žižek's own Hegelian attempt to show
the insignificance of any absolute opposition between idealist and realist
philosophies from within idealism would satisfy a realist. If we never leave
the clutches of idealism, then any knowledge that we possess would never
be able to reach the absolute in its pure non-correlationality to the subject. We are always entrapped in the masturbatory play of signifiers in their
incessant sliding. Moreover, the Real-as-excess as what precedes and exceeds
consciousness is an explicitly impossible concept. Even Žižek's “materialist”
response to idealism has as its fundamental task to bring to the fore this
intrinsic impossibility: remodulating the Schellingian act of unconscious
decision, its seeks to show how the shift from the Real-as-excess (pre-
symbolic antagonism) to the Real-as-lack (symbolic imprisonment) is the
ultimate ontological parallax by a speculative fabulation of the always lost
and inaccessible moment of the auto-disruption of the noumenal realm. At
its best, realist metaphysics appears to be reduced to mythology. Žižek's overcoming of idealism articulates itself in two distinct moments. First, since the Real-as-lack is the logical zero-level of any philosophy
due to the insurmountability of the Symbolic, to arrive at some kind of
knowledge of an “extra-”notional zone of experience (the Real-as-excess) Chapter 12 96 Chapter 12 296 would appear a priori foreclosed. However, the very inconsistency of our
notional apparatus allows us to develop knowledge of reality in itself, for as
soon as we “apply” a category to the world and it shows itself as inadequate,
we see that the field of appearing is always more than appearance, whereby
the noumenal now appears as the self-limitation of the phenomenal. Our
experience of the world is not a full-blown hallucination: we can use these
experiences of breakdown to our advantage in order to explore a world
that only seems to be infinitely “beyond” our reach. The Real-as-excess
becomes an intra-discursive category, so that epistemic limitations of
knowledge negatively demonstrate our inclusion into and thus capacity
of understanding the world at large, rather than our imprisonment in a
socially constructed universe of discourse. It is precisely because of this that
Žižek says that “the true problem is not how to reach the Real when we are
confined to the interplay of the (inconsistent) multitude of appearances,
but, more radically, the properly Hegelian one: how does appearance itself
emerge from the interplay of the Real?”481 Second, given that we are in some
sense a part of the absolute, our failure to reach it has to coincide with a
failure of the absolute itself. Žižek's wager is that if we do fail in reaching
the absolute in thought, this cannot be due merely to the finitude of our
notional apparatus: “[i]f we can think our knowledge of reality (i.e., the
way reality appears to us) as radically failed, as radically different from the
Absolute, then this gap (between the for-us and the in-itself) must be part of the
Absolute itself, so that the very feature that seemed forever to keep us away from
the Absolute is the only feature which directly unites us with the Absolute.”482
The point is not to “'overcome' the gap [...] but to take note of how this
gap is internal to [the Absolute]”:483 arguing that our inability to overcome
our entrapment in the Symbolic and find our place within being is already
the very lost object we are looking for, Žižek turns epistemological limit into
positive ontological condition by inscribing the limitation of knowledge
i
h
ld
i
i
h l
h
i
b
ki
i would appear a priori foreclosed. The Deadlocks of Ontological Catastrophe 297 reality; moving from one to the other just requires a certain switch of
perspectives, a parallax shift, whose very possibility we can only explain
by making the very irreconcilable split between idealism and materialism
the imperceptible truth of both. Žižek's name for that which can strangely
mediate between them because it is neither idealistic nor materialistic
yet is included in both as excluded (“include me out!”) is the subject as
an insurmountable ontological and symbolic lacuna. Consequently, the
Symbolic is always already more than itself because it points to its dark
origins in being's passage through madness—and even if the precise moment
in which the world withdraws into its nocturnal, irreal self is forever lost
in the universe of meaning it brings forth, we are nevertheless justified in
mytho-poetically fabulating the act of decision that induces our collective
psychosis, because the Symbolic can never do away with its origins. Although the undecidable ambiguity of the Real is a problem Žižek
inherits from Lacan, a problem similar to that faced by many forms of
idealism, Žižek throughout his writings remains true to his great master's
attempt to desubstantialize the Real, but with an important twist, a twist
that accentuates the theoretical challenge of his critical metaphysics. What
most clearly distinguishes Žižek's project from that of Lacan is his refusal
to take our lack of access to the Real as a brute fact and his subsequent
endeavour to inscribe it within being. The question arises, however, of
whether Žižek's account of this emergent ontological parallax is even
philosophically possible, given his epistemological commitments. Since
phenomenal reality emerges only after being has sundered itself, whereby
our access to the Real must be mediated by transcendental constitution,
Žižek's double claim that the internal inconsistency of idealism is that
which allows us to overcome it from within and that our inability to reach
the thing itself is already that which we are looking for poses two important
difficulties to his project that, for many, may not be adequately resolved or
seem outright problematic. On the one hand, to switch epistemological limit
into positive ontological condition by a mere parallax shift of perspective
appears in many ways to be a mere sleight-of-hand argument. 96 Chapter 12 If idealism is some form of ontological
solipsism, then it must be revelatory of a zone wherein the absolute is
irrevocably non-coincident to itself. In another vein, this means that any
radically self-grounding idealism is always already a materialism, the two
being nothing more than supplementary views on the same underlying The Deadlocks of Ontological Catastrophe 297 The Deadlocks of Ontological Catastrophe 297 Given that
this precise moment where our division from the absolute coincides with
the self-division of the absolute (so that the story we are telling about
being is simultaneously the story that being is telling to itself) can only be 298 Chapter 12 298 narrativized at the level of mytho-poetics, which reconciles substance and
subject at the level of form and never at the level of content, it is unclear
that the claim that the problem its own solution does the argumentative
work it purports to do. To put it bluntly, since this precise moment defies
any proper speculative explanation, it merely covers up the underlying issue
that we are facing: that is, how we could have access to being in the first place. On the other, it is unclear that we can really collapse the distinction between
realism and idealism by making the very distinction itself intra-conceptual or
intra-discursive insofar as this move fails to sufficiently provide the conditions
under which we could develop a truly speculative account of reality in itself
that is not always already entrapped within the ambiguities of symbolization. In both cases, a realist would be quick to argue that we have done everything
but leave the correlationalist circle, that we are stuck in a constituted
world for us. For the former, it could not be said that we have some kind of
“access” to reality through the immanent obstructions of the Symbolic as
that which indicates the spectral presence of an extra-notional reality posited
from within it, for the Real is a mere effect of the Symbolic. Does this go far
enough in establishing the groundwork for a new metaphysics? If we call the Real an internal limit or limitation of the Symbolic, we must
be careful, because the Real is not so much a limit in the sense of a border
that separates two distinct yet commensurable terrains, or a limitation in
the sense of a restricting condition coming from an exterior force that one
ought to overcome. Rather, the adjective “internal” is of utmost importance
here because it stresses that the Real is completely immanent to the
Symbolic's very idealizing activity in such a way that there is no outside
except an outside that is paradoxically posited as inside. The Deadlocks of Ontological Catastrophe 297 If the Symbolic
functions within a psychotic withdrawal from the world, not only does it
freely (re)constitute reality according to an autonomous, self-referential play or
ciphering, but any obstruction that occurs within it would only be due to its
freedom. In its first guise, the Real is nothing other than “a purely formal
parallax gap or impossibility,” “the rupture or gap which makes the order
of discourses always and constitutively inconsistent and non-totalizable,”484
so that even if we are permitted to call this negative encounter with the
Real a “positive running up against” the exterior world that operates as if
it “touches the Real,”485 in the same breath we must qualify this statement 300 Chapter 12 Lost in visual madness, they can never indirectly see the world
shine through the inconsistencies of their hallucination. Here the case of Anton-Babinski syndrome should be evoked as a
possible skeptical argument against Žižek's overcoming of radical idealism. A rare medical phenomenon, the syndrome is a symptom of brain damage
(usually from a stroke) in the occipital lobe. What is so peculiar is that
people who suffer from it, although cortically blind, claim that they can
see. In their speech and general behaviour there is often, at first, no sign of
blindness—family members and the medical team typically only begin to
notice something is amiss when the patient begins to stumble into various
physical objects in their path, whether it be tripping over a coffee table in
front of him, walking into a wall, or describing things that are not really
there. Not only do patients continue to refuse to admit their blindness
despite all the inexorable obstructions in the all-out hallucination of their
own visible field of experience, but, more primordially, it is clear that no
amount of tarrying with the negative offered by the latter's internal short-
circuiting would ever enable them to develop a “spectral” vision of the world
in itself of which they have been deprived through organic devastation. To
deal with the incomprehensible agony caused by such constant disturbances
in their psychotically self-sufficient and imagined perception of subjective
reality, those who suffer from Anton-Babinski syndrome actually find
ways of giving support to its free generation by falsifying their memories,
a process that in the medical community is called confabulation. The Deadlocks of Ontological Catastrophe 299 insofar as this can only be brought forth in the aftermath of symbolic
distortion, that is, après-coup. This recognition of an indirect confrontation with a
constitutive outside internal to the Symbolic is in itself just another symbolization:
any “materialism” that could be developed by means of it will always already
be entrapped within its ambiguities, so that this “materialism” is nothing
but a mere retroactive adjustment of ideality to accommodate for its internal
inconsistencies, for it is only from within the Symbolic that we see the Real
as the residue of a failed attempt to synthesize an “extra”-notional reality. As
Adrian Johnston puts it: It's not that there is no Real that isn't immanent to the
Symbolic. Instead, the non-immanent Real is accessible
exclusively through the deadlocks and inconsistencies
immanent to the Symbolic [...]. The Real-as-presupposed [the
Real-as-excess as posited in/by the Symbolic] actually exists
“for us” only insofar as it indirectly shines through the cracks
in the façade of Imaginary-Symbolic reality, insofar as it is
asymptotically approached by the parlêtre along the fault lines
of this reality's inner conflicts.486 But “...indirectly shines through...” is a misleading metaphor: nothing breaks
through the prison of language. As Žižek says, “we do not touch the Real
by way of breaking out of the prison of language and gaining access to the
external transcendent referent [...]. We touch the Real-in-itself in our very
failure to touch it.”487 This is what Žižek emphasizes when he posits an
ontological passage through madness at the beginning of the Symbolic, for
once it has occurred there is no contact with the world that is possible. If
we take Lacan and Žižek at their word, we can never truly liberate ourselves
from the psychotically self-sustaining construction of reality that is the
Symbolic's autonomous idealization. Even if the latter does not equate to
an omnipotent, non-limited hallucination of our world of experience—a
Godlike primary process—nevertheless there is no escape from our
collective hallucination of reality: impenetrable in its density, omnipresent
in its extension, nothing is left untouched by this tenebrous realm of
transcendental phantasmagoria within which we live and breathe as speaking
subjects. The light of being is unable to radiate through the holes of the all-
encompassing web of the Symbolic. 300 Chapter 12 Here the case of Anton-Babinski syndrome should be evoked as a
possible skeptical argument against Žižek's overcoming of radical idealism. A rare medical phenomenon, the syndrome is a symptom of brain damage
(usually from a stroke) in the occipital lobe. What is so peculiar is that
people who suffer from it, although cortically blind, claim that they can
see. In their speech and general behaviour there is often, at first, no sign of
blindness—family members and the medical team typically only begin to
notice something is amiss when the patient begins to stumble into various
physical objects in their path, whether it be tripping over a coffee table in
front of him, walking into a wall, or describing things that are not really
there. Not only do patients continue to refuse to admit their blindness
despite all the inexorable obstructions in the all-out hallucination of their
own visible field of experience, but, more primordially, it is clear that no
amount of tarrying with the negative offered by the latter's internal short-
circuiting would ever enable them to develop a “spectral” vision of the world
in itself of which they have been deprived through organic devastation. To
deal with the incomprehensible agony caused by such constant disturbances
in their psychotically self-sufficient and imagined perception of subjective
reality, those who suffer from Anton-Babinski syndrome actually find
ways of giving support to its free generation by falsifying their memories,
a process that in the medical community is called confabulation. In other
words, even if a patient, realizing their condition, were to think that they are
actually in the process of developing a sound mental map of the physical
universe that is around them through the aid of their mishaps as a means
of retroactively readjusting their imaginary field, and this not only with the
hope of learning to navigate within it, but also to overcome their blindness
by making the absolute opposition between a hallucinated world produced
in the void of blindness and a vision of objective reality caused by retina
input without meaning within their hallucination, it must be concluded that
they could never assure themselves that this “spectral” seeing captures
the world nor whether it is not just another hallucination that has been
produced to save themselves from the psychological trauma of their own
blindness. The Deadlocks of Ontological Catastrophe 301 What complicates this philosophical issue is the fact that
in all mytho-poetic narratives where the very “origins” of the Symbolic in
the Real are at stake, the event in question that institutes the movement
from one to the other “never effectively took place within temporal reality,
[although] one has to presuppose it hypothetically in order to account for
the consistency of the temporal process.”488 The result is that the event
of the decision that violently separates Grund from existence potentially
never occurred: it could be nothing but a fantasmatic, retroactive posit But isn't this precisely the same situation we find ourselves in with
respect to Žižek's attempt to break the correlationalist circle? The only
possibility for an ontological grounding of the psychoanalytico-Cartesian
subject being a phantom-like vision of the world building itself within the
internal obstructions of the Symbolic's ciphering of the world, it would
seem that just as it is impossible for those suffering from Anton-Babinski
syndrome to spectrally construct a vision of the world that has been lost to
them due to their lack of sight, so it is impossible that one could achieve
some kind of paradoxical coincidence of the subjective and the objective
capable of positive truth from within the nocturnal night of the world. If
the self-overcoming of radical idealism proves insufficient to ground a new
speculative philosophy, then the only alternative left is a pure mytho-poetic
fabulation of the obscure origins of the Symbolic, the latter's ontological
solipsism always already pointing beyond itself to an inaccessible material
event that haunts it but that remains forever inaccessible. Unable to sublate
the opposition of realism and idealism from within idealism, we could still, by
writing being's poem, provide a mythological account of how our division
from being is the same as being's division to itself, thereby hinting towards
how this opposition is always already reconciled from within realism, making
the problem itself moot: we must tell a story that inscribes our failure to
reach the absolute in the absolute itself, so that which appears to keep
us from the absolute is in actuality the only thing that ties us to it. Our
madness is being's own. 300 Chapter 12 In other
words, even if a patient, realizing their condition, were to think that they are
actually in the process of developing a sound mental map of the physical
universe that is around them through the aid of their mishaps as a means
of retroactively readjusting their imaginary field, and this not only with the
hope of learning to navigate within it, but also to overcome their blindness
by making the absolute opposition between a hallucinated world produced
in the void of blindness and a vision of objective reality caused by retina
input without meaning within their hallucination, it must be concluded that
they could never assure themselves that this “spectral” seeing captures
the world nor whether it is not just another hallucination that has been
produced to save themselves from the psychological trauma of their own
blindness. Lost in visual madness, they can never indirectly see the world
shine through the inconsistencies of their hallucination. The Deadlocks of Ontological Catastrophe 301 The Deadlocks of Ontological Catastrophe 301 But isn't this precisely the same situation we find ourselves in with
respect to Žižek's attempt to break the correlationalist circle? The only
possibility for an ontological grounding of the psychoanalytico-Cartesian
subject being a phantom-like vision of the world building itself within the
internal obstructions of the Symbolic's ciphering of the world, it would
seem that just as it is impossible for those suffering from Anton-Babinski
syndrome to spectrally construct a vision of the world that has been lost to
them due to their lack of sight, so it is impossible that one could achieve
some kind of paradoxical coincidence of the subjective and the objective
capable of positive truth from within the nocturnal night of the world. If
the self-overcoming of radical idealism proves insufficient to ground a new
speculative philosophy, then the only alternative left is a pure mytho-poetic
fabulation of the obscure origins of the Symbolic, the latter's ontological
solipsism always already pointing beyond itself to an inaccessible material
event that haunts it but that remains forever inaccessible. Unable to sublate
the opposition of realism and idealism from within idealism, we could still, by
writing being's poem, provide a mythological account of how our division
from being is the same as being's division to itself, thereby hinting towards
how this opposition is always already reconciled from within realism, making
the problem itself moot: we must tell a story that inscribes our failure to
reach the absolute in the absolute itself, so that which appears to keep
us from the absolute is in actuality the only thing that ties us to it. Our
madness is being's own. But if such a medium of expression presents itself
as the rational necessity of a non-rational discourse to explain discourse as
such, then just as those suffering from Anton-Babinski syndrome create false
memories to guarantee the consistency of their self-sufficient hallucination,
so too does all speculative fabulation risk always being nothing more than
a confabulation. The Deadlocks of Ontological Catastrophe 301 But if such a medium of expression presents itself
as the rational necessity of a non-rational discourse to explain discourse as
such, then just as those suffering from Anton-Babinski syndrome create false
memories to guarantee the consistency of their self-sufficient hallucination,
so too does all speculative fabulation risk always being nothing more than
a confabulation. What complicates this philosophical issue is the fact that
in all mytho-poetic narratives where the very “origins” of the Symbolic in
the Real are at stake, the event in question that institutes the movement
from one to the other “never effectively took place within temporal reality,
[although] one has to presuppose it hypothetically in order to account for
the consistency of the temporal process.”488 The result is that the event
of the decision that violently separates Grund from existence potentially Chapter 12 302 necessary for the internal consistency of our universe of meaning, so that
the distinction between philosophy and fantasy/defence mechanism risks
being blurred. As a consequence, Žižek's Schellingian “obscurantist idealist”
manner of “deducing” this act from the pre-Symbolic could only be true
insofar as it gestures towards the fundamental horror underlying subjectivity,
just as the empirically false memories unearthed by those with false memory
syndrome (being seduced, child sexual abuse) often merely reveal an
underlying deadlock haunting a patient (that there is no sexual relationship). In this regard, not only is it unclear how we could truly test one mytho-
poetic fabulation against another so as to guarantee their scientificity, but
whether they have any metaphysical or ontological merit as such. Given that our freedom means that we are forever stuck within a Given that our freedom means that we are forever stuck within a
constitutive psychosis, the withdrawal of the world into the eternal darkness
of its irreal self, the very category of truth here has been so starkly modified
that Žižek's own philosophy risks undercutting the very ground it seeks. The
subject is reduced to a mere spinning in the void of freedom, a void whose
very emergence appears to render itself inexplicable and problematize any
knowledge of the “outside” world. The Deadlocks of Ontological Catastrophe 301 A realist will not only always find the
reduction of the thought/being opposition to an intra-conceptual distinction
an insufficient basis for a positive knowledge of the ontological and its
vicissitudes, but will also reject myth as a speculative science insofar as
correlationism has been preserved rather than overcome, for without the
prior self-overcoming of idealism, the best mytho-poetics can do in the
framework of a radical subjective idealism is to reconcile substance and
subject at the level of mere mythological form rather than that of content. If idealism is co-incident with an ontological passage through madness,
how could we develop a form of linguistic thinking able to overcome the
psychotic withdrawal from objective reality that appears to be its very meta-
transcendental condition of possibility to describe its event in being? The Deadlocks of Ontological Catastrophe a transcendental materialist account of its emergence out of the not-I? Or is
it not Fichte who, by refusing to fall upon the speculative potential opened
up by the Anstoß and sticking to the internal dynamics of subjectification,
ultimately has the last laugh in the history of post-Kantianism as a
paradoxical attempt to develop a new metaphysics in the wake of idealism? Could he have uncannily predicted this dilemma? Perhaps it is in this
precise sense that we should read Fichte's incomprehension of his critics, an
incomprehension designed not so much to show his disgust at the childish
laughter of established scholars at the apparent absurdity of his position
(“Fichte, do you really think that air and light are a priori transcendental
conditions of human freedom?”) as to directly express by public ridicule his
own laughter at the absurdity of their position (“Established scholars, you
really think you can break free of correlationism and develop a speculative
philosophy?”): I tell them that I have given here an a priori deduction of air
and light. They answer me: “Air and light a priori, just think of
it! Ha ha ha! Ha ha ha! Ha ha ha! Come on, laugh along with
us! Ha ha ha! Ha ha ha! Ha ha ha! Air and light a priori: tarte à
la crème, ha ha ha! Air and light a priori! Tarte à la crème, ha ha
ha! Air and light a priori! Tarte à la crème, ha ha ha!” et cetera
ad infinitum. Stunned, I look around me. Where did I lose my way? I
thought that I had entered the republic of scholars. Have I
fallen into a madhouse instead?489 For Fichte, true madness is not the psychotic withdrawal at the founding
gesture of subjectivity, but rather rejecting its implications—in short, acting
as if it never happened. 12.3 Fichte's Laughter, Henri Maldiney, and the Necessity of a
“Successful” Psychotic Thinking Spinning in the void of freedom—isn't this the Fichtean position? Does Žižek
truly succeed in overcoming the theoretical impossibility forced upon us by
the pure I and develop what Fichte thought was contrary to reason: namely, The Deadlocks of Ontological Catastrophe The Deadlocks of Ontological Catastrophe If the ontological solipsism of the Ideal reduces all
reality to a mere image, so that all “is transformed into a fabulous dream,
without there being any life the dream is about, without there being a mind
which dreams; a dream which hangs together in a dream of itself,”490 rather
than bemoaning the loss of being, we should realize the implications of this
inexplicable leap into freedom, that is, that the phenomenal world “absolutely
creates itself [...] in a genesis out of nothing.”491 Just like the Fichtean transcendental Wissenschaftslehrer is able to come
to the realization that life as we know it is nothing but a void doubled in Chapter 12 304 on itself, a dream of a dream, so too the Žižekian transcendental materialist
is able from within the throes of originary psychosis to see this psychosis
for what it is. But he does not stop there. While the Wissenschaftslehrer
proclaims that the only thing left for us to do is to actively create, through
the infinity of imagination, the groundless images necessary to fully actualize
our freedom in concrete striving, the transcendental materialist pauses for
a moment at this insight: if we can see that our life is a dream of a dream,
if we can understand psychosis as psychotic, then there must be a minimal
level of distance possible, as it were, between us and the transcendental
(re)constitution of reality as a collective hallucination—and it is precisely
this distance that enables us to thematize the entire process for what it is
both in terms of the internal dynamics of subjectification and its wider
inscription within being. In short, the theoretical gesture at the heart of
Žižek's project is the following: if we can recognize our symbolic entrapment
as entrapment, then our idealist psychosis is not only non-coincident with
itself, but must in certain instances be “unable” to fully lock us within its
cage. The very reason why we even know that there is a free transcendental
constructionism fabricating our world of experience in the first place is that
this constructionism fails and is unable to absolutely create itself: radical
idealism fails to be radical idealism because it is haunted by seemingly
non-ideal constraints, so that in this immanent failure it opens up the space
for a new form of materialism insofar as it demonstrates that the Symbolic
is always already minimally outside itself. The Deadlocks of Ontological Catastrophe In this sense, the Real-as-lack, as
that which was apparently at the very root of the realist objection to being
able to overcome correlationism from within idealism, is of irreducible
importance since it enables us to enact a metaphysical archaeology of the
subject, and thus mytho-poetically fabulate a picture of its emergence from
a pre-symbolic antagonism that sets the stage for the free idealization of
the world. For otherwise, we cannot explicate how we can see psychosis
as psychotic in the first place. It is the only possible Archimedean point
from which we could be saved from confabulation by a constant tarrying
with its traumatic piercing. Yet a speculative fabulation is merely that—a
fabulation: recognizing the limits of rational inquiry for describing the exact
moment of withdrawal into self at the commencement of the universe of The Deadlocks of Ontological Catastrophe 305 The Deadlocks of Ontological Catastrophe 305 For their very incompatibility here is due to an extremely close
proximity,” for given that the phenomenological aims to be the (self-)
thematization of the phenomenal, their very distinction risks dissipating
into nothing as a certain undecidability emerges.494 The task of the
phenomenological science of psychosis is to let psychosis live in its fullness, to show
its true meaning. schizophrenia as the object of a science). But this presupposition is, in fact,
a Hegelian presupposition: “let oneself be carried by the very nature of
things” is a literal repetition of the definition of science in the Preface of
The Phenomenology of Spirit, where it is said that, in the dialectical method,
we must let ourselves sink into the content at hand, thereby “letting it
move spontaneously of its own nature.”493 We must always presuppose an interior life of the object whose essence will then be freely and spiritually
internalized/mediated/idealized by the concept. Even if this presupposition
appears harmless, it has a strange consequence in this context because
of the specific object under investigation by the phenomenologist: “[i]t
is not enough to bear witness to the incompatibility between science and
psychosis. For their very incompatibility here is due to an extremely close
proximity,” for given that the phenomenological aims to be the (self-)
thematization of the phenomenal, their very distinction risks dissipating
into nothing as a certain undecidability emerges.494 The task of the
phenomenological science of psychosis is to let psychosis live in its fullness, to show
its true meaning. It is this methodological ambiguity that in turn enables Maldiney to
reap a wealth of resources from the experience of psychosis. For Maldiney,
the similarity that Hegel's dialectical method in The Phenomenology of Spirit
bears to Binswanger's phenomenological approach to schizophrenia and
thus, by implication, to his own to psychosis is not just limited to how
they define their way of proceeding. Rather, it can also be seen at the very
level of the investigation of their objects, so that there exists an extremely
close proximity between the two levels of investigation that is constantly
in danger of conflating them, but with an important twist. The Deadlocks of Ontological Catastrophe 305 In this sense, there is a distinction to be made between (the) phenomenal
experience (of schizophrenia) and (the) phenomenological experience (of Chapter 12 306 schizophrenia as the object of a science). But this presupposition is, in fact,
a Hegelian presupposition: “let oneself be carried by the very nature of
things” is a literal repetition of the definition of science in the Preface of
The Phenomenology of Spirit, where it is said that, in the dialectical method,
we must let ourselves sink into the content at hand, thereby “letting it
move spontaneously of its own nature.”493 We must always presuppose an
interior life of the object whose essence will then be freely and spiritually
internalized/mediated/idealized by the concept. Even if this presupposition
appears harmless, it has a strange consequence in this context because
of the specific object under investigation by the phenomenologist: “[i]t
is not enough to bear witness to the incompatibility between science and
psychosis. For their very incompatibility here is due to an extremely close
proximity,” for given that the phenomenological aims to be the (self-)
thematization of the phenomenal, their very distinction risks dissipating
into nothing as a certain undecidability emerges.494 The task of the
phenomenological science of psychosis is to let psychosis live in its fullness, to show
its true meaning. schizophrenia as the object of a science). But this presupposition is, in fact,
a Hegelian presupposition: “let oneself be carried by the very nature of
things” is a literal repetition of the definition of science in the Preface of
The Phenomenology of Spirit, where it is said that, in the dialectical method,
we must let ourselves sink into the content at hand, thereby “letting it
move spontaneously of its own nature.”493 We must always presuppose an
interior life of the object whose essence will then be freely and spiritually
internalized/mediated/idealized by the concept. Even if this presupposition
appears harmless, it has a strange consequence in this context because
of the specific object under investigation by the phenomenologist: “[i]t
is not enough to bear witness to the incompatibility between science and
psychosis. The Deadlocks of Ontological Catastrophe 305 intrinsic inaccessibility of its object. Even if such a medium is justified by
means of the Symbolic's own failure, which shows itself in a parallax shift of
perspective as a disruptive ontological occurrence, we must concede that the
actual narrative cannot truly articulate the miraculous advent of subjectivity
in the Real. By delving into the impossible, the best it gives us is a sideways
glance into the always absent origin. The scientific legitimacy of mytho-poetics relies, for its theoretical
force, largely on Žižek's solution to the realism-idealism debate from within
idealism. To embark upon a mythologico-metaphysical archeology of the
subject is to try to come to terms with the unfathomable zone in between
the pure Real and the Symbolic that lies paradoxically in both and neither. But to describe the passage from one to the other is stricto sensu impossible
because such a passage that can be nothing other than an unpredictable
event that arises ex nihilo within the Real itself and which simultaneously is
always already withdrawn from the very logical space that could rationally
investigate it. But to see this as an impossibility in the Real (“the leaping
point”) and not just of the Symbolic (its “origin” in unconscious decision)
presupposes that the question has changed from how we can gain access to
the Real through the Symbolic to the ambiguous genesis of the latter out
of the former. But has Žižek given us an adequate foothold from within
which we can escape correlationism and answer this? Henri Maldiney, a
little known French phenomenologist who rethinks human transcendence
through the experience of psychosis, can give us some useful if controversial
resources to draw out the intrinsically paradoxical nature of this inquiry. Discussing the introduction to Ludwig Binswanger's case studies
on schizophrenia,492 Maldiney outlines a peculiarity in the former's
phenomenological method. Rejecting the possibility of understanding
schizophrenia directly, either through positivistic methodology or an
immediate experience (what the person says being inadequate to express
their illness), one has, as Biswanger notes, to “let oneself be carried by
the very nature of things,” that is, presuppose an inner, self-articulating
structuration of the phenomenon that will reveal itself through a careful
description as that which lets its phenomenological essence mediate itself to
us. The Deadlocks of Ontological Catastrophe 305 In the case of
a phenomenology of psychosis, by letting psychosis speak the fullness of
its essence by letting oneself be carried away by the in-dwelling logic underlying
its phenomenality, what is at stake is not merely to understand how a
psychotic crisis is a singular event responsible for the existential demise
of an individual, but more primordially how this demise is revelatory of a
failed transcendence and thus continues to participate in the very ambiguity
and enigma at the heart of transcendence itself, even if in an out-of-
joint manner, for “[i]ts dramatic testifies (pathei mathos) to that which is
irreducible in man.”495 If this is the case, then we can question psychosis The Deadlocks of Ontological Catastrophe 307 The Deadlocks of Ontological Catastrophe 307 But each object giving way to another object, those who suffer 308 Chapter 12 Chapter 12 from depression are forced to persevere in this indefinite
path—a circle without beginning and end, a circle in which
their thinking is ensnared, has become their only horizon.497 For Maldiney, the primordial lost object that the Phenomenology searches for
is “in reality existence” itself:498 that is, human transcendence as a capacity
of welcoming the completely unexpected and utterly new as revealed to
us in the very flesh of sensation wherein subject and object are constituted
after the fact by means of a single movement in the flux of a pure appearing
that knows no bounds and no a priori. Maldiney relates this not only
to the originary impression (ursprüngliche Empfindung) that Hölderlin
identifies at the origin of his poetry, a primordial experience that demands
a complete transformation—an asubjective becoming-other—wherein the
world emerges at each moment as something never seen before,499 but
also to the pure present that is the true place within which subjectification
and temporalization take place.500 As a result, the key to understanding
transcendence is not ideational-conceptual mediation (the gnosologic: the
encyclopedia, the systematic), but rather sensibility (the pathic: the eruption
of the unpredictable, being held out into the Open), which leads Maldiney
to claim that the present is ecstatic—not in the sense analyzed by Hegel,
but as an event that is “an outpouring, a gushing, of the new. All of this is
just to name the Originary. It is the originarity of the present which founds
at each moment the reality of time; and it is its novelty that renders time
irreversible.”501 Because Hegel's critique of sense certainty excludes any
access to this primordial self-giving outside of conceptual mediation, it is
as if the very source of all unity and stability has been obstructed. The paradox
is that, although consciousness has lost its primordial object, which should
lead to psychopathology, “the Hegelian Aufhebung reproduces—in its own
register—the transcendence of existence; but it can only reproduce it (in
terms of a substitute of an Ersatz)—and this is the decisive characteristic—
because existence has already been lost.”502 It is in this manner that the
Phenomenology exhibits a contradictory existential form of “successful”
depressive thinking. The Deadlocks of Ontological Catastrophe 307 in order to bring to the fore the various existentialia operative in the very
process of subjectification and temporalization central to human existence:
“[w]hether his illness [maladie] is organic or vesanic, for man it is first of
all a human trail; and it is only possible to understand the latter if one first
of all knows what it means 'to be man.'”496 In this sense, the experience of
psychosis as a failed transcendence is beneficial for coming to terms with
what a successful transcendence would be, by opening up the room for its
(self-)thematization. In other words, if there is a certain ambiguity between
the phenomenal (psychosis) and the phenomenological (its scientific
essence) in this case, it is because the latter shows us that the former is
always a possibility for us, an intimate potential of being human, so that the
advent of the Real (in the sense of Maldiney) at the core of the subject is
indifferent to the success or failure of the latter. The Phenomenology, however, does not present us with a failed
transcendence whose very failure highlights irreducible features of the
drama of existence, as in Biswanger's case studies or Maldiney's own
work on psychosis. But neither does it present us with a straightforwardly
successful transcendence (if such a thing even exists) for the movement
of consciousness it depicts is identical to the fundamental structure of
depression, so that the question itself emerges as to how the Phenomenology
can even arrive at dynamic unity and stability if the consciousness it describes is
intrinsically depressive in nature: The principle of Aufhebung, “to abolish and to preserve,” is
consistent with the general scheme of depressive existence. Its double meaning agrees with, amongst other things, the
double dimension of the depressive dramatic as explained by
psychoanalytic theory, according to which the “relation to
the object” serves to signify being-in-the-world with the same
unilaterality that we see in Hegel. From the psychoanalytical
perspective, depression is constituted by an uncertain relation
to the primordial object, to which the subject remains attached
even though it has been detached from it. Compelled, after
the loss of the primordial object, to search for another, in the
quest for a new object it is always in search of the lost object. The Deadlocks of Ontological Catastrophe 309 To say that the Phenomenology is a form of successful depressive
thinking is thus to say that it has apparently immanently overcome
depression without ever leaving its clutches on existence by encountering the the Phenomenology this ambiguity is expanded from the distinction between
the phenomenal and the phenomenological to the distinction between the
phenomenal and phenomenological and the investigator within which this
distinction is enacted, so that the in-dwelling phenomenological essence of the
phenomenality they investigate can be brought forth. Since the phenomenal
here is conscious experience in its depressive existence, the investigator,
by assuming the phenomenological attitude, is performing an ideal the Phenomenology this ambiguity is expanded from the distinction between
the phenomenal and the phenomenological to the distinction between the
phenomenal and phenomenological and the investigator within which this
distinction is enacted, so that the in-dwelling phenomenological essence of the
phenomenality they investigate can be brought forth. Since the phenomenal
here is conscious experience in its depressive existence, the investigator,
by assuming the phenomenological attitude, is performing an ideal
reconstruction of his or her own consciousness with said structure (which is
simultaneously a self-construction of a depressive consciousness within the
concept) into a scientific knowledge that is the system of experience. In this
sense, the phenomenological level cannot be isolated from the phenomenal
any more than it can in the phenomenology of psychosis, but now with an
important precision to be made: the phenomenal experience is here the
direct self-experience of the consciousness that goes through the odyssey
that is the Phenomenology, but in such a way that it is as if phenomenal
experience becomes phenomenological to itself, thematizes itself, in an act of
gaining distance from itself, for the investigator who is exploring what it
means to be a depressive consciousness is implicated in the very process. In short, there is ultimately no distinction between us and the object of
investigation, because we are participating in the very thing that we are
investigating. The Deadlocks of Ontological Catastrophe 309 the Phenomenology this ambiguity is expanded from the distinction between
the phenomenal and the phenomenological to the distinction between the
phenomenal and phenomenological and the investigator within which this
distinction is enacted, so that the in-dwelling phenomenological essence of the
phenomenality they investigate can be brought forth. Since the phenomenal
here is conscious experience in its depressive existence, the investigator,
by assuming the phenomenological attitude, is performing an ideal
reconstruction of his or her own consciousness with said structure (which is
simultaneously a self-construction of a depressive consciousness within the
concept) into a scientific knowledge that is the system of experience. In this
sense, the phenomenological level cannot be isolated from the phenomenal
any more than it can in the phenomenology of psychosis, but now with an
important precision to be made: the phenomenal experience is here the
direct self-experience of the consciousness that goes through the odyssey
that is the Phenomenology, but in such a way that it is as if phenomenal
experience becomes phenomenological to itself, thematizes itself, in an act of
gaining distance from itself, for the investigator who is exploring what it
means to be a depressive consciousness is implicated in the very process. In short, there is ultimately no distinction between us and the object of
investigation, because we are participating in the very thing that we are
investigating. Accordingly, if the Phenomenology reveals that the fundamental
structure of consciousness is a depressive structure, for those who embark
upon it it is simultaneously a transformation of the mode of existing in
transcendence that is depression into a unique style of living, wherein the
same structure we see in the psychopathological state of depression is made
into that which bestows upon consciousness a profound and never-ending
source of energy while resting all the while depressive. If the phenomenology
of psychosis brings to the fore various existentialia operative in the very
process of subjectification and temporalization so that we see a successful
transcendence in its contours, the Phenomenology offers a therapeutic
realization of a similar kind of vitality that the latter provides, but within its
very failure. The Deadlocks of Ontological Catastrophe 307 The problem is only intensified when one takes into account the The problem is only intensified when one takes into account the
methodological ambiguity Maldiney emphasizes in any phenomenology of
psychosis between the phenomenal and the phenomenological, insofar as in The Deadlocks of Ontological Catastrophe 309 310 Chapter 12 Consequently, we see three structural levels of depression in Hegel's
Phenomenology: the basal depressive structure of consciousness—the loss
of the primordial object—which is the zero-level of its transcendence
as such (originary depression or depression0, failed transcendence); the
psychopathological response that brings a particular person to an existential
standstill, which we see in psychiatry (clinical depression or depression1);
and lastly the dialectical system of experience that, although depressive,
is somehow successfully so, since even if its trial insists in experience it
becomes a positive basis for a newfound energy and dynamism rather than
a catalyst for decay (a form of successful depressive thinking, which is not a
successful depression and is different in nature from depression1). Following
a suggestion taken up by Jean-Christophe Goddard, we can expand the
idea as follows: it is not merely that the Phenomenology is a paradoxical form
of successful depressive thinking, but more radically, it sketches a form of
successful psychotic thinking in general.503 Insofar as the event to which we
are exposed by being held out into the Open in the pathos of sensation is
the utterly new and unpredictable of which we can say nothing in advance,
to give oneself over to it in its pure self-outpouring must itself be a form
of originary psychosis, so that we see two possible responses: either from
within an originary psychosis inflicting human transcendence as such we
learn to be successfully psychotic or we opt for a path that would end in a
pathological response to this primordial experience at the core of our being
by levelling out its trauma instead of using it as the ground for the very
impetus of one's subjective life in the world (a capacity Maldiney refers to as
transpassibility). Just as Hegel's Phenomenology could be described as an attempt to
develop a form of successful depressive thinking, so too it could be ventured
that Žižek's transcendental materialism may be an attempt to develop a
form of successful psychotic thinking, but psychosis taken here not in
Maldiney's unique understanding of it, but in the technical definition that
Žižek instills it with as the world's withdrawal into its nocturnal self. The Deadlocks of Ontological Catastrophe 309 Accordingly, if the Phenomenology reveals that the fundamental
structure of consciousness is a depressive structure, for those who embark
upon it it is simultaneously a transformation of the mode of existing in
transcendence that is depression into a unique style of living, wherein the
same structure we see in the psychopathological state of depression is made
into that which bestows upon consciousness a profound and never-ending
source of energy while resting all the while depressive. If the phenomenology
of psychosis brings to the fore various existentialia operative in the very
process of subjectification and temporalization so that we see a successful
transcendence in its contours, the Phenomenology offers a therapeutic
realization of a similar kind of vitality that the latter provides, but within its
very failure. To say that the Phenomenology is a form of successful depressive
thinking is thus to say that it has apparently immanently overcome
depression without ever leaving its clutches on existence by encountering the
crisis head-on and coming out strong. The Deadlocks of Ontological Catastrophe 311 spontaneously of its own nature, that is, by reconstructing it ideally and
scientifically in the concept through a mytho-poetic medium. But if the
entirety of the Symbolic is some kind of virtual recompensation for this loss
of objective reality, then this originary psychosis, essential to what it is to be
a subject, must be primordially repressed if it is to be successful. We must
forget that the very fabric of culture is nothing but the deluded ravings of
the asylum, since otherwise we are confronted with the very monstrosity—
ontological catastrophe, the passage of being through madness—that it was
meant to cover up. This is precisely why the psychoanalytical experience
is of irreducible importance for Žižek, for we could only hope to get
beyond the various defence mechanisms underlying the constitution of
our fantasmatic reality and catch a glimpse of their abyssal origin if this
reality were wrought with piercing holes: if in our everyday lives we are
completely lost in the transcendentally hallucinated world fabricated by
the Symbolic, then only the upsurge of the Real as indicative of the infinite
disharmony between mind and body can enable us to gain the necessary
distance towards our self-loss in psychosis and thereby render possible its
free (albeit mythological) internalization within the concept. But the Real
not only opens up the space necessary for speculative fabulation as a faculty
for explicating how we got “trapped” in ontological solipsism; it also lets us
find a way, from within our constitutive psychosis, to minimally overcome
this very entrapment. As that which is irreducible to the autonomous
construction of the world of experience, the Real creates a realist moment
within idealism itself. With these two elements achieved, we could be said
to have developed a form of successful psychotic thinking: that is to say, a
thinking that, from within its own psychosis, would not be limited by the
latter in the same way that a form of successful depressive thinking would
not be limited by its depression and would have gained a vitality similar to
successful transcendence, despite its remaining depressive in structure. A
f l
h i
hi ki
h
i
i i
i
i
ll A successful psychotic thinking—such an expression is intrinsically
ambiguous and reveals the insurmountable difficulty any radical idealism
has to overcome its own limitations. 310 Chapter 12 Taking
as its object the thematization of the inner structure of psychosis, which,
since “madness signals the unconstrained explosion at the very core of
human being,”504 can only be done in and through psychosis, it seeks to use
psychosis to pierce through its own impenetrable dusk by letting it move The Deadlocks of Ontological Catastrophe 311 The Deadlocks of Ontological Catastrophe 311 If our starting point is a self-grounding
subjective idealism, we can never truly get “behind” it from within the
universe of ideality, even if this idealism is wrought with fracture lines,
inner tension, and agonizing cracks, for its symbolic (re)constitution of 312 Chapter 12 reality functions with no need of an “external support of its truth.”505
Instead of representing that by which the light of being sneaks in despite
the correlationalist prison, these can only indicate a torsion, an immanent
implosion, from within ideal self-enclosure. By thematizing these places of
non-coincidence we can perhaps come to terms with our entrapment and
see it for what it is (namely, an entrapment). Yet it is not clear we can hope
for much more if these skeptical reflections hold true: a successful psychotic
thinking does not result in any strict overcoming of the epistemological
constraints psychosis imposes upon us; it is only from within the Symbolic
that we see the Real as the residue of a failed attempt of synthesis, thereby
rendering it always already minimally symbolized, idealized, always already
necessarily lost, there being nothing but the Symbolic and its self-referential
play. The paradoxical overlapping of the purely subjective and the purely
objective is precisely that: paradoxical. It does not allow for any encounter
of the pure Real within the Symbolic, but is rather cognizant of the fact
that, since the Real is an impossible concept, any attempt to describe its
extra-notional character must be done from within its clutches. Knowledge
of reality in itself becomes reduced to a retroactive readjustment of
the Symbolic. We see this most clearly in the very expression itself. If
a successful psychotic thinking is not a successful psychosis (a cure) but
still exhibits the fundamental structure of psychosis, just as a successful
depressive thinking in no way means that depression has been left behind
and is always searching for the lost object, what we have attained would
be at best the upper limit of the dialectic of appearance as such, which
has finally collapsed upon itself in one great final cry giving voice to a
contradictory combination of absolute power and utmost impotence. The Deadlocks of Ontological Catastrophe 311 In
recognizing the very limit of ideal synthesis, even if we are in a certain
sense minimally beyond it (the “realist” moment) we can only admit the
limit as an impasse with no beyond or content (even the “real” moment
is completely determined by the throes of idealist entrapment). But is this
sufficient to establish a new metaphysics? To speak metaphorically, it is as if,
on Žižek's account, in radical idealism we see the four walls that surround
us as a barrier not due to some window to the outside by which we know
this site as the prison that it is (the ontological solipsism of the constitutive reality functions with no need of an “external support of its truth.”505
Instead of representing that by which the light of being sneaks in despite
the correlationalist prison, these can only indicate a torsion, an immanent
implosion, from within ideal self-enclosure. By thematizing these places of
non-coincidence we can perhaps come to terms with our entrapment and
see it for what it is (namely, an entrapment). Yet it is not clear we can hope
for much more if these skeptical reflections hold true: a successful psychotic
thinking does not result in any strict overcoming of the epistemological
constraints psychosis imposes upon us; it is only from within the Symbolic
that we see the Real as the residue of a failed attempt of synthesis, thereby
rendering it always already minimally symbolized, idealized, always already
necessarily lost, there being nothing but the Symbolic and its self-referential
play. The paradoxical overlapping of the purely subjective and the purely
objective is precisely that: paradoxical. It does not allow for any encounter
of the pure Real within the Symbolic, but is rather cognizant of the fact
that, since the Real is an impossible concept, any attempt to describe its
extra-notional character must be done from within its clutches. Knowledge
of reality in itself becomes reduced to a retroactive readjustment of
the Symbolic. We see this most clearly in the very expression itself. The Deadlocks of Ontological Catastrophe 313 due to their very shaking we feel that we are incarcerated in an infinitely
claustrophobic space from which we will never emancipate ourselves. From
the cracks in the wall there may seep through faint, trembling voices, but
in the painstaking process of reconstructing their mumbled words they risk
becoming identical with those voices that we hallucinate in our solitude. And even if we succeed at spectrally envisioning this outside by a careful
translation of their garbled noise into structured speech, could we be said
finally to have liberated ourselves by making the very distinction between
liberty and imprisonment void? If a successful form of psychotic thinking is an intrinsically paradoxical
concept, it is perhaps because radical idealism is itself intrinsically
paradoxical. To say that we can never reach reality, that we are forever
stuck within the human universe of meaning, is not merely problematic
to ordinary natural and scientific consciousness because it goes against
our basic intuitions, but in a more primordially discomforting way: for
it proclaims an originary withdrawal from objective reality at the very
foundation of what it is to be human, thus potentially reducing the world
of experience to the rampant free play of phantasmagoria. For someone
who adheres to such a radical idealism, it would appear that even if the
inconsistency of our notional apparatus may always be insufficient for a
realist to overcome the ambiguity of a successful psychotic thinking, and
thus to find resources to establish a strong realism from within idealism
itself, we can still embark upon a speculative fabulation of ontological
catastrophe as the necessary condition of the possibility of the subject. If a successful form of psychotic thinking is an intrinsically paradoxical
concept, it is perhaps because radical idealism is itself intrinsically
paradoxical. To say that we can never reach reality, that we are forever
stuck within the human universe of meaning, is not merely problematic
to ordinary natural and scientific consciousness because it goes against
our basic intuitions, but in a more primordially discomforting way: for
it proclaims an originary withdrawal from objective reality at the very
foundation of what it is to be human, thus potentially reducing the world
of experience to the rampant free play of phantasmagoria. The Deadlocks of Ontological Catastrophe 311 If
a successful psychotic thinking is not a successful psychosis (a cure) but
still exhibits the fundamental structure of psychosis, just as a successful
depressive thinking in no way means that depression has been left behind
and is always searching for the lost object, what we have attained would
be at best the upper limit of the dialectic of appearance as such, which
has finally collapsed upon itself in one great final cry giving voice to a
contradictory combination of absolute power and utmost impotence. In
recognizing the very limit of ideal synthesis, even if we are in a certain
sense minimally beyond it (the “realist” moment) we can only admit the
limit as an impasse with no beyond or content (even the “real” moment
is completely determined by the throes of idealist entrapment). But is this
sufficient to establish a new metaphysics? To speak metaphorically, it is as if,
on Žižek's account, in radical idealism we see the four walls that surround
us as a barrier not due to some window to the outside by which we know
this site as the prison that it is (the ontological solipsism of the constitutive
psychosis of the Symbolic) and could envisage an escape, but rather The Deadlocks of Ontological Catastrophe 313 Chapter 12 314 of its object, for we have fallen into a new age of mythology that has been
rationally justified. Yet language is always more language (this is the major
consequence of the Real), and if ontology and metaphysics have been
rendered impossible, insofar as we can see this fact for what it is, we must
have the right to investigate it in a non-rational discourse, no matter what
the status of idealism's self-overcoming. Although a transcendental materialism developed après-coup in the
enclosed terrain of a radical idealism may always leave the realist unsatisfied
as to its very possibility, turning epistemological limit into positive
ontological condition via a mytho-poetic narrativization of being's self-
division does allow us to make minimal ontological claims that go beyond
mythological imagery. If the Symbolic does present itself as quasi-full-
blown constructionism of reality that cuts all ties with an extra-notional,
extra-linguistic outside, then the very founding gesture of the Symbolic's
self-containment must be structurally homologous with that of psychosis
understood as a withdrawal from social reality into an irreal self, and thus
must attest to an originary madness at the very ontogenetic basis of human
subjectivity. In this respect, were one to refuse the move to mythology as a
means of overcoming radical idealism as a mere confabulation that assures
the consistency of its order by the production of false memories, the latter
would nevertheless reveal a deadlock haunting subjectivity: the deadlock
of ontological catastrophe. If the Symbolic exists, then the world is, at best,
a fragmented totality whimpering under its own weight—a totality that,
unable to posit itself as all, in the case of at least one creature (man) is
forced to withdraw into a nocturnal irreal self due to a primordial moment
of metaphysical trauma in its heart of hearts, thereby establishing the
primary role of dislocation in ontology. The Deadlocks of Ontological Catastrophe 313 For someone
who adheres to such a radical idealism, it would appear that even if the
inconsistency of our notional apparatus may always be insufficient for a
realist to overcome the ambiguity of a successful psychotic thinking, and
thus to find resources to establish a strong realism from within idealism
itself, we can still embark upon a speculative fabulation of ontological
catastrophe as the necessary condition of the possibility of the subject. For we must nevertheless be able to explicate the fact that we can see our
life as a dream of a dream, our ontological psychosis as psychotic, for the
Symbolic fails to posit itself as all, and must therefore be always already
minimally outside itself. Just as Schelling declares that many things take
place before the beginning proper, so Žižek contends that a lot happens
in the indemonstrable Real-as-origin haunting the Symbolic. The abyss of
unconscious decision vibrates with an immense energy, and when we catch
a glimpse of this impossibility in a mytho-poetics of the Symbolic's genesis,
we simultaneously see a glimmer in the corner of our eye of why idealism For we must nevertheless be able to explicate the fact that we can see our
life as a dream of a dream, our ontological psychosis as psychotic, for the
Symbolic fails to posit itself as all, and must therefore be always already
minimally outside itself. Just as Schelling declares that many things take
place before the beginning proper, so Žižek contends that a lot happens
in the indemonstrable Real-as-origin haunting the Symbolic. The abyss of
unconscious decision vibrates with an immense energy, and when we catch
a glimpse of this impossibility in a mytho-poetics of the Symbolic's genesis,
we simultaneously see a glimmer in the corner of our eye of why idealism
is such an explosive event in being, despite the ontological solipsism of
idealism itself. But such an epiphany is limited by the very impossibility Chapter 12 The Deadlocks of Ontological Catastrophe 315 declares that something must have gone horribly wrong in the life of the
absolute: for no God, no divine nature, could have wanted this to be our
fate, since for both, our fate is tied up with theirs. Chapter 12 Even if we might not be able to say
more without writing a great fabulative epic, many details of which may
succumb to confabulation and fantasmatic figures, the mere existence of a
radically self-grounding idealism would not only demonstrate that reality
split itself into two irreconcilable logical zones insofar as thought must
exist, but more primordially that ontological catastrophe, whereby being is
infinitely divided from itself and doomed to wander in a world of images
that are images of nothing, is irreducible in the transcendental explanation
of the conditions of the possibility of experience and the Symbolic. Idealism The Deadlocks of Ontological Catastrophe 315 Notes 464. Žižek, Less Than Nothing, p. 314. 465. Ibid., pp. 234–35. 465. Ibid., pp. 234–35. 465. Ibid., pp. 234–35. 466. Schelling, Darstellung, I, 4, p. 106. 466. Schelling, Darstellung, I, 4, p. 106. 467. Schelling, Freiheitsschrift, p. 232. 467. Schelling, Freiheitsschrift, p. 232. 468. Schelling, Stuttgart Seminars, pp. 216ff. 469. Schelling, Ideas for a Philosophy of Nature, trans. Errol E. Harris and Peter Heath
(Cambridge: Cambridge University Press, 1995), pp. 41–42. 470. Schelling, Freiheitsschrift, p. 236. 470. Schelling, Freiheitsschrift, p. 236. 471. Grant, Philosophies of Nature after Schelling, pp. viii–ix. 472. Ibid., p. ix. 472. Ibid., p. ix. 473. Žižek, Less Than Nothing, p. 77. 474. Schelling, Weltalter II, pp. 121–22. 475. Schelling, “Briefwechsel mit Eschenmayer bezüglich der Abhandlung
‘Philosophische Untersuchungen über das Wesen er menschlichen Freiheit’,”
Schellings sämmtliche Werke, I, 8, p. 150; translation taken from Iain Hamilton
Grant, Philosophies of Nature after Schelling, p. 202. 476. Grant, Philosophies of Nature after Schelling, pp. 202–3. 477. Ibid., p. 2. 477. Ibid., p. 2. 478. Ibid., p. 62. 478. Ibid., p. 62. 479. Ibid., pp. 1–2. 479. Ibid., pp. 1–2. 480. Schelling, First Outline of a System of the Philosophy of Nature, trans. Keith R. Peterson (Albany: State University of New York Press, 2004), p. 14. 481. Žižek, The Parallax View, p. 106. 481. Žižek, The Parallax View, p. 106. 482. Žižek and Woodard, “Interview,” The Speculative Turn: Continental Materialism
and Realism, pp. 412–13. 483. Ibid., p. 413. 483. Ibid., p. 413. 484. Ibid., p. 409. 484. Ibid., p. 409. 485. Cf. Johnson, Žižek’s Ontology, p. 148. 485. Cf. Johnson, Žižek’s Ontology, p. 148. 486. Ibid., p. 152. 486. Ibid., p. 152. 487. Žižek, Less Than Nothing, p. 959. 487. Žižek, Less Than Nothing, p. 959. 488. Žižek, The Indivisible Remainder, p. 19. 316 Chapter 12 316 Chapter 12 489. Fichte, Fichte: Early Philosophical Writings, pp. 347–48. Also quoted by Žižek,
“Fichte’s Laughter,” in Madness, Mythology and Laughter, p. 160, but with a differ-
ent interpretation than what I offer here. 490. Fichte, The Vocation of Man, p. 64. For my discussion, see chapter 6. 491. Fichte, Wissenschaftslehre 1805, pp. 127–28. 491. Fichte, Wissenschaftslehre 1805, pp. 127–28. 492. Maldiney, Penser l’homme et la folie, p. 9. 492. Maldiney, Penser l’homme et la folie, p. 9. 493. Hegel, Phenomenology of Spirit, p. 36; cited by Maldiney, Penser l’homme et la folie,
p. 263. 494. Goddard, Mysticisme et folie, p. 83. 494. Goddard, Mysticisme et folie, p. 83. 495. Maldiney, Penser l’homme et la folie, p. 7. 496. Ibid., p. 263. 497. Ibid., p. 27. Ibid., p. 27. Ibid., p. 29. 498. Ibid., p. 29. 498. Ibid., p. 29. 499. Ibid., p. 288. 499. Ibid., p. 288. 500. Ibid., p. 36. 500. Ibid., p. 36. 501. Ibid., p. 35. 501. Ibid., p. 35. 502. Ibid., p. 30. 502. Ibid., p. 30. 503. Goddard, Mysticisme et folie, pp. 83–84. 503. Goddard, Mysticisme et folie, pp. 83–84. 504. Žižek, “Fichte’s Laughter,” in Madness, Mythology and Laughter, p. 162. 505. Žižek, Less Than Nothing, p. 77. 505. Žižek, Less Than Nothing, p. 77. Bibliography Boothby, Richard. Freud as Philosopher: Metapsychology after Lacan. New
York: Routledge, 2001. Descartes, René. Meditations on First Philosophy. Trans. Donald A. Cross. Indianapolis: Hackett Publishing, 1993. Fichte, Johann Gottlieb. Gesamtausgabe der Bayerischen Akademie der
Wissenschaften. Ed. R. Lauth, Hans Jacob, & H. Gliwitzky. Frommann:
Stuttgart-Bad Cannstatt, 1964. Division III: Briefe, Vol. I. Fichte, Johann Gottlieb. Fichte: Early Philosophic Writings. Trans. Daniel
Breazeale. Ithaca: Cornell University Press, 1988. Fichte, Johann Gottlieb. Foundations of Natural Right. Ed. Frederick Neuhouser. Trans. Michael Baur. Cambridge: Cambridge University
Press, 2000. Fichte, Johann Gottlieb. The Science of Knowledge. Ed. and trans. Peter Heath
& John Lachs. Cambridge: Cambridge University Press, 1982. Fichte, Johann Gottlieb. The Science of Knowing: Fichte's 1804 Lectures on the
Wissenschaftslehre. Trans. Walter E. Wright. Albany: SUNY Press, 2005. Fichte, Johann Gottlieb. The Vocation of Man. Trans. Peter Preuss. Indianapolis: Hackett Publishing, 1987. Fichte, Johann Gottlieb. Wissenschaftslehre 1805. Ed. H. Gliwitzky. Hamburg:
Felix Meiner, 1984. 318 Bibliography 318 Bibliography Fink, Bruce. The Lacanian Subject: Between Language and Jouissance. New
York: Princeton University Press, 1995. Freud, Sigmund. The Standard Edition of the Complete Psychological Works of
Sigmund Freud, translated from the German under the General Editorship of
James Strachey, in collaboration with Anna Freud, assisted by Alix Strachey
and Alan Tyson. London: Hogarth Press and the Institute of Psycho-
analysis, 1953–1974. Freud, Sigmund. “The Aetiology of Hysteria.” SE, III, 187–222. Freud, Sigmund. “Instincts and Their Vicissitudes.” SE, XIV, 117–40. Freud, Sigmund. “Neurosis and Psychosis.” SE, XIX, 149–53. Freud, Sigmund. “The Loss of Reality in Neurosis and Psychosis.” SE,
XIX, 183–87. Freud, Sigmund. “Construction in Analysis.” SE, XXIII, 255–70. Gabriel, Markus. Das Absolute und die Welt in Schellings Freiheitsschrift. Bonn:
University Press, 2006. Gabriel, Markus, & Slavoj Žižek. “Introduction: A Plea for a Return to Post- ,
,
j
Kantian Idealism.” Mythology, Madness and Laughter: Subjectivity in German
Idealism. New York: Continuum, 2009. 1–14. Kantian Idealism.” Mythology, Madness and Laughter: Subjectivity in German Goddard, Jean-Christophe. Mysticisme et folie. Essai sur la simplicité. Paris:
Desclée de Brouwer, 2002. Grant, Iain Hamilton. Philosophies of Nature after Schelling. New York:
Continuum, 2006. Hegel, G. W. F. The Difference between Fichte's and Schelling's System of Philosophy. Trans. H. S. Harris & Walter Cerf. Albany: SUNY Press, 1977. Hegel, G. W. F. Frühe politische Systeme. Frankfurt am Main: Ullstein, 1974. Hegel, G. W. F. Lectures on the History of Philosophy: Medieval and Modern
Philosophy. Trans. E. S. Haldane & Frances H. Simson. London: University
of Nebraska Press, 1995. Bibliography 319 Hegel, G. W. F. The Encyclopedia Logic: Part 1 of the Encyclopedia of Philosophical Sciences with the Zusätze. Trans. Theodore F. Geraets, W. A. Suchting, & H. S. Harris. Indianapolis: Hackett Publishing, 1991. Hegel, G. W. F. Hegel's Philosophy of Nature. 3 vols. Trans. M. J. Petry. L
d
H
i i
P
1970 Hegel, G. W. F. Hegel's Philosophy of Nature. 3 vols. Trans. M. J. Petry. London: Humanities Press, 1970. Hegel, G. W. F. Phenomenology of Spirit. Trans. A. V. Miller. London: Oxford
University Press, 1977. Hegel, G. W. F. The Science of Logic. Trans. George di Giovanni. Cambridge:
Cambridge University Press, 2010. Jacobi, Friedrich Heinrich. “Idealism and Realism.” Kant’s Early Critics: The Empiricist Critique of the Theoretical Philosophy. Ed. Brigitte Sassen. Cambridge: Cambridge Uni ersit Press 2000 169 75 The Empiricist Critique of the Theoretical Philosophy. Ed. Brigitte Sassen. 318 Bibliography The Empiricist Critique of the Theoretical Philosophy. Ed. Brigitte Sassen. Cambridge: Cambridge University Press, 2000. 169–75. Cambridge: Cambridge University Press, 2000. 169–75. Johnston, Adrian. Žižek's Ontology: A Transcendental Materialistic Theory of Johnston, Adrian. Žižek's Ontology: A Transcendental Materialistic Theory of
Subjectivity. Evanston: Northwestern University Press, 2000. Kant, Immanuel. Anthropology from a Programatic Point of View. Trans. Robert B. Louden. Anthropology, History, and Education. Ed. Günter Zöller & Robert
B. Louden. Cambridge: Cambridge University Press, 2007. 227–429. p
gy,
y,
B. Louden. Cambridge: Cambridge University Press, 2007. 227–429. Kant, Immanuel. The Critique of Pure Reason. Trans. Paul Guyer & Allen W. Kant, Immanuel. The Critique of Pure Reason. Trans. Paul Guyer & Allen W. Wood. Cambridge: Cambridge University Press, 1998. Wood. Cambridge: Cambridge University Press, 1998. Kant, Immanuel. Lectures on Pedagogy. Trans. Robert B. Louden. Anthropology, History, and Education. Ed. Günter Zöller & Robert B. Louden. Cambridge: Cambridge University Press, 2007. 434–85. Kant, Immanuel. Kant on Education. Trans. Annette Churton. Boston: D. C. Heath, 1900. Kant, Immanuel. Critique of Practical Judgment. Practical Philosophy. Trans. and ed. Mary. J. Gregor. Cambridge: Cambridge University Press,
1999. 133-309. Kant, Immanuel. Religion within the Limits of Reason Alone. Trans. T. M. Greene & H. H. Hudson. New York: Harper & Row, 1960. 320 Bibliography 0 Bibliography Lacan, Jacques. “Clefs pour la psychoanalyse (entretien avec Madeleine
Chapsal).” http://www.ecole-lacanienne.net/documents/1957–05–31.doc. May 16, 2010. Lacan, Jacques. Écrits. Trans. Bruce Fink. New York: W. W. Norton. 2006. Lacan, Jacques. The Seminar of Jacques Lacan, XI: The Four Fundamental Lacan, Jacques. The Seminar of Jacques Lacan, XI: The Four Fundamental
Concepts of Psycho-analysis, 1963–1964. Ed. Jacques-Alain Miller. Trans. Alan
Sheridan. London: Vintage, 1998. Lacan, Jacques. Le séminaire, Livre IV: La relation d'objet et les structures
freudiennes, 1956–1957. Ed. Jacques-Alain Miller. Paris: Seuil, 1994. Lacan, Jacques. Le séminaire, Livre XVII: L'envers de la psychoanalyse, 1969–
1970. Ed. Jacques-Alain Miller. Paris: Seuil, 1991. Lacan, Jacques. The Seminar. Book XX. Encore, On Feminine Sexuality, The
Limits of Love and Knowledge, 1972–3. Ed. Jacques-Alain Miller. Trans. Bruce
Fink. New York: Norton, 1998. Lacan, Jacques. The Seminar. Book XX. Encore, On Feminine Sexuality, The Laplanche, Jean, & Jean-Betrand Pontalis. The Language of Psychoanalysis. Trans. D. Nicholson-Smith. London: Karnac Books, 1988. Lenin, Vladimir. Materialism and Empirio-Criticism. Peking: Foreign
Languages Press, 1972. Leupin, Alexander. Lacan Today: Psychoanalysis, Science and Religion. New
York: Other Press, 2004. Lévi-Strauss, Claude. Structural Anthropology. Trans. 318 Bibliography Claire Jacobson &
B
k G
df
S h
f N
Y k B
i B
k
1963 Lévi-Strauss, Claude. Structural Anthropology. Trans. Claire Jacobson &
Brooke Grundfest Schoepf. New York: Basic Books, 1963. Brooke Grundfest Schoepf. New York: Basic Books, 1963. Maldiney, Henri. Penser l'homme et la folie. Grenoble: Éditions Jérôme
Milion, 2007. Meillassoux, Quentin. After Finitude: An Essay on the Necessity of Contingency. Trans. Ray Brassier. New York: Continuum, 2008. Trans. Ray Brassier. New York: Continuum, 2008. Miller, Jacques-Alain. “Context and Concepts.” Reading Seminar XI: Lacan's
Four Fundamental Concepts of Psychoanalysis. Ed. Richard Feldstein, Bruce
Fink, & Maire Jaanus. New York: SUNY Press, 1995. 3–15. Miller, Jacques-Alain. “Context and Concepts.” Reading Seminar XI: Lacan's Moore, G. E. “Refutation of Idealism.” Mind 12 (1903): 433–53. 321 Bibliography Schelling, F. W. J. Ages of the World. [Weltalter II]. The Abyss of Freedom/Ages of
the World. Trans. Judith Norman. Ann Arbor: University of Michigan Press,
2008. 113–82. Schelling, F. W. J. The Ages of the World: Third Version (c. 1815) [Weltalter III]. Trans. Jason M. Wirth. Albany: SUNY Press, 2000. Schelling, F. W. J. “Briefwechsel mit Eschenmayer bezüglich der Abhandlung
‘Philosophische Untersuchungen über das Wesen er menschlichen Freiheit’”
Schellings sämmtliche Werke, ed. K. F. A. Schelling. Division 1. Vol. 8. Stuttgart
and Augsburg: J. G. Cotta’scher Verlag, 1856–1861. 145–89. Schelling, F. W. J. Darstellung meines Systems der Philosophie. Schellings
sämmtliche Werke, ed. K. F. A. Schelling. Division 1. Vol. 4. Stuttgart and
Augsburg: J. G. Cotta’scher Verlag, 1856–1861. 105–212. Schelling, F. W. J. Einleitung in die Philosophie. Ed. Walter E. Ehrhardt. Stuttgart-Bad Connstatt: Frommann-Holzboog, 1989. Schelling, F. W. J. First Outline of a System of the Philosophy of Nature. Trans. Keith R. Peterson. Albany: SUNY Press, 2004. Schelling, F. W. J. The Grounding of Positive Philosophy. Trans. Bruce
Matthews. New York: SUNY Press, 2007. Schelling, F. W. J. The Grounding of Positive Philosophy. Trans. Bruce Matthews. New York: SUNY Press, 2007. Schelling, F. W. J. Ideas for a Philosophy of Nature. Trans. Errol E. Harris & Peter Heath. Cambridge: Cambridge University Press, 1995. Schelling, F. W. J. Philosophical Investigations into the Essence of Human Freedom [Freiheitsschrift]. Trans. Priscilla Hayden-Roy. Philosophy of German
Idealism. Ed. Ernst Behler. New York: Continuum, 2003. 217–84. Freedom [Freiheitsschrift]. Trans. Priscilla Hayden-Roy. Philosophy of German [
f ]
y
y
p y f
Idealism. Ed. Ernst Behler. New York: Continuum, 2003. 217–84. Schelling, F. W. J. 318 Bibliography Stuttgart Seminars. Idealism and the Endgame of Theory. Trans. Thomas Pfau. Albany: SUNY Press, 1994. 195–268. Schelling, F. W. J. Stuttgart Seminars. Idealism and the Endgame of Theory. Trans. Thomas Pfau. Albany: SUNY Press, 1994. 195–268. Schelling, F. W. J. System of Transcendental Idealism. Trans. Peter Heath. Charlottesville: University Press of Virginia, 2001. Spinoza, Baruch de. Ethics and Selected Letters. Ed. Seymour Feldman. Trans. Spinoza, Baruch de. Ethics and Selected Letters. Ed. Seymour Feldman. Trans. Samuel Shirley. Indianapolis: Hackett Publishing, 1982. Spinoza, Baruch de. Ethics and Selected Letters. Ed. Seymour Feldman. Trans. Samuel Shirley. Indianapolis: Hackett Publishing, 1982. Samuel Shirley. Indianapolis: Hackett Publishing, 1982. Verene, Donald Philip. Hegel's Recollection: A Study of Images in the Phenomenology of Spirit. Albany: SUNY Press, 1985. 322 Bibliography 322 Bibliography Bibliography Wirth, Jason. “Translator's Introduction.” The Ages of the World: Third Version
(c. 1815). Albany: SUNY Press, 2000. vii–xxxii. Zimmerman, Rainer E. Die Rekonstruktion von Raum, Zeit und Materie. Moderne Implikationen Schellingscher Naturphilosophie. Frankfurt am
Main: Lang, 1998. Zimmerman, Rainer E. System des transzendentalen Materialismus. Paderborn: Mentis, 2004. Žižek, Slavoj. The Abyss of Freedom. The Abyss of Freedom/Ages of the World. Žižek, Slavoj. The Abyss of Freedom. The Abyss of Freedom/Ages of the World. Cambridge: MIT Press, 2008. 3–89. Cambridge: MIT Press, 2008. 3–89. Žižek, Slavoj. “The Big Other Doesn’t Exist.” Journal of European Psychoanalysis. Spring-Fall 1997. http://www.lacan.com/zizekother.htm. January 7, 2013 Žižek, Slavoj. “Cartesian Subject versus Cartesian Theater.” Cogito and the Unconscious. Ed. Slavoj Žižek. Durham: Duke University Press,
1998. 247–74. Žižek, Slavoj. How to Read Lacan. New York: W. W. Norton, 2007. Žižek, Slavoj. The Indivisible Remainder: On Schelling and Related Matters. New York: Verso, 2007. Žižek, Slavoj. “Fichte's Laughter.” Mythology, Madness and Laughter:
Subjectivity in German Idealism. New York: Continuum, 2009. 122–167. Žižek, Slavoj. “Fichte's Laughter.” Mythology, Madness and Laughter: Subjectivity in German Idealism. New York: Continuum, 2009. 122–167. Žižek, Slavoj. Less Than Nothing: Hegel and the Shadow of Dialectical
Materialism. London: Verso, 2012. Žižek, Slavoj. Living in the End Times. New York: Verso, 2011. Žižek, Slavoj. The Fragile Absolute: Or, Why Is the Christian Legacy Worth
Fighting For? London: Verso, 2000. Žižek, Slavoj. “Liberation Hurts: An Interview with Slavoj Žižek (with
Eric Dean Rasmussen).” http://www.electronicbookreview.com/thread/
endconstruction/desublimation. February 23, 2010. Žižek, Slavoj. The Parallax View. Cambridge: MIT Press, 2009. Žižek, Slavoj. La Parallaxe. Paris: Fayard, 2008. Žižek, Slavoj. The Puppet and the Dwarf: The Perverse Core of Christianity. Cambridge: MIT Press, 2003. 318 Bibliography Žižek, Slavoj. Tarrying with the Negative: Kant, Hegel, and the Critique of Žižek, Slavoj. Tarrying with the Negative: Kant, Hegel, and the Critique of
Ideology. Durham: Duke University Press, 2003. Ideology. Durham: Duke University Press, 2003. Žižek, Slavoj. The Ticklish Subject: The Absent Centre of Political Ideology. New
York: Verso, 2000. Žižek, Slavoj, & Glyn Daly. Conversations with Žižek. Cambridge:
Polity, 2004. Žižek, Slavoj, & Ben Woodard. “Interview.” The Speculative Turn: Continental Materialism and Realism. Ed. Levi Bryant, Nick Srnicek, and Graham Materialism and Realism. Ed. Levi Bryant, Nick Srnicek, and Graham
Harman. Melbourne: re.press, 2011. 406–15. Harman. Melbourne: re.press, 2011. 406–15. Žižek! Dir. Atra Taylor. DVD. Zeitgeist Video: 2007. Žižek! Dir. Atra Taylor. DVD. Zeitgeist Video: 2007. This book is an original investigation into
Slavoj Žižek’s return to German Idealism
in the wake of Lacanian psychoanalysis. As is well known, Žižek creates productive
friction between these traditions by isolating
their mutually compatible notions of the
death drive, paving the way for Žižek’s highly
original model of the subject. Joseph Carew
systematizes the stark metaphysical conse-
quences of Žižek’s account. If the emergence
of the Symbolic out of the Real marks the
advent of a completely self-enclosed struc-
tural system, then we must posit the absolute This book is an original investigation into
Slavoj Žižek’s return to German Idealism
in the wake of Lacanian psychoanalysis. As is well known, Žižek creates productive
friction between these traditions by isolating
their mutually compatible notions of the
death drive, paving the way for Žižek’s highly
original model of the subject. Joseph Carew
systematizes the stark metaphysical conse-
quences of Žižek’s account. If the emergence
of the Symbolic out of the Real marks the
advent of a completely self-enclosed struc-
tural system, then we must posit the absolute
as a fragile not-all wrought by negativity
and antagonism. OPEN HUMANITIES PRESS
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Excitation of vibrational modes in the ionization of water molecule by XUV/X-ray radiation
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My IOPscience Excitation of vibrational modes in the ionization of water molecule by XUV/X-ray radiation Excitation of vibrational modes in the ionization of water molecule by XUV/X-ray radiation This content has been downloaded from IOPscience. Please scroll down to see the full text. 2015 J. Phys.: Conf. Ser. 635 112098
(http://iopscience.iop.org/1742-6596/635/11/112098) View the table of contents for this issue, or go to the journal homepage for more Download details: Selma Engin† 1, Jes´us Gonz´alez-V´azquez†, In´es Corral†, Alicia Palacios†, David Ayuso†,
Piero Decleva∗⋆, and Fernando Mart´ın†‡ Selma Engin† 1, Jes´us Gonz´alez-V´azquez†, In´es Corral†, Alicia Palacios†, David Ayuso†,
Piero Decleva∗⋆, and Fernando Mart´ın†‡ Selma Engin† 1, Jes´us Gonz´alez-V´azquez†, In´es Corral†, Alicia Palacios†, Da
Piero Decleva∗⋆, and Fernando Mart´ın†‡ † Departamento de Qu´ımica, M´odulo 13, Universidad Aut´onoma de Madrid, Cantoblanco 28049 Madrid, Spain
‡ Instituto Madrile˜no de Estudios Avanzados en Nanociencia, Cantoblanco 28049 Madrid, Spain
∗Dipartimento di Scienze Chimiche e Faramaceutiche, Universit`a di Trieste, 34127 Trieste, Italy
⋆CNR-IOM, Trieste, Italy Synopsis We present a theoretical study of the vibrationally resolved core photoionization of the water molecule
up to high photon energies. In order to understand the role of the coupled electron-nuclear motion in polyatomic
molecules, we thus have implemented a new methodology to describe all vibrational modes of a polyatomic
molecule. We show our preliminary results on the O(1s) photoionization, with special focus on the vibrationally
resolved cross sections in a large range of photon energies, reaching up to 1500 eV. ing the static-exchange DFT method developed
by P. Decleva and collaborators [3]. The reli-
ability of our approach is tested by comparing
our calculated O(1s) vibrationally resolved pho-
toelectron spectrum with available experimental
data for a photon energy of 590 eV [4]. We find a
good agreement with the vibrational progression
at 590 eV, where the dominant contribution is
that of the bending mode of the core-ionized wa-
ter molecule. We further analyze the v-ratios as a
function of photon energy, i.e. the ratios between
the photoionization cross sections for individual
vibrational states. For all normal modes, we
observe oscillations around the Franck-Condon
factor value, similar to those found in previous
works for other diatomic and polyatomic targets
(CO, CH4, BF3, etc) [1, 2], whose origin comes
from diffraction of the ejected electron by the
surrounding H atoms. Most theoretical studies of coupled electron
and nuclear dynamics in photoionization prob-
lems have been restricted to diatomic molecules
[1] or to a single vibrational mode of polyatomic
molecules [2]. In some cases, a reasonable ap-
proximation is to reduce the nuclear degrees of
freedom to one principal normal mode. This
was shown in photoionization problems for highly
symmetric targets such that CH4 or BF3 [2],
whose symmetric stretching mode was the main
active mode upon the photon absorption. How-
ever, such simplification is not valid in most prob-
lems. Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution
of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI.
Published under licence by IOP Publishing Ltd
1 IP Address: 87.30.54.86
This content was downloaded on 02/11/2016 at 15:02 Please note that terms and conditions apply. You may also be interested in:
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it
t You may also be interested in: Model potentials in liquid water ionization by fast electron impact
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Le Yan, Eric DeGiuli and Matthieu Wyart XXIX International Conference on Photonic, Electronic, and Atomic Collisions (ICPEAC2015)
IOP Publishing
Journal of Physics: Conference Series 635 (2015) 112098
doi:10.1088/1742-6596/635/11/112098 Selma Engin† 1, Jes´us Gonz´alez-V´azquez†, In´es Corral†, Alicia Palacios†, David Ayuso†,
Piero Decleva∗⋆, and Fernando Mart´ın†‡ The aim of this study is to extend the
methodology
previously
developed
in
those
molecular targets, which used a one-dimensional
vibrational wave function, to include an arbitrary
number of nuclear degrees of freedom. We thus
seek to achieve a complete description of vibra-
tional motion, although, for simplicity our first
implementation uses Jacobi coordinates, which
are particularly suitable for non-linear triatomic
molecules. In the present study, we report re-
sults for the O(1s) photoionization of the wa-
ter molecule induced by synchroton radiation,
where all normal modes are simultaneously ac-
counted for : bending, symmetric stretching and
asymmetric stretching. Accurate vibrationally
resolved cross sections require the computation
of dipole matrix elements for the transition from
the ground state of the neutral to the core-ionized
water molecule. These dipole elements are ob-
tained for the full grid of nuclear coordinates us- 1E-mail: selma.engin@uam.es [4] R. Sankari et al., Chem. Phys. Lett. 380 647-653
(2003) [3] M. Stener et al., J. Chem. Phys. 112 10871 (2000)
M. Stener et al., Chem. Phys. Lett. 351 469 (2002)
D. Toffoli et al., Chem. Phys. 276 2543 (2002) [2] E. Pl´esiat et al., Phys. Rev. A 85 023409 (2012)
K. Ueda et al., J. Chem. Phys. 139 124306 (2013) References [1] E. Kukk et al., Phys. Rev. A 88 033412 (2013)
D. Ayuso et al.,
J. Elec. Spec. Rel. Phen. 195
320-326 (2014) [2] E. Pl´esiat et al., Phys. Rev. A 85 023409 (2012)
K. Ueda et al., J. Chem. Phys. 139 124306 (2013) [2] E. Pl´esiat et al., Phys. Rev. A 85 023409 (2012)
K. Ueda et al., J. Chem. Phys. 139 124306 (2013) [2] E. Pl´esiat et al., Phys. Rev. A 85 023409 (2012)
K. Ueda et al., J. Chem. Phys. 139 124306 (2013) [3] M. Stener et al., J. Chem. Phys. 112 10871 (2000)
M. Stener et al., Chem. Phys. Lett. 351 469 (2002)
D. Toffoli et al., Chem. Phys. 276 2543 (2002) [4] R. Sankari et al., Chem. Phys. Lett. 380 647-653
(2003) [4] R. Sankari et al., Chem. Phys. Lett. 380 647-653
(2003) 1E-mail: selma.engin@uam.es
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https://openalex.org/W4235784950
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https://peerj.com/articles/cs-189v0.3/submission
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English
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Peer Review #2 of "Evaluating named entity recognition tools for extracting social networks from novels (v0.2)"
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cc-by
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Computer Science Computer Science Computer Science Computer Science Manuscript to be reviewed 1We follow (Sainte-Beuve, 1910) here in defining a classic novel not as one written by the ancient Greeks or
Romans (‘the classics’) but to canonical works. Evaluating named entity recognition tools
1
for extracting social networks from novels
2
Niels Dekker1, Tobias Kuhn1, and Marieke van Erp2
3
1Department of Computer Science, Vrije Universiteit Amsterdam, Amsterdam, The
4
Netherlands
5
2DHLab, KNAW Humanities Cluster, Amsterdam, The Netherlands
6 Corresponding author:
7 Marieke van Erp2
8 Email address: marieke.van.erp@dh.huc.knaw.nl
9 Email address: marieke.van.erp@dh.huc.knaw.nl
9 Email address: marieke.van.erp@dh.huc.knaw.nl
9 ABSTRACT
10 The analysis of literary works has experienced a surge in computer-assisted processing. To
obtain insights into the community structures and social interactions portrayed in novels, the
creation of social networks from novels has gained popularity. Many methods rely on identifying
named entities and relations for the construction of these networks, but many of these tools
are not specifically created for the literary domain. Furthermore, many of the studies on
information extraction from literature typically focus on 19th and early 20th century source
material. Because of this, it is unclear if these techniques are as suitable to modern-day
literature as they are to those older novels. We present a study in which we evaluate natural
language processing tools for the automatic extraction of social networks from novels as well
as their network structure. We find that there are no significant differences between old and
modern novels but that both are subject to a large amount of variance. Furthermore, we identify
several issues that complicate named entity recognition in our set of novels and we present
methods to remedy these. We see this work as a step in creating more culturally-aware AI
systems. Computer Science Manuscript to be reviewed Evaluating named entity recognition tools for extracting social
networks from novels 1 Department of Computer Science, Vrije Universiteit Amsterdam, Amsterdam, The Ne
2 DHLab, KNAW Humanities Cluster, Amsterdam, The Netherlands
Corresponding Author: Marieke van Erp
Email address: marieke.van.erp@dh.huc.knaw.nl The analysis of literary works has experienced a surge in computer-assisted processing. To
obtain insights into the community structures and social interactions portrayed in novels,
the creation of social networks from novels has gained popularity. Many methods rely on
identifying named entities and relations for the construction of these networks, but many
of these tools are not specifically created for the literary domain. Furthermore, many of
the studies on information extraction from literature typically focus on 19th and early 20th
century source material. Because of this, it is unclear if these techniques are as suitable to
modern-day literature as they are to those older novels. We present a study in which we
evaluate natural language processing tools for the automatic extraction of social networks
from novels as well as their network structure. We find that there are no significant
differences between old and modern novels but that both are subject to a large amount of
variance. Furthermore, we identify several issues that complicate named entity recognition
in our set of novels and we present methods to remedy these. We see this work as a step
in creating more culturally-aware AI systems. PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Computer Science Computer Science Manuscript to be reviewed are obtained from Project Gutenberg,2 where such public domain books are available for free. 41
While beneficial for the accessibility and reproducibility of the studies in question, more recent
42
novels may not imitate these classic novels with respect to structure or style. It is therefore
43
possible that classic novels have social networks that have a structure that is very different from
44
more recent literature. They might differ, for example, in their overall number of characters, in
45
the typical number of social ties any given character has, in the presence or absence of densely
46
connected clusters, or in how closely connected any two characters are on average. Moreover,
47
changes along dimensions such as writing style, vocabulary, and sentence length could prove to
48
be either beneficial or detrimental to the performance of natural language processing techniques. 49
This may lead to different results even if the actual network structures remained the same. Vala
50
et al. (2015) did compare 18th and 19th century novels on the number of characters that appear
51
in the story, but found no significant difference between the two. Furthermore, an exploration
52
of extracted networks can also be used to assess the quality of the extracted information and
53
investigate the structure of the expression of social ties in a novel. 54 Thus far, we have not found any studies that explore how named entity recognition tools
55
perform on a diverse corpus of fiction literature. In this study, we evaluate four different tools on
56
a set of classic novels which have been used for network extraction and analyses in prior work,
57
as well as more recent fiction literature (henceforth referred to as modern novels). We need such
58
an evaluation to assess the robustness of these tools to variation in language over time (Biber and
59
Finegan, 1989) and across literary genres. Comparing social networks extracted from corpora
60
consisting of classic and modern novels may give us some insights into what characteristics of
61
literary text may aid or hinder automatic social network extraction and provide indications of
62
cultural change. 63 As previous work (e.g. Ardanuy and Sporleder (2014)) has included works from different
64
genres, in this work we decided to focus on the fantasy/science fiction domain to smooth
65
potential genre differences in our modern books. 1 INTRODUCTION
25 The characters and their relations can be seen as the backbone of any story, and explicitly creating
26
and analysing a network from these relationships can provide insights into the community
27
structures and social interactions portrayed in novels (Moretti, 2013). Quantitative approaches
28
to social network analysis to examine the overall structure of these social ties, are borrowed
29
from modern sociology and have found their way into many other research fields such as
30
computer science, history and literary studies (Scott, 2012). Elson et al. (2010), Lee and Yeung
31
(2012), Agarwal et al. (2013), and Ardanuy and Sporleder (2014) have all proposed methods for
32
automatic social network extraction from literary sources. The most commonly used approach
33
for extracting such networks, is to first identify characters in the novel through Named Entity
34
Recognition (NER) and then identifying relationships between the characters through for example
35
measuring how often two or more characters are mentioned in the same sentence or paragraph. 36
Many studies use off-the-shelf named entity recognisers, which are not necessarily optimised
37
for the literary domain and do not take into account the surrounding cultural context. Furthermore,
38
to the best of our knowledge, such studies focus on social network extraction from 19th and
39
early 20th century novels (which we refer to as classic novels).1 Typically, these classic novels
40 1
PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 2http://gutenberg.org/
3https://github.com/dbamman/book-nlp – commit: 81d7a31
4A gazetteer is a list of names 2http://gutenberg.org/
3 Manuscript to be reviewed unlabelled data via clustering and gazetteers that outperformed other state-of-the-art named
85
entity recognition (NER) tools on their within and out-domain evaluations. 86 unlabelled data via clustering and gazetteers that outperformed other state-of-the-art named
85
entity recognition (NER) tools on their within and out-domain evaluations. 86 unlabelled data via clustering and gazetteers that outperformed other state-of-the-art named
85
entity recognition (NER) tools on their within and out-domain evaluations. 86
To answer the second research question, we use the recognised named entities to create a
87
co-occurrence network for each novel. Network analysis measures are then employed to compare
88
the extracted networks from the classic and modern novels to investigate whether the networks
89
from the different sets of novels exhibit major differences. 90
The contributions of this paper are: (1) a comparison and an analysis of four named entity
91
recognition on 20 classic and 20 modern novels; (2) a comparison and an analysis of social
92
network analysis measures on networks automatically extracted from 20 classic and 20 modern
93
novels; (3) experiments and recommendations for boosting performance on recognising entities
94
in novels; and (4) an annotated gold standard dataset with entities and coreferences of 20 classic
95
and 20 modern novels. 96
The remainder of this paper is organised as follows. We first discuss related work Section 2. 97
Next, we describe our approach and methods in Section 3. We present our evaluation of four
98
different named entity recognition systems on 20 classic and 20 modern novels in Section 4,
99
followed by the creation and analysis of social networks in Section 5. We discuss issues that we
100
encountered in the identification of fictional characters and showcase some methods to boost
101
performance in Section 6. We conclude by suggesting directions for future work in Section 7. 102
The code for all experiments as well as annotated data can be found at https://github. 103
com/Niels-Dekker/Out-with-the-Old-and-in-with-the-Novel. 104 To answer the second research question, we use the recognised named entities to create a
87
co-occurrence network for each novel. Network analysis measures are then employed to compare
88
the extracted networks from the classic and modern novels to investigate whether the networks
89
from the different sets of novels exhibit major differences. Named Entity Recognition
112 Named Entity Recognition
112
The first and foremost challenge in creating a social network of literary characters is identifying
113
the characters. Named Entity Recognition is often used to identify passages in text that identify
114
things by a name. Furthermore, identified passages are often also classified into various categories
115
such as person, location, and organisation. Typically, this approach is also used to identify
116
miscellaneous numerical mentions such as dates, times, monetary values and percentages. 117
Elson et al. (2010), Ardanuy and Sporleder (2014), Bamman et al. (2014) and Vala et al. 118
(2015) all use the Stanford NER tagger (Finkel et al., 2005) to identify characters in literary fiction. 119
On a collection of Sherlock Holmes novels, these studies perform Named Entity Recognition
120
tasks with F1-scores between: .45 and .54. Vala et al. (2015) propose that the main difficulty
121
with this collection is the multitude of minor characters, a problem which we expect to be also
122
present in our collections of classic and modern novels. 123
A big difference between the news domain (for which most language technology tools have
124
been created) and the literary domain, is that names do not have to follow the same ‘rules’ as
125
names in the real world. This topic is explored in the Namescape project by De Does et al. 126
(2017).5 In this project, 1 million tokens taken from 550 Dutch novels were manually annotated. 127
A distinction between first and last names was made in order to test whether different name parts
128
are used with different effects. A named entity recogniser was trained specifically for this corpus
129 The first and foremost challenge in creating a social network of literary characters is identifying
113
the characters. Named Entity Recognition is often used to identify passages in text that identify
114
things by a name. Furthermore, identified passages are often also classified into various categories
115
such as person, location, and organisation. Typically, this approach is also used to identify
116
miscellaneous numerical mentions such as dates, times, monetary values and percentages. 117 Elson et al. (2010), Ardanuy and Sporleder (2014), Bamman et al. (2014) and Vala et al. 118
(2015) all use the Stanford NER tagger (Finkel et al., 2005) to identify characters in literary fiction. 2 RELATED WORK
105 As mentioned in Section 1, we have not found any other studies that compared the performances
106
of social network extraction on classic and modern novels; or compared the structures of these
107
networks. This section therefore focuses on the techniques used on classic literature. In first part
108
of this section, we will describe how other studies extract and cluster characters. In the second
109
part, we outline what different choices can be made for the creation of a network, and motivate
110
our choices for this study. 111 Manuscript to be reviewed In our evaluation, we devote extra attention to
66
the comparison between classic and modern fantasy/science fiction in our corpus. 67 We define the following research questions:
68 • To what extent are off-the-shelf named entity recognition tools suitable for identifying
69
fictional characters in novels? 70 • To what extent are off-the-shelf named entity recognition tools suitable for identifying
fictional characters in novels? • Which differences or similarities can be discovered between social networks extracted for
different novels? To answer our first research question, we first evaluate four named entity recognisers on 20
73
classic and 20 modern fantasy/science fiction novels. In each of these novels, the first chapter is
74
manually annotated with named entities and coreference relations. The named entity recognisers
75
we evaluate are: 1) BookNLP (Bamman et al., 2014)3 which is specifically tailored to identify
76
and cluster literary characters, and has been used to extract entities from a corpus of 15,099
77
English novels. At the time of writing, this tool was cited 80 times. 2) Stanford NER version
78
3.8.0 (Finkel et al., 2005), one of the most popular named entity recognisers in the NLP research
79
community, cited 2,648 times at the time of writing. 3) Illinois Named Entity Tagger version
80
3.0.23 (Ratinov and Roth, 2009), a computationally efficient tagger that uses a combination
81
of machine learning, gazetteers,4 and additional features extracted from unlabelled data. At
82
the time of writing, the system was downloaded over 10,000 times. Our last system (4) is
83
IXA-Pipe-NERC version 1.1.1 (Agerri and Rigau, 2016), a competitive classifier that employs
84 2/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed 90 The contributions of this paper are: (1) a comparison and an analysis of four named entity
91
recognition on 20 classic and 20 modern novels; (2) a comparison and an analysis of social
92
network analysis measures on networks automatically extracted from 20 classic and 20 modern
93
novels; (3) experiments and recommendations for boosting performance on recognising entities
94
in novels; and (4) an annotated gold standard dataset with entities and coreferences of 20 classic
95
and 20 modern novels. 96 The remainder of this paper is organised as follows. We first discuss related work Section 2. 97
Next, we describe our approach and methods in Section 3. We present our evaluation of four
98
different named entity recognition systems on 20 classic and 20 modern novels in Section 4,
99
followed by the creation and analysis of social networks in Section 5. We discuss issues that we
100
encountered in the identification of fictional characters and showcase some methods to boost
101
performance in Section 6. We conclude by suggesting directions for future work in Section 7. 102 The code for all experiments as well as annotated data can be found at https://github. 103
com/Niels-Dekker/Out-with-the-Old-and-in-with-the-Novel. 104 5http://blog.namescape.nl/ Named Entity Recognition
112 119
On a collection of Sherlock Holmes novels, these studies perform Named Entity Recognition
120
tasks with F1-scores between: .45 and .54. Vala et al. (2015) propose that the main difficulty
121
with this collection is the multitude of minor characters, a problem which we expect to be also
122
present in our collections of classic and modern novels. 123 A big difference between the news domain (for which most language technology tools have
124
been created) and the literary domain, is that names do not have to follow the same ‘rules’ as
125
names in the real world. This topic is explored in the Namescape project by De Does et al. 126
(2017).5 In this project, 1 million tokens taken from 550 Dutch novels were manually annotated. 127
A distinction between first and last names was made in order to test whether different name parts
128
are used with different effects. A named entity recogniser was trained specifically for this corpus
129 3/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Coreference resolution
135 One difficulty of character detection is the variety of aliases one character might go by, or;
136
coreference resolution. For example, George Martin’s Tyrion Lannister, might alternatively be
137
mentioned as Ser Tyrion Lannister, Lord Tyrion, Tyrion, The Imp or The Halfman. In the vast
138
majority of cases, it is desirable to collapse those character references into one character entity. 139
However, in some cases, retaining some distinction between character references can be useful:
140
we provide an example of this in Subsection 5.4. 141 Two distinct approaches attempt to address this difficulty, (1) omit parts of a multi-word
142
name, or (2) compile a list of aliases. The former approach leaves out honorifics such as the Ser
143
and Lord in the above example in order to cluster the names of one character. To automate this
144
clustering step, some work has been done by Bamman et al. (2014) and Ardanuy and Sporleder
145
(2014). While useful, the former approach alone provides no solace for the matching of the last
146
two example aliases; where no part of the character’s name is present. The latter approach thus
147
suggests to manually compile a list of aliases for each character with the aid of external resources
148
or annotators. This method is utilised by Elson et al. (2010) and Lee and Yeung (2012). In Van
149
Dalen-Oskam et al. (2014), wikification (i.e. attempting to match recognised names to Wikipedia
150
resources) is used. Obviously this is most useful for characters that are famous enough to have a
151
Wikipedia page. The authors state in their error analysis Van Dalen-Oskam et al. (2014, Section
152
3.2) that titles that are most likely from the fantasy domain are most difficult to resolve, which
153
already hints at some differences between names in different genres. 154 Manuscript to be reviewed by Van Dalen-Oskam et al. (2014), obtaining an F1 score of 0.936 for persons. The corpus
130
contains fragments of novels written between the 17th and 20th century, but as the corpus and
131
tools are not available, we cannot investigate its depth or compare it directly to our work. Other
132
approaches attempt to use the identification of locations and physical proximity to improve the
133
creation of a social network (Lee and Yeung, 2012). 134 Anaphora resolution
155 To identify as many character references as possible, it is important to take into account that not
156
all references to a character actually mention the character’s name. In fact, Bamman et al. (2014)
157
show that 74% of character references come in the form of a pronouns such as he, him, his, she,
158
her and hers in a collection of 15,099 English novels. To capture these references, the anaphoric
159
pronoun is typically matched to its antecedent by using the linear word distance between the
160
two, and by matching the gender of anaphora to that of the antecedent. The linear word distance
161
can be, for example, the number of words between the pronoun and the nearest characters. For
162
unusual names, as often found in science fiction and fantasy, identification of the gender may be
163
problematic. 164 Network Analysis
182 Social network analysis draws upon network theory for its network analysis measures (Scott,
183
2012). The application of these measures to networks extracted from literature has been demon-
184
strated insightful in assessing the relationships of characters in for example ‘Alice in Wonder-
185
land’ (Agarwal et al., 2012) and ‘Beowulf’, the ‘Iliad’ and ‘T´ain B´o Cuailnge’ (‘The Cattle Raid
186
of Cooley’, an Irish epic) (Mac Carron and Kenna, 2012). Network analysis can also play a
187
role in authorship attribution e.g.(Amancio, 2015; Akimushkin et al., 2017) and characterising a
188
novel (Elson et al., 2010). 189 Social network analysis draws upon network theory for its network analysis measures (Scott,
183
2012). The application of these measures to networks extracted from literature has been demon-
184
strated insightful in assessing the relationships of characters in for example ‘Alice in Wonder-
185
land’ (Agarwal et al., 2012) and ‘Beowulf’, the ‘Iliad’ and ‘T´ain B´o Cuailnge’ (‘The Cattle Raid
186
of Cooley’, an Irish epic) (Mac Carron and Kenna, 2012). Network analysis can also play a
187
role in authorship attribution e.g.(Amancio, 2015; Akimushkin et al., 2017) and characterising a
188
novel (Elson et al., 2010). 189 Network Creation
165 For a social network of literary characters, characters are represented by the nodes, whereas
166
the edges indicate to some interaction or relationship. While the definition of a character is
167
uniformly accepted in the literature, the definition of an interaction varies per approach. In
168
previous research, two main approaches can be identified to define such an edge. On the one
169
hand, conversational networks are used in approaches by Chambers and Jurafsky (2008), Elson
170
and McKeown (2010) and He et al. (2013). This approach focuses on the identification of
171
speakers and listeners, and connecting each speaker and listener to the quoted piece of dialogue
172
they utter or receive. On the other hand, co-occurrence networks (as used by Ardanuy and
173
Sporleder (2014) and Fernandez et al. (2015)) are created by connecting characters if they occur
174
in the same body of text. While conversational networks can provide a good view of who
175
speaks directly to whom, Ardanuy and Sporleder (2014) argue that “...much of the interaction
176 4/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 6The Guardian:
https://www.theguardian.com/books/2003/oct/12/features.fiction
Last retrieved: 30 October 2017
7https://www.gutenberg.org/
8bestfantasybooks.com/top25-fantasy-books.php Last retrieved: 30 October 2017 Manuscript to be reviewed in novels is done off-dialogue through the description of the narrator or indirect interactions”
177
(p. 34). What value to assign to the edges depends on the end-goal of the study. For example,
178
Fernandez et al. (2015) assign a negative or positive sentiment score to the edges between each
179
character-pair in order to ultimately predict the protagonist and antagonist of the text. Ardanuy
180
and Sporleder (2014) used weighted edges to indicate how often two characters interact. 181 in novels is done off-dialogue through the description of the narrator or indirect interactions”
177
(p. 34). What value to assign to the edges depends on the end-goal of the study. For example,
178
Fernandez et al. (2015) assign a negative or positive sentiment score to the edges between each
179
character-pair in order to ultimately predict the protagonist and antagonist of the text. Ardanuy
180
and Sporleder (2014) used weighted edges to indicate how often two characters interact. 181 in novels is done off-dialogue through the description of the narrator or indirect interactions”
177
(p. 34). What value to assign to the edges depends on the end-goal of the study. For example,
178
Fernandez et al. (2015) assign a negative or positive sentiment score to the edges between each
179
character-pair in order to ultimately predict the protagonist and antagonist of the text. Ardanuy
180
and Sporleder (2014) used weighted edges to indicate how often two characters interact. 181 3 MATERIALS AND DATA PREPARATION
190 For the study presented here, we are interested in the recognition and identification of persons
191
mentioned in classic and modern novels for the construction of the social network of these
192
fictitious characters. We use off-the-shelf state-of-the-art entity recognition tools in an automatic
193
pipeline without manually created alias lists or similar techniques. For the network construction,
194
we follow Ardanuy and Sporleder (2014) and apply their co-occurrence approach for the genera-
195
tion of the social network links with weighted edges that indicate how often two characters are
196
mentioned together. We leave the consideration of negative weights and sentiments for future
197
work. Before we will explain the details of the used entity recognition tools, how they compare
198
for the given task, and how their results can be used to build and analyse the respective social
199
networks, we explain first the details of our selected corpus, how we preprocessed the data, and
200
how we collected the annotations for the evaluation. 201 3.1 Corpus Selection
202 3.1 Corpus Selection
202
Our dataset consists of 40 novels – 20 classic and 20 modern novels – the specifics of which are
203
presented in Table A2 in the Appendix. Any selection of sources is bound to be unrepresentative
204
in terms of some characteristics but we have attempted to balance breadth and depth in our
205
dataset. Furthermore, we have based ourselves on selections made by other researchers for the
206
classics and compilations by others for the modern books. 207
For the classic set, the selection was based on Guardian’s Top 100 all-time classic novels.6
208
Wherever possible, we selected books that were (1) analysed in related work (as mentioned in
209
Subsection 2) and (2) available through Project Gutenberg.7
210
For the modern set, the books were selected by reference to a list compiled by BestFantasy-
211
BooksCom.8 For our final selection of these novels, we deliberately made some adjustments
212
to get a wider selection. That is, some of the books in this list are part of a series. If we were
213
to include all the books of the upvoted series, our list would consist of only 4 different series. 214
We therefore chose to include only the first book of each of such series. As the newer books
215
are unavailable on Gutenberg, these were purchased online. These digital texts are generally
216
provided in .epub or .mobi format. In order to reliably convert these files into plain text format,
217
6The Guardian:
https://www.theguardian.com/books/2003/oct/12/features.fiction
Last retrieved: 30 October 2017
7https://www.gutenberg.org/
8bestfantasybooks.com/top25-fantasy-books.php Last retrieved: 30 October 2017 Our dataset consists of 40 novels – 20 classic and 20 modern novels – the specifics of which are
203
presented in Table A2 in the Appendix. Any selection of sources is bound to be unrepresentative
204
in terms of some characteristics but we have attempted to balance breadth and depth in our
205
dataset. Furthermore, we have based ourselves on selections made by other researchers for the
206
classics and compilations by others for the modern books. 8bestfantasybooks.com/top25-fantasy-books.php Last retrieved: 30 October 2017 Annotation Data
241 To evaluate the performance for each novel, a gold standard was created manually. Two annotators
242
(not the authors of this article) were asked to evaluate 10 books from each category. For each
243
document, approximately one chapter was annotated with entity co-occurrences. Because the
244
length of the first chapter fluctuated between 84 and 1,442 sentences, we selected an average
245
of 300 sentences for each book that was close to a chapter-boundary. For example, for Alice
246
in Wonderland, the third chapter ended on the 315th sentence, so the first three chapters were
247
extracted for annotation. While not perfect, we attempted to strike a balance between comparable
248
annotation lengths for each book, without cutting off mid-chapter. 249 id
Preceding
context
Focus sentence
Subsequent
context
#
Person 1
Person 2
541
Bran reached
out hesitantly. “Go on,” Robb
told him. “You can touch
him.”
2
Robb
Stark
Bran
Stark
Table 1. Annotation Example. Table 1. Annotation Example. 3.2 Data Preprocessing
223 To ensure that all the harvested text files were ready for processing, we firstly ensured that the
224
encoding for all the documents was the same, in order to avoid issues down the line. In addition,
225
all information that is not directly relevant to the story of the novel was stripped. Even while
226
peripheral information in some books – such as appendices or glossaries – can provide useful
227
information about character relationships, we decided to focus on the story content and thus
228
discard this information. Where applicable, the following peripheral information was manually
229
removed: (1) reviews by fellow writers, (2) dedications or acknowledgements, (3) publishing
230
information, (4) table of contents, (5) chapter headings and page numbers, and (6) appendices
231
and/or glossaries. 232 During this clean-up phase, we encountered some encoding issues that came with the
233
conversion to plain text files. Especially in the modern novels, some novels used inconsistent or
234
odd quotation marks. This issue was addressed by replacing the inconsistent quotation marks
235
with neutral quotations that are identical in form, regardless of whether if it is used as opening or
236
closing quotation mark. 237 Manuscript to be reviewed we used Calibre9– a free and open-source e-book conversion tool. This conversion was mostly
218
without any hurdles, but some issues were encountered in terms of encoding, as is discussed in
219
the next section. Due to copyright restrictions, we cannot share this full dataset but our gold
220
standard annotations of the first chapter of each are provided on this project’s Github page. 221
The ISBN numbers of the editions used in our study can be found in Table A2 the Appendix. 222 3.3 Annotation
238 Because of limitations in time and scope, we only annotated approximately 1 chapter of each
239
novel. In this subsection, we describe the annotation process. 240 Because of limitations in time and scope, we only annotated approximately 1 chapter of each
239
novel. In this subsection, we describe the annotation process. 240 Because of limitations in time and scope, we only annotated approximately 1 chapter of each
239
novel. In this subsection, we describe the annotation process. 240 3.1 Corpus Selection
202 207 For the classic set, the selection was based on Guardian’s Top 100 all-time classic novels.6
208
Wherever possible, we selected books that were (1) analysed in related work (as mentioned in
209
Subsection 2) and (2) available through Project Gutenberg.7
210 For the classic set, the selection was based on Guardian’s Top 100 all-time classic novels.6
208
Wherever possible, we selected books that were (1) analysed in related work (as mentioned in
209
Subsection 2) and (2) available through Project Gutenberg 7
210 )
( )
g
j
g
For the modern set, the books were selected by reference to a list compiled by BestFantasy-
211
BooksCom.8 For our final selection of these novels, we deliberately made some adjustments
212
to get a wider selection. That is, some of the books in this list are part of a series. If we were
213
to include all the books of the upvoted series, our list would consist of only 4 different series. 214
We therefore chose to include only the first book of each of such series. As the newer books
215
are unavailable on Gutenberg, these were purchased online. These digital texts are generally
216
provided in .epub or .mobi format. In order to reliably convert these files into plain text format,
217 For the modern set, the books were selected by reference to a list compiled by BestFantasy-
211
BooksCom.8 For our final selection of these novels, we deliberately made some adjustments
212
to get a wider selection. That is, some of the books in this list are part of a series. If we were
213
to include all the books of the upvoted series, our list would consist of only 4 different series. 214
We therefore chose to include only the first book of each of such series. As the newer books
215
are unavailable on Gutenberg, these were purchased online. These digital texts are generally
216
provided in .epub or .mobi format. In order to reliably convert these files into plain text format,
217 8bestfantasybooks.com/top25-fantasy-books.php Last retrieved: 30 October 2017 5/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Annotation Instructions
250 For each document, the annotators were asked to annotate each sentence for the occurrence of
251
characters. That is, for each sentence, identify all the characters in it. To describe this process, an
252
example containing a single sentence from A Game of Thrones is included in Table 1. The id of
253 9https://calibre-ebook.com/ – version 2.78 6/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed 278 Guideline
Example
Ignore generic pronouns
“Everyone knows; you
don’t mess with me!”
Ignore exclamations
“For Christ’s sake!”
Ignore generic
“Bilbo didn’t know what
noun phrases
to tell the wizard.”
Include non-human
“His name is Buckbeak,
named characters
he’s a hippogriph.”
Table 2. Annotation Instructions Guideline
Example
Ignore generic pronouns
“Everyone knows; you
don’t mess with me!”
Ignore exclamations
“For Christ’s sake!”
Ignore generic
“Bilbo didn’t know what
noun phrases
to tell the wizard.”
Include non-human
“His name is Buckbeak,
named characters
he’s a hippogriph.”
Table 2. Annotation Instructions Table 2. Annotation Instructions Table 2. Annotation Instructions 4 NAMED ENTITY RECOGNITION EXPERIMENTS AND RESULTS
279
We evaluate the performance of four different named entity recognition systems on the anno-
280
tated novels: BookNLP (Bamman et al., 2014), Stanford NER(Finkel et al., 2005), Illinois
281
Tagger (Ratinov and Roth, 2009) and IXA-Pipe-NERC (Agerri and Rigau, 2016). The BookNLP
282
pipeline uses the 2014-01-04 release of Stanford NER tagger (Finkel et al., 2005) internally with
283
the 7-class ontonotes model. As there have been several releases, and we focus on entities of
284
type Person, we also evaluate the 2017-06-09 Stanford NER 4-class CoNLL model. 285
The results of the different Named Entity Recognition systems are presented in Table 3
286 Manuscript to be reviewed the sentence is later used to match the annotated sentence to its system-generated counterpart for
254
performance evaluation. The focus sentence is the sentence that corresponds to this id, and is the
255
sentence for which the annotator is supposed to identify all characters. As context, the annotators
256
are provided with the preceding and subsequent sentences. In this example, the contextual
257
sentences could be used to resolve the ‘him’ in the focus sentence to ‘Bran’. To indicate how
258
many persons are present, the annotators were asked to fill in the corresponding number (#) of
259
people – with a maximum of 10 characters per sentence. Depending on this number of people
260
identified, subsequent fields became available to the annotator to fill in the character names. 261 To speed up the annotation, an initial list of characters was created by applying the BookNLP
262
pipeline to each novel. The annotators were instructed to map the characters in the text to the
263
provided list to the best of their ability. If the annotator assessed that a person appears in a
264
sentence, but is unsure of this character’s identity, the annotators would mark this character as
265
default. In addition, the annotators were encouraged to add characters, should they be certain
266
that this character does not appear in the pre-compiled list, but occurs in the text nonetheless. 267
Such characters were given a specific tag to ensure that we could retrieve them later for analysis. 268
Lastly, if the annotator is under the impression that two characters in the list refer to the same
269
person, the annotators were instructed to pick one and stick to that. Lastly, the annotators were
270
provided with the peripheral annotation instructions found in Table 2. 271 While this identification process did include anaphora resolution of singular pronouns – such
272
as resolving ‘him’ to ‘Bran’ – the annotators were instructed to ignore plural pronoun references. 273
Plural pronoun resolution remains a difficult topic in the creation of social networks, as family
274
members may sometimes be mentioned individually, and sometimes their family as a whole. 275
Identifying group membership, and modelling that in the social network structure is not covered
276
by any of the tools we include in our analysis or the related work referenced in Section 2 and
277
therefore left to future work. he results of the different Named Entity Recognition systems are presented in Table 3 Manuscript to be reviewed 323 As the BookNLP pipeline in the majority of the cases outperforms the other systems and
317
includes coreference resolution and character clustering, we further utilise this system to create
318
our networks. The results of the BookNLP pipeline including the coreference and clustering are
319
presented in Table A4. One of the main differences in that table is that if popular entities are not
320
recognised by the system they are penalised heavier because the coreferent mentions are also not
321
recognised and linked to the correct entities. This results in scores that are generally somewhat
322
lower, but the task that is measured is also more complex. 323 As the BookNLP pipeline in the majority of the cases outperforms the other systems and
317
includes coreference resolution and character clustering, we further utilise this system to create
318
our networks. The results of the BookNLP pipeline including the coreference and clustering are
319
presented in Table A4. One of the main differences in that table is that if popular entities are not
320
recognised by the system they are penalised heavier because the coreferent mentions are also not
321
recognised and linked to the correct entities. This results in scores that are generally somewhat
322
lower, but the task that is measured is also more complex. 323 4 NAMED ENTITY RECOGNITION EXPERIMENTS AND RESULTS
279 We evaluate the performance of four different named entity recognition systems on the anno-
280
tated novels: BookNLP (Bamman et al., 2014), Stanford NER(Finkel et al., 2005), Illinois
281
Tagger (Ratinov and Roth, 2009) and IXA-Pipe-NERC (Agerri and Rigau, 2016). The BookNLP
282
pipeline uses the 2014-01-04 release of Stanford NER tagger (Finkel et al., 2005) internally with
283
the 7-class ontonotes model. As there have been several releases, and we focus on entities of
284
type Person, we also evaluate the 2017-06-09 Stanford NER 4-class CoNLL model. 285
The results of the different Named Entity Recognition systems are presented in Table 3
286 We evaluate the performance of four different named entity recognition systems on the anno-
280
tated novels: BookNLP (Bamman et al., 2014), Stanford NER(Finkel et al., 2005), Illinois
281
Tagger (Ratinov and Roth, 2009) and IXA-Pipe-NERC (Agerri and Rigau, 2016). The BookNLP
282
pipeline uses the 2014-01-04 release of Stanford NER tagger (Finkel et al., 2005) internally with
283
the 7-class ontonotes model. As there have been several releases, and we focus on entities of
284
type Person, we also evaluate the 2017-06-09 Stanford NER 4-class CoNLL model. 285 yp
The results of the different Named Entity Recognition systems are presented in Table 3
286 yp
The results of the different Named Entity Recognition systems are presented in Table 3
286 7/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 10https://www.clips.uantwerpen.be/conll2002/ner/bin/conlleval.txt Last retrieved:
30 October 2017 Manuscript to be reviewed Upon inspection, we find
303
that the annotated chapter of this book contains only 5 different characters among which “The
304 When comparing the F1 scores of the 1st person novels to the 3rd person novels in Tables
312
3 and 4, we find that the 1st person novels perform significantly worse than their 3rd person
313
counterparts, at p < .01. These findings are in line with the findings of Elson et al. (2010). 314 When comparing the F1 scores of the 1st person novels to the 3rd person novels in Tables
312
3 and 4, we find that the 1st person novels perform significantly worse than their 3rd person
313
counterparts, at p < .01. These findings are in line with the findings of Elson et al. (2010). 314 When comparing the F1 scores of the 1st person novels to the 3rd person novels in Tables
312
3
d 4
fid th t th 1st
l
f
i
ifi
tl
th
th i 3rd 3 and 4, we find that the 1
person novels perform significantly worse than their 3
person
313
counterparts, at p < .01. These findings are in line with the findings of Elson et al. (2010). 314 counterparts, at p < .01. These findings are in line with the findings of Elson et al. (2010). 314 In Section 6, we delve further into particular difficulties that fiction presents named
5 recognition with and showcase solutions that do not require retraining the entity models. 316 recognition with and showcase solutions that do not require retraining the entity models
6 As the BookNLP pipeline in the majority of the cases outperforms the other systems and
317
includes coreference resolution and character clustering, we further utilise this system to create
318
our networks. The results of the BookNLP pipeline including the coreference and clustering are
319
presented in Table A4. One of the main differences in that table is that if popular entities are not
320
recognised by the system they are penalised heavier because the coreferent mentions are also not
321
recognised and linked to the correct entities. This results in scores that are generally somewhat
322
lower, but the task that is measured is also more complex. Manuscript to be reviewed for the classic novels, and Table 4 for the modern novels. All results are computed using the
287
evaluation script used in the CoNLL 2002 and 2003 NER campaigns using the phrase-based
288
evaluation setup.10 The systems are evaluated according to micro-averaged precision, recall and
289
F1 measure. Precision is the percentage of named entities found by the system that were correct. 290
Recall is the percentage of named entities present in the text that are retrieved by the system. The
291
F1 measure is the harmonic mean of the precision and recall scores. In a phrase-based evaluation
292
setup, the system only scores a point if the complete entity is correctly identified, thus if in a
293
named entity consisting of multiple tokens only two out of three tokens are correctly identified,
294
the system does not obtain any points. 295 The BookNLP and IXA-Pipe-NERC systems require that part of speech tagging is performed
296
prior to named entity recognition, we use the modules included in the respective systems for this. 297
For Stanford NER and Illinois NE Tagger plain text is offered to the NER systems. 298 The BookNLP and IXA-Pipe-NERC systems require that part of speech tagging is performed
296
prior to named entity recognition, we use the modules included in the respective systems for this. 297 For Stanford NER and Illinois NE Tagger plain text is offered to the NER system
298 For Stanford NER and Illinois NE Tagger plain text is offered to the NER systems. 298 As the standard deviations on the bottom rows of Tables 3 and 4 indicate, the results on the
299
different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301
is a characteristic of the novels rather than the systems. An exception is Brave New World on
302
which BookNLP performs quite well, but the others underperform. Upon inspection, we find
303
that the annotated chapter of this book contains only 5 different characters among which “The
304
Director” which occurs 19 times. This entity is consistently missed by the systems resulting in a
305
high penalty. Furthermore, the ‘Mr.’ in ‘Mr. Foster’ (occurring 31 times) is often not recognised
306
as in some NE models titles are excluded. Manuscript to be reviewed An exception is Brave New World on
302
which BookNLP performs quite well, but the others underperform. Upon inspection, we find
303
that the annotated chapter of this book contains only 5 different characters among which “The
304
Director” which occurs 19 times. This entity is consistently missed by the systems resulting in a
305
high penalty. Furthermore, the ‘Mr.’ in ‘Mr. Foster’ (occurring 31 times) is often not recognised
306 As the standard deviations on the bottom rows of Tables 3 and 4 indicate, the results on the
299
different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301 ,
different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301
is a characteristic of the novels rather than the systems. An exception is Brave New World on
302
which BookNLP performs quite well but the others underperform Upon inspection we find
303 different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301
is a characteristic of the novels rather than the systems. An exception is Brave New World on
302
which BookNLP performs quite well, but the others underperform. Upon inspection, we find
303
that the annotated chapter of this book contains only 5 different characters among which “The
304
Director” which occurs 19 times. This entity is consistently missed by the systems resulting in a
305
high penalty. Furthermore, the ‘Mr.’ in ‘Mr. Foster’ (occurring 31 times) is often not recognised
306
as in some NE models titles are excluded. A token-based evaluation of Illinois NE Tagger on
307 ,
g
g
g
p
is a characteristic of the novels rather than the systems. An exception is Brave New World on
302 v
y
p
v N w W
which BookNLP performs quite well, but the others underperform. Manuscript to be reviewed A token-based evaluation of Illinois NE Tagger on
307
this novel for example yields a F1 score of 51.91. The same issue is at hand with Dr. Jekyll and
308
Mr. Hyde and Dracula. Although the main NER module in BookNLP is driven by Stanford
309
NER, we suspect that additional domain adaptations in this package account for this performance
310
difference. 311
d As the standard deviations on the bottom rows of Tables 3 and 4 indicate, the results on the
299
different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301
is a characteristic of the novels rather than the systems. An exception is Brave New World on
302
which BookNLP performs quite well, but the others underperform. Upon inspection, we find
303
that the annotated chapter of this book contains only 5 different characters among which “The
304
Director” which occurs 19 times. This entity is consistently missed by the systems resulting in a
305
high penalty. Furthermore, the ‘Mr.’ in ‘Mr. Foster’ (occurring 31 times) is often not recognised
306
as in some NE models titles are excluded. A token-based evaluation of Illinois NE Tagger on
307
this novel for example yields a F1 score of 51.91. The same issue is at hand with Dr. Jekyll and
308
Mr. Hyde and Dracula. Although the main NER module in BookNLP is driven by Stanford
309
NER, we suspect that additional domain adaptations in this package account for this performance
310
difference. 311 As the standard deviations on the bottom rows of Tables 3 and 4 indicate, the results on the
299
different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301
is a characteristic of the novels rather than the systems An exception is Brave New World on
302 As the standard deviations on the bottom rows of Tables 3 and 4 indicate, the results on the
299
different books vary greatly. However, the different NER systems generally do perform similarly
300
on the same novels, indicating that difficulties in recognising named entities in particular books
301
is a characteristic of the novels rather than the systems. 5 NETWORK ANALYSIS
324 In this section, we explain how the networks were created using the recognised named entities
325
(Subsection 5.1), followed by an explanation of network analysis measures that we applied to
326
compare the networks (Subsection 5.2). We discuss the results of the analysis (Subsection 5.3),
327
as well as present an exploration of the network of one novel in particular to illustrate how
328
a visualisation of a network can highlight particular characteristics of the interactions in the
329
selected novel (Subsection 5.4). 330 8/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Computer Science Computer Science Manuscript to be reviewed BookNLP
Stanford NER
Illinois NER
IXA-NERC
Title
P
R
F1
P
R
F1
P
R
F1
P
R
F1
1984
92.31
70.59
80.00
89.29
73.53
80.65
93.55
85.29
89.23
93.55
85.29
89.23
A Study in Scarlet⊙
25.00
30.77
27.59
22.22
30.77
25.81
14.29
15.38
14.81
20.00
23.08
21.43
Alice in Wonderland
89.13
55.78
68.62
83.33
57.82
68.27
87.07
87.07
87.07
84.30
69.39
76.12
Brave New World
82.93
60.71
70.00
7.50
5.36
6.25
7.69
5.36
6.32
2.63
1.79
2.13
David Copperfield⊙
29.41
35.71
32.26
54.02
67.14
59.87
58.82
71.43
64.52
14.47
15.71
15.07
Dracula⊙
5.00
20.00
8.00
4.00
20.00
6.67
12.50
60.00
20.69
10.53
40.00
16.67
Emma
86.96
93.02
89.89
25.90
27.91
26.87
26.81
28.68
27.72
30.22
32.56
31.34
Frankenstein⊙
52.00
76.47
61.90
37.93
64.71
47.83
30.77
47.06
37.21
34.62
52.94
41.86
Huckleberry Finn
86.84
98.51
92.31
81.08
89.55
85.11
77.92
89.55
83.33
79.71
82.09
80.88
Dr. Jekyll and Mr. Hyde
86.36
82.61
84.44
18.18
17.39
17.78
21.74
21.74
21.74
13.64
13.04
13.33
Moby Dick⊙
67.65
74.19
70.77
63.89
74.19
68.66
68.42
83.87
75.36
37.84
45.16
41.18
Oliver Twist
85.61
94.44
89.81
36.30
42.06
38.97
44.32
33.62
38.24
34.69
40.48
37.36
Pride and Prejudice
79.26
94.69
86.29
32.33
38.05
34.96
29.37
32.74
30.96
33.87
37.17
35.44
The Call of the Wild
80.65
30.49
44.25
86.36
46.34
60.32
89.47
82.93
86.08
88.14
63.41
73.76
The Count of Monte Cristo
78.22
89.77
83.60
67.95
60.23
63.86
79.80
89.77
84.49
72.31
53.41
61.44
The Fellowship of the Ring
73.39
72.15
72.77
66.12
68.35
67.22
56.52
38.40
45.73
63.33
56.12
59.51
The Three Musketeers
65.71
29.49
40.71
63.64
35.90
45.90
45.45
25.64
32.12
73.68
35.90
48.28
The Way We Live Now
73.33
92.77
81.91
49.52
62.65
55.32
28.18
37.35
32.12
43.30
50.60
46.67
Ulysses
76.74
94.29
84.62
70.10
97.14
81.44
71.28
95.71
81.71
72.29
85.71
78.43
Vanity Fair
67.30
65.44
66.36
32.46
34.10
33.26
32.61
34.56
33.56
53.12
47.00
49.88
Mean µ
70.16
68.95
67.72
52.03
53.00
51.13
51.37
55.98
52.26
49.26
48.29
47.61
Standard Deviation σ
24.03
26.27
24.25
27.27
25.24
24.93
28.68
30.16
29.17
29.70
24.71
26.50
Table 3. Precision (P), Recall (R) and F1 scores of different NER systems on classic novels. The highest scores in each
column are highlighted in boldface, and the lowest scores in italics. Novels written in 1st person are marked with ⊙. PeerJ Comput. Sci. Computer Science Computer Science Manuscript to be reviewed Manuscript to be reviewed BookNLP
Stanford NER
Illinois NER
IXA-NERC
Title
P
R
F1
P
R
F1
P
R
F1
P
R
F1
A Game of Thrones
97.98
62.99
76.68
92.73
66.23
77.27
93.51
93.51
93.51
92.08
60.39
72.94
Assassin’s Apprentice⊙
63.33
38.38
47.80
61.19
41.41
49.90
61.45
40.40
48.78
53.12
34.34
41.72
Elantris
82.00
89.78
85.71
76.97
92.70
84.11
83.12
97.08
89.56
76.52
64.23
69.84
Gardens of the Moon
35.29
34.29
34.78
39.02
45.71
42.11
40.43
54.29
46.34
44.44
45.71
45.07
Harry Potter
83.80
90.36
86.96
61.24
65.66
63.37
58.43
58.43
58.43
54.94
53.61
54.27
Magician
72.92
42.17
53.44
65.57
48.19
55.56
77.67
96.39
86.02
63.10
63.86
63.47
Mistborn
96.46
81.95
88.62
93.22
82.71
87.65
90.07
95.49
92.70
94.05
59.40
72.81
Prince of Thorns
69.23
62.07
65.45
64.29
62.07
63.16
60.00
51.72
55.56
72.73
55.17
62.75
Storm Front⊙
65.00
65.00
65.00
68.42
65.00
66.67
64.71
55.00
59.46
63.16
60.00
61.54
The Black Company⊙
77.27
96.23
85.71
29.41
9.43
14.29
67.39
58.49
62.63
60.87
26.42
36.84
The Black Prism
90.29
90.29
90.29
88.35
88.35
88.35
88.68
91.26
89.95
87.21
72.82
79.37
The Blade Itself
62.50
71.43
66.67
71.43
71.43
71.43
52.63
71.43
60.61
55.56
35.71
43.48
The Colour of Magic
83.33
37.50
51.72
84.00
52.50
64.62
71.43
25.00
37.04
77.78
35.00
48.28
The Gunslinger
64.71
100.00
78.57
64.71
100.00
78.57
61.76
95.45
75.00
59.38
86.36
70.37
The Lies of Locke Lamora
86.16
74.05
79.65
87.58
76.22
81.50
86.79
74.59
80.23
88.19
68.65
77.20
The Name of the wind
85.88
74.49
79.78
87.36
77.55
82.16
78.82
68.37
73.22
85.92
62.24
72.19
The Painted Man
87.02
71.70
78.62
86.47
72.33
78.77
80.81
87.42
83.99
83.09
71.07
76.61
The Way of Kings
80.72
87.01
83.75
75.82
89.61
82.14
70.10
88.31
78.16
66.67
49.35
56.72
The Wheel of Time
66.67
45.86
54.34
70.93
77.71
74.16
58.05
87.26
69.72
66.67
57.32
61.64
Way of Shadows
53.85
77.78
63.64
48.72
70.37
57.58
45.45
92.59
60.98
42.86
44.44
43.64
Mean µ
75.22
69.67
70.86
70.87
67.76
68.17
69.57
74.12
70.09
69.42
55.30
60.54
Standard Deviation σ
15.34
20.73
15.86
17.53
20.95
18.08
15.12
21.57
16.67
15.63
15.02
13.50
Table 4. Precision (P), Recall (R) and F1 scores of different NER systems on modern novels. The highest scores in each
column are highlighted in boldface, and the lowest scores in italics. Novels written in 1st person are marked with ⊙. PeerJ Comput. Sci. Computer Science reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 9/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed 5.1 Network Construction
331
As explained in Section 2, we opt for the co-occurrence rather than the conversational method
332
for finding the edges of our networks. The body of text that is used to define a co-occurrence
333
differs per approach. Whereas Fernandez et al. (2015) define such a relation if characters are
334
mentioned in the same sentence, Ardanuy and Sporleder (2014) use a paragraph for the same
335
definition. We consider the delineation of what constitutes a paragraph to be too vague for the
336
purpose of this study. While paragraphs are arguably better at conveying who interacts with
337
whom, simply because of their increased length, it also brings forth an extra complexity in terms
338
of their definition. Traditionally, paragraphs would be separated from another by means of a
339
newline followed by an indented first line of the next paragraph. While this format holds for
340
a part of our collection, it is not uniform. Other paragraph formats simply add vertical white
341
space, or depend solely on the content (Bringhurst, 2004). Especially because the text files in
342
our approach originate from different online sources – each with their own accepted format –
343
we decided that the added ambiguity should be avoided. For this study, we therefore define
344
that a co-occurrence relationship between two characters exists if they are mentioned in the
345
same sentence. For a co-occurrence of more than two characters, we follow Elson et al. (2010). 346
That is, a multi-way co-occurrence between four characters is broken down into six bilateral
347
co-occurrences. 348 For the construction of each social network, the co-occurrences are translated to nodes for
349
characters and edges for relationships between the characters. We thus create a static, undirected
350
and weighted graph. For the weight of each edge, we follow Ardanuy and Sporleder (2014). 351
That is, each edge is assigned a weight depending on the number of interactions between two
352
characters. For the construction of the network, we used NetworkX11 and Gephi12 to visualise
353
the networks. 354 To ground the network analysis to be presented below, we gathered some overall statistics of
355
the network creation process shown in Table A3 on page 24. Manuscript to be reviewed reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 10/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed As mentioned in Subsection 3.3, if
356
the annotator decided that a character was definitely present, but unable to assert which character,
357
the occurrence was marked as default. The fraction of defaults represents what portion of all
358
identified characters was marked with default. The fraction of unidentified characters represents
359
the percentage of characters that were not retrieved by the system, but had to be added by the
360
annotators. Next, we present some overall statistics such as sentence length, the average number
361
of persons in a sentence, and the average fraction of sentences that mention a person. Lastly,
362
we kept track of the total number of annotated sentences, the total number of unique characters
363
and character mentions. The only difference that could be identified between classes is the
364
average sentence length, which was significant at p < .01. The sentences in classic books are
365
significantly longer than in modern novels, suggesting that there is indeed some difference in
366
writing style. However, other than that, none of the other measures differ significantly. This is
367
useful information, as it helps support that the novels used in either class are comparable, despite
368
their age-gap. 369 12https://gephi.org/ – v0.9.1 11https://networkx.github.io/ – v1.11 5.2 Network Features
370 We analyse the following eight network features:
371 We analyse the following eight network features:
371 1. Average degree is the mean degree of all the nodes in the network. The degree of a node
372
is defined as the number of other nodes the node is connected to. If the degree of a node
373
is 0, the node is connected to no other nodes. The degree of a node in a social network
374
is thus is measure of its social ‘activity’ (Wasserman and Faust, 1994). A high value –
375 1. Average degree is the mean degree of all the nodes in the network. The degree of a node
372
is defined as the number of other nodes the node is connected to. If the degree of a node
373
is 0, the node is connected to no other nodes. The degree of a node in a social network
374
is thus is measure of its social ‘activity’ (Wasserman and Faust, 1994). A high value –
375 1. Average degree is the mean degree of all the nodes in the network. The degree of a node
372
is defined as the number of other nodes the node is connected to. If the degree of a node
373
is 0, the node is connected to no other nodes. The degree of a node in a social network
374
is thus is measure of its social ‘activity’ (Wasserman and Faust, 1994). A high value –
375 11/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed Graph density is the fraction of edges compared to the total number of possible edges. 402
It thus indicates how complete the network is, where completeness would constitute all
403
nodes being directly connected by an edge. This is often used in social network analysis
404
to represent how closely the participants of the network are connected (Scott, 2012). 405
6. Modularity is used to represent community structure. The modularity of a network is
406
“...the number of edges falling within groups minus the expected number in an equivalent
407
network with edges placed at random” (Newman, 2006). Newman shows modularity can
408
be used as an optimisation metric to approximate the number of community structures
409
found in the network. To identify the community structures, we used the Louvain algorithm
410
(Blondel et al., 2008). The identification of community structures in graph is useful,
411
because the nodes in the same community are more likely to have other properties in
412
common (Danon et al., 2005). It would therefore be interesting to see if differences can be
413
observed between the prevalence of communities between the classic and modern novels. 414
7. Connected components are the number of distinct graph compartments. That is, a graph
415
component is a subgraph in which any two vertices are connected to each other by paths,
416
and which is connected to no additional vertices in the supergraph. In other words, it
417
is not possible to traverse from one component to another. In most social communities,
418
one ‘giant component’ can typically be identified, which contains the majority of all
419
vertices (Kumar et al., 2010). A higher number of connected components would indicate
420
a higher number of isolated communities. This is different from modularity in the sense
421
that components are more strict. If only a single edge goes out from a subgraph to the
422
12/26
put. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 2. Average Weighted Degree is fairly similar to the average degree, but especially in the
sense of social networks, a distinction must be made. It differs in the sense that the
weighted degree takes into account the weight of each of the connecting edges. Manuscript to be reviewed It
399
is in essence the longest, shortest path that can be found between any two nodes in the
400
network, and is indicative of the linear size of the network (Wasserman and Faust, 1994). 401 4. Network Diameter is the longest possible distance between two nodes in the network. It
399
is in essence the longest, shortest path that can be found between any two nodes in the
400
network, and is indicative of the linear size of the network (Wasserman and Faust, 1994). 401 4. Network Diameter is the longest possible distance between two nodes in the network. It
399
is in essence the longest, shortest path that can be found between any two nodes in the
400
network, and is indicative of the linear size of the network (Wasserman and Faust, 1994). 401 5. Graph density is the fraction of edges compared to the total number of possible edges. 402
It thus indicates how complete the network is, where completeness would constitute all
403
nodes being directly connected by an edge. This is often used in social network analysis
404
to represent how closely the participants of the network are connected (Scott, 2012). 405 5. Graph density is the fraction of edges compared to the total number of possible edges. 402
It thus indicates how complete the network is, where completeness would constitute all
403
nodes being directly connected by an edge. This is often used in social network analysis
404
to represent how closely the participants of the network are connected (Scott, 2012). 405 6. Modularity is used to represent community structure. The modularity of a network is
406
“...the number of edges falling within groups minus the expected number in an equivalent
407
network with edges placed at random” (Newman, 2006). Newman shows modularity can
408
be used as an optimisation metric to approximate the number of community structures
409
found in the network. To identify the community structures, we used the Louvain algorithm
410
(Blondel et al., 2008). The identification of community structures in graph is useful,
411
because the nodes in the same community are more likely to have other properties in
412
common (Danon et al., 2005). It would therefore be interesting to see if differences can be
413
observed between the prevalence of communities between the classic and modern novels. 414 7. Connected components are the number of distinct graph compartments. Manuscript to be reviewed If only a single edge goes out from a subgraph to the
422
12/26
put. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Contrarily, a low value – e.g. in 1984 – indicates that the characters only interact with a
377
small number of other characters. 378
2. Average Weighted Degree is fairly similar to the average degree, but especially in the
379
sense of social networks, a distinction must be made. It differs in the sense that the
380
weighted degree takes into account the weight of each of the connecting edges. Whereas a
381
character in our social network could have a high degree – indicating a high level of social
382
activity – if the weights of all those connected edges are relatively small, this suggests
383
only superficial contact. Conversely, while the degree of a character could be low – e.g. 384
the character is only connected to two other characters – the two edges could have very
385
large weights, indicating a deep social connection between the characters. Newman (2006)
386
underlines the importance of this distinction in his work on scientific collaborations. To
387
continue the examples of Ulysses and 1984; while their average degrees are vastly different
388
(with Ulysses being the highest of its class and 1984 the lowest), their average weighted
389
degrees are comparable. 390
3. Average Path Length is the mean of all the possible shortest paths between each node
391
in the network; also known as the geodesic distance. If there is no path connecting two
392
nodes, this distance is infinite and the two nodes are part of different graph components
393
(see item 7, Connected Components on the next page). The shortest path between two
394
nodes can be found by using Dijkstra’s algorithm (Dijkstra, 1959). The path length is
395
typically an indication of how efficiently information is relayed through the network. A
396
network with a low path length would indicate that the people in the network can reach
397
each other through a relatively small number of steps. 398
4. Network Diameter is the longest possible distance between two nodes in the network. It
399
is in essence the longest, shortest path that can be found between any two nodes in the
400
network, and is indicative of the linear size of the network (Wasserman and Faust, 1994). 401
5. Manuscript to be reviewed e.g. in Ulysses – indicates that the characters interact with many different other characters. Contrarily, a low value – e.g. in 1984 – indicates that the characters only interact with a
small number of other characters. e.g. in Ulysses – indicates that the characters interact with many different other characters. Contrarily, a low value – e.g. in 1984 – indicates that the characters only interact with a
small number of other characters. e.g. in Ulysses – indicates that the characters interact with many different other characters. Contrarily, a low value – e.g. in 1984 – indicates that the characters only interact with a
small number of other characters. e.g. in Ulysses – indicates that the characters interact with many different other characters. 376
Contrarily, a low value – e.g. in 1984 – indicates that the characters only interact with a
377
small number of other characters. 378
2. Average Weighted Degree is fairly similar to the average degree, but especially in the
379
sense of social networks, a distinction must be made. It differs in the sense that the
380
weighted degree takes into account the weight of each of the connecting edges. Whereas a
381
character in our social network could have a high degree – indicating a high level of social
382
activity – if the weights of all those connected edges are relatively small, this suggests
383
only superficial contact. Conversely, while the degree of a character could be low – e.g. 384
the character is only connected to two other characters – the two edges could have very
385
large weights, indicating a deep social connection between the characters. Newman (2006)
386
underlines the importance of this distinction in his work on scientific collaborations. To
387
continue the examples of Ulysses and 1984; while their average degrees are vastly different
388
(with Ulysses being the highest of its class and 1984 the lowest), their average weighted
389
degrees are comparable. 390
3. Average Path Length is the mean of all the possible shortest paths between each node
391
in the network; also known as the geodesic distance. If there is no path connecting two
392
nodes, this distance is infinite and the two nodes are part of different graph components
393
(see item 7, Connected Components on the next page). The shortest path between two
394
nodes can be found by using Dijkstra’s algorithm (Dijkstra, 1959). Manuscript to be reviewed The path length is
395
typically an indication of how efficiently information is relayed through the network. A
396
network with a low path length would indicate that the people in the network can reach
397
each other through a relatively small number of steps. 398
4. Network Diameter is the longest possible distance between two nodes in the network. It
399
is in essence the longest, shortest path that can be found between any two nodes in the
400
network, and is indicative of the linear size of the network (Wasserman and Faust, 1994). 401
5. Graph density is the fraction of edges compared to the total number of possible edges. 402
It thus indicates how complete the network is, where completeness would constitute all
403
nodes being directly connected by an edge. This is often used in social network analysis
404
to represent how closely the participants of the network are connected (Scott, 2012). 405
6. Modularity is used to represent community structure. The modularity of a network is
406
“...the number of edges falling within groups minus the expected number in an equivalent
407
network with edges placed at random” (Newman, 2006). Newman shows modularity can
408
be used as an optimisation metric to approximate the number of community structures
409
found in the network. To identify the community structures, we used the Louvain algorithm
410
(Blondel et al., 2008). The identification of community structures in graph is useful,
411
because the nodes in the same community are more likely to have other properties in
412
common (Danon et al., 2005). It would therefore be interesting to see if differences can be
413
observed between the prevalence of communities between the classic and modern novels. 414
7. Connected components are the number of distinct graph compartments. That is, a graph
415
component is a subgraph in which any two vertices are connected to each other by paths,
416
and which is connected to no additional vertices in the supergraph. In other words, it
417
is not possible to traverse from one component to another. In most social communities,
418
one ‘giant component’ can typically be identified, which contains the majority of all
419
vertices (Kumar et al., 2010). A higher number of connected components would indicate
420
a higher number of isolated communities. This is different from modularity in the sense
421
that components are more strict. Manuscript to be reviewed Whereas a
character in our social network could have a high degree – indicating a high level of social
activity – if the weights of all those connected edges are relatively small, this suggests
only superficial contact. Conversely, while the degree of a character could be low – e.g. the character is only connected to two other characters – the two edges could have very
large weights, indicating a deep social connection between the characters. Newman (2006)
underlines the importance of this distinction in his work on scientific collaborations. To
continue the examples of Ulysses and 1984; while their average degrees are vastly different
(with Ulysses being the highest of its class and 1984 the lowest), their average weighted
degrees are comparable. 3. Average Path Length is the mean of all the possible shortest paths between each node
391
in the network; also known as the geodesic distance. If there is no path connecting two
392
nodes, this distance is infinite and the two nodes are part of different graph components
393
(see item 7, Connected Components on the next page). The shortest path between two
394
nodes can be found by using Dijkstra’s algorithm (Dijkstra, 1959). The path length is
395
typically an indication of how efficiently information is relayed through the network. A
396
network with a low path length would indicate that the people in the network can reach
397
each other through a relatively small number of steps. 398 3. Average Path Length is the mean of all the possible shortest paths between each node
391
in the network; also known as the geodesic distance. If there is no path connecting two
392
nodes, this distance is infinite and the two nodes are part of different graph components
393
(see item 7, Connected Components on the next page). The shortest path between two
394
nodes can be found by using Dijkstra’s algorithm (Dijkstra, 1959). The path length is
395
typically an indication of how efficiently information is relayed through the network. A
396
network with a low path length would indicate that the people in the network can reach
397
each other through a relatively small number of steps. 398 4. Network Diameter is the longest possible distance between two nodes in the network. Manuscript to be reviewed That is, a graph
415
component is a subgraph in which any two vertices are connected to each other by paths,
416
and which is connected to no additional vertices in the supergraph. In other words, it
417
is not possible to traverse from one component to another. In most social communities,
418
one ‘giant component’ can typically be identified, which contains the majority of all
419
vertices (Kumar et al., 2010). A higher number of connected components would indicate
420
a higher number of isolated communities. This is different from modularity in the sense
421
that components are more strict. If only a single edge goes out from a subgraph to the
422 12/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 5.3 Results of Network Analysis
431 While we can observe large variation overall, there is no clear difference between the two
439
classes, i.e. between classic and modern novels. None of the evaluated network features differ
440
significantly between these classes. Graph density is the feature that comes closest to being
441
significant (p = 0.09), with our classic novels on average exhibiting denser networks than the
442
modern ones. 443 In order to better interpret these values, and in order to find out whether this variance in
444
network features is by itself a characteristic property of social networks exposed in novels, or
445
whether this is true for social networks in general, we need a point for comparison. For that
446
purpose, we compare our network results to metrics that have been reported for other social
447
network in the literature. Table 5 shows ten such networks for comparison, including three small
448
networks on karate club members, football players, and email users (Telesford et al., 2011), three
449
medium-sized networks of mathematicians, a larger group of email users, and actors (Boccaletti
450
et al., 2006), and four large networks of online platforms (Mislove et al., 2007). 451 We can see that social networks reported elsewhere exhibit a wide variation as well, showing
452
(unsurprisingly) an even much wider range for the network size, with the reported online social
453
networks reaching millions of nodes. Our networks from novels are on the lower end of the size
454
range, with the smallest ones being smaller than the smallest network of our comparison set
455
(Karate). This directly explains why the path lengths are also on the lower end of the range, but
456
with a considerable overlap. With respect to the average degree, our novel networks are covered
457
by the range given by these comparison networks, with even the outliers of our dataset being
458
less extreme than the most extreme cases of the comparison networks. The same holds for the
459
clustering coefficient, except for the outlier for a very small network with a clustering coefficient
460
of 0 (Alice in Wonderland). In summary, we can say that social networks from novels appear
461
to be no different than social networks in general in showing a high variation in basically all
462
network features across different networks. 5.3 Results of Network Analysis
431 While networks differ much individually, there is no
463
significant fundamental difference between classic and modern novels. 464 Manuscript to be reviewed supergraph, it is no longer considered a separate component. Modularity attempts to
identify those communities that are basically ‘almost’ separate components. supergraph, it is no longer considered a separate component. Modularity attempts to
423
identify those communities that are basically ‘almost’ separate components. 424 8. Average clustering coefficient is the mean of all clustering coefficients. The clustering
425
coefficient of a node can perhaps best be described as ‘all-my-neighbours-know-each-
426
other’. Social networks with a high clustering coefficient (and low average path length)
427
may exhibit small world13 properties (Watts and Strogatz, 1998). The small world
428
phenomenon was originally described by Stanley Milgram in his perennial work on social
429
networks (Travers and Milgram, 1967). 430 Manuscript to be reviewed The character Dany does not truly interact
479
with the characters of this main cluster, but is rather name-dropped in conversations between
480
characters in that cluster. Her character ‘co-occurs’ with the characters that drop her name and
481
edges are created to represent that. 482 the largest network of the modern novels, which is A Game of Thrones. A visualisation of that
468
network is shown in Figure 1. We see that it is a quite dense network with many connections
469
(it has the highest average degree of all modern novels; see Table A5) and a complex structure. 470
Despite this complexity, the relationship between the main characters of this novel can easily
471
be identified from this visualisation, and one can clearly identify social clusters. Such informal
472
visual explorations should then of course be substantiated with formal analyses, i.e. by ranking
473
the edges of the network by their weights and by applying a clustering algorithm in the case of
474
the two given examples. As the readers of this novel might have alraedy spotted, Dany resides in
475
a completely different part of the world in this novel, which explains her distance from rest of
476
the network. Moreover, in A Game of Thrones, this character does not at any point physically
477
interact with any of the characters in the larger cluster. This highlights a caveat of the use of
478
co-occurrence networks over conversational networks. The character Dany does not truly interact
479
with the characters of this main cluster, but is rather name-dropped in conversations between
480
characters in that cluster. Her character ‘co-occurs’ with the characters that drop her name and
481
edges are created to represent that. 482 To stick with the example of Dany, we can also identify two seemingly separate characters,
483
Dany and Daenerys Targaryen in Figure 1. These names actually refer to the same entity. 484
As mentioned in Section 2, this issue may be addressed by creating a list of aliases for each
485
character. Some online sources exist that can help expedite this process, but we would argue these
486
sources are not applicable to our modern novels. Whereas 19th century novels typically have
487
characters with more traditional names such as Elizabeth Bennet, modern fantasy novels have
488
unconventional names such as Daenerys Targaryan. 14MetaCPAN is a search engine for Perl code and documentation: https://metacpan.org/source/
BRIANL/Lingua-EN-Nickname-1.14/nicknames.txt Last Retrieved: 30 October 2017 Manuscript to be reviewed average
clustering
average
network
via
nodes
degree
coefficient
path length
Karate
Telesford et al. (2011)
35†
4.46
0.55
2.41†
Football
Telesford et al. (2011)
115
10.66
0.40
2.51
E-mail
Telesford et al. (2011)
1 133
9.62
0.22
3.60
Math1999
Boccaletti et al. (2006)
58 516
5.00
0.15
8.46⋄
e-mail
Boccaletti et al. (2006)
59 812
2.88
0.03†
4.95
Actors
Boccaletti et al. (2006)
225 226
61.00⋄
0.79⋄
3.65
YouTube
Mislove et al. (2007)
1 157 827
1.81
0.14
5.10
Flickr
Mislove et al. (2007)
1 846 198
1.76
0.31
5.67
Orkut
Mislove et al. (2007)
3 072 441
1.50†
0.17
4.25
LiveJournal
Mislove et al. (2007)
5 284 457⋄
1.62
0.33
5.88
maximum
522
15.77
0.81
3.33
classic novels
mean
106
6.14
0.60
2.49
minimum
10
1.66
0.00
1.53
maximum
314
10.50
0.75
4.06
modern novels
mean
99
5.50
0.56
2.68
minimum
27
3.00
0.42
2.22
Table 5. Comparison to other social networks. The highest scores in each column are
highlighted with a ⋄and the lowest scores with a † for the comparison networks. Table 5. Comparison to other social networks. The highest scores in each column are
highlighted with a ⋄and the lowest scores with a † for the comparison networks. the largest network of the modern novels, which is A Game of Thrones. A visualisation of that
468
network is shown in Figure 1. We see that it is a quite dense network with many connections
469
(it has the highest average degree of all modern novels; see Table A5) and a complex structure. 470
Despite this complexity, the relationship between the main characters of this novel can easily
471
be identified from this visualisation, and one can clearly identify social clusters. Such informal
472
visual explorations should then of course be substantiated with formal analyses, i.e. by ranking
473
the edges of the network by their weights and by applying a clustering algorithm in the case of
474
the two given examples. As the readers of this novel might have alraedy spotted, Dany resides in
475
a completely different part of the world in this novel, which explains her distance from rest of
476
the network. Moreover, in A Game of Thrones, this character does not at any point physically
477
interact with any of the characters in the larger cluster. This highlights a caveat of the use of
478
co-occurrence networks over conversational networks. 5.4 Network Exploration
465 5.4 Network Exploration
465 In addition to the formal analysis above, we show here a more informal exploration of one of the
466
networks in order to give a more intuitive explanation of our results. For that purpose, we selected
467 13https://en.wikipedia.org/wiki/Small-world_experiment 13/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed External sources such as on metaCPAN14
489
can help to connect Elizabeth to nicknames such as Lizzy, but there are no sources that can do
490
this for Daenerys and Dany. Even if there was such a source, the question remains whether if it
491 14/26 PeerJ Comput. Sci. Manuscript to be reviewed reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Computer Science Manuscript to be reviewed Joseth
Joseth
Harys Ser
Harys Ser
Brackens
Brackens
Lord Robb
Lord Robb
Cohollo
Cohollo
Piper Ser Marq
Piper Ser Marq
Hullen
Hullen
Tommen Prince
Tommen Prince
Trant Meryn Ser
Trant Meryn Ser
Hightower Ser Gerold
Hightower Ser Gerold
Lord Vance
Lord Vance
Dareon
Dareon
Arya Horseface
Arya Horseface
Lord Hornwood
Lord Hornwood
Robert Baratheon
Robert Baratheon
Cotter Pyke
Cotter Pyke
Caron Lord Bryce
Caron Lord Bryce
Elia
Elia
Stark Sansa
Stark Sansa
Mott Master
Mott Master
Aggo
Aggo
Rodrik Cassel Ser
Rodrik Cassel Ser
Thoros
Thoros
Lyanna
Lyanna
Ser Donnel
Ser Donnel
Nymeria
Nymeria
Sherrer
Sherrer
Tarly Sam
Tarly Sam
Jhiqui
Jhiqui
Alyssa Arryn
Alyssa Arryn
Jyck
Jyck
Yoren
Yoren
Frey Lady
Frey Lady
Rayder Mance
Rayder Mance
Pyp
Pyp
Manderly Ser Wylis
Manderly Ser Wylis
Chella
Chella
Jhogo
Jhogo
Chiggen
Chiggen
Dontos Ser
Dontos Ser
Bronze Yohn Royce
Bronze Yohn Royce
Chett
Chett
Visenya
Visenya
Cassel Jory
Cassel Jory
Grenn
Grenn
Lord Slynt
Lord Slynt
Hal Mollen
Hal Mollen Ned Stark
Ned Stark
Stark Brandon
Stark Brandon
Mikken
Mikken
Greyjoy Balon
Greyjoy Balon
Morrec
Morrec
Tomard
Tomard
Danwell
Danwell
Mya Stone
Mya Stone
Heartsbane
Heartsbane
Jaremy Ser Rykker
Jaremy Ser Rykker
Egen Ser Vardis
Egen Ser Vardis
Godwyn
Godwyn
Castle Black
Castle Black
Lord Dondarrion Beric
Lord Dondarrion Beric
Brynden Blackfish
Brynden Blackfish
Maester Luwin
Maester Luwin
Maester Aemon
Maester Aemon
Craven
Craven
Mord
Mord
Matt
Matt
Clegane Sandor
Clegane Sandor
Shae
Shae
Harrenhal
Harrenhal
Lord Nestor Royce
Lord Nestor Royce
Pentoshi
Pentoshi
Toad
Toad
Porther
Porther
Lord lord Tyrion
Lord lord Tyrion
Mago
Mago
Vargo Hoat
Vargo Hoat
Rickon
Rickon
Eroeh
Eroeh
Lord Arryn
Lord Arryn
Quaro
Quaro
Lord Piper
Lord Piper
Lysa Lady Arryn
Lysa Lady Arryn
Braavosi
Braavosi
Matthar
Matthar
Bracken Jonos Lord
Bracken Jonos Lord
Lord Steward
Lord Steward
Manderly Ser Wendel
Manderly Ser Wendel
Tregar
Tregar
Timett
Timett
Santagar Ser Aron
Santagar Ser Aron
Barristan Selmy Ser
Barristan Selmy Ser
Payne Ser Ilyn
Payne Ser Ilyn
Boy Moon
Boy Moon
Perwyn Ser
Perwyn Ser
Lord Mallister Jason
Lord Mallister Jason
Samwell Tarly
Samwell Tarly
Poole Vayon
Poole Vayon
Jofftey
Jofftey
Beth
Beth
Gared
Gared
Moreo
Moreo
Whent Oswell Ser
Whent Oswell Ser
Forel Syrio
Forel Syrio
Dany
Dany
Kurleket
Kurleket
Greatjon
Greatjon
Lannister Tyrion
Lannister Tyrion
Ser Moore Mandon
Ser Moore Mandon
Lord Wyman
Lord Wyman
Hardin
Hardin
Dorne
Dorne
Lord Jon
Lord Jon
Stannis Baratheon Lord
Stannis Baratheon Lord
Jeren
Jeren
Ulf
Ulf
Fat Tom
Fat Tom
Jaime Ser Lannister
Jaime Ser Lannister
Ogo Khal
Ogo Khal
Moat Cailin
Moat Cailin
Cassel Martyn
Cassel Martyn
Alliser Ser Thorne
Alliser Ser Thorne
Farlen
Farlen
Lord Robert
Lord Robert
Lys
Lys
Lord Rowan
Lord Rowan
Jeyne Poole
Jeyne Poole
Tyroshi
Tyroshi
Conn
Conn
Maegor
Maegor
Haggo
Haggo
Vale
Vale
Edmure Ser Tully
Edmure Ser Tully
Highgarden
Highgarden
Gage
Gage
Hill Horn
Hill Horn
Coratt
Coratt
Heddle Masha
Heddle Masha
Maege Mormont
Maege Mormont
Lady Catelyn Stark
Lady Catelyn Stark
Cayn
Cayn
Ben Stark
Ben Stark
Marillion
Marillion
Lady Mormont
Lady Mormont
King
King
Robert Arryn
Robert Arryn
Gendry
Gendry
Xho Jalabhar
Xho Jalabhar
Khaleesi
Khaleesi
Lord Baratheon Renly
Lord Baratheon Renly
Alyn
Alyn
Lord Baelish Petyr
Lord Baelish Petyr
Lady Sansa
Lady Sansa
Mirri Maz Duur
Mirri Maz Duur
Lord Frey Walder
Lord Frey Walder
Father
Father
Ser Addam Marbrand
Ser Addam Marbrand
Hugh Ser
Hugh Ser
Old Nan
Old Nan
Lharys
Lharys
Jacks
Jacks
Rhaegar Targaryen
Rhaegar Targaryen
Joffrey Prince
Joffrey Prince
Boros Ser Blount
Boros Ser Blount
Vance Karyl
Vance Karyl
Joff
Joff
Arthur Dayne Ser
Arthur Dayne Ser
Mordane Septa
Mordane Septa
Ser Tallhart Helman
Ser Tallhart Helman
Lord Tytos Blackwood
Lord Tytos Blackwood
Tywin Lord Lannister
Tywin Lord Lannister
Yi Ti
Yi Ti
Jen Ben
Jen Ben
Halder
Halder
Shagga
Shagga
Arryn Jon
Arryn Jon
Dolf
Dolf
Baelor
Baelor
Gunthor
Gunthor
Tyrell Ser Loras
Tyrell Ser Loras
Lannister Ser Kevan
Lannister Ser Kevan
Stevron Frey Ser
Stevron Frey Ser
Tanda Lady
Tanda Lady
Raymun Darry Ser
Raymun Darry Ser
Shaggydog
Shaggydog
Lord Tully Hoster
Lord Tully Hoster
Arys Ser
Arys Ser
Flowers Jafer
Flowers Jafer
Willis Ser Wode
Willis Ser Wode
Dawn
Dawn
Heward
Heward
Willem Darry
Willem Darry
Fogo
Fogo
Malleon
Malleon
Will
Will
Rhaggat Khal
Rhaggat Khal
Mycah
Mycah
Jaggot
Jaggot
Flement Brax Ser
Flement Brax Ser
Umar
Umar
Robar Ser
Robar Ser
Naerys
Naerys
Cheyk
Cheyk
Tobho Mott
Tobho Mott
Benjen Stark
Benjen Stark
Mohor
Mohor
Littlefinger
Littlefinger
Lord Tyrell
Lord Tyrell
Brynden Ser Tully
Brynden Ser Tully
Hali
Hali
Myrcella
Myrcella
Stiv
Stiv
Othell Yarwyck
Othell Yarwyck
Greyjoy Theon
Greyjoy Theon
Irri
Irri
Maester Pycelle
Maester Pycelle
Grey Wind
Grey Wind
Quorin Halfhand
Quorin Halfhand
Jaehaerys
Jaehaerys
Lord Cerwyn
Lord Cerwyn
Clydas
Clydas
Rakharo
Rakharo
Dywen
Dywen
Magister Illyrio
Magister Illyrio
Torrhen
Torrhen
Aegon Targaryen
Aegon Targaryen
Bowen Marsh
Bowen Marsh
Daryn Hornwood
Daryn Hornwood
Riverrun
Riverrun
Clegane Gregor Ser
Clegane Gregor Ser
Snow Jon
Snow Jon
Rast
Rast
Aerys Targaryen
Aerys Targaryen
Drogo Khal
Drogo Khal
Viserys Targaryen
Viserys Targaryen
Qotho
Qotho
Whent Lady
Whent Lady
Hobb Three-Finger
Hobb Three-Finger
Dothraki
Dothraki
Royce Ser Andar
Royce Ser Andar
Karyl Ser
Karyl Ser
Hake
Hake
Lance
Lance
Hosteen
Hosteen
Mace Tyrell
Mace Tyrell
Lord Hunter
Lord Hunter
Hallis Mollen
Hallis Mollen
Dothrak Vaes
Dothrak Vaes
Daeren Targaryen
Daeren Targaryen
Lord Lefford
Lord Lefford
Volantis
Volantis
Glover Galbart
Glover Galbart
Rhaego
Rhaego
Bolton Roose
Bolton Roose
Catelyn Tully
Catelyn Tully
Lannister Cersei
Lannister Cersei
Joss
Joss
Waymar Ser Royce
Waymar Ser Royce
Lothor Brune
Lothor Brune
Lord Tarly Randyll
Lord Tarly Randyll
Derik Lord
Derik Lord
Jared Frey Ser
Jared Frey Ser
Tyrosh
Tyrosh
Ser Swann Balon
Ser Swann Balon
Lord Varys
Lord Varys
Bran
Bran
Harrion Karstark
Harrion Karstark
Jhaqo
Jhaqo
Doreah
Doreah
Haider
Haider
bush
bush
Janos Slynt
Janos Slynt
Brothers Moon
Brothers Moon
Arya Stark
Arya Stark
Daenerys Targaryen
Daenerys Targaryen
Corbray Lyn Ser
Corbray Lyn Ser
Hodor
Hodor
Robett Glover
Robett Glover
Harwin
Harwin
Arbor
Arbor
Lord Karstark Rickard
Lord Karstark Rickard
Bronn
Bronn
Hobber Ser
Hobber Ser
Khal Jommo
Khal Jommo
Horas Ser
Horas Ser
Lord Mormont
Lord Mormont
Desmond
Desmond
Starks
Starks
Robb Stark
Robb Stark
Lord
Lord
Albett
Albett
Noye Donal
Noye Donal
Jorah Ser Mormont
Jorah Ser Mormont
Figure 1. Manuscript to be reviewed Social network of G.R.R. Martin’s A Game of Thrones
Manuscript to be review
omputer Science Figure 1. Social network of G.R.R. Martin’s A Game of Thrones is desirable to collapse those characters. Especially in A Game of Thrones, the mentions of Dany
492
and Daenerys Targaryen occur in entirely different contexts. Whereas references to Dany occur
493
in an environment that is largely friendly towards her; her formal name of Daenerys Targaryen
494
is mostly used by her enemies (in her absence). Rather than simply collapsing the two characters
495
as one, it might be useful to be able to retain that distinction. This is a design choice that will
496
depend on the type of research question one wants to answer by analysing the social networks. 497 Manuscript to be reviewed Original
Adjusted
Blue
Richard
Croaker
Thomas
Curly
Daniel
Dancing
Edward
Mercy
Charles
One-Eye
Timothy
Silent
James
Walleye
William
Table 6. Unidentified names in The Black Company replaced by generic English names. Table 6. Unidentified names in The Black Company replaced by generic English names shows all names affected for The Black Company. 510 Secondly, we noticed that persons with special characters in their names can prove difficult
511
to retrieve. For example, names such as d’Artagnan in The Three Musketeers or Shai’Tan in
512
The Wheel of Time were hard to recognise for the systems. To test this, we replaced all names
513
in our corpus such as d’Artagnan or Shai’Tan with Dartagnan and Shaitan. By applying these
514
transformations to our corpus, we found that the performances could be improved, uncovering
515
some of the issues that plague named entity recognition. As can be observed in Figure 2, not all
516
of the novels were affected by these transformations. Out of the 40 novels used in this study,
517
we were able to improve the performance for 14. While the issue of the apostrophed affix was
518
not as recurrent in our corpus as the real-word names, its impact on performance is troublesome
519
nonetheless. Clearly, two novels are more affected by these transformations than the others,
520
namely: The Black Company and the The Three Musketeers. To further sketch these issues, we
521
delve a bit deeper into these two specific novels. 522 These name transformations show that the real-word names and names with special characters
523
were indeed problematic and put forth a problem for future studies to tackle. As illustrated
524
by Figure 2, the aforementioned issues are also present in the classic novels typically used by
525
related works (such as The Three Musketeers). This begs the question of the scope of these
526
problems. To the best of our knowledge, similar works have not identified this issue to affect their
527
performances, but we have shown that with a relatively simple workaround, the performance can
528
be drastically improved. It would thus be interesting to evaluate how much these studies suffer
529
from the same issue. Lastly, as manually replacing names is clearly far from ideal, we would
530
like to encourage future work to find a more robust approach to resolve this issue. 531 The Black Company
532 This fantasy novel describes the dealings of an elite mercenary unit – The Black Company – and
533
its members, all of which go by code names such as the ones in Table 6. With a preliminary F1
534
score of 06.85 (see Table A4), The Black Company did not do very well. We found this book
535
had the highest percentage of unidentified characters of our collection. Out of the 14 characters
536
found by our annotators, only 5 were identified by the pipeline. Interestingly enough, 8 out of the
537
9 unidentified characters in this novel have names that correspond to regular nouns. By applying
538
our name transformation alone, the F1 score rose from 06.85 to the highest in our collection to
539
90. 540 6 DISCUSSION AND PERFORMANCE BOOSTING OPTIONS
498 In analysing the output of the different NER systems, we found that some types of characters
499
were particularly difficult to recognise. Firstly, we found a number of unidentified names that
500
are so called word names (i.e. terms that also occur in dictionaries, for example to denote nouns
501
such as Grace or Rebel). We suspected that this might hinder the named entity recognition,
502
which is why we collected all such names in our corpus in Table A1 on page 22, and highlighted
503
such word names with a †. This table shows that approximately 50% of all unidentified names
504
in our entire corpus consist at least partially of a word name, which underpins that this issue is
505
potentially widely spread. In order to verify this, we replaced all potentially problematic names
506
in the source material by generic English names. We made sure not to add names that were
507
already assigned to other characters in the novel, and we ensured that these names were not also
508
regular nouns. An example of these changed character names can be found in Table 6, which
509 15/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Computer Science Computer Science Manuscript to be reviewed 0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Assassin's Apprentice
Gardens of the Moon
The Black Company
The Blade Itself
The Colour of Magic
The Gunslinger
The Lies of Locke Lamora
The Name of the Wind
The Wheel of Time
Alice in Wonderland
Brave New World
The Call of the Wild
The Three Musketeers
Vanity Fair
Performance in F1-score
Default
Apostrophe
Real Names
Modern
Classic
Figure 2. Effect of transformations on all affected classic and modern novels in F1score in
using the BookNLP pipeline (includes co-reference resolution) Assassin's Apprentice
Gardens of the Moon Figure 2. Effect of transformations on all affected classic and modern novels in F1score in
using the BookNLP pipeline (includes co-reference resolution) Three Musketeers performs the second worst of our corpus, and the worst in its class. By
544
simply replacing names such as d’Artagnan with Dartagnan the F1 score rose from 13.91 to
545
53, suggesting that the apostrophed name was indeed the main issue. To visualise this, we have
546
included figures of both The Three Musketeer networks – before and after the fix – in Figures 3
547
and 4. As can be observed in Figure 3, the main character of the novel is hardly represented in
548
this network, which is not indicative of the actual story. The importance of resolving the issue of
549
apostrophed named is made clear in Figure 4, where the main character is properly represented. 550 The Three Musketeers
541 This classic piece recounts the adventures of a young man named d’Artagnan, after he leaves
542
home to join the Musketeers of the Guard. With an F1 score of 13.91 (see Table A4), The
543 home to join the Musketeers of the Guard. With an F1 score of 13.91 (see Table A4), The
543 16/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) 7 CONCLUSION & FUTURE WORK
551 Tremouille... de M. Tremouille... Norman
Norman
de M. Bassompier... de M. Bassompier... IV Henry
IV Henry
Villiers George
Villiers George
Bearnais
Bearnais
I Charles
I Charles
Pierre
Pierre
monsieur Aramis ... monsieur Aramis ... Jussac
Jussac
Denis
Denis
Gascons
Gascons
Coquenard Madame
Coquenard Madame
Crevecoeur
Crevecoeur
Picard
Picard
pope Pope
pope Pope
de M. Treville
de M. Treville
de Marie Medicis
de Marie Medicis
Lorraine
Lorraine
#N/A
#N/A
Cardinal Monsieur
Cardinal Monsieur
Fourreau
Fourreau
Bicarat
Bicarat
Marie Michon MAR... Marie Michon MAR... Lord de Winter
Lord de Winter
Milady de De Win... Milady de De Win... M. dâArtagnan
M. dâArtagnan
Duke
Duke
Messieurs Porthos
Messieurs Porthos
Kitty
Kitty
Figure 3. Social network of The Three Musketeers without adjustment for apostrophed names. Manuscript to be reviewed
mputer Science gure 3. Social network of The Three Musketeers without adjustment for apostrophed names To answer our primary research question, we evaluated four state-of-the-art named entity
560
recognition systems on 20 classic and 20 modern science fiction/fantasy novels. In our study,
561
we found no significant difference in performance of the named entity recognisers on classic
562
novels and modern novels. We did find that novels written in 3rd person perspective perform
563
significantly better than those written in 1st person, which is in line with findings in related
564
studies. In addition, we observed a large amount of variance within each class, even despite
565
our limitation for the modern novels to the fantasy/science fiction genre. We also identified
566
some recurring problems that hindered named entity recognition. We delved deeper into two
567
such problematic novels, and find two main issues that overarch both classes. Firstly, we found
568
that word names such as Mercy are more difficult to identify to the systems. We showed that
569
replacing problematic word names by generic placeholders can increase performance on affected
570
novels. Secondly, we found that apostrophed names such as d’Artagnan also prove difficult
571
to automatically identify. With fairly simple methods that capture some cultural background
572
knowledge, we circumvented the above two issues to drastically increase the performance of the
573
used pipeline. To the best of our knowledge, none of the related studies discussed in Section 2
574
acknowledge the presence of these issues. 7 CONCLUSION & FUTURE WORK
551 In this study, we set out to close a gap in the literature when it comes to the evaluation of named
552
entity recognition for the creation of social networks from fiction literature. In our exploration
553
of related work, we found no other studies that attempt to compare networks from classic and
554
modern fiction. To fill this gap, we attempted to answer the following two research questions:
555 • To what extent are off-the-shelf named entity recognition tools suitable for identifying
556
fictional characters in novels? 557 • To what extent are off-the-shelf named entity recognition tools suitable for identifying
556
fictional characters in novels? 557 • Which differences or similarities can be discovered between social networks extracted for
558
different novels? 559 17/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Computer Science Manuscript to be reviewed Chalais
Chalais
M. Bonacieux
M. Bonacieux
de M. Busigny
de M. Busigny
Houdiniere La
Houdiniere La
John Felton
John Felton
Bois-Tracy de Ma... Bois-Tracy de Ma... de M. Schomberg
de M. Schomberg
Lubin
Lubin
Porthos Monsieur
Porthos Monsieur
la Harpe de Rue
la Harpe de Rue
Rochellais
Rochellais
Richelieu de
Richelieu de
de Busigny Monsi... de Busigny Monsi... Milady Clarik
Milady Clarik
Rochefort
Rochefort
Grimaud Monsieur
Grimaud Monsieur
M. Coquenard
M. Coquenard
de Treville Mons... de Treville Mons... Mr. Felton
Mr. Felton
Montague
Montague
dâArtagnan Mon... dâArtagnan Mon... Buckingham de Mo... Buckingham de Mo... de Monsieur Voit... de Monsieur Voit... Monsieur Bernajo... Monsieur Bernajo... III Henry
III Henry
Monsieur Dessess... Monsieur Dessess... de Chevreuse Mad... de Chevreuse Mad... Donna Estafania
Donna Estafania
Lord Duke
Lord Duke
Quixote Don
Quixote Don
Lorme de Marion
Lorme de Marion
de Cahusac Monsi... de Cahusac Monsi... Bazin
Bazin
Chevalier Monsie... Chevalier Monsie... Musketeer
Musketeer
Constance Bonaci... Constance Bonaci... M. Dessessart
M. Dessessart
Germain
Germain
de M. Cavois
de M. Cavois
Judith
Judith
Gascon
Gascon
Mousqueton
Mousqueton
Monsieur Athos
Monsieur Athos
Duke Monsieur
Duke Monsieur
Charlotte Backson
Charlotte Backson
Bethune
Bethune
Planchet Monsieur
Planchet Monsieur
Louis XIII
Louis XIII
Bonacieux Madame
Bonacieux Madame
de Benserade Mon... de Benserade Mon... Gervais
Gervais
Meung
Meung
Chesnaye La
Chesnaye La
Bonacieux Monsie... Bonacieux Monsie... Chrysostom
Chrysostom
Wardes de De M. Wardes de De M. Coquenard Monsie... Coquenard Monsie... Patrick
Patrick
Berry
Berry
Mande
Mande
Laporte M. Laporte M. de M. Laffemas
de M. Laffemas
Laporte Monsieur
Laporte Monsieur
Louis XIV
Louis XIV
Anne
Anne
de M. 7 CONCLUSION & FUTURE WORK
551 We would thus like to encourage future work to
575
evaluate the impact of these two issues on existing studies, and call to develop a more robust
576
approach to tackle them in future studies. 577 To answer our secondary research question, we created social networks for each of the
578
novels in our collection and calculated several networks features with which we compared the
579
two classes. As with the named entity recognition experiments, no major differences were
580
found between the classic and modern novels. Again, we found that the distribution of network
581
measures within a class was subject to high variance, which holds for our collection of both
582
classic and modern novels. We therefore recommend that future work focuses on determining
583
particular characteristics that can influence these analyses first and then perform a comparative
584
analysis between subsets to see if this similarity between classes holds when the variance is
585
reduced. Future studies could therefore attempt to compare classic and modern novels in the
586
same genre or narration type (e.g. first-person vs third-person perspective). Lastly, different
587
types of networks that for example collapse characters that occur under different names (cf. Dany
588
and Daenerys) as well as dealing with plural pronouns and group membership (e.g. characters
589 18/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Computer Science Manuscript to be reviewed Chalais
Chalais
M. Bonacieux
M. Bonacieux
de M. Busigny
de M. Busigny
Houdiniere La
Houdiniere La
John Felton
John Felton
Bois-Tracy de Ma... Bois-Tracy de Ma... de M. Schomberg
de M. Schomberg
Lubin
Lubin
Porthos Monsieur
Porthos Monsieur
la Harpe de Rue
la Harpe de Rue
Rochellais
Rochellais
de Marie Medicis
de Marie Medicis
de Busigny Monsi... de Busigny Monsi... Milady Clarik
Milady Clarik
Rochefort
Rochefort
Grimaud Monsieur
Grimaud Monsieur
M. Coquenard
M. Coquenard
de Treville Mons... de Treville Mons... Commissary Monsi... Commissary Monsi... Mr. Felton
Mr. Felton
Montague
Montague
Buckingham de Mo... Buckingham de Mo... de Monsieur Voit... de Monsieur Voit... M. Dartagnan
M. Dartagnan
Monsieur Bernajo... Monsieur Bernajo... III Henry
III Henry
Monsieur Dessess... Monsieur Dessess... de Chevreuse Mad... de Chevreuse Mad... Donna Estafania
Donna Estafania
Lord Duke
Lord Duke
Quixote Don
Quixote Don
Lorme de Marion
Lorme de Marion
de Cahusac Monsi... de Cahusac Monsi... Bazin
Bazin
Chevalier Monsie... Chevalier Monsie... Musketeer
Musketeer
M. Dessessart
M. Dessessart
Germain
Germain
de M. Cavois
de M. 7 CONCLUSION & FUTURE WORK
551 Cavois
Judith
Judith
Monsieur Dartagn... Monsieur Dartagn... Gascon
Gascon
Mousqueton
Mousqueton
Monsieur Athos
Monsieur Athos
Duke Monsieur
Duke Monsieur
Charlotte Backson
Charlotte Backson
Bethune
Bethune
Planchet Monsieur
Planchet Monsieur
Louis XIII
Louis XIII
Milady de Winter
Milady de Winter
Bonacieux Madame
Bonacieux Madame
de Benserade Mon... de Benserade Mon... Gervais
Gervais
Meung
Meung
Chesnaye La
Chesnaye La
Bonacieux Monsie... Bonacieux Monsie... Chrysostom
Chrysostom
Wardes de De M. Wardes de De M. Coquenard Monsie... Coquenard Monsie... Patrick
Patrick
Lord de De Winter
Lord de De Winter
Berry
Berry
Mande
Mande
Laporte M. Laporte M. Richelieu de
Richelieu de
Godeau
Godeau
Laporte Monsieur
Laporte Monsieur
Louis XIV
Louis XIV
Anne
Anne
de M. Tremouille... de M. Tremouille... Norman
Norman
de M. Bassompier... de M. Bassompier... IV Henry
IV Henry
Villiers George
Villiers George
de M. Laffemas
de M. Laffemas
Bearnais
Bearnais
Pierre
Pierre
monsieur Aramis ... monsieur Aramis ... Jussac
Jussac
Denis
Denis
Gascons
Gascons
Crevecoeur
Crevecoeur
Picard
Picard
pope Pope
pope Pope
de M. Treville
de M. Treville
de Monsieur Cavo... de Monsieur Cavo... Lorraine
Lorraine
Dangouleme Duc
Dangouleme Duc
#N/A
#N/A
Cardinal Monsieur
Cardinal Monsieur
Fourreau
Fourreau
Bicarat
Bicarat
Marie Michon MAR... Marie Michon MAR... I Charles
I Charles
Duke
Duke
Villeroy
Villeroy
Messieurs Porthos
Messieurs Porthos
Kitty
Kitty
Bonacieux Consta... Bonacieux Consta... Figure 4. Social network of The Three Musketeers with adjustment for apostrophed names. Manuscript to be reviewed
mputer Science Figure 4. Social network of The Three Musketeers with adjustment for apostrophed names. sometimes mentioned individually and sometimes as part of a group) are currently unsolved
590
problems for language technology and knowledge representation. These issues point to a strong
591
need for more culturally-aware artificial intelligence. 592 Manuscript to be reviewed Boccaletti, S., Latora, V., Moreno, Y., Chavez, M., and Hwang, D.-U. (2006). Complex networks:
616
Structure and dynamics. Physics reports, 424(4-5):175–308. 617 Bringhurst, R. (2004). The elements of typographic style. Hartley & Marks Vancouver, British
618
Columbia. 619 Chambers, N. and Jurafsky, D. (2008). Unsupervised learning of narrative event chains. In The
620
46th Annual Meeting of the Association for Computational Linguistics (ACL 2008), volume
621
94305, pages 789–797. Association for Computational Linguistics. 622 Danon, L., Diaz-Guilera, A., Duch, J., and Arenas, A. (2005). Comparing community structure
623
identification. Journal of Statistical Mechanics: Theory and Experiment, 2005(09):P09008. 624 de Does, J., Depuydt, K., van Dalen-Oskam, K., and Marx, M. (2017). Namescape: Named entity
625
recognition from a literary perspective. In Odijk, J. and van Hessen, A., editors, CLARIN in
626
the Low Countries, page 361?370. Ubiquity Press. License: CC-BY 4.0. 627 Dijkstra, E. W. (1959). A note on two problems in connexion with graphs. Numerische
628
mathematik, 1(1):269–271. 629 Elson, D. K., Dames, N., and McKeown, K. R. (2010). Extracting social networks from literary
630
fiction. In Proceedings of the 48th annual meeting of the association for computational
631
linguistics, pages 138–147. Association for Computational Linguistics. 632 Elson, D. K. and McKeown, K. (2010). Automatic attribution of quoted speech in literary
633
narrative. In The Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI-2010). 634
Association for the Advancement of Artificial Intelligence. 635 Fernandez, M., Peterson, M., and Ulmer, B. (2015). Extracting social network from literature to
636
predict antagonist and protagonist. Technical report, Stanford University. 637 Finkel, J. R., Grenager, T., and Manning, C. (2005). Incorporating non-local information into
638
information extraction systems by gibbs sampling. In Proceedings of the 43rd annual meeting
639
on association for computational linguistics, pages 363–370. Association for Computational
640
Linguistics. 641 He, H., Barbosa, D., and Kondrak, G. (2013). Identification of speakers in novels. In Proceedings
642
of the 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013),
643
pages 1312–1320. 644 Kumar, R., Novak, J., and Tomkins, A. (2010). Structure and evolution of online social networks. 645
In Link mining: models, algorithms, and applications, pages 337–357. Springer. 646 Lee, J. and Yeung, C. Y. (2012). Extracting networks of people and places from literary texts. In
647
Proceedings of the 26th Pacific Asia Conference on Language, Information, and Computation
648
(PACLIC 2012), pages 209–218. 649 Mac Carron, P. and Kenna, R. (2012). REFERENCES
593 Agarwal, A., Corvalan, A., Jensen, J., and Rambow, O. (2012). Social network analysis of
594
alice in wonderland. In Proceedings of the NAACL-HLT 2012 Workshop on computational
595
linguistics for literature, pages 88–96. 596 Agarwal, A., Kotalwar, A., and Rambow, O. (2013). Automatic extraction of social networks
597
from literary text: A case study on alice in wonderland. In Sixth International Joint Conference
598
on Natural Language Processing (IJNLP 2013), pages 1202–1208. 599 Agerri, R. and Rigau, G. (2016). Robust multilingual named entity recognition with shallow
600
semi-supervised features. Artificial Intelligence, 238:63–82. 601 Akimushkin, C., Amancio, D. R., and Oliveira Jr, O. N. (2017). Text authorship identified using
602
the dynamics of word co-occurrence networks. PloS one, 12(1):e0170527. 603 Amancio, D. R. (2015). Probing the topological properties of complex networks modeling short
604
written texts. PloS one, 10(2):e0118394. 605 Ardanuy, M. C. and Sporleder, C. (2014). Structure-based clustering of novels. In Proceedings
606
of the EACL Workshop on Computational Linguistics for Literature, pages 31–39. 607 Bamman, D., Underwood, T., and Smith, N. A. (2014). A bayesian mixed effects model
608
of literary character. In Proceedings of The 52nd Annual Meeting of the Association for
609
Computational Linguistics (ACL 2014), pages 370–379. 610 p
g
p g
Biber, D. and Finegan, E. (1989). Drift and the evolution of english style: A history of three
611
genres. Language, 65(3):487 – 517. 612 Blondel, V. D., Guillaume, J.-L., Lambiotte, R., and Lefebvre, E. (2008). Fast unfolding of
613
communities in large networks. Journal of statistical mechanics: theory and experiment,
614
2008(10):P10008. 615 19/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed Universal properties of mythological networks. EPL
650
(Europhysics Letters), 99(2):28002. 651 Mislove, A., Marcon, M., Gummadi, K. P., Druschel, P., and Bhattacharjee, B. (2007). Mea-
652
surement and analysis of online social networks. In Proceedings of the 7th ACM SIGCOMM
653
conference on Internet measurement, pages 29–42. ACM. 654 Moretti, F. (2013). Distant reading. Verso Books. 5 Moretti, F. (2013). Distant reading. Verso Books. 655 Newman, M. E. (2006). Modularity and community structure in networks. Proceedings of the
656
national academy of sciences, 103(23):8577–8582. 657 Ratinov, L. and Roth, D. (2009). Design challenges and misconceptions in named entity
658
recognition. In Proceedings of the Thirteenth Conference on Computational Natural Language
659 Learning (CoNLL-2009), pages 147–155, Boulder, Colorado. Association for Computational
660
Linguistics. 661 Sainte-Beuve, C. A. (1910). What is a classic? In Eliot, C. W., editor, Literary and Philosophical
662
E
F
h G
d It li
ol me 32 of Th H
d l
i
P F Collier & Son Sainte-Beuve, C. A. (1910). What is a classic? In Eliot, C. W., editor, Literary and Philosophical
662
Essays: French, German and Italian, volume 32 of The Harvard classics. P. F. Collier & Son
663 Sainte-Beuve, C. A. (1910). What is a classic? In Eliot, C. W., editor, Literary and Philosophical
662
Essays: French, German and Italian, volume 32 of The Harvard classics. P. F. Collier & Son
663
Corporation. 664 Corporation. 664 20/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Table A1. Characters that were not identified by the system, supplied by the annotators.
Characters whose names (partly) consist of a real word – such as ‘Curly’ or ‘Mercy’ – are
marked with a †. Checked against http://dictionary.com. Manuscript to be reviewed Scott, J. (2012). Social network analysis. Sage. 665 Telesford, Q. K., Joyce, K. E., Hayasaka, S., Burdette, J. H., and Laurienti, P. J. (2011). The
666
ubiquity of small-world networks. Brain connectivity, 1(5):367–375. 667 Travers, J. and Milgram, S. (1967). The small world problem. Phychology Today, 1:61–
68 Vala, H., Jurgens, D., Piper, A., and Ruths, D. (2015). Mr. bennet, his coachman, and the
669
archbishop walk into a bar but only one of them gets recognized: On the difficulty of detecting
670
characters in literary texts. In EMNLP, pages 769–774. 671 van Dalen-Oskam, K., de Does, J., Marx, M., Sijaranamual, I., Depuydt, K., Verheij, B., and Geir-
672
naert, V. (2014). Named entity recognition and resolution for literary studies. Computational
673
Linguistics in the Netherlands Journal, 4:121–136. 674 Linguistics in the Netherlands Journal, 4:121–136. 674 Wasserman, S. and Faust, K. (1994). Social network analysis: Methods and applications,
675
volume 8. Cambridge university press. 676 Watts, D. J. and Strogatz, S. H. (1998). Collective dynamics of small-world-networks. nature,
677
393(6684):440–442. 678 21/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Table A2. Classic and modern novels included in this study. The short E-book numbers are the
catalog entry of novels obtained from Gutenberg. Novels obtained through online purchase are
denoted by the longer ISBNs. Manuscript to be reviewed APPENDIX: ADDITIONAL STATISTICS
679 APPENDIX: ADDITIONAL STATISTICS
679
Classic
Modern
Ada
Howard
Mrs. Billington
Archmage of Ymitury† Manie
Algy
Joanna
Mrs. Birch†
August†
Meena
Alice
Johnny
Mrs. Crisp†
Bil Baker†
Mercy†
Anna Boleyne
Jolly Miller†
Mrs. Effington Stubbs Blue†
Mrs. Potter†
Aprahamian
Leonard
Mrs. Thingummy
Brine Cutter†
Old Cob†
Belisarius
Lord Mayor†
Murray
Bug†
One-Eye†
Best-Ingram
Lory†
Nathan Swain†
Chyurda
Pappa Doc†
Cain
Major Dover†
Peter Teazle†
Cotillion†
Patience†
Caroline
Marie Antoinette
Policar Morrel†
Croaker†
Plowman†
Catherine
Marshal Bertrand† President West†
Curly†
Poul
Cato
Matilda Carbury
Queequeg
Dadda
Rand†
Cervantes
Matron†
Rip Van Winkle†
Dancing†
Shalash
Christine
Miss Birch†
Royce
Domi
Shrewd†
Chuck Loyola†
Miss Crump†
Sawbones†
Dow†
Silent†
Cleopatra
Miss Hopkins†
Semiramis
Elam Dowtry
Sirius†
Connolly Norman† Miss King†
Shep
Elao
Talenel
Curly†
Miss Saltire†
Sir Carbury
Fredor
Talenelat
Dante
Miss Swindle†
Skrimshander†
Gart
Ted
Dave
Mme. D’Artagnan Stamford
Harold
The Empress†
Dives†
Mollie
Stigand
Harvey
Themos Tresting
Dodo†
Mouse†
Sudeley
Howard
Theron
Dr. Floss†
Mr Stroll†
Swubble
Ien
Threetrees
Duck†
Mr Thursgood
The Director†
Ilgrand Lender†
Toffston
Edgar Atheling†
Mr. Beaufort†
Tommy Barnes
Ishar
Verus
Elmo
Mr. Crisp†
Unwin
Ishi
Walleye†
Farmer Mitchell†
Mr. Flowerdew
Ursula
Jim McGuffin†
Weasel†
Father Joseph†
Mr. Lawrence
Victor†
Kerible the Enchanter† Willum
Fury†
Mr. Morris
Vilkins
Lilly†
Wit Congar†
Ginny
Mrs Loveday
Von Bischoff
Henry VIII
Mrs. Bates†
Ysabel
39 out of 90 characters: 43%
30 out of 56 characters: 54%
Table A1. Characters that were not identified by the system, supplied by the annotators. Characters whose names (partly) consist of a real word – such as ‘Curly’ or ‘Mercy’ – are Table A1. Characters that were not identified by the system, supplied by the annotators. Characters whose names (partly) consist of a real word – such as ‘Curly’ or ‘Mercy’ – are
marked with a †. Checked against http://dictionary.com. Table A1. Characters that were not identified by the system, supplied by the annotators. Characters whose names (partly) consist of a real word – such as ‘Curly’ or ‘Mercy’ – are
marked with a †. Checked against http://dictionary.com. Table A1. Characters that were not identified by the system, supplied by the annotators. Characters whose names (partly) consist of a real word – such as ‘Curly’ or ‘Mercy’ – are
marked with a †. Checked against http://dictionary.com. 22/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed Classic
Title
Fraction of
defaults
Fraction of
unidentified
characters
Average
sentence
length
Average
persons per
sentence
Fraction of
sentences
with a person
Annotated
sentences
Unique
characters
Total
character
mentions
1984
0.55
0.00†
18.01
1.17
0.32
316
29
2162
A Study in Scarlet
0.83
0.50
18.99
1.17
0.18
193
34
837
Alice in Wonderland
0.26
0.56⋄
20.99
1.23
0.79
316
17
656
Brave New World
0.35
0.17
15.87
1.06
0.25
299
51
1809
David Copperfield
0.61
0.00†
22.79
1.08
0.49
261
157
9922
Dracula
0.93⋄
0.00†
21.96
1.00†
0.06†
233
72
3369
Emma
0.43
0.10
22.38
1.38
0.81
224
78
6946
Frankenstein
0.86
0.22
25.80
1.19
0.17
300
29
658
Huckleberry Finn
0.59
0.14
23.46
1.20
0.40
215
82
1749
Jekyll and Hyde
0.67
0.29
26.19
1.17
0.34
120†
13†
523†
Moby Dick
0.88
0.38
25.24
1.10
0.10
442
135
2454
Oliver Twist
0.36
0.33
21.64
1.23
0.68
303
69
4495
Pride and Prejudice
0.46
0.10
24.13
1.48
0.79
257
62
5104
The Call of the Wild
0.49
0.50
21.67
1.31
0.61
192
28
731
The Count of Monte Cristo
0.47
0.25
21.91
1.35
0.79
197
250
13562
The Lord of the Rings
0.47
0.48
16.30
1.20
0.46
769⋄
134
5268
The Three Musketeers
0.60
0.36
19.19
1.13
0.49
265
115
4842
The Way We Live Now
0.57
0.46
18.93
1.14
0.47
341
147
13993⋄
Ulysses
0.57
0.33
13.35†
1.15
0.41
303
651⋄
8510
Vanity Fair
0.24†
0.44
27.27⋄
1.54⋄
1.05⋄
256
359
11503
Mean µ
0.56
0.28
21.30
1.21
0.48
290.10
125.60
4954.65
Standard Deviation σ
0.20
0.18
3.67
0.14
0.27
131.89
150.20
4403.32
Modern
A Game of Thrones
0.29
0.00†
14.53
1.30
0.82⋄
283
322⋄
15839⋄
Assassin’s Apprentice
0.71
0.29
14.94
1.18
0.38
460
66
2857
Elantris
0.32
0.27
14.24
1.10
0.60
367
14†
226†
Gardens of the Moon
0.75
0.44
12.20
1.03†
0.25
304
111
4479
Harry Potter
0.32
0.33
15.55
1.33
0.74
338
84
5114
Magician
0.49
0.17
14.78
1.16
0.45
310
115
4976
Mistborn
0.34
0.22
12.90
1.19
0.68
297
104
11672
Prince of Thorns
0.54
0.00†
12.33
1.14
0.38
107
79
2282
Storm Front
0.77
0.00†
14.02
1.05
0.18
211
43
2368
The Black Company
0.56
0.64⋄
9.73†
1.07
0.26
305
42
1908
The Black Prism
0.50
0.14
13.19
1.04
0.40
380
88
10890
The Blade Itself
0.66
0.29
12.55
1.14
0.24
103
107
6769
The Colour of Magic
0.55
0.50
14.21
1.12
0.42
139
34
1454
The Gunslinger
0.78⋄
0.25
13.43
1.11
0.17†
230
35
1159
The Lies of Locke Lamora
0.21†
0.09
16.90⋄
1.38⋄
0.77
305
105
6477
The Name of the Wind
0.45
0.10
12.98
1.14
0.45
310
137
6405
The Painted Man
0.30
0.28
14.67
1.29
0.70
301
137
9048
The Way of Kings
0.31
0.29
12.20
1.10
0.36
316
221
14696
The Wheel of Time
0.40
0.21
14.96
1.31
0.59
499⋄
188
9426
Way of Shadows
0.32
0.13
13.53
1.32
0.56
88†
160
8721
Mean µ
0.48
0.23
13.69
1.17
0.47
282.65
109.60
6338.30
Standard Deviation σ
0.18
0.17
1.54
0.11
0.20
110.52
72.98
4535.60
µclassic −µmodern
0.08
0.05
7.61
0.04
0.01
7.45
16.00
-1383.65
Pooled σ
0.20
0.17
2.46
0.24
0.25
125
119
4473
p−value
0.21
0.39
¿ 0.01
0.73
0.74
0.85
0.68
0.35
Significant
No
No
Yes
No
No
No
No
No
e A3. Computer Science Manuscript to be reviewed Manuscript to be reviewed Classic
Title
Author
(Year)
E-book No. / ISBN
1984
George Orwell
(1949)
9780451518651
A Study in Scarlet
Conan Doyle
(1886)
244
Alice in Wonderland
Lewis Carroll
(1884)
19033
Brave New World
Aldous Huxley
(1865)
9780965185196
David Copperfield
Charles Dickins
(1931)
766
Dracula
Bram Stoker
(1850)
345
Emma
Jane Austen
(1897)
158
Frankenstein
Mary Shelley
(1815)
84
Huckleberry Finn
Mark Twain
(1818)
76
Jekyll and Hyde
Robert Stevenson
(1851)
42
Moby Dick
Herman Melville
(1838)
2701
Oliver Twist
Charles Dickins
(1813)
730
Pride and Prejudice
Jane Austen
(1886)
1342
The Call of the Wild
Jack London
(1903)
215
The Count of Monte Cristo
Alexandre Dumas
(1844)
1184
The Fellowship of the Ring
J. R. R. Tolkien
(1954)
9780547952017
The Three Musketeers
Alexandre Dumas
(1844)
1257
The Way We Live Now
Anthony Trollope
(1875)
5231
Ulysses
James Joyce
(1922)
4300
Vanity Fair
William Thackeray
(1847)
599
Modern
Title
Author
(Year)
E-book No. / ISBN
A Game of Thrones
G.R.R. Martin
(1996)
9780307292094
Assassin’s Apprentice
Robin Hobb
(1995)
9781400114344
Elantris
Brandon Sanderson
(2005)
9780765383105
Gardens of the Moon
Steven Erikson
(1999)
9788498003178
Harry Potter
J.K. Rowling
(1998)
9781781103685
Magician
Raymond Feist
(1982)
9780007466863
Mistborn
Brandon Sanderson
(2006)
9788374805537
Prince of Thorns
Mark Lawrence
(2011)
9786067192681
Storm Front
Jim Butcher
(2000)
9781101128657
The Black Company
Glen Cook
(1984)
9782841720743
The Black Prism
Brent Weeks
(2010)
9782352945260
The Blade Itself
Joe Abercrombie
(2006)
9781478935797
The Colour of Magic
Terry Pratchett
(1983)
9788374690973
The Gunslinger
Steven King
(1982)
9781501143519
The Lies of Locke Lamora
Scott Lynch
(2006)
9780575079755
The Name of the Wind
Patrick Rothfuss
(2007)
9782352949152
The Painted Man
Peter Brett
(2008)
9780007518616
The Way of Kings
Brandon Sanderson
(2010)
9780765326355
The Wheel of Time
Robert Jordan
(1990)
9781857230765
Way of Shadows
Brent Weeks
(2008)
9781607513513 Table A2. Classic and modern novels included in this study. The short E-book numbers are the
catalog entry of novels obtained from Gutenberg. Novels obtained through online purchase are
denoted by the longer ISBNs. 23/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Table A3. Overall statistics for classic and modern novels in our corpus. The highest scores in
each column are highlighted with a ⋄, and the lowest scores with a †. The highest and lowest
performing books for each class, in terms of F1score found in Tables 3 and 4, are marked with a
grey fill. Computer Science Computer Science Manuscript to be reviewed Manuscript to be reviewed Overall statistics for classic and modern novels in our corpus. The highest score
column are highlighted with a ⋄, and the lowest scores with a †. The highest and lowes
rming books for each class, in terms of F1score found in Tables 3 and 4, are marked wit
fill. Table A3. Overall statistics for classic and modern novels in our corpus. The highest scores in
each column are highlighted with a ⋄, and the lowest scores with a †. The highest and lowest
performing books for each class, in terms of F1score found in Tables 3 and 4, are marked with a
grey fill. 24/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed Classic
Title
Nodes
Edges
Average
Degree
Average
Weighted
Degree
Network
Diameter
Graph
Density
Modularity
Connected
Components
Average
Clustering
Coefficient
Average
Path Length
1984
26
43
3.30
16.84
4
0.13
0.23
3
0.5
2.06
A Study in Scarlet
24
41
3.41
7.25
5
0.14
0.42
2
0.63
2.37
Alice in Wonderland
12
10†
1.66†
3.83†
3
0.15
0.15
2
0†
1.93
Brave New World
39
65
3.33
9.79
6
0.09
0.34
2
0.68
2.53
David Copperfield
142
499
7.03
23.11
6
0.05
0.49
2
0.57
2.69
Dracula
55
124
4.51
18.29
6
0.08 0.12†
4
0.52
2.53
Emma
72
403
11.19
57.53⋄
4
0.16
0.14
1
0.67
2.16
Frankenstein
20
38
3.80
10.60
5
0.20
0.51
2
0.75
2.41
Huckleberry Finn
62
121
3.90
8.42
7
0.06 0.52⋄
4
0.60
3.30
Jekyll and Hyde
10†
21
4.20
14.60
2† 0.47⋄
0.12
1
0.81⋄1.53†
Moby Dick
90
169
3.76
7.38
8
0.04
0.44
8
0.59 3.33⋄
Oliver Twist
62
191
6.16
22.32
4
0.10
0.32
2
0.75
2.26
Pride and Prejudice
62
373
12.03
57.10
4
0.20
0.16
1
0.73
1.96
The Call of the Wild
23
44
3.83
10.00
6
0.17
0.46
1
0.62
2.46
The Count of Monte Cristo
228
799
7.01
24.05
7
0.03
0.40
3
0.56
2.88
The Fellowship of the Ring
105
260
4.95
11.51
6
0.05
0.29
2
0.63
2.73
The Three Musketeers
96
279
5.81
15.33
5
0.06
0.32
1
0.55
2.56
The Way We Live Now
135
630
9.33
39.17
5
0.07
0.36
3
0.69
2.43
Ulysses
522⋄
4116⋄15.77⋄
18.59
9⋄
0.03
0.45
10⋄
0.60
3.02
Vanity Fair
342
1349
7.89
22.73
7 0.02†
0.37
1
0.63
2.72
Mean µ
106
479
6.14
20
5.45
0.12
0.33 2.75
0.60
2.49
Standard Deviation σ
126.94 916.66
3.56
14.99
1.70
0.10
0.14 2.39
0.17
0.44
Modern
A Game of Thrones
314⋄
1648⋄10.50⋄
22.46
6
0.03
0.48
1
0.54
2.81
Assassin’s Apprentice
55
110
4.00
9.09
6
0.07
0.34
2
0.49
2.65
Elantris
106
493
9.30
43.25⋄
5
0.09
0.36
1
0.67 2.22†
Gardens of the Moon
88
257
5.84
10.84
8
0.07
0.42
1
0.48
2.93
Harry Potter
67
198
5.9
19.37
5
0.09
0.15
1
0.68
2.23
Magician
84
209
4.98
10.76
6
0.06
0.43
2
0.58
2.83
Mistborn
89
255
5.73
33.89
6
0.07 0.04†
3
0.62
2.37
Prince of Thorns
59
111
3.76
6.98
6
0.07
0.37
2
0.42†
2.83
Storm Front
33
85
5.15
10.97
4† 0.16⋄
0.31
1
0.64
2.26
The Black Company
30
45
3.00†
6.13†
6
0.10
0.20
3
0.561
2.43
The Black Prism
84
239
5.69
30.74
5
0.07
0.22
1
0.75⋄
2.27
The Blade Itself
96
259
5.40
14.23
5
0.06
0.51
3
0.51
2.65
The Colour of Magic
27†
43†
3.19
7.93
6
0.12
0.38
1
0.50
2.67
The Gunslinger
31
69
4.45
8.52
7
0.15
0.41
1
0.43
2.87
The Lies of Locke Lamora
101
261
5.17
22.24
5
0.05
0.18
4
0.64
2.46
The Name of the Wind
109
197
3.62
8.99
9⋄
0.03 0.67⋄
5
0.46 4.06⋄
The Painted Man
132
444
6.73
23.15
7
0.05
0.53
1
0.63
2.70
The Way of Kings
172
448
5.21
20.79
6 0.03†
0.57
9⋄
0.55
2.91
The Wheel of Time
167
545
6.53
16.66
7
0.04
0.35
3
0.55
2.84
Way of Shadows
145
441
6.08
22.14
6
0.04
0.46
4
0.61
2.71
Mean µ
99
317
5.50
17
6.05
0.07
0.36 2.45
0.56
2.68
Standard Deviation σ
66.37 348.92
1.85
10.05
1.15
0.04
0.15 1.99
0.09
0.4
µclassic −µmodern
7
162
0.64
3 -0.60
0.05 -0.03 0.30
0.04 -0.19
Pooled σ
101
695
2.83
12.83
1.45
0.08
0.15 2.18
0.13
0.43
p−value
0.83
0.47
0.49
0.55
0.20
0.09
0.42 0.67
0.37
0.17
Significant
No
No
No
No
No
No
No
No
No
No
A5. Computer Science Manuscript to be reviewed Manuscript to be reviewed Classic
Modern
Title
Precision
Recall
F1score
Title
Precision
Recall
F1score
1984
77.33
72.87
75.03
A Game of Thrones
51.40
45.88
48.49
A Study in Scarlet⊙
40.00
37.22
38.56
Assassin’s Apprentice⊙
37.00
34.89
35.91
Alice in Wonderland
54.93
48.36
51.43
Elantris
72.33
73.75
73.03
Brave New World
55.00
53.57
54.28
Gardens of the Moon
12.67
14.00
13.30
David Copperfield⊙
38.52
37.82
38.16
Harry Potter
79.17⋄
77.78⋄
78.47⋄
Dracula⊙
36.67
40.00
38.26
Magician
35.42
28.89
31.82
Emma
86.62⋄
86.50⋄
86.56⋄
Mistborn
61.99
60.62
61.30
Frankenstein⊙
51.16
45.35
48.08
Prince of Thorns
69.44
70.83
70.13
Huckleberry Finn
82.38
82.82
82.60
Storm Front⊙
40.54
39.19
39.85
Jekyll and Hyde
52.86
50.00
51.39
The Black Company⊙
06.85†
05.71†
06.23†
Moby Dick⊙
60.98
57.72
59.31
The Black Prism
76.90
77.59
77.24
Oliver Twist
77.64
74.35
75.96
The Blade Itself
34.09
36.36
35.19
Pride and Prejudice
73.55
72.22
72.88
The Colour of Magic
30.77
27.56
29.08
The Call of the Wild
30.00
25.19
27.38
The Gunslinger
77.84
75.89
76.85
The Count of Monte Cristo
40.72
35.80
38.10
The Lies of Locke Lamora
62.77
59.16
60.91
The Fellowship of the Ring
63.23
60.61
61.90
The Name of the Wind
61.38
58.67
60.00
The Three Musketeers
13.91†
12.17†
12.99†
The Painted Man
60.16
57.83
58.97
The Way We Live Now
66.07
66.79
66.43
The Way of Kings
65.87
64.42
65.14
Ulysses
66.67
66.98
66.82
The Wheel of Time
29.60
24.33
26.70
Vanity Fair
72.57
68.63
70.54
Way of Shadows
54.05
45.95
49.67
Mean µ
57.04
54.75
55.83
Mean µ
51.01
48.96
49.91
Standard Deviation σ
19.28
19.68
19.47
Standard Deviation σ
21.49
21.95
21.72
Table A4. Results of the complete BookNLP pipeline: Named entity recognition (Stanford NER), Character name clustering (e.g., “Tom”, “Tom Sawyer”,
Sawyer”→TOM SAWYER) and Pronominal coreference resolution. The highest scores in each column are highlighted with a ⋄, and the lowest scores wit
person are marked with a ⊙. 25/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019) Manuscript to be reviewed Social network measures for classic and modern novels. The highest scores in e
mn are highlighted with a ⋄, and the lowest scores with a †. The highest and lowest
ming books for each class, in terms of F1score found in Tables 3 and 4, are marked wi
fill. Table A5. Social network measures for classic and modern novels. The highest scores in each
column are highlighted with a ⋄, and the lowest scores with a †. The highest and lowest
performing books for each class, in terms of F1score found in Tables 3 and 4, are marked with a
grey fill. 26/26 PeerJ Comput. Sci. reviewing PDF | (CS-2018:08:30671:2:0:NEW 7 Mar 2019)
|
https://openalex.org/W4291900453
|
https://journals.uis.no/index.php/JCSW/article/download/392/381
|
English
| null |
When crisis strikes
|
Comparative social work
| 2,022
|
cc-by-sa
| 8,641
|
When crisis strikes - Changes in work
and professional identity among social
workers in Norwegian Child Welfare
Protection services during COVID-19 Keywords:
Child Welfare Protection, Covid-19, Child Welfare Workers, professional identity,
case prioritizing DOI: https://doi.org/10.31265/jcsw.v17.i1.392 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Keywords: Child Welfare Protection, Covid-19, Child Welfare Workers, professional
identity, case prioritizing DOI: https://doi.org/10.31265/jcsw.v17.i1.392 This work is licensed under a Creative Commons Attribution-ShareAlike 4.0
International License. Abstract When the COVID-19 pandemic reached Norway in March 2020, comprehensive
action was taken by the government, leading to the lockdown of welfare institutions,
schools and kindergartens, and strict restrictions on physical meetings. This had
severe consequences for Child Welfare Protection services (CWP). The restrictions
stopped child welfare protection home visits and professionals in other welfare
institutions, which usually observe children and notify child welfare protection
services, were no longer able to identify children at risk. This article, drawing on
interviews with 10 social workers, explores their experience during COVID-19. Applying Lipsky’s concept of street-level bureaucrats and theories of professional
identity, the article documents how COVID-19 not only restricted, but also modified
social workers jobs, and led to self-reflection on their professional identity. In turn, the
findings suggest the potential for beneficial changes in practices in the aftermath of
COVID-19. Keywords: Child Welfare Protection, Covid-19, Child Welfare Workers, professional
identity, case prioritizing 154 Journal of Comparative Social Work 2022/1 Introduction When the COVID-19 pandemic hit Norway in March 2020, Norway went into
lockdown, which had severe consequences for the municipal Child Welfare and
Protection Service (CWP). Restrictions prohibited child welfare workers from carrying
out their usual practice in investigating children’s care situations. CWP’s work during the pandemic was affected by infection control measures, the
dominance of home- rather than office-based working, and primarily using digital
communication. Partner organizations such as schools, health services and
kindergartens were also affected, thereby disrupting cooperation routines (Bufdir,
2020). During the first weeks of the pandemic, the number of incoming ‘reports of
concern’ was reduced. Even so, both professionals and governments concern for
children at risk increased. Even though it was unclear how the pandemic would affect
children, knowledge and experience from previous crises suggested that such
restrictions could increase poor care situations and contribute to creating new ones
(UNICEF, 2021). Both in Norway and internationally, concerns were raised about
increasing the numbers of children at risk and a growing uncertainty about whether
CWP could reach them (Bufdir, 2020; Welch & Haskins, 2020). A particular worry,
both in Norway and internationally, was related to the increased risk of domestic
abuse, both to a partner and towards children directly or as witnesses (Unicef, 2021;
Tveito, 2021). Despite the pandemic, CWP’s remained committed to helping children at risk (Bufdir,
2020; FN, 1989). The research reported here explores how the changes in work
conditions and infection control measures during the pandemic, as well as the
emergence of new solutions and approaches, affected CWP work. A recent report
suggests that CWPs changed their work routine priorities during the pandemic. However, the report also notes that there is a need to know more about how the
pandemic affected frontline workers in CWP (Tveito, 2021). This article contributes to
this gap in existing knowledge. The article reports on a qualitative study of the
experiences of social workers in Norwegian child protection services during the
COVID-19 pandemic, between March and June 2020. The main research question is
therefore: 155 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Previous research has explored Norwegian CWP leaders’ experiences during the first
weeks of the pandemic (Tveito, 2021). This article explores how the social workers
on the front-line, working with families and other welfare services, experienced
changes in their investigation of cases during the first phase of the pandemic. Background Norway is known for its comprehensive welfare state, often referred to as the social
democratic state. The state provides a wide range of fully tax-funded services to
families and children, such as a publicly-funded school system, preventive and
medical health services and child welfare and protection services (Kojan, 2011;
Hollekim, Anderssen, & Daniel, 2016). Norwegian CWP’s work includes investigating
and following-up children and families in a wide range of vulnerable life situations
based on a set of core principles: support, prevention, early intervention and equality
of opportunities (Kojan, 2011), focusing on the needs of the child in what has been
named a service-and family-oriented perspective (Berrick, Dickens, Pösö, &
Skivenes, 2016). In an international context, the wide mandate of Norwegian CWP
differs from many other countries risk-oriented child welfare services (Berrick et al.,
2016), in which child welfare services only act when child safety and protection is at
risk (Kojan, 2011; Hollekim et al., 2016). The majority of notifications received by the Norwegian CWP about children
potentially at risk come from other welfare institutions such as kindergartens, schools
and health services (bufdir, n.d; Breimo et al., 2021). Home visits and meetings with
children, families and professionals from other welfare institutions are an essential
aspect of the CWP’s daily work. However, COVID-19 led to significant changes in the
work of both the CWP and their collaboration partners in other welfare institutions. The first cases of coronavirus were confirmed in Norway in February 2020
(Government.no, n.d). The virus spread rapidly, and on March 12th the Government
introduced a series of measures intended to stop the spread of the virus. Prime
Minister Erna Solberg described the restrictions as “the strongest and most sweeping
measures Norway has seen in peacetime” (Government.no., 2020, 24th March). Kindergartens and schools were closed for a month (Government.no, n.d,) and the
CWP’s daily work changed dramatically. The work of the CWP shifted to an extensive
use of home offices, digital meetings and a stricter prioritization of cases (Tveito,
2021). 156 Theoretical framework Our analytical framework is shaped by Lipsky’s notion of ‘street-level bureaucrats’
(1969), and considers the processes of developing and affirming professional
identity. The concept of profession in this article includes those who work in the child
welfare service, referred to as child welfare employees or social workers. For Lipsky, typical street-level bureaucrat work is characterized by a large number of
cases relative to their responsibilities, therefore undermining the capacity to meet
mandated responsibilities. Street-level bureaucrats often experience a sense of
personal inadequacy or lack of competence, even though the inadequacy can be
attributed to the nature of the job (Lipsky, 2010). Lipsky (2010, p. 31) notes, ‘Some
jobs just cannot be done properly, given the ambiguity of goals and the technology of
particular social services.’ Lipsky claims that the work of on-the-ground bureaucrats
is characterized by a high work pressure due to a lack of resources, including time
and a shortage of employees. The work of street-level bureaucrats is characterized
by conflicting, ambiguous and constantly changing goals. The lack of clarity also
makes it more difficult to provide feedback, and correct what works and what does
not. This applies not only to employees working directly with clients, but also
management's ability to exercise control over the policy the bureaucracy must
pursue. Conflicts between, for example, client-oriented goals and organizational
goals, can affect and determine social workers’ ability to treat clients as individuals. Similarly, resource limitations may constrain the possibility of home-based assistance
that is considered best for the clients. Conflicting role expectations also contribute to
ambiguity, and shape public expectations of social workers and how they view
themselves (Lipsky, 2010). To deal with these work conditions, Lipsky describes several different coping
strategies used by street-level bureaucrats (Lipsky, 2010). Modification is one coping
strategy street-level bureaucrats use to cope with ambiguous goals. They develop 157 Journal of Comparative Social Work 2022/1 perceptions of their work and their clients that make it easier to achieve their goals;
they modify their work by using welfare institution's routines, stereotypes and other
mechanisms that simplify work tasks (Lipsky, 2010). A lack of resources and
difficulties in achieving a goal can lead to the modification of goals to make them
more feasible. Another coping mechanism to handle a demanding working condition
is the introduction of routines to help ensure an equal treatment of users, and provide
an effective way of handling cases (Lipsky, 2010). Theoretical framework Routines permit street-level
bureaucrats to handle cases with flexibility according to each client’s individual
needs, hence making their working conditions more manageable. Lipsky (2010)
claims most public welfare institutions have their own procedures surrounding acute
cases providing an alternative to standard routines. Also, when a case in CWP is
considered acute, resources are redirected and there is a common understanding
that the priority for other cases will be downgraded. According to Lipsky’s theoretical framework, child welfare workers can be defined as
street-level bureaucrats, as their everyday work involves discretionary assessments,
e.g., when the child welfare service investigates a child's care situation and assesses
whether the care is ‘good enough’ (Lipsky, 2010, xiii; Bunkholdt & Kvaran, 2015, p. 119). Their common perceptions and coping strategies also form key aspects of a
professional identity. Professional identity refers to an individual’s understanding of what it means to be
and act as, for example, a social worker. It is a complicated concept that can have
several meanings. Identity comes from the Latin word idem, which means ‘the same’
or identical (Molander & Terum, 2008, p. 17). However, the development of
professional identity is not an individual process. Professional identity is developed
through interactions with others, both in educational training and in everyday work as
part of professional socialization (Almås, Vasset, & Ødegård, 2018). Heggen (2008)
describes professional identity as a collective identity that involves a collective that
‘recognizes itself’ (p. 323), which then creates a collective basis for action. An
example of a child welfare workers' collective basis for action is the five professional
principles used as norms, and considered fundamental in all child welfare work
(Bunkholdt & Kvaran, 2015, pp. 27-31): a child's best interest, attachment and
relationship quality, biological ties, least invasive intervention and the child's 158 Journal of Comparative Social Work 2022/1 participation. A collective identity can be both internal and external. A collective inner
definition is predicated on members identifying their own group and what they stand
for, while an external definition is based on how others define the common features
of a group to which they do not belong. Both these ways of defining a group identity
lead to differentiation because they involve a natural distinction between ‘we’ and
‘them’ (Heggen, 2008, p. 323). Professional identity is not constant, but develops and changes with shifting
situations and contexts. Theoretical framework Heggen (2008) particularly highlights the significance of
professional experience and knowledge in situations of fluctuating working
conditions, and how individuals apply their knowledge and experience to a new
context. For the social workers in CWP, COVID-19 led to significant changes in their
working conditions. We can see such changes as boundary-crossing (Heggen, 2008,
p. 327) in to a new context. Through boundary-crossing, professional identity
changes and develops. The collective ‘we’ develops dynamically as experience and
knowledge are applied in new ways in new contexts. At the same time, professionals
experience that ‘the others’ perception of them changes, in turn affecting their own
perception of a ‘we’ (Heggen, 2008). Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 was challenging, as 40 offices were contacted by e-mail, but only four participants
responded. To prevent a long interval between recruiting informants, the second part
of recruitment involved contacting 75 more offices, leading to a positive response
from six additional participants. In total, 115 municipal CWP services were contacted,
thus resulting in a sample of 10 social workers: five caseworkers and five
professionals who had a leading position relating to the investigation of cases. The
participants worked in both small and larger offices, and all were female full-time
employees (see Table 1). Due to anonymization, age groups rather than the
participant’s ages are used. Participant’s id
Age group Years of experience Role
Caseworker 1
37-46
8 Caseworker
Caseworker 2
26-36
2 Caseworker
Caseworker 3
37-46
7 Caseworker
Team leader 4
37-46
15 Team leader for investigation cases
Caseworker 5
26-36
1.5 Caseworker
Team leader 6
57-66
22 Team leader for investigation cases
Team leader 7
Unknown
2 Team leader for investigation cases
Team leader 8
26-36
11 Team leader for investigation cases
Team leader 9
47-56
12 Team leader for investigation cases
Caseworker 10
26-36
4 Caseworker
Table 1: Presentation of the participants Table 1: Presentation of the participants Table 1: Presentation of the participants The interviews took place between 27 April and 14 May 2020, and lasted between 29
and 44 minutes. The interviews were conducted by telephone and audio-recorded
with the secure Nettskjema-dictaphone app (University of Oslo, n.d.), and were fully
transcribed by the first author. All interviews started with consent for audio-recording
and information about the study. The semi-structured interview guide was used to
focus the interviews, provide comparability in data collection, engender trust and
provide space for the informant to share their experience. Methodology Adopting a qualitative approach, data were collected through semi-structured in-
depth interviews with 10 social workers working with investigating cases in the
Norwegian child protection service. Interviews explored how measures to prevent the
spread of coronavirus affected their investigations, and how staff handled these
changes. Due to the pandemic restrictions, all interviews were conducted over the
phone. The project was registered with the Norwegian Social Science Data Services
(NSD) and approved on 17 April 2020. Participants were recruited by the first author, contacting municipal Child Welfare
Protection Services in all regions of Norway, East, West, North and South, by e-mail. The request for participation was directed to each office manager with a request for
permission to recruit employees. Information about, and the purpose of the study,
were included in the request, which the managers were asked to pass on to
employees interested in participating. The initial phase of the recruitment process 159 Data analysis This study employed a two-stage coding approach to analyse the data (Miles,
Huberman, & Saldana, 2014). In the first stage, inductive codes were developed to
provide an overview of the interviews (Nilssen, 2014). The codes used described and 160 Journal of Comparative Social Work 2022/1 summarized parts of the text. Both descriptive and in-vivo codes were also used
during this stage (Miles et al., 2014). summarized parts of the text. Both descriptive and in-vivo codes were also used
during this stage (Miles et al., 2014). The second stage was based on pattern coding to generate deductive codes. Pattern
coding had several important functions in the analysis process; it organized larger
units of data/codes into smaller analytical units that helped the researcher develop a
more integrated understanding of both the events and interactions that shaped the
experience of respondents (Miles et al., 2014). Findings evolved by relating topics from the interview guide to categories and themes
relating to priorities and the caseworker role (Miles et al., 2014). Notes of thoughts,
ideas, suggestions for categories and questions relating to the data were recorded
during the analytical process. This was done deliberately to make sure that the
analysis was actually searching for answers to the research question. In such a way,
the analysis process went back and forth between inductive and deductive coding,
thereby providing opportunities for further refining the codes and developing a more
holistic understanding of the data (Nilssen, 2014). The codes were further developed
to pattern codes that expressed the same theme or phenomenon (Miles et al., 2014)
structured around two primary findings: (1) Improved case priorities and (2) Changed
professional identity. Findings Improved case priorities child welfare work during the lockdown: Child Welfare Services may find themselves in situations where it is impossible to
solve all the work tasks and challenges. Basic values regarding a child’s best interest
and services are provided in accordance with sound professional standards that will
be put as the test when a service whose mandate is to ensure children that the
necessary help, care and protection has to prioritize between tasks which are all
important and necessary. At the same time, consideration regarding the general
infection control measures from the National Institute of Public Health must be taken,
which can affect [Child Welfare Service] priorities. These prioritizations are no easy
task to do. (The Ministry of Children, Youths and Families, 2020) Child Welfare Services may find themselves in situations where it is impossible to
solve all the work tasks and challenges. Basic values regarding a child’s best interest
and services are provided in accordance with sound professional standards that will
be put as the test when a service whose mandate is to ensure children that the
necessary help, care and protection has to prioritize between tasks which are all
important and necessary. At the same time, consideration regarding the general
infection control measures from the National Institute of Public Health must be taken,
which can affect [Child Welfare Service] priorities. These prioritizations are no easy
task to do. (The Ministry of Children, Youths and Families, 2020) All social workers in the study explained that prioritizing cases was also part of the
daily work in CWP before the pandemic. The pandemic and infection control
measures, however, forced them to prioritize to a far greater degree. Even though
most cases were related to domestic violence and abuse, by definition cases of great
concern, the prioritization resulted in only the most acute cases being handled at the
beginning of the pandemic. One team leader described how this assessment process
led to much more work in trying to assess whether there was a reason to believe that
a child was at increased risk, prior to assigning a case a higher or lower priority: Only the acute cases were handled in the beginning (of the pandemic), the most
serious and concerning cases where there might be exposure to violence and abuse. We spent an insane amount of time trying to contact schools, kindergartens and
families [for information] to assess how to prioritize the individual cases. Improved case priorities The informants reported changes in the way they carried out investigations after the
infection control measures were implemented, which in turn required them to be more
selective and prioritize the cases they managed to a far greater extent. A quote from
Caseworker 5 elaborates these changes: Limitation in physical meetings [because of national infection control measures] have
forced us to prioritize differently [than pre-pandemic]. (..) How to work in the various
cases are also a prioritization: for which cases is it enough that the first contact with
the families is over the phone, and for which cases do we need [to meet physically] at
the office? During the pandemic, we have had a system for risk assessment where
we sorted cases in colour categories: red, yellow or green. Red coloured are cases
where children’s health and life are at risk, yellow coloured are [children and families]
in need of preventive measures, and green coloured represents cases which can wait
for a bit longer. In each colour category, we also prioritize what needs to be handled
first. For example, we may arrange fewer meetings than we would have done in a
normal situation, but we still conduct the investigation. (Caseworker 5) 161 Journal of Comparative Social Work 2022/1 The quotation above represents what most informants experienced. The prioritization
was something they were told to do. The Ministry of Children, Youths and Families
(2020a) sent an information letter to all Child Welfare Services in Norway at the
beginning of the pandemic, setting out how they should both prioritize and handle
child welfare work during the lockdown: child welfare work during the lockdown: We had
never worked like this before; it was a weird and stressful situation not knowing
what’s going on in children’s home. (Team leader 9) To sift out the most serious cases, the caseworkers spent a lot of time contacting
other public services for informal information, and also the families themselves. Information had to be obtained almost entirely by phone. Prior to the pandemic,
caseworkers would have sought information by sending out written requests to public
services, with a one-month deadline to respond in order to generate enough
information for an assessment. But during the pandemic there was no time to wait for
written information, and cases had to be assessed as quickly as possible. A stressful
factor mentioned by some of the caseworkers related to other public services also
being in lockdown, consequently making the usual informal sources limited by
working from home. The respondents reported that collaborative public services had 162 Journal of Comparative Social Work 2022/1 It made child welfare workers assess each case and decide which cases
they should handle first in greater detail than before the pandemic, often based on
limited information: 163 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 The priorities have been the ages of the children, children's vulnerability, and of
course the content of the message of concern. There have been several reports of
concern in the recent past that have been serious. (Team leader 6) Nine out of 10informants explained how this led to new routines for prioritizing cases
after an assessment of the severity of the report of concern. This required that as well
as prioritizing how fast a case should be investigated further, a second type of
prioritization in relation to which cases should be prioritized for physical meetings: It is a prioritization of which issues we must get into quickly and which cases can
withstand waiting a bit. And how to work in the various cases is also a matter of
priorities; for which cases is it “enough” that we carry out the first conversation as a
conference call, and for which cases is there a need for a physical meeting with the
parents. (Caseworker 5) Another consideration during this deliberation process was what information needed
to be obtained and from whom, i.e., how extensive the investigation should be. The
extension of a CWP investigation is regulated by the Child Welfare Act section 4-4,
paragraph two, specifying that to help ensure confidentiality, the investigation shall
not be more extensive than the purpose dictates (Barnevernloven, 1992). Given the
limited informal information available, the child welfare workers noted that they had
become very specific about the information they needed to obtain. Findings in this
study show that most of the informants were more careful of where and how
information was obtained, and how many meetings with the clients were required
before making a decision. Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 less access to their electronic journal systems while working from home, and that
schools and kindergartens were closed and therefore unable to observe children’s
everyday lives. This left caseworkers with a constant sense of uncertainty about what
was actually going on in the lives of children who were possibly at risk, as well as
making prioritizing cases harder for child welfare workers, because they had less
information on which to base their assessments. Physical meetings, such as home
visits, other meeting activities and travelling, were kept to a minimum or replaced with
phone calls and digital meetings. The respondents reported that this made the
workload feel heavier because they knew children were suffering due to the lockdown
of society, and they had to work differently to assess which cases to handle quickly
while working from their own homes. Work within the Norwegian Child Welfare Service altered in step with changes in
government guidelines and restrictions between 12 March and 14 May 2020. According to the informants, the stressful period in the beginning of the pandemic
was gradual as the restrictions changed, and physical meetings could once again
take place and they returned to the office rather than working from home. Despite this
process of normalization and the reintroduction of physical meetings, a more
extensive prioritization of cases was still necessary. The prioritization of cases within the CWP is not new. Informants noted that they
usually prioritized cases according to severity, and assessed whether each individual
case was acute. Even so, the empirical findings show that the pandemic and infection
control measures led to changes in the process and a more explicit prioritization of
cases. Several of the informants referred to the guidelines provided by the
Directorate for Children, Youth and Families for work during COVID-19 (Bufdir,
2020). The ‘report of concern’ governs how a case is to be conducted, but this has
traditionally been prioritized based on different indicators of risk leading to a
judgement of the ‘severity’ of the case. The difficulties in obtaining informal
information about children and families from other public services also restricted due
to the pandemic, resulted in caseworkers prioritizing cases based on the available
information. Journal of Comparative Social Work 2022/1 As Caseworker 1 explained, ‘It is not like we have obtained
information “blindly” in the past, but I think we make more accurate assessments of
where and from whom we need to obtain information.’ One of the team leaders also
noted that the pandemic led to improved prioritization: I think we have become better at prioritizing and assessing each case, because it is
something that we have to do (...) and yes, to do what is good enough in each case. We have had to prioritize so that we do not do more than necessary (…) and I think
that is something positive to take with us further. (Team leader 4) I think we have become better at prioritizing and assessing each case, because it is
something that we have to do (...) and yes, to do what is good enough in each case. We have had to prioritize so that we do not do more than necessary (…) and I think
that is something positive to take with us further. (Team leader 4) This suggests that previously, prioritization had not been good enough, and that
investigations in some cases had been too extensive. While this may have
implications for the assertion of pre-existing heavy case-loads and too few staff
reported by caseworkers, there are still examples of situations where complex family
situations required an extensive and comprehensive investigation. Team leader 7
said: 164 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 From my point of view, I can say that I have become better at prioritizing; what I
should do first, and what can wait a little longer, and where information is to be
obtained from and about what. I will use it after COVID-19 as well. This suggests that COVID-19 has led many CWP professionals to reconsider their
approach to investigation. Both caseworkers and team leaders explained that the
experience of investigating cases during the pandemic has led them to develop a
more accurate approach that would continue after the pandemic. Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 said she found it exciting to try new working methods, such as digital contact with
clients. Digital communication became the main approach to maintaining contact with
clients in requiring professionals to quickly adapt to new forms of engagement. Another informant described it as exciting to work during the pandemic, and
emphasized that the restrictions led to positive changes in the way they worked: ‘I
think this is an eye-opener for us and for digital communication [in child welfare
work,] and have to use that resource in other ways than before’ (Caseworker 3). For several of the informants, digital communication was perceived as a working
method that could be integrated into normal working practice after the pandemic. Digital communication contributed to an improved daily work routine that probably
would never have been adopted without the pandemic. Working from home was
emphasized as a change that, despite the disadvantage of being physically isolated
from other colleagues, also required greater independent decision-making from the
individual caseworker: For me, I think that it was ‘good timing that the pandemic appeared at this stage. I
have been working for only two years. You will be forced to work even more
independently despite a good follow-up from the leader. So in that way has the
situation affected me; it has given me more confidence in myself. (Caseworker 2) For me, I think that it was ‘good timing that the pandemic appeared at this stage. I
have been working for only two years. You will be forced to work even more
independently despite a good follow-up from the leader. So in that way has the
situation affected me; it has given me more confidence in myself. (Caseworker 2) Despite the limitations caused by the pandemic, such accounts illustrate how the
infection control measures and changed working conditions also led to professional
growth and a greater perception of themselves as a professional. The infection
control measures restricted the child welfare workers work routines, but at the same
time they also created opportunities for greater professional freedom and
development. Such opportunities build self-confidence through a greater professional
independence, and made it possible for them to be part of developing new working
methods as the situation forced them to deviate from national guidelines. Changed professional identity The infection control measures imposed during the pandemic led to changes in
working conditions for all the informants. A central topic in the interviews was how the
changes had been handled by the caseworkers. Most of the informants reported a
very rigid working framework before COVID-19. While there had been some variation
in how case investigations were handled, the child welfare workers reported that the
common framework based on national guidelines was quite rigid. Informants
explained that during the pandemic this framework became less rigid, leading to both
caseworkers and team leaders developing new approaches, and also developing
themselves as social workers. The new ways of working, more often from home, also
created new opportunities: It is not without challenges to be working from a home office, and you have to do
investigation cases and child welfare work from home. But I also experienced that
one finds new ways of doing the job one is supposed to. You get more creative. (...) It
requires new ways of thinking that you may not be used to, such as digital
communication. (…) In our job everything can show up, and you never know what you
will meet. (Caseworker 5) Creativity was a concept that recurred across several of the interviews in relation to
new ways of working during the pandemic. The term was also linked to finding new
ways to conduct meetings when physical distance had to be maintained due to
infection control measures, with one caseworker reporting a home visit conducted by
live video. Such practices were totally unimaginable pre-pandemic. Caseworker 2
explained how CWP have realized it is possible to do child welfare work in different
ways: ‘(..) There’s something with realizing it’s possible to do our work in other ways,
like [having meetings over] video calls (..).’ Limitations in physical encounters with clients and working in special circumstances
gave professionals more room to think differently than previously, and one informant 165 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 For the child welfare workers, this led to a sense of frustration. As one of the
caseworkers explained, ‘I think we should have been on the list of critical social tasks
from day one, but we were not. They did not even think of us’ (Caseworker 10). During the spring of 2020, professionals in CWP were redefined as socially critical,
but this was too late, according to some informants. ‘There had to be a crisis before
the Government saw that the child welfare service was important’ (Caseworker 3). Another informant said: We should have been on the list of socially critical occupations from the beginning,
and I think that they [the government] may not quite see the importance of the child
welfare service. Since they [the government] did not put us there in the beginning,
they almost had to be told about us. (Caseworker 10) Informants also reported that the infection control measures that the government put
in place, closing schools and kindergartens, had complicated their work. Informants
reported that they believed that not only were child welfare service core
competencies not seen as essential, but they were also not heard in relation to
important decisions. The restrictions introduced during that pandemic had a
significant impact on their work, both in making it more difficult, but also in potentially
creating greater need. Despite these foreseeable consequences, CWP professionals
were not considered in making such decisions: were not considered in making such decisions: I do not know which resource persons the Government has consulted in the decision,
but it is clear that the children and families we work with are difficult to meet with such
general measures. (…) I experience that we were neither consulted in such
questions, nor heard. (Team leader 6) Even though several informants disagreed with the government restrictions, most
informants reported following the guidelines. However, some informants did conduct
home visits and travelled between municipalities, even though these were forbidden
by the COVID-19 restrictions. On the one hand, informants had to adhere to the
restrictions, but on the other hand they weighed this against their professional
judgement and the needs of vulnerable families and children. Statements from both
the team leaders and the caseworkers reveal that caseworkers hid their fears and put
their health at risk just to do their jobs. Journal of Comparative Social Work 2022/1 For several
of the child welfare workers, this created a greater sense of professional freedom,
which they also experienced as inspiring. Another finding impacting on social workers’ professional identity was their
experience of recognition from society and from the government. When Norway went
into crisis mode, professionals in the CWP were not an occupational group listed as
socially critical personnel (Regjeringen, 2020). The informants reported that the child
welfare service was both ‘forgotten’ and not seen as important by central authorities. 166 Journal of Comparative Social Work 2022/1 Most of the caseworkers in this study also
reported that they avoided using personal protective equipment, not because they
were not afraid, but because they did not want to scare children and families. ‘I have
not used personal protective equipment, I believe that would have scared the
children. It would have been weird if a strange lady [caseworker] came with a face 167 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 mask’ (Caseworker 3). The perception of the importance of their work weighed
heavily. To be able to build trust in order to conduct an investigation and make
children feel comfortable, some caseworkers chose to expose themselves to
potential infection. The informants’ frustrations related to their perception of the importance of their work
and the lack of recognition prior to, and during, the initial phase of the pandemic. To
be assigned to a revised list of socially critical occupations was therefore also an
important recognition: I think it is crucial what they [the government] say about the child welfare service
being important. (…) The child welfare service has been important throughout [the
pandemic]. But I think that government (…) suddenly discovered that CWP was
important. We experience now that we are actually seen as valuable for the job we
do. (Caseworker 3) I think it is crucial what they [the government] say about the child welfare service
being important. (…) The child welfare service has been important throughout [the
pandemic]. But I think that government (…) suddenly discovered that CWP was
important. We experience now that we are actually seen as valuable for the job we
do. (Caseworker 3) Several of the child welfare workers interviewed highlighted the recognition of being
put on the list of socially critical functions as an important reason for feeling more
recognized as professionals than prior to the pandemic. Other welfare institutions
also reached out to child welfare workers. Informants reported increased contact from
schools during the pandemic, who contacted the Child Welfare Service due to
concerns for children. The issues raised were both small and large, and the typical
concern was about children that the schools had been concerned about for a long
time, often pre-pandemic. Journal of Comparative Social Work 2022/1 The child welfare workers stated that before the pandemic
they thought of their profession as important, but being recognized as important by
the government and other welfare institutions strengthened their ‘we’ as a valuable
professional group within the welfare system. Discussion Our findings highlight how CWPs faced changes in case prioritization, working
conditions and complexity linked to the pandemic restrictions. The changed working
environment and work conditions led to innovation in their professional work, and in
turn also changed their perception of their collective professional identity, both as a
professional ‘me and their professional ‘we’. Lipsky’s claims that one of the street-level bureaucrats coping strategies is to create
routines that ensure an equal treatment of equal cases, and to promote efficiency 168 Journal of Comparative Social Work 2022/1 (Lipsky, 2010). This is a form of service rationing, and a strategy reported by the
caseworkers and leaders in this study. By categorizing the cases, the informants
adapted to the consequences of new routines, and thus made it possible to
reallocate resources so that resources were deployed where the need was greatest:
in acute cases. Only the most serious cases with greatest concern for children were
prioritized. In terms of the CWP’s role and mandate, this can be seen as a
transformation from a service- and family-oriented child welfare service, towards a
more risk-oriented child welfare service (Berrick et al., 2016). Several of the
informants also said that the guidelines governed their priorities. Applying Lipsky's
concept of modification, this can be understood as a psychological withdrawal by the
informants, in which they reduced their personal responsibility for the child welfare
service performance during the pandemic while infection control measures were most
stringent. For the informants, the guidelines that governed their priority-setting can be
understood as such a modification, a way to protect themselves during demanding
working conditions. By expressing that ‘we only follow the guidelines’, a certain
distance between caseworkers responsibility for conducting child welfare work and
the challenging situation (children at risk due to the pandemic) was created, justifying
the new practice in contrast to the approach prior to the pandemic. However, several informants reported that they felt they had become better at
conducting investigations and doing so less extensively than before the pandemic, a
modification that resulted from the change in prioritization required by operating
under the restriction of the pandemic. Lipsky (2010) claims that there is a
contradiction in the working conditions for street-level bureaucrats, which means that
they must both have the individual’s needs in focus, and also treat their clients with
regard to the institution's routines, simplifying tasks by, for example, using standard
routines. Journal of Comparative Social Work 2022/1 managing information became more accurate. In turn, the new procedures saved
time and resources and made social workers better able to cope with the challenges
of COVID-19, but also enabled them to look at their previous work in a more
detached way. The Infection control measures and restrictions due to the pandemic
‘forced’ the informants to assess more precisely the sources and nature of
information that needed to be obtained. These changes can be seen as modifying
institutional routines, and in turn creating an opportunity for new modifications. Even
though it takes less time to send out standard-written requests for information than to
go deeper into each case and consider exactly what information is needed and from
whom, this modification, for informants, resulting in them feeling they were more
clearly addressing individual client’s needs. In turn, this created a changed
institutional context, thereby enabling new and different modifications to their work. As well as creating new ways of working, the changed institutional context also
created room for professional growth. Several informants talked about having greater
confidence in themselves as professionals, and that working during the pandemic
required greater independence than under ‘normal’ circumstances. One informant
also spoke about the period as exciting because creativity and new ways of working
became possible. It is conceivable that the informant's professional identity has
developed during the pandemic. ‘Me’ as a professional social worker had developed
as a result of what it constitutes. The context demanded new solutions. Here, it was
the pandemic that constituted the context. The informants' internalized action-
oriented guide on how to deal with the pandemic did not exist. They had to make a
new guide for the situation, and it is the internal affairs of the individual that govern
how some will face the situation. For that reason, professional identity must be
understood normatively, and as constantly redefined in the individual's encounters
with the field of practice (Heggen, 2008, p. 324). Professional identity should be
understood on a more individual level than the professional identity related to an
entire group, although these two understandings are closely linked to one another. The informants changed due to prioritization and assessments, and the way that
these were ways of doing child welfare work differently and better can be seen in the
light of personal identity development related to the execution of their professional
role (Heggen, 2008). Discussion Street-level bureaucrats develop perceptions of their work that make daily
work easier; hence, they modify their work so that they manage challenging working
conditions (Lipsky, 2010). In adopting a better prioritization process, the informants
can be understood as modifying a “taken for granted” institutional routine. By
categorizing cases by colour codes to a far greater extent than pre-pandemic, a new
routine for investigating cases during the pandemic was created. This led to a more
standardized procedure for assessing and conducting the investigation cases. More
importantly, the social workers also reported that the new approach to obtaining and 169 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 workers can be seen as boundary-crossers (Tuomi-Gröhn et al., in Heggen, 2008, p. 327). As Heggen explains, their professional identity, and their perception of what is
characteristic for the identity of a child welfare worker, is constantly redefined through
individual encounters in the practice field. During COVID-19, their perceptions of ‘me
as a professional changed because the new situation required different solutions’, but
also because ‘the others’ perception of social workers in CWP changed. As the
findings of the study show, many of the social workers experienced for the first time
in their career that what they did was considered important, and that they were critical
personnel. External definition helps to create, maintain or change professional
identity (Heggen, 2008). When child welfare workers were finally considered a
socially critical group, the external signals reinforced a professional identity and self-
definition that the child welfare service must be operational despite the pandemic,
and was important. This external sign influenced the informants' professional identity,
and made them deal with the situation accordingly, namely to find good solutions in a
challenging situation. workers can be seen as boundary-crossers (Tuomi-Gröhn et al., in Heggen, 2008, p. 327). As Heggen explains, their professional identity, and their perception of what is
characteristic for the identity of a child welfare worker, is constantly redefined through
individual encounters in the practice field. During COVID-19, their perceptions of ‘me
as a professional changed because the new situation required different solutions’, but
also because ‘the others’ perception of social workers in CWP changed. As the
findings of the study show, many of the social workers experienced for the first time
in their career that what they did was considered important, and that they were critical
personnel. External definition helps to create, maintain or change professional
identity (Heggen, 2008). When child welfare workers were finally considered a
socially critical group, the external signals reinforced a professional identity and self-
definition that the child welfare service must be operational despite the pandemic,
and was important. This external sign influenced the informants' professional identity,
and made them deal with the situation accordingly, namely to find good solutions in a
challenging situation. Journal of Comparative Social Work 2022/1 Entering the changed context of child welfare work, the social 170 Journal of Comparative Social Work 2022/1 Conclusion The COVID-19 pandemic appeared unexpectedly, and forced a massive change in
the working practice of CWPs. As this article describes, the changes were not all
negative. Despite the disadvantages the pandemic entailed, changes in the ways of
working also created the context for changing practice creating a more precise and
efficient investigation process, and for professional growth. In Norway, there is an
ongoing debate about quality and the level of interventions carried out by the CWP,
as well as their mandate and responsibilities. The findings of this study engage with
this debate, and provide insights into how contextual changes can reveal the
potential for changes in practice. Increased prioritizing due to the severity of the
cases can be seen as a shift from service- and family oriented towards a more risk-
oriented child welfare service, but it might as well also be seen as a step towards a
greater focus on more accurate investigation processes. The contextual change
propelled by the pandemic also created a possibility for applying knowledge and
procedures in a new way, which in turn enabled the social workers to see their
previous work more objectively, thus creating further possibilities for changes in
practice in the future. As the pandemic is still ongoing, it remains unclear whether
these changes will be integrated into mainstream professional practice. However, this 171 Journal of Comparative Social Work 2022/1 study illustrates how contextual change creates the possibility for bottom–up
innovation, changes led by street-level bureaucrats. 172 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 FN (1989). FNs konvensjon om barnets rettigheter [Norwegian translation of The UN
Convention on the Rights of the Child]. Barne- of familiedepartmentet. https://www.regjeringen.no/globalassets/upload/kilde/bfd/bro/2004/0004/ddd/pdf
v/178931-fns_barnekonvensjon.pdf Government.no (n.d). Timeline:. News from Norwegian Ministries about the
Coronavirus disease Covid-19. https://www.regjeringen.no/en/topics/koronavirus-covid-19/timeline-for-news-
from-norwegian-ministries-about-the-coronavirus-disease-covid-19/id2692402/ Government.no (n.d). Timeline:. News from Norwegian Ministries about the
Coronavirus disease Covid-19. https://www.regjeringen.no/en/topics/koronavirus-covid-19/timeline-for-news-
from-norwegian-ministries-about-the-coronavirus-disease-covid-19/id2692402/ Government.no. (2020, 24th March) Press Release 55/20. Coronavirus measures. The Office of the Prime Minister- https://www.regjeringen.no/en/historical-
archive/solbergs-government/Ministries/smk/Press-releases/2020/coronavirus-
measures-to-continue/id2694682/ Government.no. (2020, 24th March) Press Release 55/20. Coronavirus measures. The Office of the Prime Minister- https://www.regjeringen.no/en/historical-
archive/solbergs-government/Ministries/smk/Press-releases/2020/coronavirus-
measures-to-continue/id2694682/ Heggen, K. (2008). Profesjon og identitet [Profession and Identity]. In: A. Molander &
L. I. Terum (Ed.), Profesjonsstudier [Study of Professions]. Universitetsforlaget. Heggen, K. (2008). Profesjon og identitet [Profession and Identity]. In: A. Molander &
L. I. Terum (Ed.), Profesjonsstudier [Study of Professions]. Universitetsforlaget. Hollekim, R., Anderssen, N. & Daniel, M. (2016). Contemporary discourses on
children and parenting in Norway. Norwegian Child Welfare Services meets
immigrant Families. Children and Youth Service Review. 60, 52-60. https://doi.org/10.1016/j.childyouth.2015.11.004 Hollekim, R., Anderssen, N. & Daniel, M. (2016). Contemporary discourses on
children and parenting in Norway. Norwegian Child Welfare Services meets
immigrant Families. Children and Youth Service Review. 60, 52-60. https://doi.org/10.1016/j.childyouth.2015.11.004 Kojan, B. H. (2011). Norwegian Child Welfare Services: A Successful Program for
Protecting and Supporting Vulnerable Children and Parents? Australian Social
Work, 64(4), 443-458, https://doi.org/10.1080/0312407X.2010.538069 Kojan, B. H. (2011). Norwegian Child Welfare Services: A Successful Program for
Protecting and Supporting Vulnerable Children and Parents? Australian Social
Work, 64(4), 443-458, https://doi.org/10.1080/0312407X.2010.538069 Lipsky, M. (2010). Street-level bureaucracy – dilemmas of the individual in public
services, 30th anniversary expanded ed. Russell Sage Foundation. Lipsky, M. (2010). Street-level bureaucracy – dilemmas of the individual in public
services, 30th anniversary expanded ed. Russell Sage Foundation. Miles, M. B., Huberman, A. M. & Saldana, J. (2014). Qualitative Data Analysis: A
Methods Sourcebook. SAGE Publications. Miles, M. B., Huberman, A. M. & Saldana, J. (2014). Qualitative Data Analysis: A
Methods Sourcebook. SAGE Publications. Molander, A., & Terum, L. I. (Ed.) (2008). Profesjonsstudier [Study of Professions]. Universitetsforlaget. Molander, A., & Terum, L. I. (Ed.) (2008). Profesjonsstudier [Study of Professions]. Universitetsforlaget. Mollenhauser, K. (1996). Glemte sammenhenger- om kultur og oppdragelse
[Forgotten aspects – about culture and upbringing]. Gyldendal. Mollenhauser, K. (1996). Glemte sammenhenger- om kultur og oppdragelse
[Forgotten aspects – about culture and upbringing]. Gyldendal. Nilssen, V. (2014). Analyse i kvalitative studier - Den skrivende forskeren [Analysis in
Qualitative Studies – The Writing Researcher]. Universitetsforlaget. References Almås, S., Vasset, F. & Ødegård, A. (2018). Tverrprofesjonell samarbeidslæring
[Interprofessional collaboration]. Fagbokforlaget. Almås, S., Vasset, F. & Ødegård, A. (2018). Tverrprofesjonell samarbeidslæring
[Interprofessional collaboration]. Fagbokforlaget. Barnevernloven. (1992). Lov om barneverntjenester [Child Welfare Act] (LOV-1992-
07-17-100). Lovdata. https://lovdata.no/dokument/NL/lov/1992-07-17-100 Barnevernloven. (1992). Lov om barneverntjenester [Child Welfare Act] (LOV-1992-
07-17-100). Lovdata. https://lovdata.no/dokument/NL/lov/1992-07-17-100 Berrick, J., Dickens, J. Pösö, T. & Skivenes, M. (2016). A Cross-Country
Comparation of Child Welfare Systems and Workers’ Responses to Children
Appearing to be at Risk or in Need of Help. Child Abuse Review, 26(4), 305-
319. https://doi.org/10.1002/car.2485 Breimo, J., Sandvin, J. T., Lo, C., & Anvik, C.H. (2021). Concerned or not concerned
– is that the question? An analysis of the role of the ‘note of concern’ in the
collaboration between the Child Welfare and Protection Services and other
service providers. (Bekymret eller ikke bekymret – er det spørsmålet? En
analyse av bekymringsmeldingens betydning for samarbeidet mellom
barnevernet og andre tjenesteytende instanser). Tidsskrift for
samfunnsforskning, 62(2), 192-202. https://doi.org/10.18261/issn.1504-291X-
2021-02-04 Breimo, J., Sandvin, J. T., Lo, C., & Anvik, C.H. (2021). Concerned or not concerned
– is that the question? An analysis of the role of the ‘note of concern’ in the
collaboration between the Child Welfare and Protection Services and other
service providers. (Bekymret eller ikke bekymret – er det spørsmålet? En
analyse av bekymringsmeldingens betydning for samarbeidet mellom
barnevernet og andre tjenesteytende instanser). Tidsskrift for
samfunnsforskning, 62(2), 192-202. https://doi.org/10.18261/issn.1504-291X-
2021-02-04 Bufdir (2020). Statusrapport, Utsatte barn og unges tjenestetilbud under COVID-19-
pandemien [Status report. Services for children at risk during the covid 19
pandemic]. Barne-, ungdoms- og familiedirektoratet. https://www.regjeringen.no/no/dokumenter/utsatte-barn-og-unges-
tjenestetilbud-under-covid-19-pandemien/id2831843/ Bufdir.no (n.d). Bekymringsmeldinger til barnevernet [Notifications of concern for
children]. https://www.bufdir.no/statistikk_og_analyse/barnevern/bekymringsmeldinger/ Bunkholdt, V. & Kvaran, I. (2015). Kunnskap og kompetanse i barnevernsarbeid
[Knowledge and competence in child welfare work]. Gyldendal Akademisk. Bunkholdt, V. & Kvaran, I. (2015). Kunnskap og kompetanse i barnevernsarbeid
[Knowledge and competence in child welfare work]. Gyldendal Akademisk. Directorate for Children, Youth and Families (2020). Den kommunale
barneverntjenestens prioriterte oppgaver – i en tid i krise og beredskap [The
municipal child welfare service’s priority tasks – in a time of crisis and alert]. https://bufdir.no/aktuelt/temaside_koronavirus/profesjonelle/informasjonsskriv/d
en_kommunale_barneverntjenestens_prioriterte_oppgaver__i_en_tid_i_krise_o
g_beredskap/ Directorate for Children, Youth and Families (2020). Den kommunale
barneverntjenestens prioriterte oppgaver – i en tid i krise og beredskap [The
municipal child welfare service’s priority tasks – in a time of crisis and alert]. https://bufdir.no/aktuelt/temaside_koronavirus/profesjonelle/informasjonsskriv/d
en_kommunale_barneverntjenestens_prioriterte_oppgaver__i_en_tid_i_krise_o
g_beredskap/ 173 Journal of Comparative Social Work 2022/1 Journal of Comparative Social Work 2022/1 Nilssen, V. (2014). Analyse i kvalitative studier - Den skrivende forskeren [Analysis in
Qualitative Studies – The Writing Researcher]. Universitetsforlaget. Regjeringen (2020). Lokale regler må ikke hindre samfunnsfunksjoner [Local rules
must not prevent societal functions] Helse- og omsorgsdepartementet. Regjeringen (2020). Lokale regler må ikke hindre samfunnsfunksjoner [Local rules
must not prevent societal functions] Helse- og omsorgsdepartementet. 174 Journal of Comparative Social Work 2022/1 https://www.regjeringen.no/no/aktuelt/lokale-regler-ma-ikke-
hindresamfunnsfunksjoner/id2693804/ Thagaard, T. (2018). Systematikk og innlevelse – En innføring i kvalitative metoder
[Systematic and empathy: An introduction to Qualitative Methods]. Fagbokforlaget. Tveito, S. B. (2021). Barnevern i krisetid. Barneverntjenestens arbeid med vold og
overgrep under koronapandemiens første fase [CWP in times of crisis. CWP’s
work with domestic violence during the pandemic]. Oslo Metropolitan University. (NOVA, Note 1/21). Unicef (2021). Child Protection and Covid 19. https://data.unicef.org/topic/child-
protection/COVID-19/ University of Oslo. (n.d.). Nettskjema-dictaphone. https://www.uio.no/english/services/it/adm-services/nettskjema/help/nettskjema-
dictaphone.html Wackerhausen, S. (2002). Humanisme, professionsidentitet og uddannelse i
sundhedsområdet. Hans Reitzels Forlag. Wackerhausen, S. (2002). Humanisme, professionsidentitet og uddannelse i
sundhedsområdet. Hans Reitzels Forlag. Welch, M. & Haskins, R. (2020). What COVID-19 means for America’s child welfare
system. The Brookings Institution. https://www.brookings.edu/research/what-
covid-19-means-for-americas-child-welfare-system/ 175
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Constraints on Letter-in-String Identification in Peripheral Vision: Effects of Number of Flankers and Deployment of Attention
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1Several studies have also examined effects of number of equidistant flankers using
various kinds of stimuli and with varying results (e.g., Wilkinson et al., 1997; Pelli
et al., 2004; Põder and Wagemans, 2007; Põder, 2008). INTRODUCTION j
g
A handful of studies have tested for effects of non-adjacent
flankers on letter identification in peripheral vision (Butler and
Currie, 1986; Heller et al., 1995; Huckauf and Heller, 2002a,b)1. These studies compared the effects of two- vs. four-flankers on Currie, 1986; Heller et al., 1995; Huckauf and Heller, 2002a,b) . These studies compared the effects of two- vs. four-flankers on Myriam Chanceaux and Jonathan Grainger* gie Cognitive, Centre National de la Recherche Scientifique, Aix-Marseille University, UMR 7290, Marseille, France Laboratoire de Psychologie Cognitive, Centre National de la Recherche Scientifique, Aix-Marseille University, UMR 7290, M Reviewed by: Olaf Hauk, MRC Cognition and Brain
Sciences Unit, UK Francesca Peressotti, University of
Padova, Italy Edited by: Effects of non-adjacent flanking elements on crowding of letter stimuli were examined in
experiments manipulating the number of flanking elements and the deployment of spatial
attention.To this end, identification accuracy of single letters was compared with identifica-
tion of letter targets surrounded by two, four, or six flanking elements placed symmetrically
left and right of the target. Target stimuli were presented left or right of a central fixation,
and appeared either unilaterally or with an equivalent number of characters in the contralat-
eral visual field (bilateral presentation). Experiment 1A tested letter targets with random
letter flankers, and Experiments 1B and 2 tested letter targets with Xs as flanking stimuli. The results revealed a number of flankers effect that extended beyond standard two-flanker
crowding. Flanker interference was stronger with random letter flankers compared with
homogeneous Xs, and performance was systematically better under unilateral presenta-
tion conditions compared with bilateral presentation. Furthermore, the difference between
the zero-flanker and two-flanker conditions was significantly greater under bilateral presen-
tation, whereas the difference between two-flankers and four-flankers did not differ across
unilateral and bilateral presentation. The complete pattern of results can be captured by
the independent contributions of excessive feature integration and deployment of spatial
attention to letter-in-string visibility. Jay Rueckl, University of Connecticut,
USA Jay Rueckl, University of Connecticut,
USA INTRODUCTION targets (e.g., Bouma, 1970; Huckauf and Nazir, 2007; Grainger
et al.,2010). More recently,these effects of lateral interference have
been integrated within the wider perspective of crowding effects
on the processing of various kinds of visual stimuli (e.g.,Pelli et al.,
2004; Pelli and Tillman, 2008; see Levi, 2008; Whitney and Levi,
2011, for reviews). However, the vast majority of these studies
have limited their investigation to the effects of stimuli that are the
closest to the target, and have shown that target-flanker separation
determines target identification accuracy. Much of this work can
be summarized by Bouma’s law (Bouma, 1970; Pelli and Tillman,
2008), which states that critical spacing (i.e., the target-flanker
separation that allows target identification at a criterion level of
accuracy) is a linear function of target eccentricity. On the other
hand, we currently know much less about how distractor stimuli
that are not adjacent to the target, that is, are separated from the
target by at least one other flanking element,might influence target
identification. Yet natural cluttered environments in general, and
printed text in particular, nearly always involve situations where
there are non-adjacent flanking elements. What factors influence our ability to identify a single letter pre-
sented in a random string of letters? Answering this question is
important because it will help develop our understanding of the
very first phase of the reading process during which visual fea-
ture information is mapped in parallel onto position-coded letter
identities in both central and peripheral vision (Grainger and van
Heuven, 2003; Marzouki et al., 2013). The importance of under-
standing the mechanisms involved has been nicely illustrated by
the recent finding that increased letter spacing can facilitate read-
ing in dyslexic children (Perea et al., 2012; Zorzi et al., 2012). Indeed, crowding is one factor known to have a large influence on
letter-in-string perception, and manipulating inter-letter spacing
modulates the amount of crowding. Crowding, or lateral masking,
is the phenomenon whereby target identification in peripheral
vision is affected by the presence of nearby flanking elements
(Bouma, 1970; Pelli et al., 2004; Pelli and Tillman, 2008). In
the present study we focus on one specific aspect of crowding
effects – the contribution of non-adjacent flanking elements –
while examining possible interactions between crowding effects
and the deployment of spatial attention. *Correspondence: Jonathan Grainger, Laboratoire de
Psychologie Cognitive, Centre
National de la Recherche Scientifique,
Aix-Marseille University, UMR 7290,
Pôle 3C, Bâtiment 9 Case D, 3, Place
Victor Hugo, 13331 Marseille Cedex
3, France. e-mail: jonathan.grainger@univ-amu.fr Keywords: letter perception, crowding, non-adjacent flankers, number of flankers, spatial attention Keywords: letter perception, crowding, non-adjacent flankers, number of flankers, spatial attention ORIGINAL RESEARCH ARTICLE
bli h d 13 M
h 2013 published: 13 March 2013
doi: 10.3389/fpsyg.2013.00119 Constraints on letter-in-string identification in peripheral
vision: effects of number of flankers and deployment of
attention www.frontiersin.org CROWDING AND NON-ADJACENT FLANKERS Effects of lateral interference on letter identification is a
well-studied phenomenon in experimental psychology, with
resultsshowing that target letters flanked by other letters to the
left and to the right, are harder to identify than isolated letter March 2013 | Volume 4 | Article 119 | 1 www.frontiersin.org Letter-in-string identification Chanceaux and Grainger toward the fovea or not (Petrov and Meleshkevich, 2011). Further-
more, Scolari et al. (2007) reported reduced critical spacing when
targets were presented in a different color to flankers, presum-
ably because the different color helped attract attention to the
target2. target letters located at the center of three-letter and five-letter
strings that were presented left or right of a central fixation. The
results of these studies replicated the standard finding of a drop
in performance with two flanking stimuli compared with isolated
targets (i.e., standard crowding), and demonstrated a further drop
in performance from tow-flankers to four-flankers.A similar effect
of number of flankers was also reported for digit identification by
Strasburger et al. (1991). In order to provide a further test of attentional accounts
of crowding driven by adjacent and non-adjacent flankers, we
included two manipulations expected to modify the deployment
of spatial attention. First, we compared flanking effects induced
by random letter strings (Experiment 1A) with effects induced
by homogeneous strings of Xs (Experiment 1B). The homoge-
neous flankers are expected to facilitate focusing of attention
on the target as the odd man out (see Figure 1), and therefore
to reduce flanker interference compared with non-homogeneous
flankers (e.g., Scolari et al., 2007). Second, we presented stimuli
either unilaterally (i.e., all stimuli grouped in one visual field)
or bilaterally, with an equivalent number of stimuli presented
simultaneously in the contralateral field (see Figure 1). Unilateral
stimuli will enable rapid allocation of attention to target location
(targets were always at the central position of strings), whereas
bilateral stimuli will encourage a division of attention across the
visual fields until processing of the post-cue that indicates the tar-
get location. According to attentional accounts of crowding, we
should see reduced flanker interference under unilateral presen-
tation conditions. More specifically, the combined manipulation
of attentional deployment and number of flankers will allow us
to examine whether adjacent and non-adjacent flankers are differ-
entially affected by spatial attention. EXPERIMENT 1 Experiment 1 compared identification of isolated letter targets,
and targets embedded as the central letter in three-letter, and five-
letter strings presented in the left and right visual field under either
unilateral or bilateral presentation conditions. In Experiment 1A,
flanking stimuli were other letters, and in Experiment 1B flankers
were homogeneous Xs (see Figure 1). EFFECTS OF DEPLOYMENT OF ATTENTION It is also possible that effects of non-adjacent flankers reflect dif-
ferences in the deployment of spatial attention as a function of
string length. Strasburger et al. (1991) suggested that it might be
harder to focus attention on the target location in longer strings,
and this causes a cost in the processing of target identity as well
as target position. This attentional account of effects of non-
adjacent flankers could be integrated within a general explanation
of crowding according to which spatial attention determines the
size of the crowding zone (e.g., Strasburger et al., 1991; Intriliga-
tor and Cavanagh, 2001; Strasburger, 2005). According to these
accounts it is possible to equate the empirically defined crowd-
ing zone (i.e., critical spacing) with the size of the spotlight of
spatial attention. In line with this proposal, there is some evi-
dence that crowding effects can be reduced by spatial cueing. This was shown most clearly by Yeshurun and Rashal (2010),
who demonstrated a reduction in critical spacing for orientation
identification (target was a rotated T) with the prior presenta-
tion of a spatial cue to target location. Spatial cueing has also
been shown to affect the different impact of inward vs. out-
ward flankers as a function of whether or not attention is drawn CROWDING AND NON-ADJACENT FLANKERS To do so, we plan to test for
partial interactions between a given attentional manipulation and
the effects of adjacent flankers (zero- vs. two-flankers) on the one
hand, and the effects of non-adjacent flankers on the other. g
These relatively understudied effects of non-adjacent flank-
ing stimuli are all the more interesting in that the non-adjacent
flanking stimuli typically fall outside of the critical spacing limits
that determine standard crowding effects according to Bouma’s
law. This has led a number of researchers to propose that dif-
ferent mechanisms might be involved in non-adjacent flanking
effects compared with standard crowding (i.e., effects of adjacent
flankers). Whereas standard crowding would mostly reflect exces-
sive feature integration (e.g., Pelli et al., 2004; Levi, 2008; Levi
and Carney,2009),interference from non-adjacent flankers would
mainly reflect an increase in positional uncertainty with longer
strings (e.g., Butler and Currie, 1986; Huckauf and Heller, 2002a). In other words, processing of target identity might not be harmed
so much by non-adjacent flankers, but performance would drop
because of loss of information about target position. Given that all
prior research has usedsimple identification paradigms witheither
full or partial report, positional uncertainty would induce incor-
rect responses by participants reporting the identity of an item at
the incorrect position. In the present study we test for effects of
number of flankers while controlling for positional uncertainty by
using a two-alternative forced-choice (2AFC) procedure in which
the alternative choice was not present in the display. That is, the
alternative presented along with the target in 2AFC was never a let-
ter present in the stimulus on that trial. If positional uncertainty
is the key mechanism driving prior observations of a number of
flankers effect, then we ought to see a much reduced effect of this
manipulation in the present study. Participants Students from the University of Provence were paid 5 C for their
participation, 9 in Experiment 1A (8 women, mean age 22 years)
and 17 in Experiment 1B (11 women, mean age 23.7 years). All
participants were native speakers of French, and reported having
normal or corrected to normal vision. Design and stimuli The stimuli consisted of 15 consonant letters presented in upper-
case (B, C, D, F, G, H, J, K, L, M, N, P, R, S, and T). Three
factors were manipulated as within-participants variables: visual 2We note that modulation of flanker interference by spatial attention does not con-
tradict accounts of crowding as resulting from pooling of information falling in the
crowding zone, in as much as attention can boost the target’s capacity to resist the
inhibitory action of flanking stimuli (e.g., Grainger et al., 2010). Frontiers in Psychology | Language Sciences March 2013 | Volume 4 | Article 119 | 2 Chanceaux and Grainger Letter-in-string identification FIGURE 1 | Summary of the conditions tested in the present study in
which number of flankers (zero, two, four, six) and unilateral vs. bilateral
presentation were manipulated. In all examples the target is the letter “H”
presented in the LVF. Flankers in Experiment 1 are other letters. Flankers in
Experiments 1A and 2 are Xs. Note that the conditions tested in Experiment 2
are the same as Experiment 1B, except that all stimuli in the contralateral field
of the bilateral condition are Xs, and with the zero-flanker condition replaced
by a six-flanker condition. FIGURE 1 | Summary of the conditions tested in the present study in
which number of flankers (zero, two, four, six) and unilateral vs. bilateral
presentation were manipulated. In all examples the target is the letter “H”
presented in the LVF. Flankers in Experiment 1 are other letters. Flankers in Experiments 1A and 2 are Xs. Note that the conditions tested in Experiment 2
are the same as Experiment 1B, except that all stimuli in the contralateral field
of the bilateral condition are Xs, and with the zero-flanker condition replaced
by a six-flanker condition. field (left or right of fixation), number of flankers (zero, two,
or four), and laterality (unilateral or bilateral presentation). All
15 target letters were tested twice in each of the 12 experimen-
tal conditions, leading to 360 trials (15 × 12 × 2)/participant. In
Experiment 1A different consonants from the set of 15 were used
as flankers in the conditions with flankers, and different combina-
tions of flankers were used for the different targets. In Experiment
1B all flankers were the uppercase letter X. Procedure Participants were seated and asked to adjust a chinrest so that
their eyes were level with the center of the computer screen. For
the calibration phase, participants were asked to fixate on dots
presented at nine different points on the computer screen. The
calibration was repeated after a familiarization phase and then
every 30 trials. The sequence of events on a trial was as follows
(see Figure 2). First, participants were asked to gaze on the fixa-
tion cross that was presented at the center of the computer screen. Participants’ fixation had to first stabilize on the cross for 200 ms. If the gaze moved during more than 50 ms outside of an area
of 50 × 120 pixels around the fixation cross (0.7˚ right or left),
the cross remained on the screen. After 200 ms of continuous fix-
ation, the target and flanker stimuli were presented for 200 ms. Stimuli were presented on one or both sides of the center of the
screen aligned horizontally. Participants were seated at approxi-
mately 80 cm from the monitor. At this distance a letter subtended
about 0.6˚ in horizontal extent, and the center of the target was
at an eccentricity of 2.7˚. The inter-letter spacing (center to cen-
ter) was 0.6˚, such that the center of the most distant flankers
in the four-flanker condition were located 3.9˚ from fixation, at
the limit of the theoretical extent of the target’s crowding zone
(2.7˚ + 2.7˚/2 = 4.05˚; see Figure 2). Design and stimuli In the bilateral pre-
sentation condition, the same combination of flankers was used
as in the unilateral condition for flankers in the same visual
field as the target, and a different set of letters were shown in
the contralateral field. Stimuli were presented in random order
with all experimental conditions mixed in a single block. The
task was 2AFC, thus each target letter was paired with another
letter from the set of 15 consonants, and that was not present
in the stimulus display (target and alternative were presented
after stimulus presentation). Each of the 15 letters served as
the alternative choice on the same number of trials, and were
distributed equally across the different conditions. All stimuli
were presented in white 21-point Courier New font on a black
background. Experiment 1A: different letter flankers One of the participants was excluded from further analysis because
of chance-level performance according to a Chi-square test (at 0.05
level). The data from the remaining participants were analyzed in
a three-way by participants analysis of variance (ANOVA) with
visual field (LVF or RVF), number of flankers (zero, two, or four),
and laterality (unilateral or bilateral presentation). Percentage
correct values averaged across these participants for each exper-
imental condition are shown in Figure 4. The analysis revealed
main effects of number of flankers, F(2, 30) = 83.73, p < 0.001,
and laterality, F(1, 15) = 97.97, p < 0.001, but no effect of visual
field, F(1, 15) = 0.07, p = 0.79. As in Experiment 1A, the main
effect of number of flankers was driven essentially by a large
decrease in performance from zero- to two-flankers,t(15) = 10.16,
p < 0.001, but the difference between the two- and four-flanker
condition was also significant, t(15) = 3.37, p < 0.01. There was
a significant interaction between number of flankers and later-
ality, F(2, 30) = 6.94, p < 0.01, with greater flanker interference
under bilateral presentation. Again, this interaction was driven
mostly by the zero-flanker and two-flanker conditions, for which
the partial interaction between number of flankers and laterality Percentage correct values averaged across participants for each
experimental condition are shown in Figure 3. We checked indi-
vidual accuracy values to determine that all participants were
above chance-level using a chi-square test. A repeated measures
analysis of variance (ANOVA) was conducted on the mean per-
centage correct/participant and condition. Number of flankers
(zero, two, four), laterality (unilateral vs. bilateral presentation),
and visual field (RVF vs. LVF) were within-participants variables. There was a clear effect of laterality with an advantage for unilat-
eral presentation, F(1, 8) = 51, p < 0.001, and a strong main effect
of number of flankers, F(2, 16) = 149.86, p < 0.001, but no main
effect of visual field, F(1, 8) = 1.92, p = 0.20, and no significant
interactions with this factor (Number of flankers ×Visual field,
p = 0.06, Laterality ×Visual field, p = 0.89). Apparatus During stimulus presentation eye fixation had to stay on the
centerof thescreen,otherwisethetrialwascanceled.Afterstimulus
presentation, a post-mask appeared on both sides of the fixation
cross, along with the two-alternative letter responses placed above
and below the center of the screen. The mask consisted of two
strings of five hash marks and remained on the screen until partic-
ipants responded. The post-mask was accompanied by a post-cue
to indicate which letter to identify,using two horizontal bars above
and below one of the hash marks. The target letter was always the
central letter of the string. Participants were instructed to respond An EyeLink 1000 eye tracker (SR Research Ltd.) was used to
control for eye position. The eye tracker had a sampling rate
of 1000 Hz and used an automatic saccadic detection algorithm
based on a velocity threshold of 30˚/s and an acceleration thresh-
old of 8000˚/s2, which corresponds to the cognitive configuration
for the EyeLink 1000. Stimuli were presented on a ViewSonic
P227 monitor with a refresh rate of 100 Hz and a screen size
of 1024 × 768 pixels. Stimulus presentation was controlled with
Experiment Builder software (SR Research Ltd.). Eye movements
were recorded from the right eye. March 2013 | Volume 4 | Article 119 | 3 www.frontiersin.org Chanceaux and Grainger Letter-in-string identification FIGURE 2 | Sequence of events on a trial in the present study (top left),
and distances used (bottom right). Fixation cross for 200 ms, followed by
the stimulus display (target and any accompanying letters) for 200 ms,
followed by a post-mask accompanied by two horizontal bars placed above
and below the target location, plus the presentation of two-alternative letters
for the 2AFC response. Inter-letter spacing, eccentricity of the closest letter
and the central target letter, and theoretical extent of the crowding zone
according to Bouma’s law (shaded ellipse) are shown bottom left. and below the target location, plus the presentation of two-alternative letters
for the 2AFC response. Inter-letter spacing, eccentricity of the closest letter
and the central target letter, and theoretical extent of the crowding zone
according to Bouma’s law (shaded ellipse) are shown bottom left. FIGURE 2 | Sequence of events on a trial in the present study (top left),
and distances used (bottom right). Apparatus Fixation cross for 200 ms, followed by
the stimulus display (target and any accompanying letters) for 200 ms,
followed by a post-mask accompanied by two horizontal bars placed above p < 0.05. The partial interaction between number of flankers and
laterality was significant for the zero-flanker and two-flanker con-
ditions, F(1, 8) = 11.37, p < 0.01, with stronger effects of adjacent
flankers in the bilateral condition (31.7%) compared with the uni-
lateral condition (23.8%). On the other hand, the interaction was
only marginally significant when limited to the two-flanker and
four-flanker conditions, F(1, 8) = 5.04, p = 0.06, and was in the
opposite direction. as accurately as possible by pressing either the upward arrow key
(for the alternative above) or the downward arrow key (for the
alternative below) to indicate which letter had appeared at the
cued location. Participants had to respond on each trial even if
they were unsure of the answer (forced-choice). An audio tone
signaled a correct response. After participants’ response a blank
screen appeared and the next trial began. The experiment lasted
approximately 30 min. Experiment 1A: different letter flankers The main effect of
number of flankers was driven mostly by a large decrease in per-
formance from zero- to two-flankers, t(8) = 18.54, p < 0.001, but
the difference between the two- and four-flanker condition was
also significant, t(8) = 3.9, p < 0.01.There was a significant inter-
action between number of flankers and laterality, F(2, 16) = 4.72, March 2013 | Volume 4 | Article 119 | 4 Frontiers in Psychology | Language Sciences Chanceaux and Grainger Letter-in-string identification FIGURE 3 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers in
Experiment 1A. Error bars are standard errors. FIGURE 3 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers in
Experiment 1A. Error bars are standard errors FIGURE 3 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers in
Experiment 1A. Error bars are standard errors. FIGURE 4 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers
(Xs) in Experiment 1B. Error bars are standard errors. FIGURE 4 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers
(Xs) in Experiment 1B. Error bars are standard errors. FIGURE 4 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers
(Xs) in Experiment 1B. Error bars are standard errors FIGURE 4 | Percent correct 2AFC to letter targets under unilateral and bilateral presentation conditions and as a func
(Xs) in Experiment 1B. Error bars are standard errors. AFC to letter targets under unilateral and bilateral presentation conditions and as a function of the number of flankers
ars are standard errors. was significant, F(1, 15) = 12.59, p < 0.01, but was not significant
when examining only the two-flanker and four-flanker conditions,
F(1, 15) = 0.54, p = 0.47. not significant for non-adjacent flankers (two- vs. four-flankers),
F(1, 23) = 2.10, p = 0.16. Combined analysis of Experiments 1A and 1B Experiment 1 revealed an effect of the number of flanking letters
on letter-in-string identification, in conditions where effects of
positional uncertainty were minimized by always presenting tar-
gets at the center of strings, and using 2AFC. The decrement in
performance from no flankers to two-flankers replicates the stan-
dard effects of crowding on letter perception (e.g., Bouma, 1970;
Huckauf and Nazir,2007; Grainger et al.,2010). The further decre-
ment in performance from two-flankers to four-flankers replicates
prior observations of an influence of non-adjacent flankers (Butler In this joint analysis we examined the effect of type of flanker (let-
ters vs. Xs) and the effect of number of flankers (see Figure 5). We found a significant interaction between type of flanker and
number of flankers, F(2, 46) = 5.06, p < 0.05. Flanker effects were
greater when the flankers were letters (Experiment 1A) than when
they were Xs (Experiment 1B). The partial interaction between
number of flankers and type of flanker was significant for adjacent
flankers (zero- vs. two-flankers), F(1, 23) = 4.73, p < 0.05, but was March 2013 | Volume 4 | Article 119 | 5 www.frontiersin.org Chanceaux and Grainger Letter-in-string identification FIGURE 5 | Percent correct 2AFC to letter targets with letter flankers compared with X flankers as a function of the number of flankers in Experiment
1, and averaging across unilateral and bilateral presentation and visual field. Error bars are standard errors. FIGURE 5 | Percent correct 2AFC to letter targets with letter flankers compared with X flankers as a function of the number of flankers in Experiment
1, and averaging across unilateral and bilateral presentation and visual field. Error bars are standard errors. to letter targets with letter flankers compared with X flankers as a function of the number of flankers in Experiment
l and bilateral presentation and visual field. Error bars are standard errors. presentation favors divided attention across the visual fields (e.g.,
Chakravarthi and Cavanagh, 2009). In Experiment 1 the con-
tralateral display always contained a distractor letter in the central
position that was not the letter X, and this implies that partic-
ipants had to process the post-cue in order to know where the
target was. Experiment 2 examines to what extent the presence
of a distractor letter in the contralateral field determined the
deployment of attention under bilateral presentation. Combined analysis of Experiments 1A and 1B To do so,
flankers were homogeneous Xs with no letter (other than Xs)
in the contralateral field in bilateral presentation conditions (see
Figure 1). and Currie,1986; Strasburger et al.,1991; Heller et al.,1995; Huck-
auf and Heller, 2002a,b). These effects of non-adjacent flankers
observed with the particular paradigm used in the present study
helps rule out explanations of such effects as being due to an
increase in positional uncertainty. Effects of number of flankers interacted with the presence or
not of a letter string in the contralateral visual field. The two-
flanker condition showed significantly stronger interference com-
pared with the zero-flanker condition under bilateral presentation
conditions. This is in line with attentional accounts of crowd-
ing (Strasburger et al., 1991; Intriligator and Cavanagh, 2001;
Strasburger, 2005) according to which attentional deployment
determines the extent of the crowding zone. However, contrary
to this account, the difference between the two-flanker and four-
flanker conditions actually diminished, albeit non-significantly,
in the bilateral condition, rather than increasing. Nevertheless,
this could be due to floor effects affecting performance in the
bilateral four-flanker condition of Experiment 1 (see Figures 3
and 4). The same pattern was found with the type of flanker
manipulation (letters vs. Xs), which significantly modulated the
effects of adjacent flankers (see Figure 5), while the difference
between the two-flanker and four-flanker conditions was not sig-
nificantly affected by the type of flanker. Again, floor effects in
the four-flanker condition could be driving this pattern. Experi-
ment 2 therefore attempts to remove these floor effects in order
to test whether crowding is systematically greater under bilateral
presentation as the number of flankers increases, as predicted
by attentional accounts of crowding in general, and attentional
accounts of effects of non-adjacent flankers in particular. Finally, in Experiment 1 the maximum number of contiguous
flankers was four elements, with two to each side of the target. Given the stimulus size and spacing and the viewing distance
employed in the present study, the most eccentric flankers in the
four-flanker condition were at the limits of the critical spacing as
defined by Bouma’s law. It is therefore possible that the extra inter-
ference generated by the four-flanker condition compared with the
two-flanker condition could be driven by the mechanisms under-
lying standard crowding. Experiment 2 therefore tests for effects of
number of flankers but this time including a six-flanker condition
replacing the no flanker condition. Combined analysis of Experiments 1A and 1B In this condition, the center
of the most distant flankers were at 4.5˚ eccentricity, and hence
fell outside of the crowding zone as defined by Bouma’s law (see
Figure 2). Frontiers in Psychology | Language Sciences Participants Twenty-two students (6 men and 16 women, mean age 22.9 years)
from the University of Provence volunteered to participate. All
participants were native speakers of French and reported having
normal or corrected to normal vision. Furthermore, in Experiment 1 there was a general advantage
for unilateral presentation compared with bilateral presentation,
most likely because unilateral presentation favors rapid alloca-
tion of attention toward the target location, whereas bilateral March 2013 | Volume 4 | Article 119 | 6 Frontiers in Psychology | Language Sciences Chanceaux and Grainger Letter-in-string identification RESULTS Two of the participants were excluded from further analysis
because of chance-level performance according to a Chi-square
test (at 0.05 level). The data from the remaining participants
(shown in Figure 6) were analyzed in a three-way by participants’
analysis of variance (ANOVA) with visual field (LVF or RVF),
number of flankers (two, four, or six), and laterality (unilateral
or bilateral presentation) as variables. The analysis revealed main
effects of number of flankers, F(2, 38) = 6.28, p < 0.01, and later-
ality, F(1, 19) = 15.50, p < 0.001, but no effect of visual field, F(1,
19) = 0.14,p = 0.72. There was a significant difference between the
two-flanker and four-flanker conditions, F(1, 19) = 7.10, p < 0.05,
and no significant difference between the four-flanker and six-
flanker conditions, F(1, 19) = 0.38, p = 0.54. Critically, there was
no interaction between number of flankers and laterality, F(2,
38) = 1.77, p = 0.47. Finally, there was no interaction between number of flankers
and laterality in Experiment 2, in conditions where there was no
evidence that floor effects were affecting performance. Figure 6
shows very clearly that the difference between the two-flanker and
four-flanker conditions was almost identical under unilateral and
bilateral presentation conditions. This strongly suggests that the Design and stimuli suggests that effects of number of flankers,manipulated here along
the horizontal meridian, are at least partly determined by the
extent of the crowding zone as determined by Bouma’s law. The design and stimuli were the same as in Experiment 1, with the
exception that all distractors in both unilateral and bilateral con-
ditions were the letter X, and the number of flankers was two, four,
or six. Thus,visual field (LVF or RVF) was crossed with Number of
Flankers (two, four, or six) and Laterality (bilateral or unilateral)
in a 2 × 3 × 2 design. Each letter was the target in 24 trials, leading
to 360 trials (15 × 24). Furthermore, the results of Experiment 2 revealed a signifi-
cant advantage for unilateral over bilateral presentation on letter-
in-string identification in peripheral vision, in conditions that
arguably optimize target localization prior to presentation of the
post-cue, in both the bilateral and unilateral conditions. When
contrasted with the results obtained in the bilateral (two- and four-
flanker) conditions of Experiment 1B, the results of Experiment 2
confirm that the presence of a distractor letter in the contralateral
field of the bilateral presentation condition in Experiment 1B was
inducing a processing cost. This can be best attributed to the fact
that in these conditions there was no cue to target location prior
to presentation of the post-cue. This is akin to having two precues
for target location as in the Chakravarthi and Cavanagh (2009)
study. The relevant conditions in that study were the “Attend 1”
and“Attend 2-Bilateral”conditions in an experiment where partic-
ipants has to determine the orientation of a target letter T among
a circular array of distractor Ts of varying orientation. Target
location was indicated by a post-cue. In the “Attend 1” condi-
tion, target location was also indicated by a precue, whereas in the
“Attend 2-Bilateral” condition, target location was precued along
with another location in the opposite hemifield of the circular dis-
play. Chakravarthi and Cavanagh reported an 11% difference in
performance between the single precue and dual bilateral precue
conditions in their Experiment 1A, which is in line with the 12%
difference found in Experiment 1B of the present study. These were the same as in the previous experiments. These were the same as in the previous experiments. GENERAL DISCUSSION In the present study participants had to identify target letters
that appeared at a post-cued location under brief stimulus pre-
sentations and pattern masking. Target letters could appear in
isolation or as the central letter of three-letter, five-letter, or seven-
letter strings, and the flanking elements could either be composed
of a set of different letters (Experiment 1A) or a homogenous
string of Xs (Experiments 1B and 2). Target and flankers were
presented in peripheral vision, to the left or to the right of a cen-
tral fixation. Furthermore, the target and flanking stimuli could
be presented unilaterally, or bilaterally, with an equivalent num-
ber of letters in the contralateral visual field. The main findings
of the present study can be summarized as follows: (1) num-
ber of flanking stimuli continued to affect letter identification
beyond the two-flanker conditions of standard crowding experi-
ments; (2) homogeneous × flankers facilitated letter identification
compared with different letter flankers; (3) unilateral presentation
facilitated letter identification compared with bilateral presenta-
tion; and (4) the interfering effects of adjacent flankers (zero- vs. two-flankers) were reduced under unilateral compared with bilat-
eral presentation and with X flankers compared with different
letter flankers, whereas differences between the two-flanker and
four-flanker conditions were not affected by these manipulations. FIGURE 7 | Crowding zone determined by Bouma’s law without
inward-outward asymmetry (upper panel) and with inward-outward
asymmetry (bottom panel), following the model proposed by Nandy
andTjan (2012). This demonstrates that the inward-outward asymmetry
enables a complete non-adjacent letter to fall in the crowding zone in the
four-flanker condition of the present study. efficiency can be affected by flanker interference and deployment
of spatial attention. Here we discuss possible mechanisms under-
lying flanker interference effects, and in particular the number of
flankers effect found in the present study, before turning to discuss
possible relations between crowding and spatial attention. The complete pattern of results reported in the present exper-
iments can be captured by the combined influence of flanking
elements and spatial attention. In what follows we discuss possible
mechanisms underlying the influence of each of these factors, and
their possible interactions. One key result of the present study is that adding two additional
flankers to the standard two-flanker condition, such that targets
have two-flankers on either side, causes a significant decrease in
targetidentification,whereasperformancewasnotfurtheraffected
by adding two additional flankers (i.e., the six-flanker condition
tested in Experiment 2). 3Note that this is not the case in studies manipulating the number of equidistant
flankers (e.g., Wilkinson et al., 1997; Pelli et al., 2004; Põder and Wagemans, 2007;
Põder, 2008). GENERAL DISCUSSION Given the target eccentricity tested in the
present study (see Figure 2),it would appear that Bouma’s law pro-
vides a good approximation of the extent of crowding observed
with multiple aligned flanking elements. Interference increases as
more flankers are added, as long as these flankers fall with the
crowding zone defined by Bouma’s law. The fact that the most
eccentric flankers in the four-flanker condition only partly fell
within the crowding zone (see Figures 2 and 7), would imply
that interference is determined by the number of features falling
in that region, and not the number of complete flankers. How-
ever, when considering possible inward-outward asymmetries in
crowding effects, it is possible to argue that it is in fact the number
of complete flanking elements that is critical here. DISCUSSION The results of Experiment 2 confirmed the significant decrement
in performance with four-flankers compared with two-flankers
seen in Experiment 1, while revealing no significant difference
between the four-flanker and six-flanker condition. This strongly FIGURE 6 | Percent correct 2AFC to letter targets with X flankers
under unilateral and bilateral presentation conditions as a
function of the number of flankers in Experiment 2. Error bars are
standard errors. Note the change in scale of the Y -axis given the
reduced effect sizes in Experiment 2 due to the absence of a
zero-flanker condition. FIGURE 6 | Percent correct 2AFC to letter targets with X flankers
under unilateral and bilateral presentation conditions as a
function of the number of flankers in Experiment 2. Error bars are
standard errors. Note the change in scale of the Y -axis given the
reduced effect sizes in Experiment 2 due to the absence of a
zero-flanker condition. standard errors. Note the change in scale of the Y -axis given the
reduced effect sizes in Experiment 2 due to the absence of a
zero-flanker condition. FIGURE 6 | Percent correct 2AFC to letter targets with X flankers
under unilateral and bilateral presentation conditions as a
function of the number of flankers in Experiment 2. Error bars are March 2013 | Volume 4 | Article 119 | 7 www.frontiersin.org Letter-in-string identification Chanceaux and Grainger FIGURE 7 | Crowding zone determined by Bouma’s law without
inward-outward asymmetry (upper panel) and with inward-outward
asymmetry (bottom panel), following the model proposed by Nandy
andTjan (2012). This demonstrates that the inward-outward asymmetry
enables a complete non-adjacent letter to fall in the crowding zone in the
four-flanker condition of the present study. effects of non-adjacent flankers were operating independently of
spatial attention in the present study. effects of non-adjacent flankers were operating independently of
spatial attention in the present study. EFFECTS OF NUMBER OF FLANKERS The two additional ingredients in Nandy
and Tjan’s account are the modification of lateral connectivity in
V1 at peripheral locations by attention allocated to these locations,
and the temporal overlap between the duration that attention is
allocated to a particular retinal location and the saccade to that
location that is elicited by the attention shift. It is the fact that
saccades are generally radial with respect to the fovea that causes
the foveal-peripheral anisotropy (inward-outward asymmetry) of
crowding. Without going into the finer details of this theory, here
we simply examined the extent to which parameters derived from
Nandy and Tjan’s theoretical analysis could account for the effects
of non-adjacent flankers observed in the present study (see their
Figure 3D). Given the letter size (0.6˚) and eccentricity (2.7˚) used
in the present study, Nandy and Tjan’s parameters were found
to predict a crowding zone that extended 1.62˚ inward and 4.32˚
outward.AsshowninFigure7,thisimpliesthatonecompletenon-
adjacent letter falls in the crowding zone. In order to account for
the effect of non-adjacent flankers in the present study, it therefore
would be the number of complete objects falling in the crowd-
ing zone that would determine the amount of interference, rather
than the number of visual features. Finally, the model correctly
predicts no further decrement in performance when comparing
the six-flanker condition with the four-flanker condition tested in
Experiment 2. attention significantly modulated the effects of non-adjacent
flankers (comparing zero- vs. two-flankers) but did not signifi-
cantly modulate the difference between the two-flanker and four-
flanker conditions. The results of Experiment 2 demonstrated that
the latter finding was not due to floor effects. The absence of an
interaction between number of flankers and unilateral vs. bilateral
presentation in Experiment 2, contradicts attentional accounts of
such effects (Strasburger et al., 1991), and suggests that different
mechanisms underlie the way non-adjacent flankers and spatial
attention can affect target identification. On the other hand, effects of adjacent flankers were signifi-
cantly reduced under unilateral compared with bilateral presenta-
tion, and significantly reduced when flankers were homogeneous
Xs compared with different letter flankers. These findings are
in line with prior research showing that that attracting atten-
tion to the target location can reduce crowding (e.g., Yeshurun
and Rashal, 2010). EFFECTS OF NUMBER OF FLANKERS The results of the present study confirm prior observations of
an effect of non-adjacent flanking stimuli in letter identification
(Butler and Currie, 1986; Heller et al., 1995; Huckauf and Heller,
2002a,b) and digit identification (Strasburger et al.,1991). Since all
this prior work has used identification paradigms with full or par-
tial report, performance was driven by a combination of how well
information about target identity and target position is processed. This led to the general consensus that the effects of non-adjacent
flanking stimuli would be mostly due to positional uncertainty
increasing as a function of string length. This was thought to
contrast with the effects of adjacent flankers driven mainly by
excessive feature integration (Pelli et al., 2004; Levi, 2008), since
non-adjacent flankers typically fall outside of the target’s crowding
zone (determined by Bouma’s law) and therefore cannot generate
interference in this way3. Bouma (1978) was the first to propose that the receptive fields
that determine the empirically observed crowding zone are elon-
gated toward the periphery, and therefore to the left in the LVF
and to the right in the RVF. More recently, Nandy and Tjan (2012)
have proposed a theory of crowding that explains this inward-
outward asymmetry. This asymmetry is thought to arise via a
modification of the receptive field structure in V1 by the distor-
tion of image statistics caused by saccadic eye movements. Nandy
and Tjan argue that the inward-outward asymmetric nature of
crowding is a consequence of the properties of lateral connectiv-
ity in V1 (isotropic and independent of eccentricity) and the fact
that the size of receptive fields of V1 neurons increase linearly
with eccentricity (see van den Berg et al., 2010, for an alternative The use of a 2AFC procedure in the present study was designed
to limit possible effects of positional uncertainty,since the alterna-
tive choice was never present in the display. Therefore, efficiency
in the processing of target identity is considered to be the main
factor driving performance in the present experiments, and this March 2013 | Volume 4 | Article 119 | 8 Frontiers in Psychology | Language Sciences Letter-in-string identification Chanceaux and Grainger account of inward-outward asymmetry based on the same proper-
ties of cortical structure). EFFECTS OF NUMBER OF FLANKERS One way to accommodate such attentional
influences within an account of crowding as excessive feature
integration is via attention boosting the target’s capacity to resist
flanker interference (see e.g., the biased competition theory of
spatial attention: Desimone and Duncan, 1995). The question
then is why the difference between the two-flanker and four-
flanker conditions was not affected by the same manipulations
of spatial attention? Considering effects of bilateral vs. unilat-
eral presentation, where a possible influence of floor effects was
excluded in Experiment 2, one possibility is that while two-
flankers still enable focusing of attention on the target location,
greater numbers of flankers cause a significant spread of atten-
tion away from the target. In this way target identification is
still facilitated compared with bilateral presentation conditions,
but since flanking stimuli also benefit from allocated attention,
flanker interference is not reduced. Our results would therefore
reflect the combined influence of crowding and spatial attention
on location-specific processing of letter identities (Marzouki et al.,
2013). In support of this general approach, we have shown how apply-
ing Nandy and Tjan’s (2012) model of inward-outward asymme-
tries in crowding can help explain the pattern of serial position
effects found for letter-in-string identification in peripheral vision
(Chanceaux and Grainger, 2012). However, the obvious critical
test of this account of the non-adjacent flanking effects seen in the
present study will be to separately examine the effects of outward
and inward flankers. This is the object of on-going research. SPATIAL ATTENTION AND EFFECTS OF ADJACENT AND
NON-ADJACENT FLANKERS Finally,no effects of visual field were found in the present study,
andnodifferencesinvisualfieldeffectswerefoundbetweenunilat-
eral and bilateral presentation. This is in line with prior evidence
that visual field differences in letter-in-string identification vary
from being weak to absent, and that effects with random letter
strings are systematically smaller than those obtained with words
(e.g., Bouma, 1973; Jordan et al., 2003). This might well indi-
cate that the very earliest phase of letter string processing involves
neural structures (most likely middle occipital gyrus) located in
both hemispheres. The results of the present study revealed a clear advantage for
post-cued letter-in-string identification under unilateral presenta-
tion conditions compared with bilateral presentation.We attribute
this advantage to the different deployment of spatial attention in
these two conditions. In the unilateral condition, a single stim-
ulus in one or the other visual field will attract attention to the
stimulus location, hence facilitating processing of the target. In
the bilateral condition, attention will remained deployed across
visual fields until target location has been identified and atten-
tion can be directed to that location. Furthermore, the greater
interference seen with different letter flankers compared with
homogeneous × flankers, in Experiment 1, can also be explained
in terms of differences in the deployment of spatial attention. Homogeneous flankers would facilitate focusing of attention on
the target as the odd man out, much like different colored targets
were thought to help focus attention in the study by Scolari et al. (2007 see Whitney and Levi, 2011, for a discussion of perceptual
grouping, popout, and crowding). REFERENCES Intriligator,
J.,
and
Cavanagh,
P. (2001). The spatial resolution of
visual attention. Cogn. Psychol. 43,
171–216. Chakravarthi, R., and Cavanagh, P. (2009). Bilateral field advantage in
visual crowding. Vision Res. 49,
1638–1646. Põder, E., and Wagemans, J. (2007). Crowding with conjunctions of sim-
ple features. J. Vis. 23, 1–12. Jordan, T. R., Patching, G. R., and
Thomas, S. M. (2003). Assessing the
role of hemispheric specialization,
serial-position processing, and reti-
nal eccentricity in lateralized word
recognition. Cogn. Neuropsychol. 20,
49–71. Conflict of Interest Statement: The
authors declare that the research was
conducted in the absence of any com-
mercial or financial relationships that
could be construed as a potential con-
flict of interest. Scolari, M., Kohnen, A., Barton, B.,
and Awh, E. (2007). Spatial atten-
tion, preview, and popout: which
factors influence critical spacing
in crowded displays? J. Vis. 7, 7. 1–23. Chanceaux, M., and Grainger, J. (2012). Serial position effects in the iden-
tification of letters, digits, symbols,
and shapes in peripheral vision. Acta
Psychol. (Amst.) 141, 149–158. Levi, D. M. (2008). Crowding–an essen-
tial bottleneck for object recogni-
tion: a mini-review. Vision Res. 48,
635–654. Received: 03 September 2012; accepted:
25 February 2013; published online: 13
March 2013. Strasburger,H. (2005). Unfocussed spa-
tial attention underlies the crowding
effect in indirect form vision. J. Vis. 5, 1024–1037. Desimone, R., and Duncan, J. (1995). Neural
mechanisms
of
selective
visualattention.Annu.Rev.Neurosci. 18, 193–222. Levi, D. M., and Carney, T. (2009). Crowding in peripheral vision: why Levi, D. M., and Carney, T. (2009). Crowding in peripheral vision: why
bigger is better. Curr. Biol. 19,
1988–1993. Citation: Chanceaux M and Grainger
J (2013) Constraints on letter-in-string
identification in peripheral vision: effects
of number of flankers and deployment
of attention. Front. Psychol. 4:119. doi:
10.3389/fpsyg.2013.00119 Grainger, J., Tydgat, I., and Isselé, J. (2010). Crowding affects letters and
symbols differently. J. Exp. Psychol. Hum. Percept. Perform. 36, 673–688. Strasburger, H., Harvey, L. O. Jr.,
and Rentschler, I. (1991). Con-
trast thresholds for identification of
numeric characters in direct and
eccentric view. Percept. Psychophys. 49, 495–508. bigger is better. Curr. Biol. 19,
1988–1993. Marzouki, Y., Meeter, M., and Grainger,
J. (2013). Location invariance in
masked repetition priming of letters
and words.Acta Psychol. (Amst.) 142,
23–29. This article was submitted to Frontiers in
LanguageSciences,aspecialtyof Frontiers
in Psychology. Grainger,J.,and van Heuven,W. (2003). “Modeling letter position coding
in printed word perception,” in
The Mental Lexicon, ed. P. REFERENCES Bouma’s approach (1970)]. Z. Exp. Angew. Psychol. 42, 386–418. object recognition. Trends Cogn. Sci. (Regul. Ed.) 15, 160–168. Bouma’s approach (1970)]. Z. Exp. Angew. Psychol. 42, 386–418. object recognition. Trends Cogn. Sci. (Regul. Ed.) 15, 160–168. Pelli,
D. G.,
and
Tillman,
K. A. (2008). The uncrowded window for Pelli,
D. G.,
and
Tillman,
K. A. (2008). The uncrowded window for
object recognition. Nat. Neurosci. 11,
1129–1135. Bouma, H. (1970). Interaction effects in
parafoveal letter recognition. Nature
226, 177–178. Wilkinson, F., Wilson, H. R., and
Ellemberg,
D. (1997). Lateral
interactions
in
peripherally
viewed
texture
arrays. J. Opt. Soc. Am. A Opt. Image Sci. Vis. 14,
2057–2068. object recognition. Nat. Neurosci. 11,
1129–1135. Huckauf, A., and Heller, D. (2002a). Spatial selection in peripheral letter
recognition: in search of boundary
conditions. Acta Psychol. (Amst.) 11,
101–123. Bouma, H. (1973). Visual interference
in the parafoveal recognition of ini- Bouma, H. (1973). Visual interference
in the parafoveal recognition of ini-
tial and final letters of words. Vision
Res. 13, 767–782. Perea, M., Panadero,V., Moret-Tatay, C.,
and Gómez, P. (2012). The effects
of inter-letter spacing in visual-
word recognition: evidence with
young normal readers and devel-
opmental dyslexics. Learn. Instr. 22,
420–430. tial and final letters of words. Vision
Res. 13, 767–782. Huckauf, A., and Heller, D. (2002b). What various kinds of errors tell us
about lateral masking effects. Vis. Cogn. 9, 889–910. Bouma,
H. (1978). “Visual
search
and reading – eye movements and
functional visual field: a tutorial
review,” in Attention and Perfor-
mance VII, ed. J. Requin (Hillsdale,
NJ: Lawrence Erlbaum Associates),
115–146. Yeshurun, Y., and Rashal, E. (2010). Precueing attention to the target
location diminishes crowding and
reduces the critical distance. J. Vis. 10, 16.1–12. Petrov, Y., and Meleshkevich, O. (2011). Locus of spatial attention deter-
mines inward-outward anisotropy
in crowding. J. Vis. 11, 1–11. Huckauf, A., and Nazir, T. A. (2007). How odgcrnwi becomes crowding:
stimulus-specific learning reduces
crowding. J. Vis. 18, 1–12. Zorzi,M.,Barbiero,C.,Facoetti,A.,Lon-
ciari, L., Carrozzi, M., Montico, M.,
et al. (2012). Extra-large letter spac-
ing improves reading in dyslexia. Proc. Natl. Acad. Sci. U.S.A. 109,
11455–11459. Zorzi,M.,Barbiero,C.,Facoetti,A.,Lon-
ciari, L., Carrozzi, M., Montico, M., Butler, B. E., and Currie, A. (1986). On
the nature of perceptual limits in
vision: a new look at lateral masking. Psychol. Res. 48, 201–209. Põder, E. (2008). Crowding with detec-
tion and coarse discrimination of
simple visual features. J. Vis. 8, 24,
1–6. ACKNOWLEDGMENT
This research was supported by ERC grant 230313. ACKNOWLEDGMENT
This research was supported by ERC grant 230313. CONCLUSION The present study investigated the influence of number of flanking
elements and the bilateral vs. unilateral nature of the display in a
post-cued letter-in-string identification task. The results revealed
a standard crowding effect in both unilateral and bilateral pre-
sentation conditions, with target identification being harder when
targets were surrounded by two-flankers compared with the no
flanker condition. Most important, however, is that a further
increase in the number of flankers (from two- to four-flankers)
caused a further decrement in performance. This interfering
effect of number of flankers was greater for all different letter One key result of the present study concerns the different way
in which our two attentional manipulations modulated the effects
of adjacent vs. non-adjacent flankers. In Experiment 1, spatial March 2013 | Volume 4 | Article 119 | 9 www.frontiersin.org www.frontiersin.org Chanceaux and Grainger Letter-in-string identification more elements enter the crowding zone, plus the way spatial atten-
tion, when sufficiently focused, boosts the target’s capacity to limit
flanker interference. flankers compared with homogeneous × flankers. Finally, flanker
interference was modulated by both the laterality manipulation
and the type of flanking stimulus when contrasting zero- and
two-flankers, but not when contrasting two- and four-flankers. We argue that the most parsimonious account of the complete
set of findings is in terms of flanker interference increasing as ACKNOWLEDGMENT
This research was supported by ERC grant 230313. Frontiers in Psychology | Language Sciences REFERENCES Bonin
(New York: Nova Science Publish-
ers), 1–24. LanguageSciences,aspecialtyof Frontiers
in Psychology. van den Berg, R., Roerdink, J. B. T. M., and Cornelissen, F. W. (2010). A
neurophysiologically plausible pop-
ulation code model for feature
integration explains visual crowd-
ing. PLoS Comput. Biol. 6:e1000646. doi:10.1371/journal.pcbi.1000646 Nandy, A. S., and Tjan, S. T. (2012). Saccade-confoundedimagestatistics
explain visual crowding. Nat. Neu-
rosci. 15, 463–469. Copyright
©
2013
Chanceaux
and
Grainger. This is an open-access arti-
cle distributed under the terms of the
Creative Commons Attribution License,
which permits use, distribution and
reproduction in other forums, provided
the original authors and source are cred-
ited and subject to any copyright notices
concerning any third-party graphics etc. Heller, D., Huckauf, A., and Nazir,
T. A. (1995). Interaktionseffekte
im
seitlichen
Gesichtsfeld:
Eine
Erweiterung
des
Ansatzes
von
Bouma (1970) [Interaction effects
in peripheral vision: an extension of Pelli, D. G., Palomares, M., and Majaj,
N.J.(2004).Crowdingisunlikeordi-
nary masking: distinguishing feature
integration from detection. J. Vis. 4,
1136–1169. Whitney, D., and Levi, D. M. (2011). Visual
crowding: a
fundamental
limit on conscious perception and March 2013 | Volume 4 | Article 119 | 10 Frontiers in Psychology | Language Sciences
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https://openalex.org/W4391038454
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https://sciendo.com/pdf/10.2478/amns.2023.2.01676
|
English
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Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis
|
Applied mathematics and nonlinear sciences
| 2,023
|
cc-by
| 9,314
|
Innovation of Chinese Culture External Communication Based on Multivariate
Statistical Analysis Pengfei Fan1,†, Beibei Wang2 1. School of Marxism, Xi’an International Studies University, Xi’an, Shaanxi, 710128, China. 2. Chang’an No.8 Middle School of Xi’an, Xi’an, Shaanxi, 710106, China. ,
y,
,
,
,
2. Chang’an No.8 Middle School of Xi’an, Xi’an, Shaanxi, 710106, China. Communicated by Z. Sabir
Received January 22, 2023
Accepted July 7, 2023
Available online December 27, 2023 Communicated by Z. Sabir
Received January 22, 2023
Accepted July 7, 2023
Available online December 27, 2023 Applied Mathematics and Nonlinear Sciences
https://www.sciendo.com Innovation of Chinese Culture External Communication Based on Multivariate
Statistical Analysis Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 Keywords: Principal Component Analysis; Factor Analysis; Cultural Communication Model; Pearson Test; Chinese
Culture.
AMS 2010 codes: 00A73 Abstract With the development of economic globalization, the influence produced by cultural soft power has an irreplaceable role
in the comprehensive strength of a country. In this paper, principal component analysis is used to classify the main factors
affecting the effect of cultural communication, and factor analysis is combined to construct the effect dimensions of
Chinese cultural communication. Pearson’s correlation is used to test the correlation between the effect of cultural
communication and the four communication factors: degree of cultural satisfaction, degree of cultural cognition,
development prospect and degree of publicity. From the perspective of social media information dissemination, a cultural
communication model is constructed by combining social networks and used to analyze the effects of cultural
communication. Combined with the effect of Chinese culture’s communication with the outside world, a communication
path to optimize communication media to improve media influence rates is proposed. The results show that the correlation
coefficient between the communication effect and the satisfaction degree factor is 0.348**, and the correlation with the
publicity factor is 0.317**, of which the most relevant to the communication effect is the cultural cognition factor, with
a correlation of 0.412**. The number of cultural communicators first shows an increasing trend and reaches the maximum
value at the moment of t=7, then gradually decreases from the maximum value and finally decreases to 0 at t=15. The
influence of cultural communication in the network increases as the media influence rate increases. †Corresponding author. Email address: fanpengfei6@126.com
ISSN 2444-8656
https://doi.org/10.2478/amns.2023.2.01676
© 2023 Pengfei Fan and Beibei Wang, published by Sciendo. This work is licensed under the Creative Commons Attribution alone 4.0 License. https://doi.org/10.2478/amns.2023.2.01676 1
Introduction With the rapid development of China, the dissemination of Chinese traditional culture to foreign
countries is also in progress. The scale of the audience is gradually expanding, and more and more
foreign friends have a strong interest in learning Chinese traditional culture [1-2]. Culture becomes
an important part of comprehensive national power, which is a kind of soft power. The power of soft
power comes from diffusion, and soft power is powerful only when a culture is widely spread [3-4]. It is precisely for this reason that, in today’s context where cultural soft power is the focus of
competition among countries, it is necessary to focus on the external dissemination of Chinese culture
if we want to rise in the forest of culture in the vast world [5]. In terms of the current development needs of China, China is doing a good job in the new era of
Chinese outstanding culture of foreign dissemination has become an inevitable practice to show
cultural confidence and improve China’s international influence [6]. Based on this, we should always
insist on promoting the foreign dissemination of traditional Chinese culture so that Chinese culture
can blossom with eye-catching luster and be recognized and loved by foreign audiences [7-8]. However, the promotion and dissemination of Chinese traditional culture has not been synchronized
with the development of economic strength, and a variety of factors have made the dissemination
effect unsatisfactory. Chinese culture is profound and far-reaching, with a history of 5,000 years up and down through all
aspects of life, Xiao et al. believe that traditional Chinese architecture as a carrier of Chinese culture,
from the cultural roots, fully explored the existence of traditional Chinese culture, in the guidance of
the culture of ecological concepts into practice, planning to promote the organic development of the
green city at the same time to promote the traditional culture of China [9]. Sun , L. and Sun, W. took
the data of 31 provinces and cities in China in 2015 as an example and explored the impact of the
cultural industry on regional economic growth from the perspective of spatial economic research,
combining the spatial autocorrelation, spatial lag model, and spatial error model of spatial
econometrics Moran’s index model [10]. Dai, Y. https://doi.org/10.2478/amns.2023.2.01676 Pengfei Fan, Beibei Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 2 1
Introduction In order to promote the Chinese cultural heritage,
utilizing new media and computer technology, Combining web design and three-dimensional model
technology, a three-dimensional model-based visualization scheme is proposed to provide technical
support for the promotion of traditional culture based on digital technology [11]. Culture as a country’s soft power, the degree of external communication to a certain extent on behalf
of the country’s strength of influence, Zhao, F. on the basis of the integration of traditional media and
new media, make full use of the characteristics of the new media technology, optimize the
dissemination of traditional Chinese culture, the establishment of a new cultural dissemination system
for the dissemination of traditional culture to provide a new opportunity for the better promotion and
inheritance of Chinese culture [12]. A, Z. X. et al. designed two evolutionary operators inspired by
the theory of cultural communication and proposed a new multi-objective evolutionary strategy based
on the theory of cultural communication and solved the negative transmission problem by an adaptive
information transmission strategy to solve the problem of multi-objective multi-task optimization of
cultural communication [13]. Lena, S. D. and Panebianco, F. designed the incomplete information
into the standard cultural communication framework to enhance the efficiency of cultural
communication by providing a short discussion on the negative speculation of cultural leaders on the
population and the negative impact of fostering culture when long-term cultural heterogeneity cannot
be guaranteed [14]. This paper first analyzes the process of using principal components by combining multiple random
variables into one or several composite indicators through appropriate linear combinations and
replacing the original multiple variables with fewer composite indicators in an approximate way. Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 3 Combining the method of factor analysis to analyze the main communication factors in Chinese
cultural communication, the cultural communication effect is divided into dimensions. Secondly, the
communication mode of cultural information in social media is studied, and a cultural communication
model is constructed based on social networks. The cultural communication model is applied to the
analysis of the effects of Chinese cultural communication, and the relationship between the media
influence rate and the time of communication is explored. Finally, by analyzing the main influencing
factors of Chinese culture, the main factors of cultural diffusion can be obtained. 2.1.1 Principal component analysis In general, we often need to work with multiple variables in real-world problems: 1
2
,
,
,
m
(1) (1) 1
2
,
,
,
m
Make statistical inferences. In these problems, the number of variables is often large. With many
variables, it is not easy to make decisions. Make statistical inferences. In these problems, the number of variables is often large. With many
variables, it is not easy to make decisions. 1
Introduction The model is then
used to analyze the effects of Chinese cultural communication on the Internet and to propose
corresponding strategies for cultural communication. Combining the method of factor analysis to analyze the main communication factors in Chinese
cultural communication, the cultural communication effect is divided into dimensions. Secondly, the
communication mode of cultural information in social media is studied, and a cultural communication
model is constructed based on social networks. The cultural communication model is applied to the
analysis of the effects of Chinese cultural communication, and the relationship between the media
influence rate and the time of communication is explored. Finally, by analyzing the main influencing
factors of Chinese culture, the main factors of cultural diffusion can be obtained. The model is then
used to analyze the effects of Chinese cultural communication on the Internet and to propose
corresponding strategies for cultural communication. 1) The idea of principal component analysis 1) The idea of principal component analysis In order to make decisions easily, the original multiple random variables are combined in an
appropriate linear fashion into one, or several composite indicators, and then the original multiple
variables are approximated and replaced by a smaller number of composite indicators. This kind of
composite index combined with the original multiple variables is called the principal component. The principle of principal component selection is: (1) The principal components are linear combinations of the original variables. (2) The principal components are not related to each other. (3) The selected principal components should reflect as much information about the original
variables as possible. Sample correlation matrix and its characteristic decomposition Let equation (1) be a standardized random variable whose observed data matrix is: 11
12
1
21
22
2
1
2
m
m
ij
n m
n
n
nm
y
y
y
y
y
y
Y
y
y
y
y
=
=
(2) 11
12
1
21
22
2
1
2
m
m
ij
n m
n
n
nm
y
y
y
y
y
y
Y
y
y
y
y
=
=
(2) (2) Then the sample correlation array: Then the sample correlation array: Pengfei Fan, Beibei Wang. 1) The idea of principal component analysis Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 4 11
12
1
21
22
2
1
2
1
m
m
T
ij
m m
m
m
mm
r
r
r
r
r
r
R
Y Y
r
n
r
r
r
=
=
=
(3) 11
12
1
21
22
2
1
2
1
m
m
T
ij
m m
m
m
mm
r
r
r
r
r
r
R
Y Y
r
n
r
r
r
=
=
=
(3) (3) is a symmetric matrix where the elements of the sample correlation array are: 1
1
n
ij
ki
kj
k
r
y y
n
=
=
(4) (4) Assume that the full eigenvalues of the sample correlation array R are: Assume that the full eigenvalues of the sample correlation array R are: (
)
1
2
1
2
,
,
,
m
m
(5) (
)
1
2
1
2
,
,
,
m
m
(5) (
)
1
2
1
2
,
,
,
m
m
(
)
1
2
1
2
,
,
,
m
m
(5) The eigenvectors corresponding to its standard orthogonalization are: The eigenvectors corresponding to its standard orthogonalization are: (6) 1
2
,
,
,
m
u u
u 1
2
,
,
,
m
u u
u Construct the diagonal eigenvalue matrix: Construct the diagonal eigenvalue matrix: 1
2
m
=
1
2
m
=
(7) and orthogonal transformation matrices: and orthogonal transformation matrices:
11
12
1
21
22
2
1
2
1
2
,
,
,
m
m
m
m
m
mm
u
u
u
u
u
u
U
u u
u
u
u
u
=
=
11
12
1
21
22
2
1
2
1
2
,
,
,
m
m
m
m
m
mm
u
u
u
u
u
u
U
u u
u
u
u
u
=
=
(8)
Then: (8) Then: (1) The random variable
1
2
,
,
,
m
defined by equation (11) satisfies the following three
properties: (2) (a) Random variable
1
2
,
,
,
m
is a linear combination of
1
2
,
,
,
m
. (3) (b) Random variable
1
2
,
,
,
m
is uncorrelated two by two. (4) (c) The contribution of random variable
1
2
,
,
,
m
to the original variable is greater
from left to right, i.e.,: 1
1
2
1
2
(
2,3,
,
)
i
i
m
m
i
m
−
=
+
+
+
+
+
+
(13) (13) Proof Firstly, the conclusion (a) of the theorem is known to be correct by equation (11), and the
following is only necessary to prove the correctness of conclusion (b) and conclusion (c). Proof Firstly, the conclusion (a) of the theorem is known to be correct by equation (11), and the
following is only necessary to prove the correctness of conclusion (b) and conclusion (c). Then: Then: T
U RU =
(9) T
U RU =
(9) (9) T
U RU =
(9)
and R can be decomposed into: and R can be decomposed into: and R can be decomposed into: and R can be decomposed into: T
R
U
U
=
(10) T
R
U
U
=
(10) (10) 3) Principal component construction 3) Principal component construction Let (
)
1
2
,
,
,
m
be the above normalized random vector whose matrix of sample observations is
given by Eq. (11), notation: Let (
)
1
2
,
,
,
m
be the above normalized random vector whose matrix of sample observations is
given by Eq. (11), notation: (
) (
)
1
2
1
2
,
,
,
,
,
,
m
m U
=
(11) (11) Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 5 Where U is the matrix given by Eq. (11) and Eq. (12) expanded and written as: Where U is the matrix given by Eq. (11) and Eq. (12) expanded and written as: 1
11 1
21
2
1
2
12
1
22
2
1
1
2
2
m
m
m
m
m
m
m
mm
m
u
u
u
u
u
u
u
u
u
=
+
+
+
=
+
+
+
=
+
+
+
(12) (12) Then
1
2
,
,
,
m
is a linear combination of random variables
1
2
,
,
,
m
. The properties
satisfied by the random variable
1
2
,
,
,
m
defined by equation (11) or equation (12) are given
by the following theorem. Then
1
2
,
,
,
m
is a linear combination of random variables
1
2
,
,
,
m
. The properties
satisfied by the random variable
1
2
,
,
,
m
defined by equation (11) or equation (12) are given
by the following theorem. Then: Meanwhile, the sample variance of random variable
1
2
,
,
,
m
is known from (17) and (20),
respectively: (20), (
)
2
1
1
1
,
1,2,
,
n
T
ij
j
j
j
j
i
z
z
z z
j
m
n
n
=
−
=
=
=
(21) (21) 1
2
m
(22) (22) Therefore, the contribution of random variable
1
2
,
,
,
m
to the original variable: Therefore, the contribution of random variable
1
2
,
,
,
m
to the original variable: Therefore, the contribution of random variable
1
2
,
,
,
m
to the original variable: 1
2
(
1,2,
,
)
i
m
i
m
=
+
+
+
(23) (23) That is, the contribution of
1
2
,
,
,
m
to the original variable is larger than one from left to right,
which shows that the conclusion (c) of the theorem holds. That is, the contribution of
1
2
,
,
,
m
to the original variable is larger than one from left to right,
which shows that the conclusion (c) of the theorem holds. Theorem (3) shows that the random variable
1
2
,
,
,
s
constructed from Eq. (11) or (12) is
exactly the principal component combined from the original random variable
1
2
,
,
,
m
, where
1
is the first principal component with the largest contribution. Then: rom definition (11), the sample observation matrix of random vector (
)
1
2
,
,
,
m
is: From definition (11), the sample observation matrix of random vector (
)
1
2
,
,
,
m
is:
1
2
,
,
,
m
Z
z z
z
YU
=
=
(14) (14) Since Y is the observation matrix of the normalized random vector (
)
1
2
,
,
,
m
, the sum of the
elements of the columns of Y are all 0, i.e: Since Y is the observation matrix of the normalized random vector (
)
1
2
,
,
,
m
, the sum of the
elements of the columns of Y are all 0, i.e: 1
0
T
T
Y =
(15) (15) Where 1
[1,1,
,1],0
[0,0,
,0]
T
T
=
=
, so: Where 1
[1,1,
,1],0
[0,0,
,0]
T
T
=
=
, so: Where 1
[1,1,
,1],0
[0,0,
,0]
T
T
=
=
, so: (
)
1
1
1
0
T
T
T
T
Z
YU
Y U
=
=
= (
)
1
1
1
0
T
T
T
T
Z
YU
Y U
=
=
=
(16) (16) This means that the sum of the elements of the columns of Z is also all 0, i.e: 1
2
0
m
z
z
z
=
=
=
= 1
2
0
m
z
z
z
=
=
=
=
(17) 1
2
0
m
z
z
z
=
=
=
=
(17) 1
2
0
m
z
z
z
=
=
=
= (17) Thus, the sample covariance matrix for random variable
1
2
,
,
,
m
is: Thus, the sample covariance matrix for random variable
1
2
,
,
,
m
is: Pengfei Fan, Beibei Wang. Then: Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 6
1
2
1
2
1
1
,
,
,
,
,
,
T
T
m
m
R
z z
z
z z
z
Z Z
n
n
=
=
(18)
1
2
1
2
1
1
,
,
,
,
,
,
T
T
m
m
R
z z
z
z z
z
Z Z
n
n
=
=
(18)
1
2
1
2
1
1
,
,
,
,
,
,
T
T
m
m
R
z z
z
z z
z
Z Z
n
n
=
= (18) Substituting (15), (6) and (13) in turn, we know (18): Substituting (15), (6) and (13) in turn, we know (18): Substituting (15), (6) and (13) in turn, we know (18): Substituting (15), (6) and (13) in turn, we know (18): 1
1
1
(
) (
)
T
T
T
T
T
R
Z Z
YU
YU
U Y YU
U RU
n
n
n
=
=
=
=
=
(19) (19) n
n
n
To wit: To wit: To wit: To wit: 1
2
1
T
m
R
Z Z
n
=
= =
(20) (20) Equation (20) shows that the sample covariance of two random variables
1
2
,
,
,
m
is 0, i.e., two
random variables
1
2
,
,
,
m
are uncorrelated, i.e., conclusion (b) of the theorem holds. Equation (20) shows that the sample covariance of two random variables
1
2
,
,
,
m
is 0, i.e., two
random variables
1
2
,
,
,
m
are uncorrelated, i.e., conclusion (b) of the theorem holds. 2.1.2 Chinese cultural transmission factors Assuming that the number of Chinese cultural communication contents is n , each sample has p
indicators, or
1
2
,
,
,
p
X
X
X . This is because the data of each cultural communication content is
different and the dimensions are not consistent. Therefore, the collected data must be processed to
meet the requirements. The goal is to have a better analysis with X representing the original and
standardized variables, being used to represent the special factors that only have an effect on X , Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 7 and
1
2
,
,
,
,(
)
m
F F
F
m
p
being used to represent the standardized common factors. The steps of
the factor model are as follows: and
1
2
,
,
,
,(
)
m
F F
F
m
p
being used to represent the standardized common factors. The steps of
the factor model are as follows: 1)
1
2
(
,
,
)
p
x
X
X
X
=
is the observed random vector with mean vector
(
)
E X
of 0 and
covariance matrix
(
)
COV X of , where covariance matrix is equal to correlation
matrix R . 2)
1
2
,
,
,
m
F
F F
F
=
, where (
)
m
p
is the unobservable variables, their mean vector
( )
E F is
0 and covariance matrix
( )
COV F is 1, which means that the components of vector F are
independent of each other. 2.1.2 Chinese cultural transmission factors 3)
1
2
( ,
,
,
,)
P
=
is not related to F and the covariance matrix
of
( )
0,
E
=
is a
diagonal square matrix: 2
11
2
22
2
0
( )
0
pp
CoV
= =
(24) (24) That is, the components of are also independent of each other and then the model: That is, the components of are also independent of each other and then the model: 1
11
1
12
2
1
1
2
21
1
22
2
2
2
1
1
2
2
m
m
m
m
p
p
p
pm
m
p
X
a F
a F
a F
X
a F
a F
a
F
X
a F
a F
a
F
=
+
+
+
+
=
+
+
+
+
=
+
+
+
+
(25) (25) These steps mentioned above constitute the factor model. Following the above model, it is converted
into the following matrix: These steps mentioned above constitute the factor model. Following the above model, it is converted
into the following matrix: X
AF
=
+
(26)
where the matrix:
11
12
1
21
22
2
A
1
2
a
a
a m
a
a
a m
ap
ap
apm
=
(27) X
AF
=
+
(26)
where the matrix: X
AF
=
+
(26) (26) where the matrix: where the matrix: 11
12
1
21
22
2
A
1
2
a
a
a m
a
a
a m
ap
ap
apm
=
(27) 11
12
1
21
22
2
A
1
2
a
a
a m
a
a
a m
ap
ap
apm
=
(27) (27) The above procedure is a factor-loading matrix. The factors are then analyzed to obtain the common
factor that has the greatest degree of influence on each factor. This is done by: The above procedure is a factor-loading matrix. 2.1.2 Chinese cultural transmission factors The number of public factors should not be too many,
not too few, not too many. If it is too small, it will result in the loss of information about the
original variable information, so it is necessary to choose the appropriate number of public
factors in factor analysis. 4) Use rotation to make factor variables easier to interpret. The use of rotation provides a better
description of the factors and makes the factors interpretable by name. 4) Use rotation to make factor variables easier to interpret. The use of rotation provides a better
description of the factors and makes the factors interpretable by name. 5) Naming the common factors. The naming of factors can be decided arbitrarily based on the
experience of the researcher without going through strict rules. Note that the designated name
must contain the full meaning of the initial variable to which it corresponds. 6) Calculation of factor scores. The parsing results were analyzed and evaluated in depth, the
factors were scored comprehensively, and the relevant conclusions were obtained. 6) Calculation of factor scores. The parsing results were analyzed and evaluated in depth, the
factors were scored comprehensively, and the relevant conclusions were obtained. 6) Calculation of factor scores. The parsing results were analyzed and evaluated in depth, the
factors were scored comprehensively, and the relevant conclusions were obtained. 2.1.2 Chinese cultural transmission factors The factors are then analyzed to obtain the common
factor that has the greatest degree of influence on each factor. This is done by: The above procedure is a factor-loading matrix. The factors are then analyzed to obtain the common
factor that has the greatest degree of influence on each factor. This is done by: The above procedure is a factor-loading matrix. The factors are then analyzed to obtain the common
factor that has the greatest degree of influence on each factor. This is done by: 1) Based on the problems identified, the variables available for analysis are selected, and the
applicability of factor analysis to the variables being analyzed is tested. It is important to note
that before conducting factor analysis, the researcher must first perform a correlation matrix
on the raw data. When the correlation coefficient in the model is greater than 0.3, the model
is not applicable to factor analysis. 1) Based on the problems identified, the variables available for analysis are selected, and the
applicability of factor analysis to the variables being analyzed is tested. It is important to note
that before conducting factor analysis, the researcher must first perform a correlation matrix
on the raw data. When the correlation coefficient in the model is greater than 0.3, the model
is not applicable to factor analysis. Pengfei Fan, Beibei Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 8 2) Extraction of public factors. The main methods of public factor extraction using SPSS include
principal component analysis, generalized least squares, generalized least squares and so on. In this paper, principal component analysis is used because this method is widely recognized. 3) Clarify the specific number of factors. The number of public factors should not be too many,
not too few, not too many. If it is too small, it will result in the loss of information about the
original variable information, so it is necessary to choose the appropriate number of public
factors in factor analysis. 3) Clarify the specific number of factors. The number of public factors should not be too many,
not too few, not too many. If it is too small, it will result in the loss of information about the
original variable information, so it is necessary to choose the appropriate number of public
factors in factor analysis. 3) Clarify the specific number of factors. 2.2.1 Modes of dissemination of cultural information The nature of the interaction relationship in social networks is actually a mapping of the real social
relationship. According to the principle of six degrees of separation, each participant in social media
has a dual identity, that is, the dissemination of information and the receiver. In the complete
dissemination process, each participant will be subject to the constraints and influences of all kinds
of external factors in the formation of different types of social cliques. These social cliques will
gradually expand over time. These social groups will gradually expand, and eventually, multiple
social groups interact together, constituting a large-scale social network. The information interaction
framework in the social network, as shown in Figure 1, is the main network platforms, media, and
recipients of these parts. From the perspective of social network intersection theory, the information
dissemination framework of social media still belongs to a class of network information dissemination
mode only due to the different roles existing in the network, the media’s specificity and the
differentiation. Thus, social media still follow the information dissemination mode, with the
characteristics of the dissemination of information, and in the study of government microblogging, it
is still possible to follow the theoretical framework of the study. Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 9 Celebrities/
organizations
(excluding media)
Dissemination of
online media
Social
Networking
Platform
General
communicator/
audience
General
communicator/
audience
In-Network Feedback
Inflow of external
information
Figure 1. Social media and network information communication framework General
communicator/
audience In-Network Feedback Dissemination of
online media Inflow of external
information Figure 1. Social media and network information communication framework 2.2.2 Modeling cultural communication Suppose there is an initial transmitter and m ignorant person. The total number of persons is then
1
N
m
= +
. The probability of a direct transmission of culture by the initial transmitter is . The
number of transmitters is then
1
N
m
= +
. Consider multiple transmissions, i.e., a person whose
culture is transmitted by the initial transmitter transmits it to others. For example, if initially there are
m ignoramuses and in the secondary transmission, one person transmits the culture to another, this
corresponds to the selection of two people out of m ignoramuses, both of whom believe in the
culture. So, there are
2
2
m
C possibilities for this situation, yielding equation (28): 2
1
1
(
1)
2
k
k
m
m
N
m
m m
C
= +
+
−
++
++
(28) (28) That is to say: (1
)m
N
=
+ (1
)m
N
=
+
(29) (29) When there is initial disseminator, the number of people disseminating culture is: (1
)m
N
=
+
(30) (1
)m
N
=
+ (30) Assume that each initial propagator is able to propagate person: Assume that each initial propagator is able to propagate person: N
=
(31) N
= (31) By using equations (30)(31),
1
1
m
=
− can be obtained. By using equations (30)(31),
1
1
m
=
− can be obtained. By using equations (30)(31),
1
1
m
=
− can be obtained. Let be the probability of believing in the culture at the first contact with the cultural
communicator, and n be the number of people contacted by each cultural communicator. Then
/ (
1)
n
N
=
−
, at this point,
1
= . has different values when there are multiple
communicators and they belong to different social groups. determines the size of the fractal scale Pengfei Fan, Beibei Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 10 and also the frequency of contact within or between social circles. He represents the number of groups
with the same attributes in the population, e.g., there are multiple classes in a school, multiple schools
and multiple companies in a region. 2.2.2 Modeling cultural communication Obviously, when the total number of people is fixed, the larger
is, the number of people within the social circle will relatively decrease, but the number of social
circles will become larger. After the transformation, the number of people spread is: 1
1
(
1)
N
n
N
N
−
=
+
−
(32) (32) Where
n
represents the number of people who believe in the culture after interacting with the
culture communicator once. He is related to the number of ignorant people in the social group and
the time the culture has existed. Let
,
n
tm
=
be the coefficient of proportionality. Obviously the
larger the value of , the longer the effect of cultural communication exists, and the larger the
number of ignorant people, the more people will accept the culture. At this point, the number of
culture transmitters becomes a time-dependent function: 1
( )
1
(
1)
N
tm
N t
N
−
=
+
−
(33) (33) The above is the case when there is only one transmitter transmitting culture, and when there are
multiple cultural transmitters, it can be shown to have the same conclusion. The above is the case when there is only one transmitter transmitting culture, and when there are
multiple cultural transmitters, it can be shown to have the same conclusion. In this study, the participants of the culture were divided into three categories: ignoramuses,
transmitters, and immunizers. The initial number of immunizers is 0 because no one will be immune
to the culture when it is not yet present. For larger social circles,
/ (
1)
n
N
−
has a similar value
because most culture spreaders have the same social skills. At this point N can represent the number
of smaller social circles. For
1
1/ (1
)
N
q
−=
−
, this will appear as an expression containing the
exponent q similar to the Tsallis statistic, which is widely used in the study of chaos and fractals. The number of cultural communicators is
1/(1
)
0
( )
(1
(1
)
( ) / )
q
S t
S
q kI t t
−
=
+
−
, where
0
S is the
number of initial communicators. 2.2.2 Modeling cultural communication In this study,
( )
( )
I t
tI t
, for ease of calculation, is made: 1
0
( )
( ) ( )
q
q
S
ds t
S
t I t
dt
−
=
(36) (36) Considering that a portion of the communicators will eventually become culturally immune, this leads
to a system of differential equations for cultural communication: Considering that a portion of the communicators will eventually become culturally immune, this leads
to a system of differential equations for cultural communication: novation of Chinese Culture External Communication Based on Multivariate Statistical Analysis Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 11 1
0
1
0
( )
( ) ( )
( )
( ) ( )
( )
( )
( )
q
q
q
q
S
dI t
S
t I t
dt
S
dS t
S
t I t
S t
dt
dR t
S t
dt
−
−
= −
=
−
=
(37) 1
0
1
0
( )
( ) ( )
( )
( ) ( )
( )
( )
( )
q
q
q
q
S
dI t
S
t I t
dt
S
dS t
S
t I t
S t
dt
dR t
S t
dt
−
−
= −
=
−
=
(37) (37) Where is the immunization rate, i.e., the probability of a cultural transmitter becoming culturally
immune. Unlike the SIR model of cultural diffusion, this model has an additional exponent q and a
fractal scale . By varying the exponents q and , the model can be made to better simulate the
trend of cultural diffusion. 2.2.2 Modeling cultural communication 1
0
( )
( )
( )
( )
1
(1
)
(1
)
(1
)
1
q
q
S
ds t
I t
I t
I t
q
t
q
q
dt
q
−
=
+
−
−
+
−
−
(34)
1
0
( )
( )
( )
( )
q
q
S
ds t
S
t
I t
tI t
dt
−
=
+
(35) 1
0
( )
( )
( )
( )
1
(1
)
(1
)
(1
)
1
q
q
S
ds t
I t
I t
I t
q
t
q
q
dt
q
−
=
+
−
−
+
−
−
(34) (34)
1
0
( )
( )
( )
( )
q
q
S
ds t
S
t
I t
tI t
dt
−
=
+
(35) (35) Where
( )
I t
is the derivative of
( )
I t . 3.2
Analysis of the Effectiveness of Chinese Culture Communication In order to better understand the effects of the cultural communication model, the population involved
in the process of cultural communication is categorized into five categories: Chinese culture
ignorance, Chinese culture beginner, Chinese culture transmitter, Chinese culture receiver, and
Chinese culture immunizer. The population trends over time of users in these five states under cultural
communication will be numerically simulated to verify the theoretical results in this section. In order
to later explore the strategies for effective cultural diffusion in order to provide effective suggestions
to relevant departments, we investigate how different parameters affect cultural diffusion. The total
population of the system at the initial moment is set to be N(0) = 10000, the number of ignoramuses
to be I(0) = 9999, the number of first-time acquaintances to be L(0) = 0, the number of cultural
transmitters to be F(0) = 1, the number of receivers to be T(0) = 0, and the number of immunizers to
be R(0) = 0, whose unit is the human being. The evolution of the number of users in each state under the cultural propagation model with the
propagation time is shown in Fig. 2, which shows that from the moment t=0, the number of
ignoramuses has been showing a decreasing trend, and finally, the number of ignoramuses decreases
to a minimum value of 0 after t=10. The number of cultural transmitters first shows an increasing
trend, reaches a maximum value at t=7, and then gradually decreases from the maximum value, and
finally decreases to 0 at t=15. It can be seen that the trend is consistent with the real network. At the
beginning of the Chinese culture gradually spread in the network after the emergence of Chinese
culture. At this time, the number of users to spread the Chinese culture increased. With time, the
culture of the heat gradually decreased, the attraction of the user gradually weakened, and the user
gradually no longer paid attention to the culture. At this point, no more users are spreading the culture
in the system, and the system is in a stable state. The number of users in the two states of Hesitant
and Immunized is similar to that of Culture Propagators, both of which increase first and then decrease. The Ignorant and Culture Receiver experienced the most significant fluctuations in their numbers. 3.1
Analysis of Influencing Factors of Chinese Cultural Communication In this paper, we use the method of principal component analysis to analyze the influencing factors
of Chinese culture dissemination, combining the relevant literature to select the four main factors of
the degree of cultural satisfaction, the degree of cultural cognition, the pre-development factor, the
degree of publicity, the variance interpretation of the factor is shown in Table 1, the eigenvalues of
the four public factors are 3.014, 2.966, 1.651, 1.631, respectively, the eigenvalues of the initial factor
greater than 1, so the first four public factors are extracted. There are 4, so the first 4 male factors are
extracted. The variance contribution rates of the original indicators after the rotation of the 4 male
factors are 34.507%, 19.242%, 12.914%, and 10.471%, respectively, and the cumulative contribution
rate of the four factors is 77.134%, which indicates that the 4 male factors are able to explain 77.134%
of the variance of all the variables, and the degree of explanation is good, and the method of factor
analysis can be used to construct the dimensions of Chinese cultural communication effects. Table 1. The variance interpretation of the factor
Ingredient
Initial eigenvalue
Sum of the rotating load squares
Total
Variance percentage
Accumulate%
Total
Variance percentage
Accumulate%
1
4.142
34.507
34.507
3.014
25.112
25.112
2
2.311
19.242
53.749
2.966
24.711
49.823
3
1.551
12.914
66.663
1.651
13.743
63.566
4
1.261
10.471
77.134
1.631
13.589
77.155 The Pearson correlation test of the correlation between the four dimensions of the cultural
communication effect, the correlation test of the communication effect and the dimensions are shown
in Table 2. The correlation between the four independent variables of the F1 satisfaction factor, F2
cultural cognition factor, F3 development prospect factor, and F4 propaganda effect factor are all less
than 0.3, which also indicates that there is no covariance problem between the independent variables. The correlation coefficients between the four factors of F1 satisfaction factor, F2 cultural cognition
factor, F3 development prospect factor and F4 propaganda effect factor and the overall effect on the
dissemination of Chinese culture are significant p<0.05. The correlation coefficients of the
dissemination effect with the satisfaction factor and the propaganda factor are 0.348** and 0.317**, Pengfei Fan, Beibei Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 12 among which the most correlated with the dissemination effect is the cultural cognition factor, with a
correlation coefficient of 0.412**. Table 2. 3.1
Analysis of Influencing Factors of Chinese Cultural Communication Correlation test of transmission effect and each dimension
F1 Satisfaction
factor
F2 cultural
cognitive factor
F3 Development
prospects factor
F4 publicity
effectors
Communication
effect
F1 Satisfaction factor
1
F2 cultural cognitive
factor
0.186**
1
F3 Development
prospects factor
0.231**
0.253**
1
F 4 publicity effectors
0.203**
0.234**
0.253**
1
Communication effect
0.349**
0.412**
0.334**
0.317**
1
Note: ** at level 0.01 (double tail), the correlation was significant. 3.3
Effectiveness of Chinese culture dissemination in the extranet In order to reflect the effect of cultural diffusion of Kwon Chinese culture on the extranet, data from
four networks were selected as the platform for analyzing cultural diffusion, and simulations were
conducted in each of the following networks. Among them, Networks 1 and 2 are two simulation
networks, i.e., BA scale-free network and SW small-world network. Networks 3 and 4 are two real
networks, i.e., the social networks Facebook and Twitch, from the Stanford University complex
network dataset, respectively. The relevant parameters of the four networks are shown in Table 3. The
number of nodes of BA and SW is 5000, and the average clustering coefficients are 0.0214 and 0.2185,
respectively. The number of nodes of Facebook and Twitch are 4039 and 9498, respectively, and the
corresponding average clustering coefficients are 0.6056 and 0.2011. Table 3. Relevant parameters of the four networks
Network name
Number of nodes
Side number
Mean clustering coefficient
Node Average
The BA scale-free network
5000
59862
0.0214
23.9429
The SW Small World Network
5000
20000
0.2185
8.0
Facebook Network
4039
88236
0.6056
43.6909
Twitch Network
9498
153134
0.2011
32.2462 The spreading effect of Chinese culture on different online platforms is shown in Table 4. The peak
spreading value of literature, sports, folklore, tea ceremony, food and dress in Chinese cultural
connotation is different on different networks. Among them, in Facebook, the spreading effect of
dress culture reaches the highest at t=11.02 until it dissipates at t of 21.26, with a duration of 10.24. In BA, the spreading effect of literature reaches the peak at time 8.98 until it ends at 14.52. Among
the four networks, the longer duration of the time effect of Chinese culture dissemination is mainly
concentrated in the Facebook and Twitch networks, indicating that dissemination in these two external
networks is more effective. Table 4. 3.2
Analysis of the Effectiveness of Chinese Culture Communication The ignoramuses went from an initial 9500 to a final pair of 0, and the culture receivers went from
an initial 0 to 8000. Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 13 Figure 2. The evolution of users of each state with the propagation time Figure 2. The evolution of users of each state with the propagation time In order to study the influence of media influence rate in the process of cultural dissemination, in this
section, we will simulate the change of cultural communicators over time through experiments when
the parameters related to media factors change. The peak value reached by the cultural communicators
in the process of communication will be used to determine the influence of Chinese culture in the
network and the scope of communication. The values of the parameters of media influence rate are
set to 0.1, 0.3, 0.5, 0.7. The changes in the number of cultural communicators when the media
influence rate changes are shown in Figure 3. The peak value of cultural communicators in the system
is proportional to the media influence rate. The larger the value of media influence rate is, the larger
the peak value of cultural communicators is, and vice versa. This indicates that as the rate of media
influence increases, the influence of cultural communication in the network decreases. The increase
in media influence results in an increase in the number of purveyors of Chinese cultural information
in the system, which spreads Chinese cultural information. The results show that an increase in the
media influence rate can effectively expand the influence of cultural communication and increase the
influence of Chinese culture. Therefore, based on the above analysis, the government should make
efforts to improve the credibility of the media in the minds of social network users, and the public
should also improve their sense of social responsibility so as to increase the media influence rate, thus
achieving the purpose of improving the dissemination of Chinese culture in the network. Figure 3. Changes in the number of cultural communicators Figure 3. Changes in the number of cultural communicators Pengfei Fan, Beibei Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 14 3.3
Effectiveness of Chinese culture dissemination in the extranet The communication effect on different network platforms
Network
name
Communication process
indicators
Literature
Physical
culture
Folk
custom
Teaism
Fine
food
Dress
BA
Arrive at peak time
8.98
5.04
4.91
6.24
5.16
5.9
Transmission dissipation time
14.52
13.32
12.41
21.79
9.68
15.67
SW
Arrive at peak time
9.06
7.12
7.04
10.28
10.12
10.02
Transmission dissipation time
15.08
14.79
12.88
28.22
14.34
14.92
Facebook
Arrive at peak time
14.06
11.98
12.24
10.12
10.16
11.02
Transmission dissipation time
22.21
21.08
18.86
32.24
18.24
21.26
Twitch
Arrive at peak time
8.08
5.02
5.94
6.98
7.02
8.15
Transmission dissipation time
15.14
14.16
13.98
22.18
11.15
12.19 Table 4. The communication effect on different network platforms 3.4
Strategies for the External Communication of Chinese Culture 2) Formulate accurate cultural communication content with the help of cultural communication
models 2) Formulate accurate cultural communication content with the help of cultural communication
models With the help of the cultural communication model and related algorithms, we can formulate better
cultural content according to the data on the communication effect of Chinese culture in the outside
world. The most relevant factor for the communication effect is the cultural cognition factor, so we
can improve the communication effect of Chinese culture by promoting the basic cognition of Chinese
culture. 3.4
Strategies for the External Communication of Chinese Culture 1) Optimize communication media and improve media efficiency. 1) Optimize communication media and improve media efficiency. The media bridges the gap between China and the rest of the world, and is one of the necessary
conditions in the process of spreading Chinese culture to the outside world. As the country’s demand
for soft power enhancement deepens, the media should further strengthen the external communication
of Chinese traditional culture represented by Chinese culture. Therefore, fine-tuning the operation of The media bridges the gap between China and the rest of the world, and is one of the necessary
conditions in the process of spreading Chinese culture to the outside world. As the country’s demand
for soft power enhancement deepens, the media should further strengthen the external communication
of Chinese traditional culture represented by Chinese culture. Therefore, fine-tuning the operation of The media bridges the gap between China and the rest of the world, and is one of the necessary
conditions in the process of spreading Chinese culture to the outside world. As the country’s demand
for soft power enhancement deepens, the media should further strengthen the external communication
of Chinese traditional culture represented by Chinese culture. Therefore, fine-tuning the operation of Innovation of Chinese Culture External Communication Based on Multivariate Statistical Analysis 15 overseas social media accounts is an effective way to solve the sloppy operation of new media at the
national level and enhance the effect of tea culture dissemination. The Internet’s convenience in the
era of new public diplomacy increases the possibility of collaboration between domestic and foreign
cultural institutions and media organizations. National media should grasp the opportunity of the
times, make good use of the communication resources of overseas media and market rules to jointly
build ships, and realize the foreign dissemination of Chinese culture through flexible and diversified
cooperation methods. The first step is to continue strengthening international cooperation with major
Western media outlets. Enhance the acceptance of foreign audiences through localized narratives of
local media, then use the rich resources of overseas communication channels of Western media to
enhance the coverage of information, especially to strengthen the amount of investment in new media
and the Internet, and finally attract the attention of foreign audiences with the help of internationalized
marketing means to enhance the effective interaction on social media. 4
Conclusion Based on the multivariate statistical method, this paper constructs a cultural information
dissemination model and uses it to analyze the effect of Chinese culture dissemination to foreign
countries. The main conclusions are as follows: 1) The influence factors of Chinese culture dissemination are mainly reflected in the four factors
of cultural satisfaction, cultural cognition, pre-development factor, and publicity degree. The
variance contribution rates of the original indicators after the rotation of the four male factors
are 34.507%, 19.242%, 12.914%, and 10.471%, respectively, and the cumulative contribution
rate of the four factors is 77.134%. These four influencing factors can be used to construct the
dimensions of Chinese cultural communication effects, as indicated. 2) Under the cultural communication model, the cultural communication effect eventually
reaches the peak value positively proportional to the media influence rate. The larger the value
of the media influence rate, the larger the peak value of the cultural communicator, and vice
versa. Therefore, the media influence rate has a greater impact on the dissemination of Chinese
culture. 3) Among the four extranet platforms, among the four networks, the time effect of Chinese
culture dissemination maintained for a longer period of time mainly focuses on the Facebook
and Twitch networks, which indicates that dissemination in these two extranet networks is
more effective. In summary, it can be seen that the influencing factors of Chinese culture dissemination are mainly
reflected in the influence rate of media and the dissemination of the extranet. Therefore, by improving
the influence rate of national media and targeting cultural dissemination on the extranet, it can
effectively improve the dissemination effect of Chinese culture. In summary, it can be seen that the influencing factors of Chinese culture dissemination are mainly
reflected in the influence rate of media and the dissemination of the extranet. Therefore, by improving
the influence rate of national media and targeting cultural dissemination on the extranet, it can
effectively improve the dissemination effect of Chinese culture. Pengfei Fan, Beibei Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-16 16 References [1] Zou, F. (2019). Research on the external communication and translation studies of traditional chinese
medicine culture under the background of "one belt and one road ". Advances in Higher Education, 3(4),
116. [2] Dinkelberg, A., MacCarron, Pádraig, Maher, P. J., & Quayle, M. (2021). Homophily dynamics outweigh
network topology in an extended axelrod’s cultural dissemination model. Physica A: Statistical Mechanics
and its Applications, 578. [3] Boutsi, A. M., Verykokou, S., Soile, S., & Ioannidis, C. (2021). Α pattern-based augmented reality
application for the dissemination of cultural heritage. Copernicus GmbH. [4] Yuqing, Z., & Yueming, Y. (2022). The dissemination and inheritance of the local culture under the new
media environment. Academic Journal of Humanities & Social Sciences. [5] Wang, P., & Feng, X. (2021). Research on the application of computer technology in the dissemination
and promotion of folk art culture. Journal of Physics: Conference Series, 1744(3), 032197 (3pp). [6] Koutromanos, G., Koukopoulos, D., Koukopoulos, Z., & Mouzakis, C. (2023). Cultural heritage content
development and dissemination through a participatory platform: lessons learned from in-service teachers’
perception. Education and information technologies. [7] Cai, Y., Gong, L., & Xiao, L. (2021). A study on the dissemination of national culture by chinese foreign
students in cross-cultural exchanges. Francis Academic Press(9). [8] Wang, Z., Cui, R., Cong, T., & Liang, H. (2021). Overseas dissemination of ancient chinese costume
culture from the perspective of cultural confidence. Fibres & textiles in Eastern Europe(3), 29. [9] Xiao, Wei, Zhang, & Si. (2017). Fully exploring traditional chinese culture and promoting organic
development of green city. Procedia Engineering. [10] Sun, L., & Sun, W. (2017). An empirical study of chinese culture industries and the regional economic
growth-based on spatial econometrics models. Revista de la Facultad de Ingenieria, 32(6), 99-107. [11] Dai, Y. (2017). Digitalization of chinese cultural heritage in a new media age. Revista de la Facultad de
Ingenieria, 32(15), 132-136. [12] Zhao, F. (2017). An innovative study of the inheritance and communication mode of chinese traditional
culture from new media perspective. Boletin Tecnico/Technical Bulletin, 55(18), 374-379. [13] A, Z. X., B, X. L. A., B, K. Z. A., & B, J. H. A. (2021). Cultural transmission based multi-objective
evolution strategy for evolutionary multitasking. Information Sciences. [14] Lena, S. D., & Panebianco, F. (2021). Cultural transmission with incomplete information. Journal of
Economic Theory, 198, 105373-.
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Mercantilização do ensino superior: os desafios da universidade diante do atual cenário educacional
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Acta Scientiarum. Education
| 2,011
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Mercantilização do ensino superior: os desafios da universidade
diante do atual cenário educacional Diego Bechi Programa de Pós-graduação em Educação, Universidade de Passo Fundo, BR-285, 99052-900, Passo Fundo
Sul, Brasil. E-mail: diego_bechi@yahoo.com.br RESUMO. O presente trabalho tem por propósito refletir sobre o atual contexto da
Educação Superior no Brasil, propiciando o conhecimento de diferentes aspectos que
comprovam a importância da ética na formação universitária e a necessidade de contrapô-la
à tecnificação do Ensino Superior. Para isso, no primeiro momento, são analisadas as
transformações socioculturais ocorridas nas últimas décadas. A apresentação dessas
transformações possibilita conhecer as atuais tendências da Educação Superior a partir do
processo de globalização, da urbanização, do predomínio do conhecimento e da
internacionalização da educação. Com a passagem da “sociedade do trabalho” para a
“sociedade do conhecimento”, influenciada pelo desenvolvimento das tecnologias da
informação, iniciado em meados do século XX, o conhecimento tornou-se uma mercadoria
altamente comercializável. A partir de então, os cursos superiores passaram a ser criados sob
a ótica do mercado. A abertura do mercado educacional obteve respaldo na década de 1990,
após a implementação de políticas educacionais de cunho neoliberal. Tais iniciativas
proporcionaram expressivo aumento do número de IES particulares ou privado/mercantis. Ao compreender essa nova dinâmica que configura o mundo contemporâneo e a influência
das políticas públicas no âmbito educacional, são apresentadas as consequências do processo
de mercantilização do Ensino Superior e os desafios a serem enfrentados pela Universidade. Palavras-chave: globalização, expansão da Educação Superior, privatização, formação universitária. ABSTRACT. The commodification of higher education: the challenges of
university education in face of the present scenario. The purpose of this work is to
reflect on the current context of higher education in Brazil, providing knowledge of
different aspects that prove the importance of ethics in university education and the need to
contrast it to the technological development of higher education. For this, at first, we
analyze the socio-cultural transformations that occurred in recent decades. The presentation
of these transformations makes it possible to know the current trends in higher education
from the process of globalization, urbanization, the prevalence of knowledge and
internationalization of education. With the passage from the “society of work” to the “knowledge
society”, influenced by the development of information technology, started in the mid-twentieth
century, knowledge has become a highly marketable commodity. Since then, higher education
majors began to be created from the perspective of the market. The opening of the educational
market got support in the 1990s, after the implementation of neoliberal educational policies. DOI: 10.4025/actascieduc.v33i1.11580 DOI: 10.4025/actascieduc.v33i1.11580 Mercantilização do ensino superior: os desafios da universidade
diante do atual cenário educacional These initiatives have provided a significant increase in the number of private or private/
commercial HEIs. By understanding this new dynamic that shapes the contemporary world and
the influence of public policies in education, this work presents the consequences of the process
of commodification of higher education and the challenges faced by universities. Keywords: globalization, expansion of higher education, privatization, university education. Acta Scientiarum. Education As transformações socioculturais na sociedade do
conhecimento Ao analisar as transformações socioculturais
ocorridas nas últimas décadas, nota-se que a
Universidade vem sofrendo fortes interferências
pelos anseios da sociedade globalizada. Para Panizzi
(2006, p. 28), “vivemos em um tempo em que a
universidade e a educação superior tornaram-se, elas
próprias,
objeto
de
interesse
da
própria
globalização”. Por causa de seu caráter abrangente e
complexo, o processo de globalização atinge todas as
relações sociais. Isso acontece pelo fato de o
conhecimento ter assumido uma nova dinâmica. Com a denominada revolução da informática, ele
passa a ser produzido de forma rápida e cumulativa. Todos aqueles que têm acesso aos novos veículos de
informações, seja em casa ou no trabalho, podem
divulgar e popularizar seus conhecimentos. A
internet diminuiu as distâncias entre as pessoas no
que tange à disseminação de experiências e de
concepções. Os avanços na comunicação, e a
velocidade nas relações são evidentes: blogs, revistas
eletrônicas e sites de relacionamentos e de pesquisas
multiplicam, de forma explosiva, a exploração e a
geração do conhecimento. Diante das modificações socioculturais que
envolvem o mundo do trabalho, o predomínio e a
valorização do conhecimento, e a própria educação,
estão colocando novos desafios à Universidade. É
preciso superar o modelo pedagógico, até então
predominante, baseado na mera transmissão vertical
de conhecimentos e das técnicas específicas ao
exercício profissional. Para que os sujeitos sejam
capazes de responder à complexidade e às exigências
do mundo contemporâneo, a Universidade precisa
expandir seu processo formativo para além das
atividades limitadas à preparação para o mercado de
trabalho. Segundo Panizzi (2006, p. 30), “não podemos
mais formar os nossos estudantes como até agora
fazíamos. Hoje, “ensinar”, “aprender”, “conhecer” e
“ter competência” apresentam outros significados e
valores, e não são a mesma coisa. Pensar não pode ser
considerado mero diletantismo e abstração!”. g
ç
Essa nova dinâmica de produção e de divulgação
do conhecimento é uma das características centrais
do mundo contemporâneo. De acordo com
Kesselring (2007, p. 23), “a chamada sociedade ‘pós-
moderna’ é uma sociedade do conhecimento”. As
tecnologias de informação, juntamente com os
conhecimentos por ela difundidos, promoveram
grandes transformações econômicas e sociais. Enquanto, na sociedade industrial, as ferramentas
tecnológicas eram desenvolvidas com a exclusiva
finalidade de facilitar o trabalho e de aumentar a
produção, os conhecimentos atribuídos à técnica,
atualmente, passaram a ser utilizados em prol da
divulgação do próprio conhecimento. Introdução Maringá, v. 33, n. 1, p. 139-147, 2011
pelo ideário neoliberal, especialmente no campo das
políticas educacionais, colocaram em cheque a
natureza e o papel da Universidade. No mundo
contemporâneo, com a denominada revolução da
informática e os avanços no âmbito da comunicação,
o
conhecimento
passou
a
ser
altamente
comercializável. Para poder explorar com mais
intensidade o seu potencial lucrativo, na década de
90, foram estabelecidas novas leis nas quais Para compreendermos a problemática que
envolve a mercantilização do Ensino Superior é
necessário, primeiramente, refletir sobre algumas
das transformações sócio-político-culturais ocorridas
nos últimos anos. Os processos de globalização
mediados pelo desenvolvimento das tecnologias da
informação, somados aos objetivos e ações propostas Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education 140 Bechi Bechi propiciaram expressivo aumento do número de
instituições de Ensino Superior privado/mercantis. este estudo, são apresentadas as características que
compõe
o
atual
cenário
educacional
e
as
consequências provenientes do modelo de gestão
empresarial e das alterações administrativas nas
universidades. Por fim, são descritos os desafios e as
reais funções da Universidade frente a uma
sociedade complexa e dinâmica que exige dos
sujeitos criticidade, flexibilidade e desenvolvimento
da consciência ética, comprometida com o social. ç
p
p
O atual estado de expansão e privatização do
Ensino Superior no país vem transformando a
Educação em mercadoria, ou seja, em unidade de
negócios de cursos e atividades. Para que as
instituições, gerenciadas por uma proposta de gestão
empresarial, possam garantir sua sustentabilidade
econômica e financeira, o produto ofertado deve ser
flexível às exigências ditadas pelo mercado. Frente a
este contexto, o desenvolvimento científico e
cultural da comunidade acadêmica vem sendo
prejudicado pela eliminação e pela reorganização das
atividades que não agregam valor econômico
(MÜHL, 2009). Com isso, as disciplinas de
formação
humana
e
social
vêm
sendo
gradativamente extintas da estrutura curricular, a fim
de tornar as mensalidades mais acessíveis aos
alunos/clientes, o que possibilita uma saída para os
cursos universitários se tornarem mais competitivos
frente o atual cenário educacional. As disciplinas de
ordem prática passam a ser valorizadas em
detrimento das disciplinas teóricas ligadas à
formação
integral
do
ser
humano. Essas
transformações estão relacionadas ao surgimento de
algumas contradições no seio da Universidade. Essas
contradições deram origem ao que Boaventura de
Souza Santos denominou de três grandes crises da
universidade: “crise de hegemonia”, “crise de
legitimidade” e a “crise institucional”. Acta Scientiarum. Education As transformações socioculturais na sociedade do
conhecimento “Pela primeira
vez na história da humanidade, a técnica não visa
mais a resguardar, antes de tudo, o corpo do
homem, mas ela deve, em primeiro lugar, expandir
seu patrimônio intelectual” (KESSELRING, 2007,
p. 23). A passagem da sociedade do trabalho para a Cabe agora compreender com maior exatidão a
problemática até então posta de forma superficial. A
primeira parte do texto tem por propósito analisar as
modificações
socioculturais
pós-modernas
que
contribuíram para o atual processo de expansão e de
mercantilizarão do Ensino Superior no país. Após Maringá, v. 33, n. 1, p. 139-147, 2011 Mercantilização do ensino superior 141 grandes metrópoles, onde há maior concentração e
aprofundamento dos problemas sociais. sociedade do conhecimento trouxe consigo uma
série de problemas que envolvem a vida cotidiana
das pessoas. Essa nova onda tecnológica influenciou
profundamente as relações sociais. Em tese Panizzi
(2006, p. 25) salienta que, “já não somos mais os
mesmos. Também não agimos mais da mesma
forma”. No
mundo
contemporâneo,
as
grandes
metrópoles formam “os espaços de excelência do
fenômeno de expansão da economia globalizada”
(PANIZZI,
2006,
p. 19). Nessa
segunda
transformação da sociedade contemporânea, a
crescente e descontrolada urbanização agrava os
problemas socioeconômicos, aumentando os índices
de desemprego e de violência. Além disso, é
crescente o número de pessoas que vivem em
favelas, lugar onde o espaço e as condições de vida
são desumanos. Tendo ou não consciência dessa
realidade, as pessoas continuam optando por morar
nas grandes cidades. Por já se encontrarem em
situações desfavoráveis em cidades menores ou no
interior, muitas delas têm por principal propósito a
conquista de um emprego e de uma melhor
qualidade de vida. Outros se arriscam em busca de
investimentos e demais vantagens encontradas
exclusivamente nos grandes centros. Apesar dos
problemas citados acima, esses locais constituem-se
no espaço mais comum de instauração “das grandes
corporações, das instituições financeiras, das redes
de informações, dos sistemas de telefonia celular e
de comunicação por cabo, dos bens de consumo
sofisticados
e
dos
serviços
especializados”
(PANIZZI, 2006, p. 19). Cria-se um emaranhado de
relações e de trocas de bens e serviços, em que
algumas
pessoas
conseguem
conquistar
sua
autonomia financeira em meio ao mercado de
trabalho, enquanto outras não conseguem sair de sua
condição de miséria. As transformações socioculturais na sociedade do
conhecimento Entre as mudanças ocorridas na sociedade e os
problemas a ela atribuídos, estão a “globalização da
vida e do trabalho”, a “crescente e desigual
urbanização”, o “predomínio do conhecimento” e a
“internacionalização da educação”1. Ao se adentrar
no primeiro aspecto, nota-se que o mundo do
trabalho assumiu novas atribuições na sociedade
pós-industrial: as profissões estão passando por um
processo de transformação, exigindo um novo perfil
profissional e pessoal. “O novo perfil profissional
passa a ser aquele que não se esgota na conclusão de
um curso superior, devendo permanecer, portanto,
constantemente atualizado, fato que exige formação
permanente” (DALBOSCO, 2009, p. 59). Essas
transformações têm origem na forma como o
conhecimento passa a ser valorizado nessa fase de
grande
evolução
tecnológica. Não
basta
ser
diplomado, é necessário ser flexível diante das
exigências do mercado. Uma das características do
mundo contemporâneo é o aparecimento de novas e
de diversas profissões para atender as demandas do
mundo do trabalho. “As profissões deixaram de ser
apenas aquelas clássicas que tínhamos, como Direito,
Engenharia e Medicina” (PANIZZI, 2006, p. 16). Dessa forma, rompe-se a estabilidade das
profissões relativas à era industrial. Hoje, o sujeito
deve ser capaz de superar a fragmentação dos saberes
próprios das profissões tradicionais. É necessária a
interação com as diferentes áreas, indo além dos
conhecimentos isolados. Tendo por base os
conhecimentos específicos de cada área profissional,
o sujeito deve criar novas formas de atuação, atitude
pela
qual
lhe
exigirá
maior
demanda
de
conhecimentos. Para isso, é imprescindível que o
mesmo supere seu caráter individualista e passe a
observar e a pensar coletivamente. Pensando na
formação do novo profissional, Panizzi (2006, p. 16-
17) sustenta a ideia de que “uma boa formação foge
de uma qualificação isolada e individual. Hoje, não
temos mais uma formação individualizada. O sujeito
pensante não se constrói mais se olhando sozinho,
ao contrário, o olhar força para o coletivo”. Contudo, as disputas e as dificuldades de se inserir
no mercado de trabalho se agravam ainda mais nas Em meio à vida globalizada, muitas pessoas
conseguem estabelecer relações econômicas; porém,
outros milhões são vítimas de uma sociedade
excludente e sofrem os efeitos dos reais anseios de
quem detém o poder. Outro problema que vem se
agravando é o aumento da população de idosos nos
países em desenvolvimento. 1
Sobre isso ver: PANIZZI, W. Universidade para quê? Porto Alegre: Libretos,
2006. Acta Scientiarum. Education Acta Scientiarum. Education
1
Sobre isso ver: PANIZZI, W. Universidade para quê? Porto Alegre: Libretos,
2006. As transformações socioculturais na sociedade do
conhecimento Tendo em vista essa problemática, Dalbosco
(2009, p. 61) faz algumas considerações acerca da
postura pedagógica a ser assumida pelos educadores
frente a esse novo cenário. De acordo com esse
pesquisador, os estímulos cognitivos e estéticos
resultantes da gigantesca circulação de informações
“exigem dos educadores posturas pedagógicas
inovadoras, capazes de se colocar muito além da
relação pedagógica vertical baseada no binômio
transmissão-assimilação do conhecimento, segundo
o qual o professor ensina e o aluno aprende”. O ato
de ensinar e de aprender deve superar o modo
instrumental baseado na pura transmissão de
saberes. Em síntese, a “nova pedagogia”, as
experiências e o potencial investigativo do aluno
devem ser explorados em sala de aula. Com o auxílio
e com a mediação do professor, o aluno torna-se
sujeito ativo na construção do seu conhecimento. A
Educação deve ir ao encontro da formação da
autonomia do homem contemporâneo. Panizzi
(2006, p. 25) direciona toda essa problemática para o
campo da universidade, uma vez que a pesquisadora
entende que “uma nova pedagogia se impõe a partir
dos diferentes papéis que são atribuídos aos
professores e aos estudantes. Como a universidade
reage a isso?”. Estando
intimamente
ligada
a
essas
três
transformações recém citadas, a internacionalização
da Educação é mais um dos frutos do estado de
globalização do mundo pós-moderno. Essa última
transformação tem origem no intenso processo de
cooperação internacional que há várias décadas vem
se revelando importante para a atualização dos
professores, dos pesquisadores e para melhorar as
estruturas do sistema de Ensino Superior. Essa troca
de experiências é possível porque o conhecimento é
flexível nos diferentes contextos, circulando de um
lugar ao outro sem perder seu valor. Entretanto, a
exploração das fronteiras do conhecimento, por meio
dos intercâmbios acadêmicos, vem trazendo graves
implicações para os sistemas educacionais. Ao alertar
sobre essa problemática, Panizzi (2006, p. 27) afirma
que “é preciso estar atento para o significado dessas
relações quando as grandes corporações de ensino se
instalam e estabelecem uma forma única de pensar”. Diante dessa nova dinâmica que configura o
mundo contemporâneo, o conhecimento parece
estar enfrentando uma crise de identidade. Nunca,
na história da humanidade, as pessoas tiveram acesso
aos serviços de comunicação com a facilidade e a
intensidade como vem ocorrendo atualmente. Porém, muitas delas possuem uma compreensão
equivocada sobre o real significado da palavra
conhecimento:
confundem-no
com
a
mera
transmissão de informações. As transformações socioculturais na sociedade do
conhecimento Há um novo padrão
demográfico mundial “marcado pelos baixos níveis
de fecundidade e de mortalidade, acompanhado de
um crescente envelhecimento da população e de um
aumento dos fluxos migratórios internacionais”
(PANIZZI, 2006, p. 21). Nesse sentido, há
constante redução de recursos humanos jovens e
qualificados. Se não houver um planejamento capaz
de superar essa deficiência, com o passar dos anos,
agravar-se-ão ainda mais os problemas sociais hoje
existentes. Para isso, é necessário que os políticos
governantes assumam o desafio de qualificar e de
promover oportunidades profissionais aos jovens. Isso ajudará a aumentar as suas expectativas e,
consequentemente, haverá diminuição dos fluxos
migratórios. Na acepção de Panizzi (2006, p. 22), os Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education 142 Bechi que a pessoa que limita seus saberes a simples
reportagens televisivas ou à leitura de pequenos
fragmentos de conteúdos obtidos via internet,
dificilmente
terá
capacidade
intelectual
e
conhecimentos suficientes para avaliar criticamente a
variedade de estímulos oriundos de sua relação com
o meio social. dirigentes políticos têm o desafio de “propiciar aos
nossos jovens não só uma formação educacional
avançada em termos científicos e tecnológicos, mas
também de promover oportunidades de sua absorção
nos sistemas produtivos e respectivos projetos de
desenvolvimento”. A terceira transformação sociocultural é atribuída
à mercantilização do conhecimento. Com o grande
desenvolvimento tecnológico iniciado em meados
do século XX, o conhecimento e a Educação
Superior obtiveram altas proporções econômicas. As
tecnologias voltadas à comunicação transformaram o
valor das coisas e dos bens. “As coisas passaram a ser
diferentes e a ter valor diferente” (PANIZZI, 2006,
p. 26). O conhecimento passou a ser visto como
uma mercadoria altamente comercializável, indo ao
encontro dos interesses da sociedade capitalista. E,
para aguçá-los ainda mais, ao contrário do que
acontece com os bens materiais, as ideias, ao serem
vendidas, continuam em posse de quem as ofertou. Assim, uma única pessoa ou instituição poderá
utilizá-las por inúmeras vezes, dependendo dos
interesses da sociedade. Tendo por princípio essa
lógica, a partir da década de 90, os cursos superiores
passaram a ser criados sob a ótica do mercado. Conforme salienta Sguissardi (2008, p. 1013), essa
tendência capitalista de transformar tudo em
mercadoria, inclusive o conhecimento, abre a
possibilidade de entender por que “os serviços
educacionais, como um direito e um bem público,
possam ser considerados como uma mercadoria, a
educação-mercadoria, objeto de exploração de mais-
valia ou de valorização”. Acta Scientiarum. Education Maringá, v. 33, n. 1, p. 139-147, 2011 Atual cenário educacional: a expansão do Ensino Superior
e as crises enfrentadas pela Universidade Diante dessas quatro transformações gerais que
caracterizam o “novo mundo”, espera-se que a
universidade utilize suas experiências e seus
conhecimentos em prol das expectativas e das
necessidades da sociedade. É preciso romper o
modelo acadêmico e pedagógico, predominante no
Brasil e em toda a América Latina, voltado para
atender apenas às necessidades do mundo do
trabalho. A universidade não deve possuir como
única função o licenciamento, por meio de diplomas
e certificados, do exercício profissional. “No
momento em que ela assume essa tarefa de autorizar
o exercício da profissão, sem dúvida ela se engessa,
se limita e, mais, se homogeneíza. Homogeneíza a si
mesma – a universidade – e também o sistema
educacional como um todo” (PANIZZI, 2006,
p. 32). O ideal de universidade a ser construído deve
ter o propósito de promover o desenvolvimento de
competências
e
de
aprendizagem
nos
alunos,
tornando-os aptos a visualizar e a solucionar os
problemas de forma independente e flexível. A prática
pedagógica voltada à pura e simples transmissão de
conhecimentos deve ser substituída por um modelo
pedagógico embasado na aprendizagem de novas
técnicas, novos métodos e novos processos capazes de
integrar as pessoas à sociedade. Ao iniciar a análise sobre o modelo de expansão e
de mercadorização da Educação Euperior no Brasil,
é importante refletir sobre as seguintes questões: a
Educação
pode
ser
considerada
um
serviço
comercial? As regras que valem para uma empresa
podem ser literalmente transpostas para o Ensino
Superior? A iniciativa privada em posse das IES terá
por principal propósito a promoção de um ensino de
qualidade? Que consequências a projeção cada vez
maior do mercado educacional trará para o sistema
universitário? Tendo em vista o atual cenário da
educação superior, Sguissardi (2008, p. 995) afirma
que a transformação da Educação em mercadoria é
um fenômeno que “tenderá a abarcar todo o planeta,
e, no caso, todo o espaço do sistema educacional”. No Brasil, a Lei de Diretrizes e Bases da Educação
Nacional (LDB), aprovada em dezembro de 1996,
possibilitou a edição de novos decretos a fim de
normatizar a criação e a expansão das IES. A
comercialização da Educação Superior teve amparo
legal a partir da promulgação do Decreto nº 2.306,
de 10 de agosto de 1997. 2
O Processo de Bolonha é resultado de um conjunto de resoluções assinadas
em 1999 pelo Conselho de Ministros da União Europeia e fixadas na
denominada “Declaração de Bolonha”, a fim de “melhorar a qualidade do ensino
e da pesquisa através de uma intensificação da cooperação entre as
universidades europeias” (KESSELRING, 2007, p.16). Mercantilização do ensino superior 143 mercantilização da Educação Superior, ocorrida nos
últimos anos. Com a expansão das instituições de
ensino,
juntamente
com
o
aumento
da
competitividade, a Universidade precisou assumir
novas estratégias. Para garantir suas atividades no
mercado educacional, muitas delas optaram por
encurtar o tempo de duração dos cursos e
passaram a incentivar a formação de tecnólogos. Outras,
a
fim
obter
maior
lucratividade,
aumentaram
demasiadamente
o
número
de
alunos, pondo em risco a qualidade do ensino. Por
esses e outros motivos, pode-se inferir que
Universidade não está atendendo às demandas e às
necessidades que a sociedade apresenta neste novo
século. Na interpretação de Kesselring (2007, p. 28), o sistema universitário atual possui “poucas
chances de futuro, já que uma grande parte de
seus estudantes não chega a concluir os estudos
ou não consegue se integrar ao mercado de
trabalho”. internacionais vêm aumentando gradativamente seus
investimentos, criando novos cursos e novos centros
educacionais em todo o Brasil. Essa crescente
competitividade em torno da Educação Superior põe
a Universidade em sérios riscos, pois “uma das
mudanças mais ‘perigosas’ para a atual estrutura da
universidade é a possibilidade de que venha perder o
seu privilégio nacional de expedidora de títulos
acadêmicos” (PANIZZI, 2006, p. 27). Para a
Universidade continuar garantindo sua legitimidade,
é necessário que a mesma assuma, de modo crítico, a
remodelagem das estruturas do Ensino Superior
propostas por outros países, como é o caso do
Processo de Bolonha na Europa2. A aceitação ou não
de tais modelos deve passar por um processo de
compreensão e de análise das referidas propostas, já
que, conforme observa Panizzi (2006, p. 29), “(...)
quando por nós apropriados, no entanto, devem ser
considerados como resultados de uma experiência e
não como modelo paradigmático a ser perseguido, já
que tem como base suas respectivas realidades”. As transformações socioculturais na sociedade do
conhecimento Ao contrário disso, o
conhecimento está intimamente ligado à formação
intelectual do homem. Essa, por sua vez, independe
dos conteúdos decorrentes dos sistemas digitais. “O
‘conhecimento’
fruto
da
tecnologia
é
algo
completamente diferente do conhecimento que tem
como fonte o cérebro. ‘Conhecimento’ digital não é
nada mais que informação” (KESSELRING, 2007,
p. 24). Contudo, não se pode negar que há muitas
informações relevantes ao se ter acesso ao mundo
digital, mas esse contato deve ser realizado com
cautela, pelo grande número de informações falsas
oferecidas aos leitores. A partir disso, pode-se dizer Por movimentar bilhões de dólares, a Educação
Superior passou a ser fortemente disputada. Com a
finalidade de obter altos lucros, empresas nacionais e Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education Mercantilização do ensino superior Acta Scientiarum. Education Bechi Bechi Segundo dados do INEP3, nos últimos anos
houve um acelerado aumento do número de
instituições e de matrículas no setor privado. No que
tange o crescimento do número de IES, entre os
anos 1994-2006 verificou-se um aumento de 13,7%
das
instituições
públicas,
muito
pouco,
se
comparado ao aumento de 219,4% das instituições
privadas. Essa desproporcionalidade apresenta-se
também no processo de privatização das matrículas,
ou seja, durante esses 12 anos, as públicas cresceram
75 contra 275, 2% das privadas. Assim o fenômeno
que antes era próprio do mercado financeiro,
industrial e comercial atingiu também o Ensino
Superior. Com o processo de globalização, somados
à valorização do conhecimento e às novas exigências
da sociedade atual, o ensino tornou-se um mercado
promissor, digno de grandes investimentos. Diante
destas mudanças, “muito poucas diferenças parecem
existir entre o modus faciendi dos protagonistas ou
“consolidadores” do mercado educacional e dos
empresários do mercado financeiro, industrial
comercial ou outros” (SGUISSARDI 2008, p. 1015). Ao serem organizados de acordo com as
perspectivas da economia de mercado, os Cursos
Superiores começaram a sofrer inúmeras mudanças
internas. Por estarem em consonância com o
modelo empresarial, os principais agentes do
processo de ensino e aprendizagem assumiram
novos papéis: o aluno passou a ser considerado um
cliente e o professor assumiu a função de prestador
de
serviços. Para
atender
aos
desejos
dos
alunos/clientes os resultados a serem obtidos são de
natureza imediata. As disciplinas de formação
humana e sociais estão sendo extintas, restando
apenas as disciplinas específicas referentes aos cursos
oferecidos. Com a retirada dessas disciplinas, a
duração dos cursos é encurtada, diminuindo os
custos das mensalidades. Ao torná-las mais acessíveis
à população, há aumento da competitividade da
instituição no mercado educacional. “Competir e,
no máximo, garantir a empregabilidade dos
estudantes/clientes são as preocupações que afligem
e ao mesmo tempo se põem como desafio para
todos” (SGUISSARDI, 2008, p. 1015). Nesse
sentido, ao mudarem os objetivos, mudaram-se
também as atividades a serem realizadas. Em outras
palavras, enquanto as finalidades da Educação forem
reduzidas ao mero aperfeiçoamento profissional, as
atividades assumirão apenas uma conotação prática,
deixando os elementos teóricos em segundo plano. 3
Os dados do INEP utilizados no presente artigo são extraídos do texto:
SG
SS O ensino baseado somente na preparação para o
mercado de trabalho não vem ao encontro das
exigências
do
mundo
contemporâneo. 3
Os dados do INEP utilizados no presente artigo são extraídos do texto:
SGUISSARDI, V. Modelo de expansão da educação superior no Brasil:
predomínio privado/mercantil e desafios para a regulação e a formação
universitária. Educação e Sociedade, v. 29, n. 105, p. 991-1019, 2008. Atual cenário educacional: a expansão do Ensino Superior
e as crises enfrentadas pela Universidade Ao obter esse
reconhecimento, a educação superior tornou-se
“objeto de lucro ou acumulação; uma mercadoria
ou a “educação-mercadoria” de interesse dos
empresários da educação, que viria se completar
com seu par gêmeo de interesse de todos os
empresários dos demais ramos industriais e
comerciais,
a
“mercadoria-educação”” Porém, a realidade do Ensino Superior não
condiz com esses anseios. A Universidade vem
enfrentando vários problemas em decorrência da ç
(RODRIGUES
apud
SGUISSARDI,
2008,
p. 1000-1001). (RODRIGUES
apud
SGUISSARDI,
2008,
p. 1000-1001). Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education 144 Bechi “A
universidade hoje, tal qual se apresenta, não
responde às necessidades e as urgências do tempo
presente” (PANIZZI, 2006, p. 46). O modelo
acadêmico e pedagógico não está respondendo às
demandas que a sociedade vem apresentando neste
novo século. A defasagem na formação acadêmica,
decorrentes dos novos interesses da Educação
Superior,
traz
grandes
prejuízos
à
carreira
profissional dos graduandos. Os anseios de um
futuro profissional promissor giram em torno
apenas de promessas, principalmente a aqueles que
esperam obter um bom retorno financeiro. No
início do curso, tudo parece ser fácil e vantajoso;
porém logo a seguir surgem as dificuldades impostas
pela
sociedade
globalizada
e
os
estudantes,
despreparados, passam a enfrentar os desafios do
exercício profissional e da vida em sociedade. Isso
acontece porque o “nosso modelo acadêmico e
pedagógico está ainda organizado para atender as
necessidades e demandas de um mundo do trabalho
que já não existe mais nos termos de um modelo de
desenvolvimento baseado na era industrial clássica”
(DALBOSCO, 2009, p. 65). Segundo dados do INEP3, nos últimos anos
houve um acelerado aumento do número de
instituições e de matrículas no setor privado. No que
tange o crescimento do número de IES, entre os
anos 1994-2006 verificou-se um aumento de 13,7%
das
instituições
públicas,
muito
pouco,
se
comparado ao aumento de 219,4% das instituições
privadas. Essa desproporcionalidade apresenta-se
também no processo de privatização das matrículas,
ou seja, durante esses 12 anos, as públicas cresceram
75 contra 275, 2% das privadas. Assim o fenômeno
que antes era próprio do mercado financeiro,
industrial e comercial atingiu também o Ensino
Superior. Com o processo de globalização, somados
à valorização do conhecimento e às novas exigências
da sociedade atual, o ensino tornou-se um mercado
promissor, digno de grandes investimentos. Diante
destas mudanças, “muito poucas diferenças parecem
existir entre o modus faciendi dos protagonistas ou
“consolidadores” do mercado educacional e dos
empresários do mercado financeiro, industrial
comercial ou outros” (SGUISSARDI 2008, p. 1015). Ao serem organizados de acordo com as
perspectivas da economia de mercado, os Cursos
Superiores começaram a sofrer inúmeras mudanças
internas. Por estarem em consonância com o
modelo empresarial, os principais agentes do
processo de ensino e aprendizagem assumiram
novos papéis: o aluno passou a ser considerado um
cliente e o professor assumiu a função de prestador
de
serviços. Para
atender
aos
desejos
dos
alunos/clientes os resultados a serem obtidos são de
natureza imediata. Acta Scientiarum. Education Bechi Essa dicotomia
tornou-se mais radical em razão de a Universidade
ter perdido a condição de única detentora do
conhecimento. Na
sociedade
globalizada
não
existem
fronteiras
para
o
conhecimento. O
desenvolvimento das tecnologias da informação, e o
expressivo crescimento dos cursos superiores
marcam a passagem do ensino de “elite” para o
ensino de “massa”. Dados do INEP revelam que em
1999 o país obteve um total de 2.369.945 matrículas
de Educação Superior. Passados sete anos, em 2006,
o número de matrículas quase dobrou, totalizando
4.467.646. Isso significou um percentual de
crescimento de 97,3% do número de matrículas de
educação superior em menos de uma década. pelo aumento da concorrência e pelas exigências de
produção de conhecimentos práticos. Para manter
sua sobrevivência, surge a necessidade de responder
aos interesses das classes populares. Inicia-se, então,
a valorização da capacitação técnica e instrumental
em detrimento aos conhecimentos eruditos, próprio
do ensino elitizado. Ao submeter-se à produção de
padrões culturais médios e de conhecimentos
instrumentais, a universidade deixa de ser a única e
principal produtora do conhecimento. A crise de legitimidade está intimamente ligada a
essas mudanças. “Ela [a crise] manifesta-se, de modo
especial, nas críticas daqueles que julgam estar ela [a
universidade]
alienando-se,
progressiva
e
perigosamente, da realidade” (PANIZZI, 2006,
p. 44). Essa crise surgiu na medida em que a
Universidade deixou de ser imprescindível para uma
grande parcela da sociedade. Por isso, afirma-se que
a mesma não está atendendo às demandas da
sociedade atual. “A universidade, infelizmente, se
deslocou da realidade social, pois não reproduz os
elementos que integram essa mesma realidade, na
sua mobilidade” (PANIZZI, 2006 p. 45). Enquanto
isso, os Cursos Superiores privado/mercantis vêm
ganhando espaço no meio social por atender aqueles
que não tiveram acesso à instituição pública ou a
financiamentos. Os estudantes são motivados pela
promessa de uma imediata inserção no mercado de
trabalho
e
por
serem
mais
acessíveis
financeiramente. Ao analisar esse crescimento por categoria
administrativa, tendo por base o mesmo período, o
número de matrículas públicas obteve aumento de
45% (832.022 – 1.209.304), inferior ao das privadas
que teve um avanço percentual de 75% (886.561 –
1.543.176). O setor privado/mercantil superou os
demais com um explosivo aumento de 195%
(651.362 – 1.924.166) do número de matrículas. Esses dados revelam o quanto a atual estrutura
universitária vem deixando de contemplar aos
interesses da população. impostas, contrapondo-se à agilidade administrativa das instituições mercantis. Para
manter-se enquanto tal, a universidade precisa investir em programas de pós-
graduação, pesquisa e possuir um número de professores com tempo integral superior
aos previstos para os centros universitários. Além do mais, por ser uma universidade
pública, de caráter não-estatal, a Universidade comunitária vem sendo tratada pelos
governos e pela legislação como qualquer outra IES privado no país. Com o intuito de
assegurar sua credibilidade frente à sociedade, a universidade comunitária precisa
vencer os desafios internos e externos a ela impostos. Em observância a essa
problemática, Paviani (2007, p. 32) salienta que “a universidade comunitária não sabe
ainda se sua vocação institucional deve optar por ser uma universidade de massa ou
uma universidade de excelência acadêmica ou ocupar um posto intermediário entre
essas duas alternativas”. Bechi As disciplinas de formação
humana e sociais estão sendo extintas, restando
apenas as disciplinas específicas referentes aos cursos
oferecidos. Com a retirada dessas disciplinas, a
duração dos cursos é encurtada, diminuindo os
custos das mensalidades. Ao torná-las mais acessíveis
à população, há aumento da competitividade da
instituição no mercado educacional. “Competir e,
no máximo, garantir a empregabilidade dos
estudantes/clientes são as preocupações que afligem
e ao mesmo tempo se põem como desafio para
todos” (SGUISSARDI, 2008, p. 1015). Nesse
sentido, ao mudarem os objetivos, mudaram-se
também as atividades a serem realizadas. Em outras
palavras, enquanto as finalidades da Educação forem
reduzidas ao mero aperfeiçoamento profissional, as
atividades assumirão apenas uma conotação prática,
deixando os elementos teóricos em segundo plano. (
p
)
Para que o sujeito obtenha um bom desempenho
profissional é preciso que ele estabeleça contato com
conhecimentos gerais e interdisciplinares, já que,
como justifica Paviani (2007, p. 41), “o especialista
sem uma formação transversal, sem uma cultura
geral, não pode ter nos dias atuais um bom
desempenho”. A redução do tempo de duração dos
cursos, somada ao aumento do número de
estudantes por grupo, tem por resultado a
diminuição da qualidade de ensino. Com o intuito
de obter maior lucratividade, 92% das instituições
têm dedicação exclusiva ao ensino. Nesse contexto,
as aulas limitam-se à simples transmissão de
conteúdos. Os alunos encontram-se submetidos aos
saberes dos professores. A aprendizagem é apenas o
resultado da memorização dos conteúdos por ele
proferidos. Não há espaço para que os alunos
pesquisem e interliguem seus saberes com outros
conhecimentos afins. O modelo atual de ensino
ignora
“as
tendências
interdisciplinares
e
a
necessidade de uma formação que desenvolva a
criatividade, a capacidade de compreender a si e os
outros, antes mesmo de entender isso ou aquilo no
sentido técnico” (PAVIANI, 2007, p. 41). Maringá, v. 33, n. 1, p. 139-147, 2011
Com a expansão do Ensino Superior, juntamente
com o predomínio e a valorização do conhecimento,
a Universidade passou a ser vítima de diferentes
contradições que deram origem ao que Santos
(2008) denominou de tríplice crise: crise de Maringá, v. 33, n. 1, p. 139-147, 2011 Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education Mercantilização do ensino superior 145 “hegemonia”; crise de “legitimidade”; e crise
“institucional”. A
primeira
é
resultado
da
contradição
entre
conhecimentos
exemplares
(formação das elites) e conhecimentos funcionais
(formação dos trabalhadores). 4
Diante dessas mudanças, as universidades comunitárias vêm enfrentando
dificuldades econômicas e financeiras pelas inúmeras exigências institucionais a elas Acta Scientiarum. Education Bechi Na tentativa de resgatar sua
credibilidade diante dos diferentes grupos sociais, a
crise hegemônica vem se agravando cada vez mais. Ela coloca a Universidade “em um mesmo nível de
igualdade com outras tantas organizações, as quais,
muitas vezes, se aventuram nessa missão, afastando-
se, assim, da realidade, pela incapacidade de perceber
e elaborar o conjunto das práticas sociais”
(PANIZZI, 2006, p. 43). Resumindo, a crise de hegemonia é o resultado
da “perda de poder” da Universidade com relação à
sociedade, enquanto que a crise de legitimidade
provém da “perda de crença” da sociedade sobre os
objetivos e funções da Universidade (SANTOS
apud RODRIGUES, 2001, p. 131). Em meio a essas
contradições, entra em cena a crise institucional que
vem rendendo muitas discussões e desafios para a
Universidade. Atualmente são atribuídas fortes
pressões sociais sobre essa instituição, a fim de que
se inicie um processo de reestruturação do modelo
educacional vigente. Santos (2008, p. 190) define
essa terceira crise, da seguinte maneira: “a
universidade sofre uma crise institucional na medida
em que sua especificidade organizativa é posta em
causa e se lhe pretende impor modelos organizativos Essa crise originou-se da contradição entre os
conhecimentos exemplares próprios da concepção
tradicional e os atuais anseios da sociedade
capitalista. Apoiando-se no viés tradicional, cria-se
um grau de exigência em função de garantir um
ensino
de
excelência
que
prime
pelo
desenvolvimento do pensar crítico, pela divulgação
dos conhecimentos científicos e humanísticos. Por
outro lado, “o sistema universitário brasileiro vem
crescendo com o objetivo de atender as necessidades
da sociedade de uma maior competitividade e de
fornecer formação superior para as novas formas de
emprego e trabalho” (PAVIANI, 2007, p. 32). A
Universidade4 passa a ser fortemente influenciada Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education 146 Bechi Bechi vigentes
noutras
instituições
tidas
por
mais
eficientes”. Dessa forma, diante da expansão do
Ensino Superior, em meio às crises por ela
proporcionada,
pode-se
fazer
o
seguinte
questionamento: quais são os principais desafios a
serem enfrentados pela universidade no atual
cenário educacional? transformar em agentes ativos do seu próprio
processo de aprendizagem. Na visão de Panizzi
(2006, p. 41), “pensar, ser sujeito ativo de sua
construção pessoal e participar da vida social são –
absolutamente – um importante, senão o mais
significativo objetivo do processo educacional”. Essas interpretações aproximam-se da concepção
de Kesselring (2007, p. Desafios da universidade numa perspectiva pós-moderna
de emancipação A Universidade precisa definir novos objetivos e
finalidades a fim de superar o modelo de ensino
baseado exclusivamente na transmissão e inculcação
nos alunos de informações e conhecimentos
prontos. Isso porque, o conceito de formação
universitária não se solidifica na mera aquisição e
memorização de conhecimentos. A Educação
Superior requer um processo formativo que prima
pelo desenvolvimento de cidadãos críticos e
responsáveis. Tendo em vista essa perspectiva,
Paviani (2009, p. 49-50) afirma que a aprendizagem
dos estudantes deverá ser orientada “visando ao
desenvolvimento de habilidades e competências não
apenas profissionais, mas também pessoais; não
apenas imediata, mas também ao longo de suas
vidas”. O desenvolvimento de tais habilidades
ajudará o indivíduo a enfrentar as exigências da vida
em sociedade e as transformações que vêm
ocorrendo no mundo do trabalho. Por isso, não
basta o sujeito ter o domínio de técnicas específicas
ao exercício de determinadas profissões, é necessário
que
ele
seja
capaz
de
resolver,
de
forma
independente e flexível, os desafios que poderão
surgir ao longo de sua trajetória profissional. A função da universidade é uma função única e
exclusiva. Não se trata somente de difundir
conhecimentos. O livro também os difunde. Não se
trata, somente, de conservar a experiência humana. O livro também a conserva. Não se trata, somente de
preparar práticos ou profissionais, de ofícios ou artes. A aprendizagem direta os prepara, ou, em último
caso,
escolas
muito
mais
singelas
do
que
universidades. Trata-se de manter uma atmosfera de
saber para se preparar o homem que o serve e o
desenvolve. Trata-se de conservar o saber ativo e não
morto nos livros ou no empirismo das práticas não
intelectualizadas. Trata-se de formular intelectualmente
a experiência humana, sempre renovada, para que a
mesma se torne consciente e progressiva. Ter flexibilidade e se adaptar às exigências
próprias da sociedade globalizada, em que os
conhecimentos adquiridos tornam-se rapidamente
inúteis, são competências intimamente ligadas ao
desenvolvimento das habilidades do pensamento. Porém, “o desenvolvimento do pensamento, próprio
da
natureza
humana,
como
conjunto
das
competências, não é ensinado stricto sensu, mas se
desenvolve quando exercitado, vivido, provocado e
passa a fazer parte da práxis cotidiana das pessoas”
(PANIZZI, 2006, p. 41). Os alunos precisam
participar de práticas que os instiguem a pensar e a
refletir sobre questões sociais e éticas que envolvam
a sua formação profissional. Bechi 21) sobre a Educação
Superior ao afirmar que “a preocupação central do
ensino universitário é o esclarecimento e, para usar
um termo do século XX, a emancipação”. Esse forte
apelo, ocorrido nos últimos anos, em prol de uma
educação que prioriza o desenvolvimento intelectual
e a moral dos indivíduos, é resultado da atual
valorização da prática em detrimento das disciplinas
humanas e sociais. O enxugamento e a flexibilização
dos currículos, de acordo com as demandas do
mercado educacional, vêm ameaçando a formação
integral do ser humano. O fato é que, quando as
instituições de Ensino Superior são administradas
exclusivamente na perspectiva do lucro e do
negócio, tornando a competência técnica a única
referência na educação dos indivíduos, seus
processos de ensino passam a inibir a formação
crítica dos educandos. A estrutura universitária em
elevação nos últimos anos, orientada por modelos de
gestão empresarial, não vem formando pensadores. Anísio Teixeira (apud SGUISSARDI, 2008, p. 1009)
coloca em dúvida esse novo sistema de Ensino
Superior, quando escreve: Acta Scientiarum. Education License information: This is an open-access article distributed under the terms of the
Creative Commons Attribution License, which permits unrestricted use, distribution,
and reproduction in any medium, provided the original work is properly cited. Referências DALBOSCO, C. A. A. Universidade, formação e
indústria educacional. In: FÁVERO, A.; CENCI, A.;
TROMBETTA, G. (Org.). Universidade, filosofia e
cultura. Passo Fundo: UPF, 2009. p. 56-93. KESSELRING, T. Universidade, economia e sociedade:
notas sobre o desenvolvimento atual das universidades
europeias. Chronos, v. 34, n. 1, p. 15-29, 2007. MÜHL, E. H. Cultura empresarial e formação docente: os
riscos da instrumentalização da educação superior. In:
FÁVERO, A.; CENCI, A.; TROMBETTA, G. (Org.). Universidade, filosofia e cultura. Passo Fundo: UPF,
2009. p. 94-114. PANIZZI, W. Universidade para quê? Porto Alegre:
Libretos, 2006. Mercantilização do ensino superior 147 conhecimentos, participando ativa e efetivamente
da elaboração cultural e científica da comunidade
acadêmica e da sociedade. lucratividade em meio à efervescência do mercado
educacional, está impossibilitando o desenvolvimento
de profissionais críticos e comprometidos com as
causas sociais. Se isso não bastasse, a flexibilização e
adaptação da estrutura curricular aos interesses do
mercado vêm prejudicando o acesso e a produção livre
do conhecimento. Em oposição ao modelo empresarial de ensino, a
Universidade deve propiciar aos alunos, com o apoio
de disciplinas como as humanas e as sociais, práticas
pedagógicas que os levem a pensar de modo
reflexivo sobre o homem e sobre sua relação com o
mundo. Além disso, a aplicação de tais disciplinas
poderia contribuir significativamente para a formação
ética dos alunos. A sociedade necessita, portanto, de
profissionais comprometidos com o social. Nesse
sentido, pode-se afirmar que o apoio à pesquisa e à
valorização das disciplinas humanas e sociais são fatores
que contribuirão para a superação dos desafios
colocados à Universidade, incentivando e fortalecendo
o processo de emancipação dos sujeitos envolvidos. Nesse sentido, para que o trabalho docente não
fique atrelado exclusivamente às demandas do
mercado, a Universidade precisa criar condições que
venham a incentivar e a fortalecer o desenvolvimento
científico e cultural da comunidade acadêmica. Os
cursos superiores com dedicação exclusiva ao ensino,
em
que
a
aprendizagem
é
o
resultado
do
armazenamento e da memorização de conteúdos, não
estão investindo significativamente no processo de
produção científica. Em meio a um mercado
educacional amplamente competitivo, a Universidade
é,
atualmente,
a
principal
responsável
pelo
fortalecimento da pesquisa científica. Porém, o
processo
de
produção
e
de
socialização
dos
conhecimentos não pode ocorrer sem que, antes, sejam
levados em conta os problemas relacionados à
destruição do meio ambiente, à corrupção e a outras
questões ligadas à qualidade de vida do ser humano. Esse processo formativo implica o surgimento de “um
modelo de aplicação da ciência alternativo ao modelo
de aplicação técnica, um modelo que subordine o
know-how técnico ao know-how ético e comprometa
a
comunidade
científica
existencial
ética
e
profissionalmente com o impacto da aplicação”
(SANTOS, 2008, p. 224). Desafios da universidade numa perspectiva pós-moderna
de emancipação O ensino estritamente
técnico não forma sujeitos autônomos, dispostos a
sustentar sua independência e sua integridade
espiritual diante dos mecanismos massificadores e
perante os ideários consumistas que permeiam a vida
contemporânea. O desenvolvimento do raciocínio
crítico não acontece somente pela imposição vertical
de conhecimentos. Para isso, os alunos precisam se Para atingir tais anseios, a universidade deve
estabelecer novas metas que venham a superar as
transformações
decorrentes
dessa
reorientação
mercantilista da educação. Os altos índices de
expansão da Educação Superior no Brasil e a
transformação dos institutos e das faculdades em
unidades de negócios são fatores responsáveis pela
gradativa eliminação e marginalização das disciplinas
humanas e sociais. O constante empobrecimento
dos currículos, com o intuito de aumentar a Maringá, v. 33, n. 1, p. 139-147, 2011 Acta Scientiarum. Education Acta Scientiarum. Education Acta Scientiarum. Education Considerações finais PAVIANI, J. Os desafios da universidade comunitária. Chronos, v. 34, n. 1, p. 30-45, 2007. Acta Scientiarum. Education
Esse artigo pretendeu suscitar o urgente debate
sobre os rumos que a Universidade precisa tomar
em um contexto marcado pela instrumentalização da
Educação
Superior. Tendo
em
vista
os
conhecimentos levantados durante a pesquisa, a
universidade somente irá conquistar sua autonomia
e sua credibilidade, frente ao atual estado de
expansão e de privatização da Educação Superior,
quando for valorizado o desenvolvimento intelectual
e moral dos indivíduos. Para que isso aconteça, duas
condições
básicas
se
fazem
necessárias:
a
intensificação do investimento em pesquisa e a
valorização das disciplinas humanas e sociais. No
que se refere ao primeiro aspecto, o envolvimento
efetivo de professores e de alunos em atividades de
pesquisa constitui um antídoto contra o estado de
fragmentação do conhecimento, que foi fortalecido
pelo atual processo de instrumentalização da
Educação Superior. Em outras palavras, em vez de
serem apenas receptores e divulgadores de
informações,
os
agentes
desse
processo
investigativo
são
levados
a
produzir PAVIANI, J. Ainda é possível a formação universitária? In:
FÁVERO, A.; CENCI, A.; TROMBETTA, G. (Org.). PAVIANI, J. Ainda é possível a formação universitária? In:
FÁVERO, A.; CENCI, A.; TROMBETTA, G. (Org.). Universidade, filosofia e cultura. Passo Fundo: UPF,
2009. p. 44-55. Universidade, filosofia e cultura. Passo Fundo: UPF,
2009. p. 44-55. RODRIGUES, M. M. A instabilidade da universidade
vista a partir das contradições de suas crises: crise de
hegemonia, crise de legitimidade e crise institucional. Educação e Filosofia, v. 15, n. 29, p. 129-140, 2001. SANTOS, B. S. Pela mão de Alice: o social e o político
na pós-modernidade. São Paulo: Cortez, 2008. SGUISSARDI, V. Modelo de expansão da educação
superior no Brasil: predomínio privado/mercantil e
desafios para a regulação e a formação universitária. Educação e Sociedade, v. 29, n. 105, p. 991-1019, 2008. Received on October 30, 2010. Accepted on January 24, 2011. Maringá, v. 33, n. 1, p. 139-147, 2011
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Topography of Interaural Temporal Disparity Coding in Projections of Medial Superior Olive to Inferior Colliculus
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The journal of neuroscience/The Journal of neuroscience
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Received April 2, 2003; revised June 24, 2003; accepted June 24, 2003.
This work was sponsored by National Institutes of Health (NIH) Grant R01-DC00189 (D.L.O.), National Science
Foundation Grant IBN-9807872 (R.B.), NIH Grant F32-DC05737-01 (W.C.L.), and NIH Grant T32-DC00025 (W.C.L.).
Correspondence should be addressed to Dr. Douglas L. Oliver, Department of Neuroscience, University of Con-
necticut Health Center, 263 Farmington Avenue, Farmington, CT 06030-3401. E-mail: doliver@neuron.uchc.edu.
G. E. Beckius’s present address: MS 8220-2238, Discovery Microscopy Laboratory, Pfizer Inc., Groton, CT 06340.
R.Batra’spresentaddress:DepartmentofAnatomy,UniversityofMississippiMedicalCenter,Jackson,MS39216-
4505.
Copyright © 2003 Society for Neuroscience
0270-6474/03/237438-12$15.00/0 Topography of Interaural Temporal Disparity Coding in
Projections of Medial Superior Olive to Inferior Colliculus Douglas L. Oliver, Gretchen E. Beckius, Deborah C. Bishop, William C. Loftus, and Ranjan Batra
Department of Neuroscience, University of Connecticut Health Center, Farmington, Connecticut 06030-3401 Douglas L. Oliver, Gretchen E. Beckius, Deborah C. Bishop, William C. Loftus, and Ranjan Batra
Department of Neuroscience, University of Connecticut Health Center, Farmington, Connecticut 06030-3401 Neurons in the medial superior olive encode interaural temporal disparity, and their receptive fields indicate the location of a sound
source in the azimuthal plane. It is often assumed that the projections of these neurons transmit the receptive field information about
azimuth from point to point, much like the projections of the retina to the brain transmit the position of a visual stimulus. Yet this
assumption has never been verified. Here, we use physiological and anatomical methods to examine the projections of the medial
superiorolivetotheinferiorcolliculusforevidenceofaspatialtopographythatwouldsupporttransmissionofazimuthalreceptivefields. The results show that this projection does not follow a simple point-to-point topographical map of receptive field location. Thus, the
representation of sound location along the azimuth in the inferior colliculus most likely relies on a complex, nonlinear map. Key words: auditory pathways; sound localization; binaural hearing; neural pathways; neuroanatomy methods; cat map of ITD in MSO to a similar map in the IC, the major auditory
structure in the mammalian midbrain (see Fig. 1). Such a map of
azimuth in the central nucleus of the IC (ICC) has been suggested
in experiments using free-field stimulation (Aitkin et al., 1985). A
rough map of interaural sound level differences, the cue for azi-
muth at high frequencies, has also been reported in the IC (Irvine
and Gago, 1990). In both the MSO and ICC, the ITD axis should
be perpendicular to the frequency axis; however, it is unknown
whether a topographical projection from MSO contributes to any
map of space in the IC. In the present study, we used binaural
physiology and anatomical methods to test the hypothesis that a
rostrocaudal map of ITD receptive fields in MSO is transmitted
to the ICC by point-to-point projections. 7438 • The Journal of Neuroscience, August 13, 2003 • 23(19):7438–7449 7438 • The Journal of Neuroscience, August 13, 2003 • 23(19):7438–7449 Behavioral/Systems/Cognitive Introduction The pathway from the medial superior olive (MSO) to the infe-
rior colliculus (IC) conveys important information about the
location of a sound in space. The MSO is a primary site for the
neural computation of interaural temporal disparity (ITD)
(Goldberg and Brown, 1969; Yin and Chan, 1990; Batra et al.,
1997a,b; Brand et al., 2002; Cook et al., 2003), the cue for the
position of low-frequency sounds in the horizontal or azimuthal
direction (Hafter and Trahiotis, 1997). The MSO may be spatially organized by ITD as a prerequisite
for topographical maps of azimuth in the higher auditory system. In
the barn owl and chicken, neurons in nucleus laminaris (the ho-
molog of MSO) are arranged in an orderly manner so that the ITD
to which neurons are tuned increases along one axis of the nu-
cleus (Sullivan and Konishi, 1986; Carr and Konishi, 1988; Over-
holt et al., 1992). Whether a similar map of ITD is present in the
mammalian MSO is not so clear. Morphological evidence sup-
ports a delay line mechanism that could result in a rostrocaudal
gradient of the preferred ITD (Smith et al., 1993; Beckius et al.,
1999). A rough rostrocaudal map of ITD was found in this di-
mension, with neurons tuned to ITDs near zero located rostrally
and those tuned to ipsilateral delays located caudally (Yin and
Chan, 1990). If spatial mapping of ITD is an important feature of
the neural system subserving sound localization, then the ascend-
ing projections of the MSO should be well organized. Point-to-
point connections would efficiently convey information from a Fluorescent tracers
i h h Af-
ter 20 min in 0.5% H202 in neutral phosphate buffer (0.12 M, pH 7.4) and
rinses in buffered Triton X-100, sections were incubated in the ABC
complex (PK-4000; Vector Labs) overnight at 4°C in the presence of 0.5
M NaCl. After rinses, sections were incubated in diaminobenzidine
(DAB) (D-5637; Sigma) with Co and Ni for 15 min and then incubated in
a fresh volume of the same DAB solution with 0.005% H202 for 15 min. In
many experiments, additional sections received this same treatment
(without step 2) and were used for Nissl stains. Recordings were made with glass patch pipettes (2–20 m tip, resis-
tance 0.5–5 M), and the same electrode was used for the injection. Electrodes were advanced with a microdrive (Burleigh Inchworm, Fish-
ers, NY) mounted on the stereotaxic manipulator. For MSO injections,
the electrode was initially positioned according to stereotaxic coordi-
nates. An appropriate location for the IC or MSO injection was found by
assessing neural responses to sound and making repeated penetrations. Acoustically driven responses of single or multiple units just above
threshold were amplified with Dagan 2400 (Minneapolis, MN) and
Princeton Applied Research (model 5113; Oak Ridge, TN) amplifiers. Action potentials were monitored by ear or discriminated by a BAK
window discriminator and recorded with a unit event timer. p
Step 2. Next, the sections underwent an immunohistochemical reac-
tion to render the TMR dextran permanently visible. After rinsing in
neutral buffer, sections were blocked in neutral buffered 10% horse se-
rum (Invitrogen; 16050-015) containing 0.1% Triton X-100 for 2 hr and
then incubated in anti-tetramethylrhodamine antisera made in rabbit
(A-6397; Molecular Probes), 1:12,000 dilution in the blocking solution
and 0.15 M NaCl overnight at 4°C. After rinses in Triton X-100 buffer,
sections were incubated with an anti-rabbit, biotinylated secondary an-
tisera (Jackson 711-065-152), 1:800 dilution, for 4 hr at 25°C. After rinses
in Triton X-100 buffer, the sections were exposed to the ABC complex
(PK-4000; Vector) in the same buffer overnight at 4°C. Finally, the avi-
din–biotin–HRP complex was revealed with a DAB reaction without
nickel or cobalt or, more often, a NovaRED reaction (SK-4800; Vector
Labs), for 15 min. The sections were mounted from phosphate buffer
onto subbed slides and cleared in Histoclear (HS-200; National Diagnos-
tics) before coverslipping with Permount (SP15–500; Fisher). Earlier
cases were treated with the freeze–thaw techniques to enhance immuno-
staining as outlined in Beckius et al. Fluorescent tracers
i h h In cases with the MSO injections of dextran, every third section, begin-
ning with the first, was mounted onto slides and coverslipped with 10%
1,4-diazabicyclo (2.2.2) octane (Sigma) in glycerine and neutral phos-
phate buffer. In most cases, sections were incubated first with Fluorescein
Avidin DCS (A-2011; Vector Labs) at 1:1600. The fluorescein-labeled
avidin binds with the BDA and adds to the signal emitted by the fluores-
cein–dextran. Fluorescent sections containing retrogradely transported
red or green latex microspheres were dried onto subbed slides and cov-
erslipped with Krystalon (64969/71; EM Science, Gibbstown, NJ) be-
cause the microspheres dissolve in glycerin-based mounting media. The spectral and ITD sensitivities of neurons and multiunit clusters at
the injection site were assessed in both the MSO and IC. Units were tested
for their best frequency (BF) with monaural and binaural pure tones. Sensitivity of the units to ITD was measured with a binaural-beat stim-
ulus (Kuwada et al., 1979; Batra et al., 1997a). Low-frequency units (BF
2500 Hz) and some with high BF were stimulated with pure tones in
each ear that differed by 1 Hz. These stimuli produced a continuous
change in the interaural phase difference. In one case, a low-frequency
unit was tested with sinusoidally amplitude-modulated (SAM) tones
with the same modulation frequency at both ears but with carrier fre-
quencies that differed by 1 Hz. The sensitivity of high-frequency units
(BF 2500 Hz) to ITDs was tested with a stimulus that consisted of SAM
tones to either ear that had the same carrier frequency but modulation
frequencies that differed by 1 Hz (Batra et al., 1997a). SAM tones were
modulated to a depth of 80%. Test stimuli were 5100 msec in duration,
but the first 100 msec was not analyzed. The best ITD based on a com-
posite response was calculated (Yin and Kuwada, 1983; Kuwada et al.,
1987; Batra et al., 1997a). The composite response was generated by
averaging the responses at all frequencies that displayed significant syn-
chrony to the 1 Hz beat frequency (Rayleigh test of uniformity; p
0.001) (Mardia and Jupp, 1999). Conversion of fluorescent tracers to permanent, nonfluorescent
reaction products p
Every third section from MSO injection cases was used. Step 1. To render the biotinylated dextran visible, free-floating sections
underwent avidin–biotin–HRP histochemistry (Oliver et al., 1994). Histology
f g
In early experiments, acoustic stimuli were produced by a digital stimu-
lus system (Rhode, 1976) under the control of an LSI-11/73 computer
(Digital Equipment, Nashua, NH). In later experiments, acoustic stimuli
were generated by a TDT System 2 (Tucker Davis Technologies, Gaines-
ville, FL) under the control of a PC computer. All sounds were delivered
by the same Beyer earphones (DT-48, Hicksville, NY) via sealed enclo-
sures. The sound delivery system was calibrated from 60 to 40,000 Hz. For injections of anterograde tracers in MSO, sounds were delivered
through the hollow ear bars of the stereotaxic device, and calibration was
performed at the end of the ear bar with a 1/8 inch microphone (Bru¨el &
Kjaer). For injections of retrograde tracers in IC, tones were delivered
through a hollow tube in custom silicone ear molds (PER-FORM silicone
ear impression material) made for each individual cat, similar to those
used in the unanesthetized rabbit (Kuwada et al., 1987; Batra and Fitz-
patrick, 1997). The hollow tube incorporated a probe that extended 2
mm beyond the end of the tube. Calibrations were performed through
this probe using a 1/2 inch microphone (Bru¨el & Kjaer). These calibra-
tions were then corrected for the characteristic of the probe. gy
After 7–10 d survival, animals were deeply anesthetized with the ket-
amine/xylazine mixture and killed by cardiac perfusion with 50–75 ml of
washout (2% sucrose and 0.05% lidocaine in 0.12 M phosphate buffer,
pH 7.3–7.4) and 1000 ml of fixative (4% paraformaldehyde in 0.12 M
phosphate buffer). Most brains with MSO injections (11 of 14) were cut
in the frontal plane, and the remainder were cut in the horizontal plane
perpendicular to it. Brains with IC injections were cut in the frontal plane
(n 4) or in the sagittal plane (n 1). The tissue was cut on a freezing
microtome into 50-m-thick sections, collected in 0.12 M phosphate
buffer, and stored at 4°C. In general, the histology for all experiments was
designed to preserve the fluorescence of the different tracers or to convert
the tracer into permanent nonfluorescent reaction products in alternate
sections. Materials and Methods
Surgery
h
f There were two groups of experiments. In the first, anterograde tracers
were injected into the right MSO, and in the second, retrograde tracers
were injected into the right IC. Experiments were performed on 19 adult
cats (Liberty Labs, Waverly, NY), and all procedures conformed to Na-
tional Institutes of Health guidelines and protocols approved by the An-
imal Care Committee of the University of Connecticut Health Center. In
all experiments, the animal was anesthetized with a mixture of ketamine
(33 mg/kg) and xylazine (1 mg/kg), intubated, and then maintained in an
areflexive state with a mixture of isoflurane and medical grade oxygen. It
was monitored for breathing rate and reflexive state, maintained at 37°C
with a water blanket, and received intravenous saline or lactated Ringer’s
solution during the procedure. The animal was placed in a double-walled
sound attenuation chamber (IAC, Bronx, NY) and held in a stereotaxic
device (Kopf, Tujunga, CA) for the MSO injections or in a custom head
holder for the IC injections. For MSO injections, a craniotomy was per-
formed over the cerebellum. For IC injections, a craniotomy was per-
formed over the occipital cortex, and a small region of cortex was aspi-
rated to permit visualization of the IC. After the recording and injections,
the skin and muscles were sutured, the animal recovered in an intensive
care unit incubator at 37°C until fully awake, and children’s aspirin (40
mg) was administered immediately postoperatively as an analgesic. All J. Neurosci., August 13, 2003 • 23(19):7438–7449 • 7439 Oliver et al. • Connections for ITD Coding in IC animals recovered from surgery without permanent neurological im-
pairment and were able to eat and drink normally. animals recovered from surgery without permanent neurological im-
pairment and were able to eat and drink normally. greenlatexmicrospheres(LumaFluor;1:1).Microsphereinjectionsrequired
electrodes with 30–40 m tips and pressure injections of 300–700 nl with a
Picospritzer (General Valve, Fairfield, NJ). greenlatexmicrospheres(LumaFluor;1:1).Microsphereinjectionsrequired
electrodes with 30–40 m tips and pressure injections of 300–700 nl with a
Picospritzer (General Valve, Fairfield, NJ). Acoustic stimulation and recordings Fluorescent tracers
i h h (1999), but this later proved to be
unnecessary. Analysis Experimentaldesignandhypothesis.Interauraltimedifferences(ITD)arehypoth-
esized to be topographically organized along a rostrocaudal axis of the medial superior olive
(MSO), within an isofrequency lamina. If so, the axons from MSO neurons are predicted to
project to single laminas in the central nucleus of the inferior colliculus (IC) in a point-to-point
manner. Injections of different labeled dextrans were made by iontophoresis in the same
isofrequency plane to test this hypothesis. H, High frequency; L, low frequency; D, dorsal;
V, ventral. The boutons plotted in the previous step were used to assess bouton
gradients along the other axes perpendicular to the frequency axis (i.e.,
the dorsal-ventral axis and “oblique” axes between the dorsoventral and
rostrocaudal axes). Three-dimensional serial reconstructions were made
that allowed the sampled boutons to be viewed as a three-dimensional
plane or contour, similar to the fibrodendritic lamina from which it was
obtained. The three-dimensional field of boutons was projected onto two
dimensions by rotating the contour until the planar surface was parallel
to the viewing window (see Fig. 8C), and the differences in the Z coordi-
nates were within the 200 m thickness of the lamina. The X and Y
coordinates of the markers at this orientation were then rendered as a
two-dimensional scatter plot (see Fig. 8D). To examine the density of
boutons in the plane of the lamina, perpendicular to the frequency axis,
we rotated the field of bouton markers in 10° increments. A histogram of
bouton density perpendicular to the x-axis with 150–200 m bins was
generated at each angle of rotation. BDA mixed with fluorescein–dextran in the caudal MSO (Fig. 2A) and an injection of TMR dextran in the same MSO at the
rostral end (Fig. 2B). A single injection from another case is
shown in Figure 2C, and its location at the dorsal aspect of MSO
can be discerned from the cytoarchitecture of the superior olive
in the adjacent Nissl-stained section (Fig. 2D). j
g
We identified the rostrocaudal position in the MSO of each
injection site and its BF. Most of the injection sites were in the
rostral half of the MSO. The locations of all injections are shown
in Figure 3A, which depicts the MSO as a flat sheet, with low
frequency at the top (dorsal in vivo) and high frequency at the
bottom of the y-axis (ventral in vivo), whereas the rostrocaudal
dimension of the MSO is the x-axis. Analysis y
Microscopic analysis used low-magnification camera lucida drawings
and high-magnification analysis with computer-assisted microscope sys-
tems. Low-magnification, camera lucida drawings (20 magnification)
were made with a Zeiss Axioskop microscope to show injection sites and
dextran-filled axons. The axons and cell bodies labeled with fluorescent
markers were viewed with epifluorescence microscopy [high numerical
aperture (NA) 10/NA 0.5 or 25/NA 0.8 lenses], and microscopic data
were collected with Neurolucida software (Microbrightfield, Colchester,
VT) and an E-3200 Gateway computer. The microscopy system included
a CCD video camera with gating capability for low-light conditions
(CCD-72, Dage MTI, Michigan City, MI), a gating–integration control-
ler (Instagator, model 105001, Dage MTI), a PC frame grabber–VGA
card (FlashPoint Intrigue Lite, Integral Technologies, Indianapolis IN), a
motorized stage controller (MC2000, Ludl Electronics Products, Haw-
thorne, NY), and a shutter for the mercury lamp (D122; UniBlitz, Vin-
cent Associates, Rochester, NY). Data from nonfluorescent sections was
collected with bright-field optics on the same microscope system. Anal-
ysis of the retrograde labeling in the MSO included three-dimensional
(3D) reconstructions made with the Neurolucida system and displayed
as solids (Solids Module, Microbrightfield, Inc.). Axonal bouton densities in laminas of the IC were estimated to deter-
mine whether there were rostrocaudal gradients. In each case, we selected
the most densely labeled lamina, and bouton counts in that lamina were
made in serial nonfluorescent sections. For cases cut in the frontal or
transverse plane (see Fig. 7A1), samples were obtained in regularly spaced
sections (every third or sixth section). For the case cut in the horizontal
plane (see Fig. 7B), every sixth horizontal section was sampled, and the
lamina in each section was divided into seven regions along its rostro-
caudal extent. Bouton counts within the individual samples were made
with an optical fractionator (Stereo Investigator, Microbrightfield, Inc.). All of the boutons in the center half of the section thickness were counted
within the sampled area. The number of boutons in a count was doubled
to estimate the number of boutons in the entire section thickness. These
complete reconstructions of all the boutons in the sample volume pro-
duced more reliable counts than single optical dissector planes within the
section. This method conforms to stereological counting methods (Ste-
rio, 1984; Coggeshall and Lekan, 1996) because all boutons within the
sample volume were counted (a serial reconstruction), and the profiles at
the edge were not counted twice. Figure1. Analysis The center of each injection
site is marked by a symbol, and its rostrocaudal extent is indicated
by the length of the corresponding bar. The horizontal line on
which each bar lies indicates the length of the MSO in that animal. The BF at each injection site is represented by the vertical position
of the symbols. The BFs covered a broad range: 200 Hz to 9 kHz. In two animals, two injections were made in the same MSO, and
both injection sites had similar best frequencies (300 Hz in case
31 and 1 kHz in case 33). Eight injections were made at low
frequencies (2500 Hz). Of these, four were made at a BF of 1
kHz. Four single injections were made at higher frequency. In one Injections For injections of anterograde tracers in MSO, the electrodes were filled
with one of two solutions of dextran in normal saline (Molecular Probes,
Eugene, OR): (1) 10% tetramethyl-rhodamine (TMR) dextran (catalog
#D-1817) or (2) a mixture containing 10% each of biotinylated dextran
(BDA) (catalog #D-1956) and fluorescein–dextran (catalog #D-1820). Iontophoretic injections were made using a 51413 Precision Current
Source (Stoelting, Wood Dale, IL) and currents of 2.0 to 3.5 A (7 sec
pulses, 50% duty cycle, 5–23 min total duration). For injections of retro-
grade tracers in IC, several types of injection solutions were used, all mixed
in normal saline: (1) 10% TMR dextran; (2) 6% Fluorogold (FG) (Fluoro-
chrome, Inc., Denver, CO); (3) a mixture containing 3% FG and 5% BDA;
(4)redlatexmicrospheres(LumaFluor,Inc.,Naples,FL)diluted1:1;and(5) To render fluorescent FG permanently visible in a nonfluorescent
form, an immunohistochemical method similar to that for anterograde
transport of TMR dextran (step 2) was used on every third section in IC
injection cases. After H202 treatment, buffer rinse, and blocking with
horse serum, the sections were incubated in a primary anti-FG antisera
made in rabbit (Chemicon AB153) 1:8000 overnight at 4°C. The same
biotinylated anti-rabbit antisera followed by ABC reaction was used as in 7440 • J. Neurosci., August 13, 2003 • 23(19):7438–7449 Oliver et al. • Connections for ITD Coding in IC Figure1. Experimentaldesignandhypothesis.Interauraltimedifferences(ITD)arehypoth-
esized to be topographically organized along a rostrocaudal axis of the medial superior olive
(MSO), within an isofrequency lamina. If so, the axons from MSO neurons are predicted to
project to single laminas in the central nucleus of the inferior colliculus (IC) in a point-to-point
manner. Injections of different labeled dextrans were made by iontophoresis in the same
isofrequency plane to test this hypothesis. H, High frequency; L, low frequency; D, dorsal;
V, ventral. step 2 above. After the ABC reaction, a DAB incubation with nickel and
cobalt was used, 4 min without H202 and 4 min with 0.0005% H202. step 2 above. After the ABC reaction, a DAB incubation with nickel and
cobalt was used, 4 min without H202 and 4 min with 0.0005% H202. Termination pattern of MSO axons in IC There was no clear relationship between the best ITD and the
rostrocaudal location of the injection sites in the MSO. Figure 3B
shows the location of all injection sites along the rostrocaudal axis
of the MSO relative to the best ITD recorded at that site. (High-
frequency units that were sensitive to ITDs in envelopes are
shown as squares.) The units at the injection sites were excited by
inputs to either ear and generally exhibited ITD sensitivity similar
to that seen in previous studies of the anesthetized cat (Yin and
Chan, 1990). Units had predominantly “peak-type” responses in
that they discharged maximally at the same ITD at all frequencies
with which they were tested. Most units in our sample were tuned
to ITDs within the free-field range of the cat (approximately
325 sec) (Roth et al., 1980), and most characteristic delays (7
of 10) and best ITDs (11 of 12) were within this range. Neverthe-
less, individual units recorded at different locations in the same
MSO could show responses at variance with the rough rostrocau-
dal gradient of best ITD demonstrated by Yin and Chan (1990)
(Fig. 3B, regression line). Recordings at BF 300 Hz (Figs. 2A,B,
3A, triangles with X) are shown in Figure 4. Here, the best ITD at
the rostral site (Fig. 4, top) was 86 sec, whereas at the more Axons that terminated in IC were distinguished by the presence
of terminal boutons (Fig. 5C, micrographs 176 and inset 171
),
that is, the swelling at the Node of Ranvier or end of the axonal
branch that indicates presynaptic specializations and the location
of synaptic contacts (Oliver et al., 1995). Only axons with bou-
tons are considered in this analysis. After the two injections in the
same MSO in case 31, the axons from each injection were labeled
with a different color and could be easily distinguished within the
same section. In fluorescent sections, axons labeled with TMR
were red, whereas axons labeled with the BDA–fluorescein dex-
tran mixture were green (Fig. 5C, micrograph 176). In nonfluo-
rescent sections processed for immunocytochemistry, boutons
labeled with TMR were red, and those labeled with BDA were
black (Fig. 5C, micrograph inset 171
). Axons from a single point in MSO terminated along the entire
rostrocaudal extent of the laminas in the ICC. These terminal
fields were continuous in the rostrocaudal direction throughout
the central nucleus (Fig. Injections of dextran into MSO Because the goal of the study was to examine the topography of
the projection from the MSO to the IC (Fig. 1), we made small
injections of dextran into the MSO that resulted in axonal trans-
port to the IC. The injections were confined to the MSO or ex-
tended beyond the margins of the MSO, but they did not invade
the lateral superior olive (LSO). Figure 2 shows an injection of J. Neurosci., August 13, 2003 • 23(19):7438–7449 • 7441 Oliver et al. • Connections for ITD Coding in IC Figure2. InjectionsofdextraninMSOseenintransversesectionsafterconversiontononfluorescentreactionproduct.A,AninjectionofBDAinthecaudalMSOincase31ataBFof300Hz.B,An
injectionofTMRdextraninrostralMSOinthesamecaseasA.C,AninjectionofBDAindorsalMSOincase55.D,ANissl-stainedsectionadjacenttothatinCshowingthecytoarchitectureofMSO.LSO,
Lateral superior olivary nucleus. Scale bar, 200 m. Figure2. InjectionsofdextraninMSOseenintransversesectionsafterconversiontononfluorescentreactionproduct.A,AninjectionofBDAinthecaudalMSOincase31ataBFof300Hz.B,An
injectionofTMRdextraninrostralMSOinthesamecaseasA.C,AninjectionofBDAindorsalMSOincase55.D,ANissl-stainedsectionadjacenttothatinCshowingthecytoarchitectureofMSO.LSO,
Lateral superior olivary nucleus. Scale bar, 200 m. caudal site it was 94 sec. As in the previous study, the best ITD of
the recording did not predict its location in the MSO. animal, the injection site was very ventral and caudal in MSO, and
recordings were made at this site from two separate units with
BFs of 5.3 and 9.2 kHz (Fig. 3A) (plotted at 5 kHz). Termination pattern of MSO axons in IC 5B, ICC) and stopped dorsally 0.5 mm
short of the border with the dorsal cortex (Fig. 5B, DC). Small 7442 • J. Neurosci., August 13, 2003 • 23(19):7438–7449 Oliver et al. • Connections for ITD Coding in IC Figure3. LocationsandphysiologicalcharacteristicsofinjectionsitesinMSO.A,Bestfrequencies
androstrocaudallocationsofinjectionsitesinMSO.Insomecases(triangleswithX,stars),twoinjec-
tionsmatchedinfrequencyweremadeinthesameMSOattwodifferentrostrocaudallocations.Note
thatrecordingsofbestITDwerenotavailable(NA,stars)atallinjectionsites.B,RelationshipofbestITD
at injection site to the rostrocaudal position in MSO. Positive ITDs indicate contralateral delays and
correspondtosoundsemanatingfromtheipsilateralhemifield.Linesfittoalldataaresimilartothatof
Yin and Chan (1990) with units near zero ITD tending to be more rostral. Closed symbols denote
single-unitrecordings;opensymbolsaremultiunitrecordings. 5, two small injections (Figs. 2A,B, 5A, sections 81 and 117) were
madeinthesameMSOatthesameBF(300Hz).TMR-labeledaxons
(red) from the rostral injection (Fig. 5A, section 117) overlapped
fluorescein–dextran-labeled axons (green) from the caudal injec-
tion (Fig. 5A, section 81) in the dorsolateral corner of the central
nucleus (Fig. 5B). The zone of overlap was at least 200 m wide and
was seen in all sections through the central nucleus (Fig. 5C). g
g
The labeling in the ICC from the two injections differed
slightly in that the TMR axons were located somewhat more ven-
tromedially (Fig. 5C, red axons, sections 165–183). Although the
most lateral of this labeling was continuous rostrocaudally, sep-
arate bands of label were seen medially. The most medial labeling
consisted of narrow, 200 m bands of labeled axons separated by
wider gaps. In contrast, the BDA-labeled axons from the caudal
injection (Fig. 5A, section 81) were more dorsolateral in the cen-
tral nucleus. The slight offset in the labeling may have been a
result of spread of the tracer in MSO to sections coding somewhat
different frequencies, although both injections were centered at
the same BF. Another example of how a single point in MSO sends axons
along the entire rostrocaudal length of the ICC is shown in Figure
6. This case also compares the results of two injections made at
different rostrocaudal positions in the same MSO (Fig. 6A). Most
axons terminated in a single lamina that can be seen by recon-
structing the entire IC in 3D and rotating the reconstruction 40°
(Fig. 6B). Because the sections in this case were cut in the hori-
zontal plane (section 225, inset), the distribution of the axons
along the laminas is seen as labeling from caudolateral to rostro-
medial (Fig. 6C, sections 219–237) (the dorsal-most sections
have the highest numbers). Each panel shows the MSO projec-
tions in three adjacent sections that were processed with different
histological methods. Termination pattern of MSO axons in IC In each section, terminals from both injec-
tions contribute to labeling along the length of the lamina except
in the dorsal-most section, where blood vessels interrupt the
lamina. Figure3. LocationsandphysiologicalcharacteristicsofinjectionsitesinMSO.A,Bestfrequencies
androstrocaudallocationsofinjectionsitesinMSO.Insomecases(triangleswithX,stars),twoinjec-
tionsmatchedinfrequencyweremadeinthesameMSOattwodifferentrostrocaudallocations.Note
thatrecordingsofbestITDwerenotavailable(NA,stars)atallinjectionsites.B,RelationshipofbestITD
at injection site to the rostrocaudal position in MSO. Positive ITDs indicate contralateral delays and
correspondtosoundsemanatingfromtheipsilateralhemifield.Linesfittoalldataaresimilartothatof
Yin and Chan (1990) with units near zero ITD tending to be more rostral. Closed symbols denote
single-unitrecordings;opensymbolsaremultiunitrecordings. numbers of collaterals extended into the rostral pole nucleus (Fig. 5B, section 195, RP) at the level of the superior colliculus. p
Inputs from two points in the MSO to the ICC overlapped
along the rostrocaudal dimension. In the case depicted in Figure Distribution of synaptic boutons from MSO axons in
ICC laminas Figure 4. Neuronal recordings in the same MSO (case 31, BF 300 Hz) could be tuned to ITDs
runningcountertothepostulatedITDtopography.A,RostralMSOsingle-unitrecording(3mm
anterior to the caudal end of MSO). B, Caudal MSO multiunit recording (1 mm from caudal end
of MSO). Left panels, Response as a function of ITD at different frequencies constructed from
responsestobinaural-beatstimuli.Rightpanels,Compositedelaycurvescalculatedbyaverag-
ing the responses shown in the left panel. The best ITD is the peak of the curve. TMR, Tetra-
methylrhodamine dextran; BDA, biotinylated dextran amine. Point-to-point connections between MSO and IC isofrequency
laminas appear to be absent on the basis of results of the small
MSO injections presented above. If there is a gradient in the
representation of ITD in the MSO perpendicular to the frequency
axis, however, it could be transmitted to the IC effectively by a
gradient in the density of the synapses, even if there are no point-
to-point connections. If such a gradient were present in the ros-
trocaudal direction, for example, neurons in the caudal MSO
might make a higher density of synaptic contacts in the caudal
part of the isofrequency laminas in ICC, whereas rostral MSO
neurons might terminate more densely in the rostral IC. To ex-
amine this possibility, axonal boutons were counted in a single
lamina in the ICC of five animals (Fig. 7). Electron microscopy
shows that boutons are the sites of synaptic contacts made by
axons from MSO (Oliver et al., 1995). The boutons can be iden-
tified clearly and analyzed at the light microscopic level (Fig. 5C,
sections 176, 171
). It was relatively easy to identify the same
lamina in sections cut in the transverse plane (Fig. 7A1) or hori-
zontal plane (Fig. 7B), and we could compare the density of bou-
tons in each sample. Boutons were counted in the central 100 m
of the 200-m-thick lamina (Fig. 7A1, inset, A2). Figure 4. Neuronal recordings in the same MSO (case 31, BF 300 Hz) could be tuned to ITDs
runningcountertothepostulatedITDtopography.A,RostralMSOsingle-unitrecording(3mm
anterior to the caudal end of MSO). B, Caudal MSO multiunit recording (1 mm from caudal end
of MSO). Left panels, Response as a function of ITD at different frequencies constructed from
responsestobinaural-beatstimuli.Rightpanels,Compositedelaycurvescalculatedbyaverag-
ing the responses shown in the left panel. The best ITD is the peak of the curve. TMR, Tetra-
methylrhodamine dextran; BDA, biotinylated dextran amine. The first analysis was bouton density measured in serial sec-
tions through the IC (Fig. 7C1–C3). Distribution of synaptic boutons from MSO axons in
ICC laminas B, Serial 3D reconstruction made from individual plots of
sectionsthroughtheIC.The40°rotationaroundthey-axisshowsthelaminainwhichtheaxons
terminate at its narrowest, on-edge view. Almost all of the labeling is confined to this one
lamina. C, Higher-magnification plots to show the projections in the IC labeled from both MSO
injection sites. Arrowheads indicate the rostromedial end of the lamina. Each drawing shows
the combined labeling from three adjacent horizontal sections (no rotation) prepared with y
The second analysis of bouton density was made after a three-
dimensional reconstruction of the lamina from which the bou-
tons were counted. Three cases cut in the transverse plane are
shown for comparison. In one case the BF was 300 Hz (Fig. 8A),
and in the other two cases the BFs were 1 and 5 kHz (Fig. 8B)
(cases 85 and 56, respectively). The boutons in a single lamina
were rotated to essentially a two-dimensional surface in the plane
of the page (Fig. 8C). In this way, the density of the boutons could
be observed along all possible axes perpendicular to the frequency
axis, i.e., the axis orthogonal to the two-dimensional surface (Fig. 8D). In two-dimensional scatter plots of the boutons, it was evi-
dent that the two inputs labeled in the same case were generally
coextensive in the lamina (Fig. 8D, black and gray spheres), and
there was not a systematic separation of inputs as has been seen in
the projections of lateral superior olive and dorsal cochlear nu-
cleus to the same lamina (Oliver et al., 1997); however, the den-
sity of the inputs was not homogeneous, and there were patches
of several hundred micrometers in diameter in which one input
was more prevalent than the other. There was little evidence for a
linear gradient of bouton density in any direction. When histo-
grams of bouton density were made at different angles of orien-
tation, the density of boutons varied most dramatically when it
was measured parallel to the longest axis of the laminar plane
(Fig. 8E), similarly equivalent to measurements made for the
sectional analysis (Fig. 7), and least dramatically when perpen-
dicular to the longest axis (Fig. 8F). Other axes were similar to
one of these two extremes. The density of termination along most
axes showed one or more prominent peaks, but these were not
related to the location of the MSO injection (Fig. 8E,G,H). Distribution of synaptic boutons from MSO axons in
ICC laminas Boutons were not distributed
in a consistent way. Because boutons were counted from the
caudal-most section of the IC, none of the samples revealed a J. Neurosci., August 13, 2003 • 23(19):7438–7449 • 7443 Oliver et al. • Connections for ITD Coding in IC Figure5. MSOinjectionsandlaminarICprojectionsincase31.A,TransversesectionstoshowMSOinjectionsat300HzBFattwodifferentrostrocaudalpositions.BDAinjection(green,caudal)
TMRdextraninjection(red,rostral).Highernumberedsectionsareatmorerostrallevels.B,TransversesectionsthatshowaxonsfromMSOinjectionsprojectingtocentralnucleusofIC(ICC).Axons
fromtherostralinjection(red)overlapthosefromthecaudalinjection(green),andbothtypesarefoundthroughouttherostrocaudalextentofthecentralnucleus.C,Highermagnificationplotsand
micrographs show the boutons of axons labeled with the two tracers. Bouton fields partially overlap. Boutons with the two colors are easily distinguished in digital micrographs of the axons with
fluorescentlabelingandafterconversionofthedextrantononfluorescentform.Insection176,twodigital,monochromeimagesofthesamefieldweretakenwithrhodamineandfluoresceinfilter Figure5. MSOinjectionsandlaminarICprojectionsincase31.A,TransversesectionstoshowMSOinjectionsat300HzBFattwodifferentrostrocaudalpositions.BDAinjection(green,caudal);
TMRdextraninjection(red,rostral).Highernumberedsectionsareatmorerostrallevels.B,TransversesectionsthatshowaxonsfromMSOinjectionsprojectingtocentralnucleusofIC(ICC).Axons
fromtherostralinjection(red)overlapthosefromthecaudalinjection(green),andbothtypesarefoundthroughouttherostrocaudalextentofthecentralnucleus.C,Highermagnificationplotsand
micrographs show the boutons of axons labeled with the two tracers. Bouton fields partially overlap. Boutons with the two colors are easily distinguished in digital micrographs of the axons with
fluorescentlabelingandafterconversionofthedextrantononfluorescentform.Insection176,twodigital,monochromeimagesofthesamefieldweretakenwithrhodamineandfluoresceinfilter
setsanda10/NA0.5lens,andthencombinedtomakeared–green–blueimage.Insection171
,boutonsareimagedwithacolordigitalcameraand40/NA1.3lens.Allimageswereadjusted
forcolorlevel,contrast,andbrightness.BIC,BrachiumofIC;CG,centralgray;CM,commissureofIC;CN,cochlearnucleus;DC,dorsalcortex;LL,laterallemniscus;MNTB,medialnucleusofthetrapezoid
body; RP, rostral pole nucleus; SC, superior colliculus; VL, ventrolateral nucleus. Figure5. MSOinjectionsandlaminarICprojectionsincase31.A,TransversesectionstoshowMSOinjectionsat300HzBFattwodifferentrostrocaudalpositions.BDAinjection(green,caudal);
TMRdextraninjection(red,rostral).Highernumberedsectionsareatmorerostrallevels.B,TransversesectionsthatshowaxonsfromMSOinjectionsprojectingtocentralnucleusofIC(ICC).Axons
fromtherostralinjection(red)overlapthosefromthecaudalinjection(green),andbothtypesarefoundthroughouttherostrocaudalextentofthecentralnucleus.C,Highermagnificationplotsand
micrographs show the boutons of axons labeled with the two tracers. Bouton fields partially overlap. Boutons with the two colors are easily distinguished in digital micrographs of the axons with
fluorescentlabelingandafterconversionofthedextrantononfluorescentform.Insection176,twodigital,monochromeimagesofthesamefieldweretakenwithrhodamineandfluoresceinfilter
setsanda10/NA0.5lens,andthencombinedtomakeared–green–blueimage.Insection171
,boutonsareimagedwithacolordigitalcameraand40/NA1.3lens.Allimageswereadjusted
forcolorlevel,contrast,andbrightness.BIC,BrachiumofIC;CG,centralgray;CM,commissureofIC;CN,cochlearnucleus;DC,dorsalcortex;LL,laterallemniscus;MNTB,medialnucleusofthetrapezoid
body; RP, rostral pole nucleus; SC, superior colliculus; VL, ventrolateral nucleus. 7444 • J. Neurosci., August 13, 2003 • 23(19):7438–7449 Oliver et al. • Connections for ITD Coding in IC systematic increase or decrease in the bouton density that covar-
ied with the rostrocaudal position of the injection in the MSO
(Fig. 7C1). However, different points along a lamina received
different amounts of input. In the three cases shown in Figure
7C1, the maximum bouton density was located near the middle
of each of the ICC laminas, but the peaks are staggered along the
x-axis. Because these cases differed in the rostrocaudal length of
the IC lamina and the BF, this appearance may be a byproduct of
laminas that began at different positions relative to the caudal-
most section through the IC. More informative were the two
cases in which two injections were made at the same BF at differ-
ent rostrocaudal positions in the MSO (Figs. 5, 6). Case 33 (Fig. 7C2) showed a maximum bouton density at the rostral end of the
ICC laminas for both injections. Case 31 (Fig. 7C3) had the max-
imum density from rostral MSO in the middle of the IC lamina,
whereas the caudal injection had peaks of high density rostrally
and caudally in the ICC. Figure6. MSOaxonsconvergeonasingleICClaminaincase33.A,InjectionsinMSOattwo
recording sites with 1000 Hz BF. Distribution of synaptic boutons from MSO axons in
ICC laminas What is clear from both the sectional and three-dimensional
analysis is the lack of a uniform bouton density or linear gradient
along any dimension of the ICC laminas. Moreover, the propor-
tion of synaptic inputs from different parts of MSO, as repre-
sented by boutons, varies almost randomly along a lamina and in
a way that was not systematically related to the location of the
injection within MSO. Injections in IC and retrograde labeling of MSO neurons different histological methods to reveal BDA, TMR, or BDA TMR. Because of a technical
problem,thedistinctionofTMRfromBDAinonesectionwasnotdefinitive.Thissectiondesig-
nated “BDA TMR” does not imply that the same axons were labeled by both tracers. LTB,
Lateral trapezoid body. Injections in IC and retrograde labeling of MSO neurons The experiments above revealed little evidence for transmission
of a point-to-point map of azimuth from MSO to IC and sug- Figure6. MSOaxonsconvergeonasingleICClaminaincase33.A,InjectionsinMSOattwo
recording sites with 1000 Hz BF. B, Serial 3D reconstruction made from individual plots of
sectionsthroughtheIC.The40°rotationaroundthey-axisshowsthelaminainwhichtheaxons
terminate at its narrowest, on-edge view. Almost all of the labeling is confined to this one
lamina. C, Higher-magnification plots to show the projections in the IC labeled from both MSO
injection sites. Arrowheads indicate the rostromedial end of the lamina. Each drawing shows
the combined labeling from three adjacent horizontal sections (no rotation) prepared with Figure6. MSOaxonsconvergeonasingleICClaminaincase33.A,InjectionsinMSOattwo
recording sites with 1000 Hz BF. B, Serial 3D reconstruction made from individual plots of
sectionsthroughtheIC.The40°rotationaroundthey-axisshowsthelaminainwhichtheaxons
terminate at its narrowest, on-edge view. Almost all of the labeling is confined to this one
lamina. C, Higher-magnification plots to show the projections in the IC labeled from both MSO
injection sites. Arrowheads indicate the rostromedial end of the lamina. Each drawing shows
the combined labeling from three adjacent horizontal sections (no rotation) prepared with J. Neurosci., August 13, 2003 • 23(19):7438–7449 • 7445 Oliver et al. • Connections for ITD Coding in IC Figure7
ThedensityofboutonsinsingleICClaminas A Intransversesections(A1) bouton
Oliver et al. • Connections for ITD Coding in IC g gested a divergence of projections from MSO neurons. Some
MSO neurons with axons projecting to an entire IC lamina might
be intermingled with neurons with axons that have more re-
stricted projections. In the case of this “mixed divergence,” we
would predict that a focal injection of retrograde tracer in the IC
might produce denser labeling in some parts of the MSO than in
others, and this pattern might vary with the rostrocaudal position
of the injection site. On the other hand, if all axons diverged
completely, we would expect a uniform distribution of retro-
gradely labeled cells, and this pattern would not vary dramatically
with the rostrocaudal position of the IC injection. The data from retrograde transport is consistent with MSO
neurons that have completely divergent projections. In all cases,
labeled neurons were distributed evenly along the rostrocaudal
extent of MSO, regardless of the location of the injection site in
the IC. Injections of retrograde tracers were made in the low-
frequency IC and were relatively restricted in their rostrocaudal
spread along the laminas of the central nucleus (Fig. 9). Two
injections were in the mid ICC at frequencies 400 Hz (Fig. Injections in IC and retrograde labeling of MSO neurons 9A,B, gray, IC/Horizontal View), and the caudal part of the in-
jection site was at the same level as the caudal-most commissure
of the IC. A third injection (Fig. 9C, gray, IC/Horizontal View)
was in the rostral ICC at a similar BF (350 Hz). All three injections
produced a similar pattern of labeling in MSO (Fig. 9A–C, gray
spheres in MSO/Lateral View) with labeled neurons at the dorsal
edge of MSO at all rostrocaudal levels. Injections at the same BF
in the dorsal cortex of IC rostrally (Fig. 9A, DC, black, in IC/
Horizontal View) or caudal cortex (Fig. 9B, CC, black, in IC/
Horizontal View) produced either no or few labeled cells (Fig. 9B,
black spheres in MSO), respectively, at the same locations. In
contrast, an injection at 1000 Hz in rostral central nucleus (Fig. 9C, black, IC/Horizontal View) resulted in a continuous band of
labeled cells just below the labeled cells from the lower-frequency
site (Fig. 9C, black spheres in MSO). Figure
t The density of the labeled neurons along the rostrocaudal axis
of MSO was not obviously related to the location of the injection
site. Although the two cases at mid IC had nearly the same loca-
tion, these small injections produced small numbers of labeled
cells in each section and with slightly fewer labeled cells at the
rostral end in one case and the caudal end in the other case (Fig. 9A,B). The somewhat larger injection in the rostral IC (Fig. 9C,
black) produced a denser but nearly continuous band of labeled
neurons. The most obvious discontinuities in Figure 9C are re-
lated to the 3D reconstructions from sagittal sections and not the
location of the injection site. Coarse mapping of ITD in IC? The present data suggest that the individual MSO axons termi-
nate along the entire rostrocaudal length of the fibrodendritic
laminas in the central nucleus of the IC rather than in discrete
point-to-point connections. It is unlikely that this rostrocaudally
extensive projection to the ICC is caused by the diffusion of tracer
along the rostrocaudal axis of MSO because the present injections
were restricted in their rostrocaudal spread. Moreover, our re-
sults are unlikely to be caused by fibers of passage in the injection
sites. Although we cannot absolutely rule out fibers of passage,
their contribution seems minimal. If fibers of passage were a
problem, they should be seen in the two cases with two injections
in MSO. We would expect the rostral injections to produce more
labeling in the IC than the caudal injections because MSO effer-
ents run parallel to the nucleus to exit rostrally. Plus, axons with
both fluorescent labels should be observed but were not. A final
argument that minimizes the contribution of fibers of passage is
that the results of the anterograde experiments are fully consis-
tent with the findings from retrograde experiments. Topographical maps relevant to ITD processing were not a
focus of previous anatomical studies of MSO projections to the
IC. Early studies with lesion methods (Van Noort, 1969) and Figure 8. Measurements of bouton gradients along arbitrary axes perpendicular to the fre-
quency axis. A, Three-dimensional reconstruction of sampled boutons in case 31 (BF 300 Hz). The sampled area in each section is enclosed in a rectangle. B, Reconstructions of sampled
boutonsincase85(BF1kHz)andcase56(BF5kHz).C,Case31afterrotationsothatthesurface
of the lamina enclosing the boutons is parallel to the plane of view. The viewing angle is
indicated by the arrow in A. D, The boutons in C have been flattened onto the x-y plane and
rotated so that the longest axis is parallel to the x-axis of the graph. Only 300 TMR (black) and
BDA (gray) randomly selected boutons terminals are shown, and the BDA bouton terminals
have been offset from the TMR terminals by 3% to the right for the purpose of illustration. All
bouton terminals were included in the analyses shown in E–H. E, The number of boutons, as a
percentage of all the boutons of the same type, are plotted as a function of x-axis position (E, Figure 8. Measurements of bouton gradients along arbitrary axes perpendicular to the fre-
quency axis. Topography of ITD coding in MSO Our data provide no support for the idea that the azimuth is
encoded by MSO neurons arranged rostrocaudally according to
the best ITD, but they do not rule out this possibility. Indeed, the
recordings at injection sites indicate that any topography that is
present for ITD must be weak. Yin and Chan (1990) provided
evidence for such a topography by merging data from several
animals. Although our sample of recordings from low-frequency
MSO neurons was weighted toward the rostral half, the two
widely separated recordings in the same MSO had best ITDs
inconsistent with the assumed topographical arrangement. Both
the individual and paired recordings suggest a large degree of
variability even within the same animal. In our study, some of the
variability may have been caused by our use of multiunit record-
ings, but similar variability is present in the data of Yin and Chan
(1990). Some neurons at a single rostrocaudal position had very
different best ITDs, and neurons with similar best ITDs were
found at very different rostrocaudal locations (Yin and Chan,
1990, their Fig. 13). Thus, any map of ITD in the MSO must be
coarse, at best. Discussion The present results imply that a simple, linear system of fine-
grain, point-to-point connections does not convey a spatial map
of ITD, or any other stimulus parameter, from the MSO to the IC. Small groups of adjacent neurons labeled with anterograde trac- areasalongthelaminaineachsection.Thesesamesampleareaswereanalyzedineachsection
and summed, and the sum corresponds to the bouton density from a single section in the
transverseplane.C1,Histogramsofboutondensityinserialsectionsfromthreeseparatecases,
eachwithitsMSOinjectioninadifferentrostrocaudallocation.Thepeaksofmaximumbouton
density are staggered in different sections along the rostrocaudal dimension of the IC. C2,
Bouton density in serial sections after two injections in MSO at 1000 Hz BF at different rostro-
caudalpositions.MaximumboutondensityisattherostralendoftheICforbothinjections.C3,
BoutondensityinserialsectionsaftertwoinjectionsinMSOat300HzBFatdifferentrostrocau-
dalpositions.MaximumboutondensityfromtherostralMSOisinthemiddleoftheIC,whereas
the caudal injection has peaks of high density rostrally and caudally in the IC. areasalongthelaminaineachsection.Thesesamesampleareaswereanalyzedineachsection
and summed, and the sum corresponds to the bouton density from a single section in the
transverseplane.C1,Histogramsofboutondensityinserialsectionsfromthreeseparatecases,
eachwithitsMSOinjectioninadifferentrostrocaudallocation.Thepeaksofmaximumbouton
density are staggered in different sections along the rostrocaudal dimension of the IC. C2,
Bouton density in serial sections after two injections in MSO at 1000 Hz BF at different rostro-
caudalpositions.MaximumboutondensityisattherostralendoftheICforbothinjections.C3,
BoutondensityinserialsectionsaftertwoinjectionsinMSOat300HzBFatdifferentrostrocau-
dalpositions.MaximumboutondensityfromtherostralMSOisinthemiddleoftheIC,whereas
the caudal injection has peaks of high density rostrally and caudally in the IC. Figure7. ThedensityofboutonsinsingleICClaminas.A,Intransversesections(A1),bouton
counts were made from within a single lamina, such as that shown in higher magnification to
the right of the section. The two types of dextran-labeled axons in this case are shown in gray
andblack.Thesamelaminawasidentifiedandcountedineachserialsection.Acountingframe
(A2) was moved down the middle of the lamina to control the sampled area (the center of the
rectangleinthehighermagnificationofthelamina).Boutonsthatintersectedwiththetwogray
edgesofthecountingframewerenotincluded.B,Horizontalsectionshowingthesevensample Oliver et al. • Connections for ITD Coding in IC 7446 • J. Neurosci., August 13, 2003 • 23(19):7438–7449 ers send their axons along the entire length of laminas in the
central nucleus of the IC. Quantitative analysis of the boutons
from these axons shows that the synapses from these axons do not
exhibit a gradient in density related to their connections to the
MSO. The arrangement of retrogradely labeled neurons in MSO
also supports the absence of a gradient because points in the IC
laminas receive convergent inputs from neurons that are evenly
distributed along the rostrocaudal extent of the MSO. These data
suggest that information about the azimuthal location of a sound
source in the IC does not depend on a simple map transmitted
from the MSO. parallel to the long axis) and y-axis position (F, perpendicular to the long axis). The same bin
widthisusedinbothhistograms.Thedistributionofboutonsalongotheraxeswasalsochecked
by rotating the data in 10° steps and replotting the histograms (data not shown). G, Bouton
distributionincase56,paralleltothelongestaxis(plottedalongthex-axis)andperpendicular
tothatplottedalongthey-axis.H,Boutondistributionincase85.C,Caudal;D,dorsal;M,medial;
L, lateral; V, ventral. Coarse mapping of ITD in IC? A, Three-dimensional reconstruction of sampled boutons in case 31 (BF 300 Hz). The sampled area in each section is enclosed in a rectangle. B, Reconstructions of sampled
boutonsincase85(BF1kHz)andcase56(BF5kHz).C,Case31afterrotationsothatthesurface
of the lamina enclosing the boutons is parallel to the plane of view. The viewing angle is
indicated by the arrow in A. D, The boutons in C have been flattened onto the x-y plane and
rotated so that the longest axis is parallel to the x-axis of the graph. Only 300 TMR (black) and
BDA (gray) randomly selected boutons terminals are shown, and the BDA bouton terminals
have been offset from the TMR terminals by 3% to the right for the purpose of illustration. All
bouton terminals were included in the analyses shown in E–H. E, The number of boutons, as a
percentage of all the boutons of the same type, are plotted as a function of x-axis position (E, parallel to the long axis) and y-axis position (F, perpendicular to the long axis). The same bin
widthisusedinbothhistograms.Thedistributionofboutonsalongotheraxeswasalsochecked
by rotating the data in 10° steps and replotting the histograms (data not shown). G, Bouton
distributionincase56,paralleltothelongestaxis(plottedalongthex-axis)andperpendicular
tothatplottedalongthey-axis.H,Boutondistributionincase85.C,Caudal;D,dorsal;M,medial;
L, lateral; V, ventral. J. Neurosci., August 13, 2003 • 23(19):7438–7449 • 7447 Oliver et al. • Connections for ITD Coding in IC retrograde methods (Roth et al., 1978; Adams, 1979; Brunso-
Bechtold et al., 1981; Aitkin and Schuck, 1985; Maffi and Aitkin,
1987) emphasized the laterality of the projections and the con-
vergence of inputs from different sources. The tonotopic organi-
zation of these midbrain projections was described in the cat and
in nucleus laminaris of the barn owl in studies using autoradio-
graphic tracing methods (Henkel and Spangler, 1983; Takahashi
and Konishi, 1988). In these studies, there was extensive rostro-
caudal labeling in IC; however, those studies could not distin-
guish labeled axons from labeled synaptic boutons, and the size of
the injections relative to the size of the MSO or nucleus laminaris
was larger than in the present studies. Figure9. RetrogradelabelinginMSOafterinjectionsinIC.A,Injectionsofgreen(gray)and
red(black)latexmicrospheresinICofcase66andretrogradetransporttoMSO.Stacksoffrontal
(transverse)sectionsshowtheICinjection(left).Asinglesectionfromthebrainstematthelevel
ofthesuperioroliveshowsMSO(arrow).The3Dsolidsreconstructionoftheinjectionsitesinthe
IC shows a horizontal view as seen from the dorsal surface of the brain (top right). Coarse mapping of ITD in IC? The IC is
transparentsothatthelocationsoftheinjectionsitescanbeseen.The3Dsolidsreconstruction
ofMSOshowsretrogradelylabeledneurons(bottomright,grayspheres).TheMSOinthelateral
viewisrotated45°aroundtherostrocaudalaxissothatitappearsasaflatsurfaceparalleltothe
page.ThisviewofMSOisasiftheeyewereatthelocationindicatedbythearrow.B,Injections
of green (gray) and red (black) microspheres in frontal sections of case 7 and retrogradely
labeled neurons in MSO (gray and black spheres respectively) (details are in A) C Despite rostrocaudally projecting axons along an isofre-
quency lamina, could these axons convey a coarse map of ITD? One method to convey a coarse map from different MSO sites
would be a coarse shift in the entire projection to the ICC that
varies systematically from one site to another. Shifts in labeling
were not reported in previous studies of the cat (reference cita-
tions above), but those studies did not specifically look for such a
shift; however, a rostrocaudal shift in the projections to IC was
reported in the barn owl (Takahashi and Konishi, 1988). Injec-
tions at different positions along the ITD axis were made in nu-
cleus laminaris in different owls. In the present data, reproducible
shifts in the boutons were not found in any dimensions of the ICC
perpendicular to the frequency axis; however, a coarse map of
ITD could be conveyed by an uneven distribution of synaptic
inputs along a lamina. Our findings suggest that MSO axons may
distribute their synaptic inputs heterogeneously as they travel
along the ICC lamina. Injectionsoffluorogold(gray)at350HzBFandredlatexmicrospheres(black)at1kHzBF.Stacks
of sagittal sections are at top left. Horizontal view of IC (right) and lateral view of MSO (left
bottom) show retrogradely labeled neurons in MSO (gray and black spheres) as in A and B. D,
Dorsal; R, rostral; L, lateral; M, medial; V, ventral. Scale bars, 1 mm. The encoding of ITD in the IC This would create
ICC neurons with different ITDs distributed almost randomly
within a lamina. Carr CE, Konishi M (1988) Axonal delay lines for time measurement in the
owl’s brainstem. Proc Natl Acad Sci USA 85:8311–8315. Coggeshall RE, Lekan HA (1996) Methods for determining numbers of cells
and synapses: a case for more uniform standards of review. J Comp Neu-
rol 364:6–15. Cook DL, Schwindt PC, Grande LA, Spain WJ (2003) Synaptic depression
in the localization of sound. Nature 421:66–70. ITD-sensitive inputs from other sources might converge with
MSO inputs to contribute to an irregular spatial distribution of
ITD sensitivity in ICC. Both anatomical (Oliver, 2000) and phys-
iological (Stanford et al., 1992; Batra et al., 1993; McAlpine et al.,
1998) data support convergence in the IC. Neurons sensitive to
ITDs are present in the LSO (Finlayson and Caspary, 1991; Joris
and Yin, 1995; Batra et al., 1997a,b) and in the dorsal nucleus of
the lateral lemniscus (DNLL) (Brugge et al., 1970), and both of
these nuclei project to the IC where they may converge with the
inputs from the MSO. Because the ipsilateral LSO and DNLL
provide inhibition to the IC and may terminate on separate parts
of a lamina (Oliver, 2000), the particular pattern of convergence
may produce zones with different functionality and a nonlinear,
distributed arrangement of ITD sensitivity. Finlayson PG, Caspary DM (1991) Low-frequency neurons in the lateral
superior olive exhibit phase-sensitive binaural inhibition. J Neurophysiol
65:598–605. Fitzpatrick DC, Batra R, Stanford TR, Kuwada S (1997) A neuronal popu-
lation code for sound localization. Nature 388:871–874. Goldberg JM, Brown PB (1969) Response properties of binaural neurons of
dog superior olivary complex to dichotic tonal stimuli: some physiologi-
cal mechanisms of sound localization. J Neurophysiol 32:613–636. Hafter ER, Trahiotis C (1997) Functions of the binaural system. In: Ency-
clopedia of acoustics (Crocker MJ, ed), pp 1461–1480. New York: Wiley. Henkel CK, Spangler KM (1983) Organization of the efferent projections of
the medial superior olivary nucleus in the cat as revealed by HRP and
autoradiographic tracing methods. J Comp Neurol 221:416–428. Irvine DR, Gago G (1990) Binaural interaction in high-frequency neurons
in inferior colliculus of the cat: effects of variations in sound pressure level
on sensitivity to interaural intensity differences. J Neurophysiol 63:570–591. Cellular mechanisms are also likely to shape the network that
codes sound location in the IC. References
d
( McAlpine D, Jiang D, Shackleton TM, Palmer AR (1998) Convergent input
from brainstem coincidence detectors onto delay-sensitive neurons in the
inferior colliculus. J Neurosci 18:6026–6039. Adams JC (1979) Ascending projections to the inferior colliculus. J Comp
Neurol 183:519–538. Aitkin L, Schuck D (1985) Low frequency neurons in the lateral central
nucleus of the cat inferior colliculus receive their input predominantly
from the medial superior olive. Hear Res 17:87–93. McAlpine D, Jiang D, Palmer AR (2001) A neural code for low-frequency
sound localization in mammals. Nat Neurosci 4:396–401. Oliver DL (2000) Ascending efferent projections of the superior olivary
complex. Microsc Res Tech 51:355–363. Aitkin LM, Pettigrew JD, Calford MB, Phillips SC, Wise LZ (1985) Repre-
sentation of stimulus azimuth by low-frequency neurons in inferior col-
liculus of the cat. J Neurophysiol 53:43–59. Oliver DL, Morest DK (1984) The central nucleus of the inferior colliculus
in the cat. J Comp Neurol 222:237–264. Batra R, Fitzpatrick DC (1997) Neurons sensitive to interaural temporal
disparities in the medial part of the ventral nucleus of the lateral lemnis-
cus. J Neurophysiol 78:511–515. Oliver DL, Kuwada S, Yin TC, Haberly LB, Henkel CK (1991) Dendritic and
axonal morphology of HRP-injected neurons in the inferior colliculus of
the cat. J Comp Neurol 303:75–100. the cat. J Comp Neurol 303:75–100. Batra R, Kuwada S, Stanford TR (1993) High-frequency neurons in the in-
ferior colliculus that are sensitive to interaural delays of amplitude-
modulated tones: evidence for dual binaural influences. J Neurophysiol
70:64–80. Oliver DL, Beckius GE, Ostapoff EM (1994) Connectivity of neurons in
identified auditory circuits studied with transport of dextran and micro-
spheres plus intracellular injection of lucifer yellow. J Neurosci Methods
53:23–27. Batra R, Kuwada S, Fitzpatrick DC (1997a) Sensitivity to interaural tempo-
ral disparities of low- and high-frequency neurons in the superior olivary
complex: I. Heterogeneity of responses. J Neurophysiol 78:1222–1236. Oliver DL, Beckius GE, Shneiderman A (1995) Axonal projections from the
lateral and medial superior olive to the inferior colliculus of the cat: a
study using electron microscopic autoradiography. J Comp Neurol
360:17–32. Batra R, Kuwada S, Fitzpatrick DC (1997b) Sensitivity to interaural tempo-
ral disparities of low- and high-frequency neurons in the superior olivary
complex: II. Coincidence detection. J Neurophysiol 78:1237–1247. Oliver DL, Beckius GE, Bishop DC, Kuwada S (1997) Simultaneous antero-
grade labeling of axonal layers from lateral superior olive and dorsal cochlear
nucleus in the inferior colliculus of cat. The encoding of ITD in the IC Our results make it unlikely that any map of ITD in the MSO is
transmitted by point-to-point topography to the IC. Thus, if
there is a topographical organization of stimulus azimuth in the
IC, as suggested by free-field recordings (Aitkin et al., 1985), it is
not a reflection of a spatially mapped projection from the MSO. The question therefore arises: how is ITD encoded in the IC? Two
broad systems are possible. The first is that the IC encodes only an average ITD, signaling
a sound in the contralateral hemifield (McAlpine et al., 2001). The true ITD is decoded at a higher level by weighing the relative
activities of neurons in the left and right IC. In this view, the
pattern of innervation in IC reflects the averaging of ITD infor-
mation from the MSO of one side. Such averaging would not
completely obliterate sensitivity to ITD, because most neurons in
the MSO are tuned to ITDs corresponding to sounds in the con-
tralateral hemifield; however, such a system would predict tuning
in the IC that is broader than that in the MSO. Exactly the oppo-
site has been reported: tuning to ITDs appears to be sharper in the
IC than in the MSO (Yin and Chan, 1990; Fitzpatrick et al., 1997). Thus, the system appears to require encoding of ITDs on a rela-
tively fine scale. An alternative possibility is that ITD could be encoded by
groups of neurons sensitive to particular ITDs, but these neurons
may be organized in a nonlinear map. Neurons with different
best ITDs may be located in different regions within a lamina in Figure9. RetrogradelabelinginMSOafterinjectionsinIC.A,Injectionsofgreen(gray)and
red(black)latexmicrospheresinICofcase66andretrogradetransporttoMSO.Stacksoffrontal
(transverse)sectionsshowtheICinjection(left).Asinglesectionfromthebrainstematthelevel
ofthesuperioroliveshowsMSO(arrow).The3Dsolidsreconstructionoftheinjectionsitesinthe
IC shows a horizontal view as seen from the dorsal surface of the brain (top right). The IC is
transparentsothatthelocationsoftheinjectionsitescanbeseen.The3Dsolidsreconstruction
ofMSOshowsretrogradelylabeledneurons(bottomright,grayspheres).TheMSOinthelateral
viewisrotated45°aroundtherostrocaudalaxissothatitappearsasaflatsurfaceparalleltothe
page.ThisviewofMSOisasiftheeyewereatthelocationindicatedbythearrow.B,Injections
of green (gray) and red (black) microspheres in frontal sections of case 7 and retrogradely
labeled neurons in MSO (gray and black spheres, respectively) (details are in A). C, 7448 • J. Neurosci., August 13, 2003 • 23(19):7438–7449 Oliver et al. • Connections for ITD Coding in IC the ICC. Our finding that the MSO boutons are distributed with
an uneven density within a single lamina suggests that an ICC
neuron at one point in the lamina may receive a heavier input
from one point in MSO than from another. The encoding of ITD in the IC There is a heterogeneous popu-
lation of neurons in the IC (Peruzzi et al., 2000; Sivaramakrish-
nan and Oliver, 2001), some of which may receive more MSO
inputs than others. Local interconnections within the IC (Oliver
and Morest, 1984; Oliver et al., 1991) may be important to com-
bine ITD, interaural level, and spectral information. Most excit-
ing is the recent discovery that IC neurons show long-term po-
tentiation (Wu et al., 2002) and plasticity (Ma and Suga, 2001). This suggests that local synaptic mechanisms may be involved in
coding sound location in the ICC. Joris PX, Yin TCT (1995) Envelope coding in the lateral superior olive. I. S
i i i
i
l i
diff
J N
h
i l
6 Joris PX, Yin TCT (1995) Envelope coding in the lateral superior olive. I. Sensitivity to interaural time differences. J Neurophysiol 73:1043–1062. Joris PX, Yin TCT (1995) Envelope coding in the lateral superior olive. I. Sensitivity to interaural time differences. J Neurophysiol 73:1043–1062. vity to interaural time differences. J Neurophysiol 73:1043–10 Kuwada S, Yin TCT, Wickesberg RE (1979) Response of cat inferior collicu-
lus neurons to binaural beat stimuli: possible mechanisms for sound lo-
calization. Science 206:586–588. Kuwada S, Stanford TR, Batra R (1987) Interaural phase-sensitive units in
the inferior colliculus of the unanesthetized rabbit: effects of changing
phase. J Neurophysiol 57:1338–1360. Ma X, Suga N (2001) Plasticity of bat’s central auditory system evoked by
focal electric stimulation of auditory and/or somatosensory cortices. J Neurophysiol 85:1078–1087. Maffi CL, Aitkin LM (1987) Differential neural projections to regions of the
inferior colliculus of the cat responsive to high frequency sounds. Hear
Res 26:211–219. Mardia KV, Jupp PE (1999) Directional statistics. New York: Wiley. References
d
( J Comp Neurol 382:215–229. Beckius GE, Batra R, Oliver DL (1999) Axons from anteroventral cochlear
nucleus that terminate in medial superior olive of cat: observations re-
lated to delay lines. J Neurosci 19:3146–3161. n the inferior colliculus of cat. J Comp Neurol 382:215–229. Overholt EM, Rubel EW, Hyson RL (1992) A circuit for coding interaural
time differences in the chick brainstem. J Neurosci 12:1698–1708. Brand A, Behrend O, Marquardt T, McAlpine D, Grothe B (2002) Precise
inhibition is essential for microsecond interaural time difference coding. Nature 417:543–547. Peruzzi D, Sivaramakrishnan S, Oliver DL (2000) Identification of cell types
in brain slices of the inferior colliculus. Neuroscience 101:403–416. Rhode WS (1976) A digital system for auditory neurophysiological re-
search. In: Current computer technology in neurobiology (Brown P, ed),
pp 543–567. Washington, DC: Hemisphere Press. Brugge JF, Anderson DJ, Aitkin LM (1970) Responses of neurons in the
dorsal nucleus of the lateral lemniscus of cat to binaural tonal stimulation. J Neurophysiol 33:441–458. Brunso-Bechtold JK, Thompson GC, Masterton RB (1981) HRP study of
the organization of auditory afferents ascending to central nucleus of
inferior colliculus in cat. J Comp Neurol 197:705–722. Roth GL, Aitkin LM, Andersen RA, Merzenich MM (1978) Some features of
the spatial organization of the central nucleus of the inferior colliculus of
the cat. J Comp Neurol 182:661–680. Oliver et al. • Connections for ITD Coding in IC Roth GL, Kochhar R, Hind JE (1980) Interaural time differences: implica-
tions regarding the neurophysiology of sound localization. J Acoust Soc
Am 68:1643–1651. Sullivan WE, Konishi M (1986) Neural map of interaural phase difference in
the owl’s brainstem. Proc Natl Acad Sci USA 83:8400–8404. Takahashi TT, Konishi M (1988) Projections of the cochlear nuclei and nu-
cleus laminaris to the inferior colliculus of the barn owl. J Comp Neurol
274:190–211. Sivaramakrishnan S, Oliver DL (2001) Distinct K currents result in physio-
logically distinct cell types in the inferior colliculus of the rat. J Neurosci
21:2861–2877. Van Noort J (1969) The structure and connections of the inferior colliculus. An investigation of the lower auditory system. Assen, The Netherlands:
Van Gorcum. Smith PH, Joris PX, Yin TC (1993) Projections of physiologically character-
ized spherical bushy cell axons from the cochlear nucleus of the cat: evi-
dence for delay lines to the medial superior olive. J Comp Neurol
331:245–260. References
d
( Wu SH, Ma CL, Sivaramakrishnan S, Oliver DL (2002) Synaptic modification in
neurons of the central nucleus of the inferior colliculus. Hear Res 168:43–54. Stanford TR, Kuwada S, Batra R (1992) A comparison of the interaural time
sensitivity of neurons in the inferior colliculus and thalamus of the un-
anesthetized rabbit. J Neurosci 12:3200–3216. Yin TC, Chan JC (1990) Interaural time sensitivity in medial superior olive
of cat. J Neurophysiol 64:465–488. Yin TCT, Kuwada S (1983) Binaural interaction in low-frequency neurons
in inferior colliculus of the cat. III. Effects of changing frequency. J Neu-
rophysiol 50:1020–1042. anesthetized rabbit. J Neurosci 12:3200–3216. Sterio DC (1984) The unbiased estimation of number and sizes of arbitrary
particles using the disector. J Microsc 134:127–136.
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Long‐term persistence of horse fecal <scp>DNA</scp> in the environment makes equids particularly good candidates for noninvasive sampling
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Ecology and evolution
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cc-by
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Received: 19 October 2017 | Revised: 30 January 2018 | Accepted: 5 February 2018 Received: 19 October 2017 | Revised: 30 January 2018 | Accepted: 5 February 2018 Received: 19 October 2017 | Revised: 30 January 2018 | Accepted: 5 February 2018
DOI: 10.1002/ece3.3956 Long-term persistence of horse fecal DNA in the environment
makes equids particularly good candidates for noninvasive
sampling Sarah R. B. King1
| Kathryn A. Schoenecker2 | Jennifer A. Fike2 |
Sara J. Oyler-McCance2 1Natural Resource Ecology
Laboratory, Department of Ecosystem
Science and Sustainability, Colorado State
University, Fort Collins, CO, USA
2United States Geological Survey, Fort
Collins Science Center, Fort Collins, CO, USA 1Natural Resource Ecology
Laboratory, Department of Ecosystem
Science and Sustainability, Colorado State
University, Fort Collins, CO, USA
2United States Geological Survey, Fort
Collins Science Center, Fort Collins, CO, USA Abstract
Fecal DNA collected noninvasively can provide valuable information about genetic
and ecological characteristics. This approach has rarely been used for equids, despite
the need for conservation of endangered species and management of abundant feral
populations. We examined factors affecting the efficacy of using equid fecal samples
for conservation genetics. First, we evaluated two fecal collection methods (paper
bag vs. ethanol). Then, we investigated how time since deposition and month of col-
lection impacted microsatellite amplification success and genotyping errors. Between
May and November 2014, we collected feral horse fecal samples of known age each
month in a feral horse Herd Management Area in western Colorado and documented
deterioration in the field with photographs. Samples collected and dried in paper
bags had significantly higher amplification rates than those collected and stored in
ethanol. There was little difference in the number of loci that amplified per sample
between fresh fecal piles and those that had been exposed to the environment for up
to 2 months (in samples collected in paper bags). After 2 months of exposure, ampli-
fication success declined. When comparing fresh (0–2 months) and old (3–6 months)
fecal piles, samples from fresh piles had more matching genotypes across samples,
better amplification success and less allelic dropout. Samples defecated during the
summer and collected within 2 months of deposition had highest number of geno-
types matching among samples, and lowest rates of amplification failure and allelic
dropout. Due to the digestive system and amount of fecal material produced by
equids, as well as their occurrence in arid ecosystems, we suggest that they are
particularly good candidates for noninvasive sampling using fecal DNA. Ecology and Evolution. 2018;8:4053–4064.
| 4053
www.ecolevol.org
This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited.
© 2018 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. 4054 |
1 | INTRODUCTION The promise of these
noninvasive approaches has yet to be fully realized and extends to a
wide variety of species for which demographic and other ecological
information is needed. In addition to variation in amplification effectiveness by spe-
cies or collection method, successful amplification and genotyping
of fecal DNA depends on time since deposition and environmen-
tal factors. Amplification success was reported to be higher in the
colder temperatures of winter for several studies (Harris et al., 2010;
Hettinga et al., 2012; Liu et al., 2014b; Lucchini et al., 2002; Maudet,
Luikart, Dubray, Von Hardenberg, & Taberlet, 2004). In general, fecal
pellets persist longer in dry environments or where they are shel-
tered from rain (Harestad & Bunnell, 1987). While aridity may pre-
serve DNA, UV light will degrade it (Ravanat, Douki, & Cadet, 2001),
thus fecal samples that have had prolonged exposure to sunlight may
be less likely to yield amplifiable DNA. In addition, amplification suc-
cess is affected by time since deposition and ambient temperature,
as well as dew point (Murphy et al., 2007). Collecting fresh fecal
samples reduces the impacts of these environmental effects, with
several studies demonstrating less successful amplification of older
feces (Foran, Crooks, & Minta, 1997; Lucchini et al., 2002; Maudet
et al., 2004; Piggott, 2004; Poole et al., 2011). Desiccation rates of
feces can vary during different times of the year, making assess-
ment of age in the field difficult (Stenglein, Waits, Ausband, Zager,
& Mack, 2010). Collecting very fresh fecal samples can be time-
consuming, as it requires knowledge of where the animals are likely
to have been or even direct observation of the individual. Sampling
only areas of known use by a target species may bias population es-
timates. Therefore, if older feces can yield amplifiable DNA, then a
greater number of samples can potentially be collected from a wider
or more randomly chosen area. Five of the seven extant equid species are threatened with ex-
tinction (Moehlman, King, & Kebede, 2016). Conversely, the two
domesticated equids (horses, Equus ferus caballus, and donkeys,
E. africanus asinus) are abundant in feral populations to the point of
being considered nuisance species in some places (Garrott & Oli,
2013; Woolnough et al., 2012). For both rare and common equids,
conservation and management can be greatly enhanced by under-
standing genetic characteristics of populations and individuals. 4054 |
1 | INTRODUCTION 4054 KING et al. KING et al. noninvasive sampling for genetic analysis. Ideally, such sampling
methods could be explained to personnel with no scientific train-
ing, using supplies that are readily available. Equids produce large
amounts of fecal material that can be found easily, making this
source of DNA easier to collect than hair. Fecal samples are typically
placed in ethanol, with some studies reporting that this method of
preservation produced better amplification results than when col-
lected in DMSO/EDTA/Tris/salt (DETs) buffer (e.g., Panasci et al.,
2011). Additional sample collection methods (other than ethanol
and DETs buffer) include freezing samples in plastic bags or dry-
ing them with silica either immediately or after initial collection in
alcohol (Frantzen, Silk, Ferguson, Wayne, & Kohn, 1998; Hettinga
et al., 2012; Murphy et al., 2002; Nsubuga et al., 2004; Panasci et al.,
2011; Wasser, Houston, Koehler, Cadd, & Fain, 1997). The results of
studies have been mixed in terms of which sampling methods pro-
duce the best results (Renan et al., 2012), and there may be a spe-
cies- or genus-specific relationship between collection method and
DNA amplification success. Noninvasive methods such as the use of DNA extracted from fecal
samples are increasingly being used to examine occupancy, popula-
tion size, diet, and even hormones of a wide range of species (Bowser,
Diamond, & Addison, 2013; Ernest, Penedo, May, Syvanen, & Boyce,
2000; Macandza, Owen-Smith, & Le Roux, 2014; Oyler- McCance
et al., 2018; Powell & Monfort, 2001; Prugh, Ritland, Arthur, &
Krebs, 2005; Schoenecker et al., 2014). Noninvasive sampling of
fecal DNA has been used for conservation goals as varied as estimat-
ing population sizes of forest elephants (Loxodonta cyclosis, Eggert,
Eggert, & Woodruff, 2003; Eggert et al., 2013), identifying hybrids in
a reintroduced population of red wolves (Canis rufus, Adams, Kelly,
& Waits, 2003), intra-community relationships of bonobos (Pan pa-
niscus, Gerloff, Hartung, Fruth, Hohmann, & Tautz, 1999), and use of
resources by individual Sonoran pronghorn (Antilocapra americana
sonoriensis, Woodruff, Lukacs, Christianson, & Waits, 2016). Several
studies have highlighted the advantages of noninvasive sampling
compared to traditional methods (Beja-Pereira, Oliveira, Alves,
Schwartz, & Luikart, 2009; Kohn & Wayne, 1997; Luikart, Ryman,
Tallmon, Schwartz, & Allendorf, 2010), and in some cases they have
been shown to be at least as effective at monitoring various param-
eters, if not more so, than traditional methods. Abstract Correspondence
Sarah R. B. King, Natural Resource Ecology
Laboratory, Department of Ecosystem
Science and Sustainability, Colorado State
University, Fort Collins, CO, USA. Email: sarah.king@colostate.edu Funding information
U.S. Geological Survey Fort Collins Science
Center; Bureau of Land Management Wild
Horse and Burro Program conservation, Equus, genotype, horse, noninvasive sampling | 4053
www.ecolevol.org Ecology and Evolution. 2018;8:4053–4064. 4054 |
1 | INTRODUCTION Unlike ruminants, equids are bulk feeders which consume high quan-
tities of relatively low-quality forage to meet their nutritional needs
(Schoenecker, King, Nordquist, Nandintsetseg, & Cao, 2016). This
results in production of large quantities of fecal matter rich in ep-
ithelial cells from passage through the gut, making them potentially
very good candidates for fecal analyses. Fecal DNA has been used
to inform the conservation of some endangered equid species: the
African wild ass (E. africanus, Rosenbom, Costa, Steck, Moehlman, &
Beja-Pereira, 2011), Przewalski’s horse (E. ferus przewalskii, Liu et al.,
2014a), and Grevy’s zebra, (E. grevyi, Kebede et al., 2014). However,
noninvasive sampling has been more commonly used for carnivores
than herbivores (Harris et al., 2010; Poole, Reynolds, Mowat, &
Paetkau, 2011), and techniques have mostly been tested on carni-
vores (e.g., Murphy, Kendall, Robinson, & Waits, 2007). Thus, sample
collection techniques for herbivores need to be tested and opti-
mized, as factors affecting amplification success of fecal DNA may
be different in this group. We conducted research to assess whether it would be feasible to
use fecal DNA to examine various parameters of feral horse ecology
and population biology. The objectives of this study were to compare
two techniques for collecting feral horse fecal samples (paper bags
and ethanol vials); investigate the relationship between fecal pile age
and genotyping success, and the optimal time of year to collect sam-
ples (through both amplification success and genotyping errors); and
develop a visual guide documenting horse feces deterioration over For conservation and management of wildlife and feral animals
there, is a need for consistent, inexpensive, and simple methods of | 4055
KING et al. FI G U R E 1 Weather data from the Pine Ridge National Oceanic and Atmospheric Administration (NOAA) Remote Automatic Weather
Station (RAWS), located 1 km east of Little Book Cliffs Herd Management Area, Colorado, USA. Gray bars show the total precipitation (cm)
each month during the 2014 study period. Mean temperature (°C) and relative humidity (%) for each month are shown by solid circles; mean
maximum and minimum values are shown by triangles KING et al. 4055 FI G U R E 1 Weather data from the Pine Ridge National Oceanic and Atmospheric Administration (NOAA) Remote Automatic Weather
Station (RAWS), located 1 km east of Little Book Cliffs Herd Management Area, Colorado, USA. 4054 |
1 | INTRODUCTION Gray bars show the total precipitation (cm)
each month during the 2014 study period. Mean temperature (°C) and relative humidity (%) for each month are shown by solid circles; mean
maximum and minimum values are shown by triangles coordinates, and took samples from a random 10 of the 20 piles. In
June, we re-visited and photographed the 20 piles marked in May
and sampled a random 10 of the May piles. We marked twenty fresh
piles from June as in May, and sampled a random 10 of the June piles. This was repeated every month until November: each month 20 fresh
piles were marked with a stake, photographed, and GPS location re-
corded with a random 10 sampled; plus all of the 20 piles marked in
every previous month were visited and photographed, with samples
taken randomly from 10. New fecal piles close to a marked pile could
be detected by their relative freshness; if they were directly adjacent
to a marked pile we sampled from the opposite side. Our sampling
strategy (sampling a random 10 piles of the 20 marked piles) ensured
that a sufficient amount of the pile would remain at the end of the
study; thus, not all piles were sampled every month. In most months,
it was possible to find 20 fresh piles within the same day. However
in May, June, and October it was not possible to find 20 fresh piles
on the same day, so some piles from these months were separated in
age by one to 5 days (mean 30 ± 3 days SD between sample collec-
tion points overall). Each pile was fresh on the day it was first sam-
pled, photographed, and marked. Deterioration of fecal piles over
time was documented with digital photographs. time in the environment to aid in field collection. We expected to
see some difference in amplification success and genotyping errors
between the collection methods, that as samples aged there would
be a rapid decline in amplification success, and that the optimal time
to collect samples would be in cool or dry times of the year. 2.1 | Study area We conducted our study at the 146 km2 Little Book Cliffs Wild
Horse Herd Management Area, near Grand Junction, Colorado,
USA, between May and November 2014. The area mostly consists of
mesa top covered in pinyon pine (Pinus edulis) and juniper (Juniperus
spp.) interspersed with sagebrush (Artemisia spp.) and grass mead-
ows. The area is dissected by deep canyons, some of which have
grass and water along the bottom. Water sources for horses and
wildlife are located throughout the area as natural creeks or main-
tained in tanks. Data from the Pine Ridge National Oceanic and
Atmospheric Administration (NOAA) Remote Automatic Weather
Station (RAWS), located on a mesa adjacent to the study site,
showed that during our study period conditions were mostly dry,
with the exception of 8 cm of precipitation falling in both August
and September (Figure 1). Fecal samples were collected and stored in two ways: paper
bags, and vials of 95% ethanol. We avoided contamination of sam-
ples using nitrile gloves or sterile tongue depressors to manipulate
the fecal bolus. For paper bag samples, we placed a whole fecal bolus
in a paper lunch bag with details of the sample written on it (sam-
ple number, collector, area, date). We then placed these paper bag
samples in large cotton bags to hang and dry during the sampling
session. Three to 5 days after collection, we transferred samples to
a drying oven to desiccate at 40°C for 3 days. We collected samples
in ethanol from July onwards: we placed approximately 2 cm3 of a
bolus from the same pile as the paper bag sample in to a vial of etha-
nol (estimating a ratio of 1:3 to 1:4 feces to alcohol within each vial). 2.3 | Molecular methods We cut a small amount of feces (~5 mm3, or enough to fill about 1 ml
of a 1.7 ml tube) from the outer layer of a sample for analyses. We
retained the rest of the sample for other tests. Genomic DNA was
isolated from horse feces following the animal tissue protocol of the
DNeasy96 Blood and Tissue kit (Qiagen Inc., Valencia, CA) with the
following modifications: (1) samples were incubated overnight at
56°C in 900 μl Buffer ATL with 20 μl proteinase K and 20 μl 1M DTT;
and (2) DNA was eluted in 80 μl Buffer AE. Extraction negatives
were included with every set of extractions. Samples were amplified
across eight variable microsatellite loci (AHT4: called HMB4 in Binns,
Holmes, Holliman, and Scott (1995), HMS1: Guérin, Bertaud, and
Amigues (1994), HTG4 and HTG6: Ellegren, Johansson, Sandberg,
and Andersson (1992), and HMS3, HMS6, HMS7, ASB2: redesigned
primers from Eggert et al. (2010)), which were chosen because they
were highly polymorphic, worked well with fecal DNA, and were
easy to score. These markers were tested to ensure that they had a
low probability of identity (i.e., the probability that two individuals
would have the same genotype (Waits, Luikart, & Taberlet, 2001):
using the GenAlex Excel add-in (Peakall & Smouse, 2006, 2012) we
determined that this was true at five microsatellites that were least
polymorphic (p < .001). The eight microsatellites were amplified
using the preamplification method described by Piggott, Bellemain,
Taberlet, and Taylor (2004). The preamplification method is a two-
step procedure that involved an initial PCR using a pool of unlabeled
primer pairs for all eight loci. This initial step was performed follow-
ing the conditions outlined in Piggott et al. (2004) with the excep-
tion of using 10 μl fecal DNA as the template for the 50-μl reaction. The second step used 3 μl of the PCR product produced in the first
step as template for 12.5 μl reactions containing 0.2 mmol/L of each
dNTP, 1× GoTaq Flexi Buffer (Promega), 1.5 mmol/L MgCl2, 1× BSA,
0.5 ⋅mol/L of each primer (dye-labeled forward), and 1 U of Taq DNA
polymerase (Promega). 2.4.1 | Comparison of collection method To compare paper bag and ethanol samples, we only used fecal sam-
ples from the same fecal pile that that were collected and stored
using both methods. We examined amplification success in several
ways. First, within each collection method, we counted the number
of samples that had successful amplification at all eight loci. Further,
since we knew that we needed amplification at a minimum of five
loci for unique identification, we determined amplification rates
for only those samples with genotypes at five or more loci. Finally,
we counted the number of samples that did not amplify at any loci
and compared those results between collection methods. Paired
Student’s t-tests were used to determine statistical significance of
results. 2.3 | Molecular methods The amplification conditions for the second
step were as follows: 94°C for 2 min, then 94°C for 1 min, annealing
temperature (55°C: ASB2, HTG4, HTG6; 59°C: HMS6; 60°C: AHT4,
HMS3, HMS7, HMS1) for 1 min, 72°C for 1 min for 40 cycles, fol-
lowed by 72°C for 10 min, and a final extension at 60°C for 45 min. We ran positive and negative controls during all PCR amplifications. PCR products were multi-loaded based on product size and primer
label, combined with GeneScan LIZ 600 internal lane size stand-
ard (Applied Biosystems), and electrophoresed through a capillary
gel matrix using an AB3500 Automated DNA Sequencer (Applied
Biosystems). Allele sizes were determined for each locus using
GeneMapper v5 software (Applied Biosystems). Fecal samples can have lower quantities of DNA that is often
of lower quality, both factors that increase the probability of 4056 |
Vials of ethanol were kept at room temperature and stored upright
to prevent leakage. 4056 |
Vials of ethanol were kept at room temperature and stored upright
to prevent leakage. compared to identify and quantify errors within that sample. In
addition, multiple samples from the same fecal pile sampled at
different times as deposition can be amplified and genotypes
compared to determine whether errors are more prevalent in
older samples. Potential errors can include false alleles (where
the genotype obtained is incorrect due to PCR errors, problems
with electrophoresis, or human error) or allelic dropout (where
one allele of a heterozygote does not amplify) and comparisons
among amplifications within a sample can help identify these
errors and determine the correct genotype (Broquet & Petit,
2004). To minimize error for each DNA extraction, each sample
was PCR-amplified multiple times (at least twice but often three,
four, or five times) at every microsatellite locus and we compared
genotypes across these multiple amplifications. If a sample had
matching genotypes in at least two amplifications, that match-
ing genotype was retained. Samples that did not have matching
genotypes after multiple amplifications or that amplified only
once were treated as missing data at that locus. Genotypes were
scored by two independent observers. If a sample failed to am-
plify or was scored differently between the two attempts, it was
re-amplified until two matching genotypes were obtained or the
DNA was depleted. Vials of ethanol were kept at room temperature and stored upright
to prevent leakage. 2.2 | Sample collection We took samples from fecal piles deposited in meadows in the north
of the study area (an area known as North Soda) because of accessi-
bility and to retain consistency. In May 2014, we found 20 fecal piles
that were either observed being defecated or were determined to be
very fresh (still moist on the outside and attracting flies). We marked
each pile with a numbered stake, took a photograph, recorded GPS 4056 KING et al. KING et al. amplified at all eight loci compared to only 17.2% of ethanol sam-
ples. When we consider only samples with genotypes for at least
five loci (the number of loci needed to uniquely identify individu-
als), 90% of the samples collected in paper bags were usable com-
pared to only 55.2% of those that were collected in ethanol. The
complete failure to amplify at any locus was higher (17.6%) for
ethanol samples compared to only 2.8% of samples collected in
paper bags. 3.3 Using the full data set from paper bag samples (May to November,
n = 280 samples), we found little difference in the number of loci
that amplified per sample between samples from fresh piles and
those that had been exposed to the environment for up to 2 months. After this, there was a decline in amplification success (ANOVA
F1,278 = 22.49, p = <.0001; Figure 2), but even the relatively small
number of samples (n = 10) from fecal piles that were 6 months old
amplified at six of the eight loci on average. As our samples came
from unknown individuals we could not definitively assess genotyp-
ing success (i.e., we did not know the true genotype), but one would
expect multiple samples collected from the same fecal pile over time
to have the same genotype. When looking at repeated samples from
the same fecal pile, samples from fresher piles (0–2 months old) had
more matching genotypes across samples (t = 3.546, df = 39.816,
p = .001), better amplification success (i.e., less missing data at a
locus; t = −3.6881, df = 31.141, p = .0009), and less allelic dropout
(t = −2.5935, df = 33.029, p = .01405) than samples from older piles
(3–6 months old; Figure 3). The number of false alleles were similar
between samples from fresh and old piles (t = −0.41715, df = 55.966,
p = .6782). 2.4.3 | Comparing genotyping error between
fresh and old samples To investigate whether genotyping error was higher in older sam-
ples, we again used only samples collected in paper bags, and re-
moved any samples that had genotypes at fewer than five loci. Most
marked fecal piles had multiple samples taken through time (the piles
were of various age). For each fecal pile, we separated the data into
two groups: fresh (0–2 months old) and old (3 – 6 months old). We
then compared the genotypes for the eight loci among the two or
three samples within each group (fresh vs. old) for each fecal pile. We counted instances of allelic dropout (where one sample was a
heterozygote and one or more samples were homozygous for one
of the two matching alleles), missing data (failure to amplify), false
alleles (three or more alleles present), and matching genotypes. Differences were examined using Student’s t-tests. 4 | DISCUSSION As only a few studies have been conducted on equids using nonin-
vasively collected fecal DNA (Kebede et al., 2014; Liu et al., 2014a;
Rosenbom et al., 2011), our study to assess the feasibility of using
such methods along with an optimization of collection methods and
quantification of genotyping errors could be used as a guide for
subsequent efforts. Most published noninvasive studies of mam-
mals collected and stored fecal samples in ethanol (Adams & Waits,
2006; Brinkman, Schwartz, Person, Pilgrim, & Hundertmark, 2009; 3.1 | Subjective description of deterioration of fecal
piles There was a noticeable difference in color and consistency between
fecal piles deposited in May, June, and July, and those deposited in
September, October, and November (Table 1). In the spring/early
summer, fecal boli were green and less formed than those deposited
later in the year. This appears to have affected how they deterio-
rated, as the boli that were less formed when deposited turned white
and desiccated over 3 months, whereas boli that were more formed
when deposited remained solid and a darker color for longer. 2.4.4 | Comparison of error rates of fresh samples
deposited in different months of the year As temperature and precipitation vary considerably from May to
November in our study area, and because the diet of horses shifts
throughout the summer, we tested whether genotyping error rates
differed between fecal piles deposited in different months. To ex-
amine this, we used only those samples collected in paper bags
that were fresh (0–2 months old), removing any samples that had
genotypes at fewer than five loci. We compared the genotypes for
the eight loci among the two or three samples from each fecal pile
and tested differences among months in genotyping error (allelic
dropout, missing data, false alleles) and matching genotypes using
ANOVA. We used these repeated samples from fresh piles (0–2 months
old) to assess which month was best for equid fecal sample collec-
tion. Samples deposited in June, July, and August tended to perform
best on the four metrics we tested (Figure 4). May and September
had the highest rates of missing data (F5,46 = 6.492, p = .000121),
with May also having high rates of allelic dropout (F5,46 = 3.109,
p = .01686) and lowest number of genotypes matching among sam-
ples (F5,46 = 2.617, p = .03648). Rates of false alleles were low, with
no statistical difference among months (F5,46 = 0.7195, p = .6121),
but they appear greater in samples from May (Figure 4). 2.4.2 | Comparison of amplification success
through time Because samples collected in paper bags had higher amplification
success (see Results section) and because sample collection in etha-
nol did not span the entire summer, we examined the relationship
between amplification success and age of fecal pile using only sam-
ples collected in paper bags. For this analysis, we sorted samples by
age of fecal pile (months since time of deposition) when the sample
was collected. We then calculated number of loci that successfully
amplified for each sample in each fecal age group. We tested effect
of age on amplification success using ANOVA with fecal pile age as
a discrete variable. Fecal samples can have lower quantities of DNA that is often
of lower quality, both factors that increase the probability of
genotyping error (Taberlet, Waits, & Luikart, 1999). To account
for such errors, DNA extracted from a fecal sample can be am-
plified multiple times and genotypes from those amplifications KING et al. 4057 3.2 | Comparison of collection method Between July and November 2014, 250 samples were collected
from 120 fecal piles in both paper bags and ethanol vials. Samples
collected in paper bags had far greater amplification success than
those collected in ethanol vials (Student’s t = 11.896, df = 249,
p = <.0001; Table 2). Over half (55.6%) of paper bag samples 4058 KING et al. (Continues) ription of fecal pile appearance and deterioration at Little Book Cliffs Wild Horse Herd Management Area, Colorado, USA between May and November. e deterioration of the same pile over time
1
th
2
th
3
th
4
th
5
th
6
th TA B LE 1 Subjective description of fecal pile appearance and deterioration at Little Book Cliffs Wild Horse Herd Management Area, Colorado, USA between May and November. Photographs demonstrate the deterioration of the same pile over time
Month
Fresh
1 month
2 months
3 months
4 months
5 months
6 months
May
Often loose (some
or all boli not
Brownish white,
intact, boli often
Whitish brown,
intact, often boli
Mostly white, intact
White, intact
White, beginning
to decay
White, decaying,
often scattered Wild Horse Herd Management Area, Colorado, USA between May and November. TA B LE 1 Subjective description of fecal pile appearance and deterioration at Little Book Cliffs Wild Horse Herd Management Area, Colorado, USA between May and November. De Barba et al., 2010; Eggert et al., 2003; Gerloff et al., 1999; Harris
et al., 2010; Maudet et al., 2004; Valiere et al., 2006). Some com-
parison studies found ethanol to be the most effective method for
preserving fecal DNA (Murphy et al., 2002; Panasci et al., 2011), al-
though their comparison tests did not include collecting and dry-
ing samples in paper bags. Liu et al. (2014c) found ethanol to be
the most effective preservative of Przewalski’s horse fecal DNA,
in comparison with drying and freezing the fecal sample. We were
therefore somewhat surprised to find that for feral horses, collecting
and storing fecal samples in paper bags was much more successful
than ethanol. Paper bags have been used to gather fecal samples for
genetic data in a few other studies (Piggott, 2004; Piggott & Taylor,
2003; Poole et al., 2011), including for equids (Kebede et al., 2014;
Rosenbom et al., 2011), but to our knowledge this is the first study
to compare the amplification of DNA from fecal samples collected in
ethanol to those collected in paper bags. Renan et al. (2012) found
an interaction between the collection and preservation method and
the method used to extract DNA from Asiatic wild ass (Equus hemio-
nus) fecal samples, and also found ethanol (and subsequent drying
with silica) to be least effective. TA B LE 2 Amplification success of samples collected from horse
fecal piles in both paper bags and vials of ethanol at Little Book
Cliffs Herd Management Area, Colorado, USA. 3.2 | Comparison of collection method Number of samples
that amplified at ≥5 loci is given as the probability of identity (PID)
was ≤0.001 when at least five loci were included for both collection
methods
Paper bags (N = 250)
Ethanol vials
(N = 250)
Amplified at 8 loci (%)
139 (55.6)
43 (17.2)
Amplified at ≥5 loci (%)
225 (90)
138 (55.2)
Did not amplify at any
loci (%)
7 (2.8)
44 (17.6) 3.2 | Comparison of collection method Photographs demonstrate the deterioration of the same pile over time
Month
Fresh
1 month
2 months
3 months
4 months
5 months
6 months
May
Often loose (some
or all boli not
formed), bright
greenish brown
Brownish white,
intact, boli often
stuck together
Whitish brown,
intact, often boli
are stuck together
Mostly white, intact
White, intact
White, beginning
to decay
White, decay
often scatte
June
Sometimes loose,
bright greenish
brown to bright
brown
Brown, intact, boli
often stuck together
Brownish white,
intact, boli often
stuck together
Brownish white to
whitish brown,
intact
Whitish brown, intact,
sometimes scattered
Whitish brown to
white, beginning
to decay
July
Occasionally loose,
bright brownish
green
Brown, intact
Dull brown with
white patches
Brown to whitish
brown with some
brown patches
Whitish brown to
white, may be
scattered
August
Bright brown
Brown, intact
Dull brown with
white patches
Brown to whitish
brown with some
brown patches TA B LE 1 Subjective description of fecal pile appearance and deterioration at Little Book Cliffs Wild Horse Herd Management Area, Colorado, USA between May and N
Photographs demonstrate the deterioration of the same pile over time 5 months to 3 months Brown, intact August July KING et al. 4059 Month
Fresh
1 month
2 months
3 months
4 months
5 months
6 months
September
Bright brown
Brown, intact
Dull brown with
white patches
October
Dark brown
Dried dark brown,
intact
November
Dark brown
TA B LE 1 (Continued) 3 months 2 months Dried dark brown, Dried dark 1 month intact Dark brown Dark brown November October KING et al. KING et al. 4060 4060 |
FI G U R E 2 Boxplot showing the number of loci that amplified
from samples collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA when
they were fresh (0 months) to 6 months old
TA B LE 2 Amplification success of samples collected from horse
fecal piles in both paper bags and vials of ethanol at Little Book
Cliffs Herd Management Area, Colorado, USA. FI G U R E 2 Boxplot showing the number of loci that amplified
from samples collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA when
they were fresh (0 months) to 6 months old FI G U R E 2 Boxplot showing the number of loci that amplified
from samples collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA when
they were fresh (0 months) to 6 months old FI G U R E 3 Difference in genotyping errors between samples
from fresh fecal piles (0–2 months old) and old fecal piles
(3–6 months old) collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA. Loci
matching is the number of loci that matched (out of a total of eight
loci) in a genotype of multiple samples taken from the same fecal pile Most authors have advocated for fecal samples to be collected as
soon after deposition as possible in order to prevent degradation of
DNA due to weather and ultraviolet radiation (e.g., Foran et al., 1997). There was a significant increase in DNA amplification errors five to
7 days after defecation in three species where it was tested (coyote
(C. latrans), Panasci et al., 2011; snowshoe hares (Lepus americanus),
Cheng, Hodges, Sollmann, & Mills, 2017; Sitka black-tailed deer
(Odocoileus hemionus sitkinensis), Brinkman et al., 2009). Although DNA
was amplified from brown bear (Ursos arctos) scat after being exposed
to the environment for 60 days, Murphy et al. (2007) found the most
significant decline in amplification success was after the first 2 days. In
marked contrast to these studies, horse feces had good amplification
success (amplification at >90% of loci) and low error rates until it had
been in the environment for longer than 2 months. This indicates that FI G U R E 3 Difference in genotyping errors between samples
from fresh fecal piles (0–2 months old) and old fecal piles
(3–6 months old) collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA. Number of samples
that amplified at ≥5 loci is given as the probability of identity (PID)
was ≤0.001 when at least five loci were included for both collection
methods Paper bags (N = 250)
Ethanol vials
(N = 250)
Amplified at 8 loci (%)
139 (55.6)
43 (17.2)
Amplified at ≥5 loci (%)
225 (90)
138 (55.2)
Did not amplify at any
loci (%)
7 (2.8)
44 (17.6) FI G U R E 2 Boxplot showing the number of loci that amplified
from samples collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA when
they were fresh (0 months) to 6 months old
loci (%) Paper bags are less expensive than alcohol and vials: at the
time of our study (2014) paper bags cost about $0.04 per sample,
whereas the cost of 25 ml of 95% ethanol plus a 50-ml conical tube
was about $1.89 per sample. While paper bag samples needed
careful drying, they only required space for storage. In contrast,
ethanol should be stored in a flammable cabinet and there are vari-
ous regulations controlling shipping of it. Further disadvantages of
collecting samples in ethanol are the risks of spills erasing sample
information from the tube, and the weight of carrying it in the field. The only potential complication of collecting samples in paper bags
is that very fresh samples may need to be double-bagged to avoid
seepage and contamination of other samples. Paper bags not only
resulted in better genetic data than vials of ethanol, but are sim-
pler and less expensive for collection of equine fecal samples. As
such, this method is ideal for field staff both in remote locations
in Asia and Africa where wild equids occur, and for managers of
feral horse and burro populations who may not have access to lab-
oratory supplies, or who spend extensive periods in remote field
settings. Removing the constraint of collecting fresh
feces has ramifications for sampling design, as surveys for collecting
equid fecal samples can be carried out using transects or a random-
ized design to avoid detection bias, rather than focusing around water
holes, trails, or other areas where animals are known to congregate. During our study, there was variation in rainfall and temperature
among the months, with the climate being mostly dry. We expected
the best genetic results to be from samples deposited in the cold-
est or driest months, as in other studies (Liu et al., 2014b; Lucchini
et al., 2002; Maudet et al., 2004; Nsubuga et al., 2004). Our results
indicated that samples from fecal piles deposited from June to
August and collected when fresh (≤2 months old) provided the best
genetic data. Although August was one of the wettest months of
our study it was also one of the warmest. Thus, in the arid western
United States, we would recommend collecting fecal samples that
are less than 2 months old in late summer, and in other locations
during a hot dry season. Fecal piles deposited in May had a high
incidence of mold, both in the field and in collected samples. This
could potentially explain why samples deposited in May had higher
rates of amplification failure and genotyping error. Qualitative eval-
uation of fecal piles also indicated that sample collection is likely
to be most efficient during mid to late summer, as feces are more
formed on deposition and remain a brown color for longer. It is
therefore possible that a combination of a transition to a drier diet
from fresh spring grass, and warmer weather potentially drying the
fecal sample quickly despite rain, contributed to better preserva-
tion of fecal DNA. The results from our study, that paper bags were more success-
ful than ethanol vials for sample collection, that DNA from horse
fecal samples amplifies well even 2 months after deposition, and
that the best time to collect feces is during summer, suggest that
there may be something about equid feces that predisposes it to be
suitable for noninvasive sampling. As hind-gut fermenters, equids
spend about half their time feeding (King, Asa, Pluháček, Houpt, &
Ransom, 2016; Schoenecker et al., 2016), and thus have an almost
constant stream of food moving through their digestive system. Loci
matching is the number of loci that matched (out of a total of eight
loci) in a genotype of multiple samples taken from the same fecal pile FI G U R E 3 Difference in genotyping errors between samples
from fresh fecal piles (0–2 months old) and old fecal piles
(3–6 months old) collected in paper bags from feral horse fecal piles
at Little Book Cliffs Herd Management Area, Colorado, USA. Loci
matching is the number of loci that matched (out of a total of eight
loci) in a genotype of multiple samples taken from the same fecal pile | 4061
KING et al. FI G U R E 4 Comparison of error rate
in samples deposited in different months
of the year (2014) and collected in paper
bags from feral horse fecal piles at Little
Book Cliffs Herd Management Area,
Colorado, USA. November is excluded as
there were no repeat samples from piles
in that month | 4061 KING et al. 4061 FI G U R E 4 Comparison of error rate
in samples deposited in different months
of the year (2014) and collected in paper
bags from feral horse fecal piles at Little
Book Cliffs Herd Management Area,
Colorado, USA. November is excluded as
there were no repeat samples from piles
in that month to rainfall hastening decay rates (Brinkman et al., 2009; Lehmkuhl
et al., 1994). Perhaps because most studies used only fresh samples,
few report how they qualify estimates of fecal age in the field. A
noninvasive study of Sonoran pronghorn rated age on a three-point
scale (Woodruff et al., 2016), and a comprehensive study of ele-
phant feces in a tropical forest environment described how it de-
cayed under six categories (Barnes & Jensen, 1987). Deterioration of
horse fecal samples in our study in Colorado, USA, seemed to occur
in three stages over 6 months, based on coloration and texture: 1. Boli are green/brown and may be soft if very fresh; 2. Boli are mostly
brown but begin to turn white; 3. Boli become white and begin to
soften and deteriorate. From our results, equid feces that are mostly
brown are likely to amplify sufficiently to yield genetic data. it is not necessary to collect only the freshest feces for feral horses and
likely other equid species. REFERENCES Adams, J. R., Kelly, B. T., & Waits, L. P. (2003). Using faecal DNA sam-
pling and GIS to monitor hybridization between red wolves (Canis
rufus) and coyotes (Canis latrans). Molecular Ecology, 12, 2175–2186. https://doi.org/10.1046/j.1365-294X.2003.01895.x Frantzen, M. A. J., Silk, J. B., Ferguson, J. W. H., Wayne, R. K., &
Kohn, M. H. (1998). Empirical evaluation of preservation meth-
ods for faecal DNA. Molecular Ecology, 7, 1423–1428. https://doi. org/10.1046/j.1365-294x.1998.00449.x Adams, J. R., & Waits, L. P. (2006). An efficient method for screen-
ing faecal DNA genotypes and detecting new individuals and hy-
brids in the red wolf (Canis rufus) experimental population area. Conservation Genetics, 8, 123–131. https://doi.org/10.1007/
s10592-006-9154-5 Garrott, R. A., & Oli, M. K. (2013). A critical crossroad for BLM’s wild
horse program. Science, 341, 847–848. https://doi.org/10.1126/
science.1240280 Gerloff, U., Hartung, B., Fruth, B., Hohmann, G., & Tautz, D. (1999). Intracommunity relationships, dispersal pattern and paternity suc-
cess in a wild living community of Bonobos (Pan paniscus) determined
from DNA analysis of faecal samples. Proceedings of the Royal Society
of London, Series B: Biological Sciences, 266, 1189–1195. https://doi. org/10.1098/rspb.1999.0762 Barnes, R. F. W., & Jensen, K. L. (1987). How to count elephants in for-
ests. African Elephant and Rhino Specialist Group Technical Bulletin, 1,
6. Beja-Pereira, A., Oliveira, R., Alves, P. C., Schwartz, M. K., &
Luikart,
G. (2009). Advancing
ecological
understandings
through technological transformations in noninvasive genet-
ics. Molecular Ecology Resources, 9, 1279–1301. https://doi. org/10.1111/j.1755-0998.2009.02699.x Guérin, G., Bertaud, M., & Amigues, Y. (1994). Characterization of seven
new horse microsatellites: HMS1, HMS2, HMS3, HMS5, HMS6,
HMS7 and HMS8. Animal Genetics, 25, 62. Harestad, A. S., & Bunnell, F. L. (1987). Persistence of black-tailed deer
fecal pellets in coastal habitats. Journal of Wildlife Management, 51,
33–37. https://doi.org/10.2307/3801624 Binns, M. M., Holmes, N. G., Holliman, A., & Scott, A. M. (1995). The
identification of polymorphic microsatellite loci in the horse and their
use in thoroughbred parentage testing. British Veterinary Journal, 151,
9–15. Harris, R. B., Winnie, J. A. Jr, Amish, S. J., Beja-Pereira, A., Godinho, R.,
Costa, V., & Luikart, G. (2010). Argali abundance in the Afghan Pamir
using capture–recapture modeling from fecal DNA. Journal of Wildlife
Management, 74, 668–677. https://doi.org/10.2193/2009-292 Bowser, A. K., Diamond, A. W., & Addison, J. A. (2013). From Puffins to
Plankton: A DNA-based analysis of a seabird food chain in the north-
ern gulf of Maine. PLoS ONE, 8, e83152. https://doi.org/10.1371/
journal.pone.0083152 Hettinga, P. CONFLICT OF INTEREST Eggert, L. S., Buij, R., Lee, M. E., Campbell, P., Dallmeier, F., Fleischer, R. C., … Maldonado, J. E. (2013). Using genetic profiles of African forest
elephants to infer population structure, movements, and habitat use
in a conservation and development landscape in Gabon. Conservation
Biology, 28, 107–118. https://doi.org/10.1111/cobi.12161 None declared. ACKNOWLEDGMENTS Brinkman, T. J., Schwartz, M. K., Person, D. K., Pilgrim, K. L., &
Hundertmark, K. J. (2009). Effects of time and rainfall on
PCR success using DNA extracted from deer fecal pellets. Conservation Genetics, 11, 1547–1552. https://doi.org/10.1007/
s10592-009-9928-7 We would like to thank Jim Dollerschell, Rangeland Management
Specialist at the Bureau of Land Management, and members of the
Friends of the Mustangs volunteer group for their assistance with
this study. We would also like to thank the fecal sampling volunteers
for their fieldwork assistance, and Tracy Susan for her help in the
lab. This study was jointly funded by the U.S. Geological Survey Fort
Collins Science Center and the Bureau of Land Management Wild
Horse and Burro Program. Any use of trade, firm, or product names
is for descriptive purposes only and does not imply endorsement by
the U.S. Government. Broquet, T., & Petit, E. (2004). Quantifying genotyping errors in noninva-
sive population genetics. Molecular Ecology, 13, 3601–3608. https://
doi.org/10.1111/j.1365-294X.2004.02352.x Cheng, E., Hodges, K. E., Sollmann, R., & Mills, L. S. (2017). Genetic
sampling for estimating density of common species. Ecology and
Evolution, 7, 6210–6219. https://doi.org/10.1002/ece3.3137 De Barba, M., Waits, L. P., Genovesi, P., Randi, E., Chirichella, R., & Cetto,
E. (2010). Comparing opportunistic and systematic sampling methods
for non-invasive genetic monitoring of a small translocated brown
bear population. Journal of Applied Ecology, 47, 172–181. https://doi. org/10.1111/j.1365-2664.2009.01752.x Sarah R. B. King
http://orcid.org/0000-0002-9316-7488 Foran, D. R., Crooks, K. R., & Minta, S. C. (1997). Species identification
from scat: An unambiguous genetic method. Wildlife Society Bulletin,
25, 835–839. AUTHOR CONTRIBUTIONS Eggert, L. S., Eggert, J. A., & Woodruff, D. S. (2003). Estimating pop-
ulation sizes for elusive animals: The forest elephants of Kakum
National Park, Ghana. Molecular Ecology, 12, 1389–1402. https://doi. org/10.1046/j.1365-294X.2003.01822.x Sarah King, Kate Schoenecker, and Sara Oyler-McCance conceived
the ideas and designed the methodology; Sarah King collected the
data; Jenny Fike and Sara Oyler-McCance conducted the genetic
analyses; Sarah King and Sara Oyler-McCance analyzed the data;
Sarah King, Kate Schoenecker, Jenny Fike, and Sara Oyler-McCance
contributed to the drafting and revision of the manuscript and gave
final approval for publication. Eggert, L. S., Powell, D. M., Ballou, J. D., Malo, A. F., Turner, A., Kumer,
J., Maldonado, J. E. (2010). Pedigrees and the study of the wild horse
population of Assateague Island National Seashore. Journal of Wildlife
Management, 75, 963–973. https://doi.org/10.2193/2009-231 Ellegren, H., Johansson, M., Sandberg, K., & Andersson, L. (1992). Cloning
of highly polymorphic microsatellites in the horse. Animal Genetics,
23, 133–142. Ernest, H. B., Penedo, M. C. T., May, B. P., Syvanen, M., & Boyce, W. M. (2000). Molecular tracking of mountain lions in the Yosemite
valley region in California: Genetic analysis using microsatel-
lites and faecal DNA. Molecular Ecology, 9, 433–441. https://doi. org/10.1046/j.1365-294x.2000.00890.x This
results in heavily mucosal feces providing an abundance of epithe-
lial cells surrounding and/or throughout the fecal sample, such that
even after some environmental degradation sufficient DNA remains
for successful amplification. The size of a bolus of equid feces (nor-
mally at least 3 cm in diameter) and the fact that they are found in
a clumped pile may act to shelter fecal DNA from degradation by
UV light and precipitation. Furthermore, most equids are found in
arid and semi-arid ecosystems, which could promote faster drying
rates and persistence of fecal boli. Although found in different parts
of the world, equid species share a similar feeding ecology and use
comparable habitat (Schoenecker et al., 2016). Thus, our analyses of
feral horse fecal DNA are likely to be applicable across equid species
for both management and conservation. Although amplification success decreased after 2 months, equid
fecal piles persisted in the environment for longer than 6 months in
our study site. Visual estimation of fecal age without any guidelines
may lead to overestimation of time since deposition, which can lead
to under sampling (Stenglein et al., 2010). In general, fecal pellets
persist longer in dry environments (Harestad & Bunnell, 1987) and
when sheltered (Lehmkuhl, Hansen, & Sloan, 1994), with exposure KING et al. 4062 KING et al. woodland caribou population using fecal-DNA and capture-
recapture models. Journal of Wildlife Management, 76, 1153–1164. https://doi.org/10.1002/jwmg.380 Oyler- McCance, S. J., Fike, J. A., Lukacs, P. M., Sparks, D. W., O’ Shea,
T. J., & Whitaker, J. O. (2018). Genetic mark-recapture improves es-
timates of maternity colony size for Indiana bats. Journal of Fish and
Wildlife Management, In press. Kebede, F., Rosenbom, S., Khalatbari, L., Moehlman, P. D., Beja-Pereira,
A., & Bekele, A. (2014). Genetic diversity of the Ethiopian Grevy’s
zebra (Equus grevyi) populations that includes a unique population of
the Alledeghi Plain. Mitochondrial DNA, 27, 397–400. https://doi.org
/10.3109/19401736.2014.898276 Panasci, M., Ballard, W. B., Breck, S., Rodriguez, D., Densmore, L. D.,
Wester, D. B., & Baker, R. J. (2011). Evaluation of fecal DNA preser-
vation techniques and effects of sample age and diet on genotyping
success. Journal of Wildlife Management, 75, 1616–1624. https://doi. org/10.1002/jwmg.221 King, S. R. B., Asa, C. S., Pluháček, J., Houpt, K., & Ransom, J. I. (2016). Behavior of horses, zebras, and asses. In J. I. Ransom, & P. Kaczensky
(Eds.), Wild equids: Ecology, management, and conservation (pp. 23–
40). Baltimore, MD: Johns Hopkins University Press. Peakall, R., & Smouse, P. E. (2006). GENALEX 6: Genetic analysis in Excel. Population genetic software for teaching and research. Molecular Ecology
Notes, 6, 288–295. https://doi.org/10.1111/j.1471-8286.2005.01155.x Peakall, R., & Smouse, P. E. (2012). GenAlEx 6.5: Genetic analysis in
Excel. Population genetic software for teaching and research-an
update. Bioinformatics, 28, 2537–2539. https://doi.org/10.1093/
bioinformatics/bts460 Kohn, M. H., & Wayne, R. K. (1997). Facts from feces revisited. TREE, 12,
223–227. https://doi.org/10.1016/S0169-5347(97)01050-1 Lehmkuhl, J. F., Hansen, C. A., & Sloan, K. (1994). Elk pellet-group decom-
position and detectability in coastal forests of Washington. Journal of
Wildlife Management, 58, 664–669. https://doi.org/10.2307/3809679 Piggott, M. P. (2004). Effect of sample age and season of collection on
the reliability of microsatellite genotyping of faecal DNA. Wildlife
Research, 31, 485. https://doi.org/10.1071/WR03096 Liu, G., Shafer, A. B. A., Zimmermann, W., Hu, D., Wang, W., Chu,
H., … Zhao, C. (2014a). Evaluating the reintroduction project
of Przewalski’s horse in China using genetic and pedigree data. Biological Conservation, 171, 288–298. https://doi.org/10.1016/j. biocon.2013.11.022 Piggott, M. P., Bellemain, E., Taberlet, P., & Taylor, A. C. (2004). A multi-
plex pre-amplification method that significantly improves microsat-
ellite amplification and error rates for faecal DNA in limiting condi-
tions. Conservation Genetics, 5, 417–420. Liu, G., Xu, C.-Q., Cao, Q., Zimmermann, W., Songer, M., Zhao, S. S., …
Hu, D. F. (2014b). Mitochondrial and pedigree analysis in Przewalski’s
horse populations: Implications for genetic management and reintro-
ductions. Mitochondrial DNA, 25, 313–318. https://doi.org/10.3109/
19401736.2013.800487 Piggott, M. P., & Taylor, A. C. (2003). Extensive evaluation of faecal pres-
ervation and DNA extraction methods in Australian native and in-
troduced species. Australian Journal of Zoology, 51, 341. https://doi. org/10.1071/ZO03012 Liu, G., Zang, S., Li, L., Hu, X., Zhao, S., Li, K., & Hu, D. (2014c). Evaluation
of fecal DNA preservation and extraction methods in Przewalski’s
horse. Conservation Genetics Resources, 6, 511–513. https://doi. org/10.1007/s12686-014-0162-3 Poole, K. G., Reynolds, D. M., Mowat, G., & Paetkau, D. (2011). Estimating
mountain goat abundance using DNA from fecal pellets. Journal
of Wildlife Management, 75, 1527–1534. https://doi.org/10.1002/
jwmg.184 Lucchini, V., Fabbri, E., Marucco, F., Ricci, S., Boitani, L., & Randi, E. (2002). Noninvasive molecular tracking of colonizing wolf (Canis lupus) packs
in the western Italian Alps. Molecular Ecology, 11, 857–868. https://
doi.org/10.1046/j.1365-294X.2002.01489.x Powell, D. M., & Monfort, S. L. (2001). Assessment: Effects of porcine
zona pellucida immunocontraception on estrous cyclicity in feral
horses. Journal of Applied Animal Welfare Science, 4, 271–284. https://
doi.org/10.1207/S15327604JAWS0404_04 Prugh, L. R., Ritland, C. E., Arthur, S. M., & Krebs, C. J. (2005). Monitoring
coyote population dynamics by genotyping faeces. Molecular Ecology,
14, 1585–1596. https://doi.org/10.1111/j.1365-294X.2005.02533.x Luikart, G. L., Ryman, N., Tallmon, D. A., Schwartz, M. K., & Allendorf,
F. W. (2010). Estimation of census and effective population sizes:
The increasing usefulness of DNA-based approaches. Conservation
Genetics, 11, 355–373. https://doi.org/10.1007/s10592-010-0050-7 Ravanat, J.-L., Douki, T., & Cadet, J. (2001). Direct and indirect effects of
UV radiation on DNA and its components. Journal of Photochemistry
and Photobiology B: Biology, 63, 88–102. https://doi.org/10.1016/
S1011-1344(01)00206-8 Macandza, V., Owen-Smith, N., & Le Roux, E. (2014). Faecal nutritional
indicators in relation to the comparative population performance
of sable antelope and other grazers. African Journal of Ecology, 52,
300–307. https://doi.org/10.1111/aje.12119 Renan, S., Speyer, E., Shahar, N., Gueta, T., Templeton, A. R., & Bar-David,
S. H. (2012). A factorial design experiment as a pilot study for nonin-
vasive genetic sampling. Molecular Ecology Resources, 12, 1040–1047. https://doi.org/10.1111/j.1755-0998.2012.03170.x Maudet, C., Luikart, G. L., Dubray, D., Von Hardenberg, A., & Taberlet,
P. (2004). Low genotyping error rates in wild ungulate faeces sam-
pled in winter. Molecular Ecology Notes, 4, 772–775. https://doi. org/10.1111/j.1471-8286.2004.00787.x Rosenbom, S., Costa, V., Steck, B., Moehlman, P., & Beja-Pereira, A. (2011). REFERENCES N., Arnason, A. N., Manseau, M., Cross, D., Whaley, K., &
Wilson, P. J. (2012). Estimating size and trend of the North Interlake KING et al. 4063 Cross-species genetic markers: A useful tool to study the
world’s most threatened wild equid—Equus africanus. European
Journal of Wildlife Research, 58, 609–613. https://doi.org/10.1007/
s10344-011-0578-y Moehlman, P. D., King, S. R. B., & Kebede, F. (2016). Status and conser-
vation of threatened equids. In J. I. Ransom, & P. Kaczensky (Eds.),
Wild equids: Ecology, management, and conservation (pp. 167–186). Baltimore, MD: Johns Hopkins University Press. Murphy, M. A., Kendall, K. C., Robinson, A., & Waits, L. P. (2007). The im-
pact of time and field conditions on brown bear (Ursus arctos) faecal
DNA amplification. Conservation Genetics, 8, 1219–1224. https://doi. org/10.1007/s10592-006-9264-0 Schoenecker, K. A., King, S. R. B., Nordquist, M. K., Nandintsetseg, D.,
& Cao, Q. (2016). Habitat and diet of equids. In J. I. Ransom, & P. Kaczensky (Eds.), Wild equids: Ecology, management, and conservation
(pp. 41–57). Baltimore, MD: Johns Hopkins University Press. Murphy, M. A., Waits, L. P., Kendall, K. C., Wasser, S. K., Higbee, J. A., &
Bogden, R. (2002). An evaluation of long-term preservation meth-
ods for brown bear (Ursus arctos) faecal DNA samples. Conservation
Genetics, 3, 435–440. https://doi.org/10.1023/A:1020503330767 Schoenecker, K. A., Watry, M. K., Ellison, L. E., Schwartz, M. K., &
Luikart, G. L. (2014). Estimating Rocky Mountain bighorn sheep (Ovis
canadensis canadensis) abundance and survivorship using fecal DNA
and mark─resight models. Western North American Naturalist, 75,
181–191. Nsubuga, A. M., Robbins, M. M., Roeder, A. D., Morin, P. A., Boesch, C.,
& Vigilant, L. (2004). Factors affecting the amount of genomic DNA
extracted from ape faeces and the identification of an improved sam-
ple storage method. Molecular Ecology, 13, 2089–2094. https://doi. org/10.1111/j.1365-294X.2004.02207.x Stenglein, J. L., Waits, L. P., Ausband, D. E., Zager, P., & Mack, C. M. (2010). Efficient, noninvasive genetic sampling for monitoring reintroduced
wolves. Journal of Wildlife Management, 74, 1050–1058. https://doi. org/10.2193/2009-305 4064 KING et al. KING et al. Woolnough, A. P., Hampton, J. O., Campbell, S., Lethbridge, M. R.,
Boardman, W. S., Sharp, T., & Rose, K. (2012). Field immobili-
zation of feral “judas” donkeys (Equus asinus) by remote injec-
tion of medetomidine and ketamine and antagonism with ati-
pamezole. Journal of Wildlife Diseases, 48, 435–443. https://doi. org/10.7589/0090-3558-48.2.435 Woolnough, A. P., Hampton, J. O., Campbell, S., Lethbridge, M. R.,
Boardman, W. S., Sharp, T., & Rose, K. (2012). Field immobili-
zation of feral “judas” donkeys (Equus asinus) by remote injec-
tion of medetomidine and ketamine and antagonism with ati-
pamezole. Journal of Wildlife Diseases, 48, 435–443. https://doi. org/10.7589/0090-3558-48.2.435 Taberlet, P., Waits, L. P., & Luikart, G. (1999). Noninvasive genetic sam-
pling: Look before you leap. TREE, 14, 323–327. Valiere, N., Bonenfant, C., Toïgo, C., Luikart, G., Gaillard, J. M., & Klein,
F. (2006). Importance of a pilot study for non-invasive genetic
sampling: Genotyping errors and population size estimation in red
deer. Conservation Genetics, 8, 69–78. https://doi.org/10.1007/
s10592-006-9149-2 Waits, L. P., Luikart, G. L., & Taberlet, P. (2001). Estimating the proba-
bility of identity among genotypes in natural populations: Cautions
and guidelines. Molecular Ecology, 10, 249–256. https://doi. org/10.1046/j.1365-294X.2001.01185.x How to cite this article: King SRB, Schoenecker KA, Fike JA,
Oyler-McCance SJ. Long-term persistence of horse fecal
DNA in the environment makes equids particularly good
candidates for noninvasive sampling. Ecol Evol. 2018;8:4053–
4064. https://doi.org/10.1002/ece3.3956 How to cite this article: King SRB, Schoenecker KA, Fike JA,
Oyler-McCance SJ. Long-term persistence of horse fecal
DNA in the environment makes equids particularly good
candidates for noninvasive sampling. Ecol Evol. 2018;8:4053–
4064. https://doi.org/10.1002/ece3.3956 Wasser, S. K., Houston, C. S., Koehler, G. M., Cadd, G. G., & Fain, S. R. (1997). Techniques for application of faecal DNA methods to field
studies of Ursids. Molecular Ecology, 6, 1091–1097. https://doi. org/10.1046/j.1365-294X.1997.00281.x Woodruff, S. P., Lukacs, P. M., Christianson, D., & Waits, L. P. (2016). Estimating Sonoran pronghorn abundance and survival using fecal
DNA and capture-recapture methods. Conservation Biology, 5, 1102–
1111. https://doi.org/10.1111/cobi.12710
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The effect of a prenatal lifestyle intervention on glucose metabolism: results of the Norwegian Fit for Delivery randomized controlled trial
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BMC pregnancy and childbirth
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The effect of a prenatal lifestyle intervention
on glucose metabolism: results of the
Norwegian Fit for Delivery randomized
controlled trial Linda R. Sagedal1*
, Ingvild Vistad1, Nina C. Øverby2, Elling Bere2, Monica K. Torstveit2, Hilde Lohne-Seiler2,
Elisabet R. Hillesund2, Are Pripp3 and Tore Henriksen4 * Correspondence: linda.sagedal@sshf.no
1Department of Obstetrics and Gynecology/Department of Research,
Sørlandet Hospital, Postbox 416, 4604 Kristiansand, Norway
Full list of author information is available at the end of the article © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: The effectiveness of prenatal lifestyle intervention to prevent gestational diabetes and improve maternal
glucose metabolism remains to be established. The Norwegian Fit for Delivery (NFFD) randomized, controlled trial
studied the effect of a combined lifestyle intervention provided to a general population, and found significantly
lower gestational weight gain among intervention participants but no improvement in obstetrical outcomes or the
proportion of large infants. The aim of the present study is to examine the effect of the NFFD intervention on glucose
metabolism, including an assessment of the subgroups of normal-weight and overweight/obese participants. Methods: Healthy, non-diabetic women expecting their first child, with pre-pregnancy body mass index (BMI)
≥19 kg/m2, age ≥18 years and a singleton pregnancy of ≤20 gestational-weeks were enrolled from healthcare
clinics in southern Norway. Gestational weight gain was the primary endpoint. Participants (n = 606) were
individually randomized to intervention (two dietary consultations and access to twice-weekly exercise groups)
or control group (routine prenatal care). The effect of intervention on glucose metabolism was a secondary
endpoint, measuring glucose (fasting and 2-h following 75-g glucose load), insulin, homeostatic assessment of
insulin resistance (HOMA-IR) and leptin levels at gestational-week 30. Results: Blood samples from 557 (91.9%) women were analyzed. For the total group, intervention resulted in reduced
insulin (adj. Mean diff −0.91 mU/l, p = 0.045) and leptin levels (adj. Mean diff -207 pmol/l, p = 0.021) compared to
routine care, while glucose levels were unchanged. However, the effect of intervention on both fasting and 2-h
glucose was modified by pre-pregnancy BMI (interaction p = 0.030 and p = 0.039, respectively). For overweight/obese
women (n = 158), intervention was associated with increased risk of at least one glucose measurement exceeding
International Association of Pregnancy and Diabetes Study Group thresholds (33.7% vs. 13.9%, adj. OR 3.89, p = 0.004). Conclusions: The Norwegian Fit for Delivery intervention lowered neither glucose levels nor GDM incidence, despite
reductions in insulin and leptin. Prenatal combined lifestyle interventions designed for a general population may be
unsuited to reduce GDM risk, particularly among overweight/obese women, who may require earlier and more
targeted interventions. Trial registration: ClinicalTrials.gov ID NCT01001689, registered July 2, 2009, confirmed completed October 26, 2009
(retrospectively registered). Keywords: Gestational diabetes, Intervention, Lifestyle, Overweight, Obesity © The Author(s). Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167
DOI 10.1186/s12884-017-1340-6 Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167
DOI 10.1186/s12884-017-1340-6 Open Access Intervention
l
f Details of NFFD’s dietary and physical activity compo-
nents and the rationale behind them are previously pub-
lished [17, 19]. The dietary component was based on ten
recommendations designed to increase awareness of
food choices, with advice to increase intake of water,
vegetables and fruit and reduce snack food consumption. Abstract 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 2 of 12 encompassing the cities of Kristiansand and Mandal
and the more rural surrounding areas. The protocol
for the trial is previously published [17]. Midwives at
eight healthcare clinics enrolled participants between
September 2009 and February 2013. Women were eli-
gible if they were nulliparous, with a singleton preg-
nancy of ≤20 gestational weeks, had a pre-pregnancy
body mass index (BMI) ≥19 kg/m2, were literate in
Norwegian or English, and provided signed, informed
consent. Exclusion criteria were pre-existing diabetes,
disabilities precluding participation in a physical fit-
ness program (based on national and international rec-
ommendations) [18], on-going substance abuse, or
planned relocation outside the study area before deliv-
ery. The first 20 participants comprised a feasibility
study. The protocol was modified to include a lower
age limit of 18 years and to allow randomisation after
initial questionnaires and blood tests were completed,
in order to assure that participants were sufficiently
motivated and avoid missing data. Participating clinics
documented attendance of 4245 women during the
inclusion period, of whom we estimate that 1610 were
nulliparous (Fig. 1) [16]. Ethics, consent and permissions The trial was performed in accordance with the Declar-
ation of Helsinki. The present study is a planned second-
ary analysis of the NFFD trial, and was included in the
consent and ethical approval of the trial. The Norwegian
Regional Committee for Medical Research Ethics South-
East-C approved the trial and modifications (REK reference
2009/429), including specific approval for the storage and
analysis of frozen serum in Research Biobank Notification
no. 2594. Signed, informed consent was obtained from
all participants. The Norwegian Fit for Delivery (NFFD) randomized
controlled trial tested the effect of a prenatal lifestyle
intervention consisting of dietary counseling and su-
pervised exercise groups on a general population in-
cluding normal-weight, overweight and obese women. We have previously reported that the NFFD interven-
tion resulted in a significant reduction in gestational
weight gain (GWG) of 1.3 kg from pre-pregnancy to
term but showed no significant effect of intervention
on the incidence of GDM based on 2006 World Health
Organization (WHO) criteria or on the proportion of
large newborns [16]. The aim of the present paper is to
examine the effect of intervention on levels of glucose,
insulin, homeostatic assessment of insulin resistance
(HOMA-IR) and leptin measured at gestational-week
30, including an assessment of intervention effect on
the subgroups of normal-weight and overweight/obese
women. Randomisation and blinding After receiving signed consent forms and confirming
that blood tests and questionnaires were completed, a
research nurse assigned participants consecutively to
the intervention or control arm of the study utilizing a
computer-generated list with 1:1 allocation ratio and
blocks of 20. All examinations, blood test evaluations
and scoring of questionnaires were performed by asses-
sors blinded to group allocation. Background Maternal glucose regulation appears to be fundamentally
important for fetal growth and pregnancy health. Ob-
servational studies demonstrate a linear relationship be-
tween maternal glucose levels and adverse obstetrical
outcomes, particularly fetal macrosomia [1, 2], and ran-
domized trials demonstrate that treatment of mild
hyperglycemia reduces the incidence of these same out-
comes [3, 4]. Gestational diabetes mellitus (GDM) is
defined as hyperglycemia first detected during preg-
nancy, ultimately due to insufficient insulin production
relative to the physiologic insulin resistance of preg-
nancy [5]. The level of maternal glucose that consti-
tutes a risk for mother and fetus is much debated, and
there is currently no international consensus on glucose
thresholds for the diagnosis of GDM [6–8]. Effective
antenatal lifestyle intervention to improve maternal
glucose metabolism and reduce GDM risk is in high de-
mand [9]. Trials published to date indicate that prenatal
interventions combining diet and exercise reduce gesta-
tional weight gain but not GDM risk [10–13]. Few trials
of antenatal diet and exercise have reported levels of
glucose, insulin and insulin resistance [8]. These levels
may give information about alterations in maternal
metabolism that are not disclosed by simply reporting
the incidence of GDM. Women who are overweight or
obese often enter pregnancy with increased insulin re-
sistance, and examination of glucose metabolism for
this subgroup of women is therefore of particular inter-
est [5, 14]. Leptin levels are also relevant to interven-
tions affecting weight gain, as this adipocyte appears to
play a role in glucose regulation [15]. Measurements
h immunoassay (Roche Diagnostics), with coefficient of vari-
ance of 4%. Leptin was analyzed using competitive radio-
immunoassay (Millipore), with coefficient of variance of
7%. HOMA-IR was calculated as: (insulin(mU/l) x fasting
glucose(mmol/l))/22.5. Leptin, insulin and HOMA-IR
were missing for eight participants (3 intervention, 5 con-
trol), due to errors in freezing or transport. All missing
values were considered missing completely at random. Three insulin and HOMA-IR values (1 intervention, 2
control) were excluded from analysis as outliers. The primary aims of the NFFD trial were to examine if
intervention resulted in differences in GWG, birth
weight of term infants, the proportion of term infants
>4000 g, maternal fat percent at 36 gestational-weeks,
and the incidence of operative deliveries. Maternal glucose
levels at 30 gestational-weeks was a primary endpoint,
while the proportion of women with elevated 2-h glucose
tolerance tests and measurement of hormones related to
glucose metabolism were secondary endpoints of the trial. Assessment of the subgroup of overweight/obese women
was specified in the trial protocol. Methods BMC Pregnancy and Childbirth (2017) 17:167 Page 4 of 12 Sample size We predicted a 20% prevalence of newborns with birth-
weight > 4000 g in the control group based on 2005 sta-
tistics from the Norwegian birth registry [24], and deter-
mined empirically that a reduction to 10% in the
intervention group would be clinically relevant. We cal-
culated that 198 women were required in each study
arm to demonstrate statistical significance with a power
of 80%. We also expected a 10% incidence of GDM
(based on 2-h glucose ≥7.8 mmol/l) [22, 23] in the con-
trol group, and determined that a reduction to 3% in the
intervention group would be clinically significant. We cal-
culated that we would have 80% power to detect a statisti-
cally significant difference between groups with 200
participants in each arm. To allow for participant drop-
out and premature deliveries and to allow for analysis of
subgroups, we planned to randomize 600 participants. Pre-pregnancy weight was self-reported. Participants
were weighed at their healthcare clinic at inclusion, and
at Sørlandet Hospital at 30 gestational-weeks (Tanita
BC 418, Tokyo, Japan). Feasibility study participants re-
ported their height; later participants were measured
using a stadiometer (Seca Leicester, Hamburg, Germany). Pre-pregnancy BMI was calculated based on self-reported
pre-pregnancy weight and measured height when avail-
able. Participants were weighed on admission to the
delivery ward. If missing, last weight in the prenatal record
was recorded with corresponding date. GWG at term was
calculated for women delivering at ≥37 gestational-weeks
with weight available within 2 weeks of admission. Participants completed questionnaires at trial inclusion
and at gestational-week 36, either electronically or in print. No questionnaires were completed at gestational-week 30. Diet was assessed by 43 food-frequency questions, analyzed
using a pre-determined score (range 0–10, with higher
score denoting healthier eating behavior). The score is pre-
viously described in detail, and has demonstrated acceptable
test-retest reliability [19]. Physical activity was assessed with
the International Physical Activity Questionnaire (IPAQ)
short version, scored using IPAQ analysis algorithms. The
IPAQ is validated in a Scandinavian population [21]. Methods NFFD is a randomized, blinded, controlled trial with
two parallel groups performed in southern Norway, Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 3 of 12 Fig. 1 Trial profile for analysis of glucose metabolism, Norwegian Fit for Delivery trial. Blood tests were collected after fasting and two hours after
glucose challenge at 30 weeks of gestation. Of 606 women randomized, 557 (91.9%) provided blood samples for analysis. An intention to treat
(ITT) analysis of pregnancy outcomes included 591 women, excluding 13 from trial participation as described above and excluding two of 31
who withdrew from trial participation, due to lack of consent for use of data Fig. 1 Trial profile for analysis of glucose metabolism, Norwegian Fit for Delivery trial. Blood tests were collected after fasting and two hours after
glucose challenge at 30 weeks of gestation. Of 606 women randomized, 557 (91.9%) provided blood samples for analysis. An intention to treat
(ITT) analysis of pregnancy outcomes included 591 women, excluding 13 from trial participation as described above and excluding two of 31
who withdrew from trial participation, due to lack of consent for use of data access to a NFFD internet site, and invitation to one
cooking class and one evening meeting with informa-
tion on the NFFD trial and the value of regular exercise
and healthy diet in pregnancy. There was no calorie restriction or specific limitation of
fats or carbohydrates. Counselling was performed twice,
by phone, with a four to six week interval. Counsellors
were either experienced clinical dieticians or graduate
students in public health, trained and supervised by the
NFFD team. The physical activity component consisted
of access to twice-weekly exercise classes at a local gym
facility, led by physical therapists or students in sports
science, trained and quality-controlled by the NFFD
team. Attendance was recorded. Participants were en-
couraged to engage in 30 min of moderate-intensity
physical activity on three additional days per week. Life-
style recommendations were reinforced with booklets, Participants in the control group received routine pre-
natal care following Norwegian standard: eight prenatal
appointments, including one second-trimester ultrasound
examination, with additional care as needed, provided free
of charge. Routine care includes a booklet with advice on
prenatal nutrition, physical activity and recommendations
for weight gain based on current Institute of Medicine
(IOM) guidelines (normal-weight: 11.5–16 kg, overweight:
7–11.5 kg, obese: 5–9 kg) [20]. Sagedal et al. Results d
t
t d b l
HOMA IR ( dj M
diff
0 21
Table 1 Baseline characteristics of participants
Intervention
(n = 281)
Control
(n = 276)
Mean
SD
Mean
SD
Age at trial inclusion (years)
28.0
4.2
28.0
4.5
Gestational age at inclusion (weeks)
15.4
2.7
15.6
2.5
Pre-pregnancy weight (kg)
67.5
11.9
67.3
12.4
Height (cm)
168.7
5.6
168.9
6.7
Pre-pregnancy BMI (kg/m2)
23.7
4.0
23.6
3.8
Inclusion weight (kg)a
69.8
12.2
70.1
12.6
Glucose, fasting (mmol/l)
4.43
0.38
4.45
0.40
C-Reactive Protein (mg/l)
4.38
4.26
4.36
4.04
N
%
N
%
BMI category, pre-pregnancy
Underweight
2
0.7
3
1.1
Normal-weight
193
68.7
201
72.8
Overweight
64
22.8
52
18.8
Obese
22
7.8
20
7.2
Education levelb
12 years or less
84
30.0
89
32.4
< 4 years of higher education
101
36.1
84
30.5
≥4 years of higher education
95
35.5
102
37.1
Occupationc
Employed outside the home
230
81.9
239
86.9
Student
33
11.7
16
5.8
Unemployed
7
2.5
13
4.7
Long-term sick leave
6
2.1
4
1.4
Homemaker
5
1.8
3
1.1
Cohabitationc
Husband/boyfriend/partner
274
97.5
263
95.6
Other
7
2.5
12
4.4
Household Income (NKR)d
≤400,000
89
31.7
84
30.8
401–700,000
79
28.1
76
27.8
> 700,000
99
35.2
93
34.1
Refrained from response
14
5.0
20
7.3
Smoking statusc
Smoker
8
2.8
13
4.7
Non-smoker
273
97.2
262
95.3
aWeight at inclusion was missing for 8 (2 control and 6
intervention) participants
bEducation information missing for 1 intervention and 1 control participant
cInformation on occupation, cohabitation and smoking missing for 1
control participant
dIncome information missing for 3 control participants The 606 women included in the NFFD trial were equally
distributed into intervention and control groups (Fig. 1),
of which 591 (97.5%) were included in a previously-
published intention to treat (ITT) analysis of interven-
tion effect on obstetrical outcomes [16]. An additional
34 women withdrew or were excluded from participation
(Fig. 1) such that 557 (91.9%) women were included in
the present analysis. Compared to the ITT analysis,
missing participants in the intervention group (15/296,
5.1%) were younger (24.9 vs. 28.0 years, p = 0.005), more
often
without
higher
education
(71.4%
vs. 30.0%,
p = 0.004) and reported lower income (p = 0.034), but
had a similar distribution of occupations, pre-pregnancy
BMI categories, and healthcare clinics compared with
intervention participants who were tested. Statistics Unadjusted comparison of intervention and control
groups was performed using student t-test or chi-square
test as appropriate. Difference between the randomized
groups for continuous or binary variables was assessed
using multiple linear or logistic regression models ad-
justed for age, education, income level and smoking at
inclusion, pre-pregnancy BMI category and gestational
age at measurement. Variables included in the adjusted
analysis were chosen based on clinical relevance (pre-
pregnancy BMI category and smoking) and/or measured
differences between intervention and control group (ges-
tational age at measurement) and/or measured differ-
ences between included and missing participants (age,
education and income). Effect modification between ran-
domized groups and patient characteristics on continu-
ous outcomes was assessed by an interaction term in the
multiple linear regression models. For binary outcomes,
effect modification was assessed by the Breslow-Day test
of homogeneity of odds ratios. No further adjustment
for BMI category was performed when analysis was
stratified according to pre-pregnancy BMI. P-values
<0.05 were considered statistically significant. All tests
were two-sided. We used SPSS for Windows version
21.0 for all statistical analyses. Prior
to
randomisation,
fasting
blood
tests
were
assessed for evidence of pre-existing diabetes (defined as
glucose ≥7.0 mmol/l) [22]. No participants were ex-
cluded on this basis. At gestational-week 30, plasma glu-
cose was measured after overnight fast and again at 2-h
after 75 g glucose load. All tests were performed at
Sørlandet Hospital using a Cobas 6000 c501 chemistry
analyzer (Roche Diagnostics). Glucose levels ≥7.0 mmol/l
at fasting and/or ≥7.8 mmol/l at 2-h were classified as ele-
vated, based on contemporary national [23] and WHO
2006 criteria [22], and participants and their primary care
physicians were informed. Glucose at 2-h was missing for
12 participants (9 intervention, 3 control), primarily due to
vomiting. Fasting serum samples were frozen and stored
at −80 °C. Frozen samples were analyzed at Aker Hor-
mone laboratory using a Modular E170 analyzer (Roche),
batched to decrease interassay variation. Insulin was ana-
lyzed using non-competitive electrochemoluminescence Page 5 of 12 Page 5 of 12 Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Table 1 Baseline characteristics of participants Results 95% CI
p-value
Gestational weight gain to term (kg)
From pre-pregnancy a
14.41
6.26
15.66
5.54
−1.25
−2.28, −0.22
0.017
−1.2
−2.2, −0.2
0.021
From trial inclusionb
12.11
5.17
12.99
4.68
−0.89
−1.75, −0.02
0.044
−1.0
−1.8,
−0.1
0.025
Gestational weight gain prior to glucose testing (kg)
From pre-pregnancyc
9.22
4.67
9.86
4.37
−0.64
−0.11, 1.40
0.096
−0.52
−1.28, 0.20
0.170
From trial inclusiond
6.96
3.24
7.18
2.96
−0.22
−0.72, 0.30
0.407
−0.24
−0.74, 0.27
0.359
Gestational weight gain analyzed as continuous outcome variable using Student’s t-test for unadjusted comparison of intervention and control groups, and
multiple regression analysis including age, smoking status, educational level and income at trial inclusion. Analysis of weight gain prior to glucose testing
also included gestational length at time of measurement (analysis from pre-pregnancy) or interval between measurements (analysis from trial inclusion)
aGestational weight gain to term missing for 47 participants: 31 who delivered at <37 gestational-weeks (16 intervention, 15 control) and 16 without measured
weight at or within 2 weeks of delivery (9 intervention, 7 control)
bAn additional 6 participants were without measured weight at trial inclusion (5 intervention, 1 control)
cWeight gain prior to glucose testing missing for 1 participant (intervention) without weight measured at glucose testing
dAn additional 8 participants were without weight measured at inclusion (6 intervention, 2 control) Table 2 Gestational weight gain, NFFD population Table 3 Effect of NFFD intervention on glucose regulation Table 3 Effect of NFFD intervention on glucose regulation
Intervention
Control
Intervention effect
(n = 281)
(n = 276)
Unadjusted
Adjusted
Mean
SD
Mean
SD
Mean diff. 95% CI
p-value
Adj. Mean diff. Results Missing par-
ticipants in the control group (19/295, 6.4%) were not
significantly different from those who were tested. g
y
Among women in the intervention arm, 253/281
(90.0%) received both dietary consultations, 25/281 (8.9%)
received one, and 3/281 (1.1%) received none. All received
access to exercise classes and 267/281 (95.0%) attended at
least one class. The number of classes attended prior to
glucose-testing varied from 0 to 24, with median 10. The
baseline characteristics of the 557 participants included in
the present analysis were similar in the two groups (Table
1). Participants were predominantly white, of European
descent. The majority of women in both groups were
normal-weight pre-pregnancy. Five participants with pre-
pregnancy BMI ≤18.5 kg/m2 (inclusion failures; 2 interven-
tion and 3 control participants) were included in the
normal-weight BMI category for statistical analyses. There
was a similar proportion of control and intervention par-
ticipants from each clinic (p = 0.196). Glucose-testing was
performed slightly earlier in the intervention group (29.9
vs. 30.1 gestational-weeks, p = 0.036), such that gestational
length at glucose-testing was included in adjusted analyses. The intervention group showed a statistically significant
reduction of GWG to term compared to controls, but
GWG prior to glucose-testing was not significantly differ-
ent between intervention and control groups (Table 2). There was no modification of intervention effect on GWG
based on pre-pregnancy BMI category. The effect of NFFD intervention on biochemical ele-
ments of glucose metabolism was assessed for the whole
population and for the subgroups of normal-weight
(BMI < 25, n = 399) and overweight/obese participants
(BMI ≥25 kg/m2, n = 158), see Table 3. The NFFD intervention resulted in lower insulin levels
for the intervention group vs. the control group (Table 3)
and a strong trend toward lower insulin levels among
normal-weight women (adj. Mean diff. -0.91 mU/l,
(95%CI -1.86, 0.04), p = 0.056). Normal-weight women
also had a trend toward reduced insulin resistance as demonstrated by lower HOMA-IR (adj. Mean diff. -0.21,
(95%CI -0.041, 0.01), p = 0.056). Further, the interven-
tion was associated with a significant reduction of leptin
for both the whole intervention population and the Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 6 of 12 Table 2 Gestational weight gain, NFFD population
Intervention
Control
Intervention effect
(n = 281)
(n = 276)
Unadjusted
Adjusted
Mean
SD
Mean
SD
Mean diff. 95% CI
p-value
Adj. Mean diff. Results 95% CI
p-value
Glucose, fasting (mmol/L)
Whole population
4.66
0.40
4.65
0.34
0.01
−0.05, 0.07
0.724
−0.00
−0.06, 0.06
0.912
BMI < 25 kg/m2 a
4.56
0.34
4.61
0.32
−0.05
−0.11, 0.02
0.142
−0.04
−0.10, 0.03
0.239
BMI ≥25 kg/m2 b
4.87
0.45
4.74
0.37
0.13
−0.01, 0.26
0.059
0.11
−0.02, 0.25
0.094
Glucose, 2 h (mmol/L)
Whole population
6.07
1.34
6.08
1.16
−0.01
−0.22, 0.21
0.964
0.030
−0.18, 0.24
0.776
BMI < 25 kg/m2
5.84
1.15
6.03
1.09
−0.19
−0.42, 0.03
0.089
−0.16
−0.38, 0.07
0.175
BMI ≥25 kg/m2
6.59
1.57
6.20
1.32
0.39
−0.07, 0.85
0.099
0.30
−0.18, 0.77
0.217
Insulin (mU/l)
Whole population
11.06
5.54
11.69
6.19
−0.63
−1.62, 0.36
0.210
−0.91
−1.79,-0.02
0.045
BMI < 25 kg/m2
9.37
4.20
10.28
5.25
−0.91
−1.86, 0.04
0.060
−0.93
−0.03, 1.88
0.056
BMI ≥25 kg/m2
14.81
6.28
15.62
6.91
−0.80
−2.89, 1.28
0.446
−0.83
−2.97, 1.31
0.468
HOMA-IRc
Whole population
2.34
1.30
2.45
1.41
−0.11
−0.34, 0.11
0.332
−0.18
−0.38, 0.03
0.089
BMI < 25 kg/m2
1.92
0.94
2.13
1.35
−0.20
−0.41, 0.01
0.056
−0.21
−0.41, 0.01
0.056
BMI ≥25 kg/m2
3.25
1.50
3.35
1.70
−0.09
−0.60, 0.41
0.712
−0.11
−0.63, 0.42
0.692
Leptin (pmol/l)
Whole population
2471.1
1254.1
2606.7
1215.1
−135.6
−342.7, 71.5
0.199
−207.8
−383.4, −32.1
0.021
BMI < 25 kg/m2
2048.0
982.9
2251.7
971.4
−203.7
−398.0, −9.3
0.040
−201.7
−395.4, −7.9
0.041
BMI ≥25 kg/m2
3415.7
1283.7
3587.9
1286.0
−172.3
−577.7, 233.1
0.403
−256.9
−662.2, 148.4
0.212
Hormone levels and HOMA-IR analyzed as continuous outcome variables using Student’s t-test for unadjusted comparison of intervention and control groups,
and multiple regression analysis including age, smoking status, educational level and income at trial inclusion, and gestational length at time of testing
aSubpopulation with pre-pregnancy BMI < 25 kg/m2: intervention group n = 195, control group n = 204
bSubpopulation with pre-pregnancy BMI ≥25 kg/m2: intervention group n = 86, control group n = 72
cHOMA-IR calculated as (insulin x fasting glucose)/22.5 Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 7 of 12 challenge (Table 3). However, analysis showed a significant
interaction (effect modification) between pre-pregnancy
BMI category and intervention effect on glucose levels at
both time points (p = 0.030 for fasting glucose, p = 0.039
for 2-h glucose), which is illustrated in Fig. 2. Among
overweight/obese women, there was a trend toward subgroup of normal-weight women. Results For the smaller sub-
group of overweight/obese women, there was no signifi-
cant reduction in leptin, insulin or HOMA-IR levels as
a result of intervention. The intervention had no effect on glucose levels for
the group as a whole, either fasting or 2-h after glucose Fig. 2 Interaction of NFFD intervention and pre-pregnancy BMI on glucose levels. Glucose measured after fasting and 2-h after 75 g glucose load Fig. 2 Interaction of NFFD intervention and pre-pregnancy BMI on glucose levels. Glucose measured after fasting and 2-h after 75 g glucose l Fig. 2 Interaction of NFFD intervention and pre-pregnancy BMI on glucose levels. Glucose measured after fasting and 2-h after 75 g glucose load Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 8 of 12 slightly higher fasting glucose levels for those receiving
intervention compared to controls. both when measured from pre-pregnancy and from trial
inclusion, and attended a similar number of exercise clas-
ses (median 8 vs. nine classes, p = 0.283) compared to
those who had lower glucose levels. There was no associ-
ation between dietary score or IPAQ score at inclusion
and risk of exceeding IADPSG thresholds at gestational-
week 30 (p > 0.05), for either the intervention or control
group. Glucose levels at trial inclusion were strongly asso-
ciated with exceeding IADPSG thresholds at gestational-
week 30 for both intervention and control groups, also
after adjusting for pre-pregnancy BMI category, and age,
income and educational level (p < 0.001). However, over-
weight/obese intervention participants had increased risk
of exceeding IADPG thresholds also after controlling
for glucose levels at inclusion in the adjusted analysis
(adj. OR 4.24, p = 0.004). As previously reported, there was no significant dif-
ference between intervention and control groups in the
proportion of glucose values exceeding 2006 WHO
thresholds for GDM, which are still in use in Norway. Applying proposed-revised Norwegian thresholds (fasting
glucose ≥5.3 mmol/l and/or 2-h glucose ≥9.0 mmol/l),
there was a trend toward a greater proportion of inter-
vention participants with elevated glucose (8.8% vs 4.8%,
adj. OR 2.01, 95%CI 0.95, 4.26, p = 0.069). Using thresh-
olds recommended by the International Association of
Diabetes and Pregnancy Study Groups (IADPSG) (fasting
glucose ≥5.1 mmol/l and/or 2-h glucose ≥8.5 mmol/l), the
intervention group had a significantly larger proportion
of women with one or more elevated glucose levels com-
pared to the control group (17.4 vs. 10.5%, adj. Results OR 1.8
(95%CI 1.1, 3.0) p = 0.029). Despite the increased proportion of intervention group
women with glucose levels exceeding IADPSG thresholds,
the intervention group showed no significant increase
in newborn birth-weight or the proportion of large
newborns, either for the group as a whole [16] or for
the overweight/obese subgroup (Table 4). Assessing
risk
of
exceeding
IADPSG
thresholds
showed a significant modification of intervention effect
by pre-pregnancy BMI category, stratified as normal-
weight and overweight/obese (interaction p = 0.048). While the proportion of normal-weight women with
glucose
levels
exceeding
IADPSG
thresholds
was
similar in the intervention and control groups (10.3%
and 9.3% respectively, adj. OR 1.1 (95%CI 0.6, 2.2)
p = 0.71), among overweight/obese women there was a
significantly larger proportion of intervention partici-
pants with elevated glucose levels (33.7% vs. 13.9% for
intervention and control group respectively, adj. OR 3.9
(95%CI 1.6, 9.7) p = 0.004). g
y
g
g
)
az-score and percentile determined according to population-specific assessment of birth weight according to sex and gestational age [40]
bAnalysis not performed due to small numbers adjusted analysis by Student t-test for continuous values and chi-square for binary outcomes. Adjusted analysis with additional variables of ag
el, income and smoking status at inclusion, child’s sex and gestational length at delivery (sex and gestational length not included in z-score an
gth not included in analysis of gestational age at birth) y
y
q
y
j
y
g
come and smoking status at inclusion, child’s sex and gestational length at delivery (sex and gestational length not included in z-score an
not included in analysis of gestational age at birth) length not included in analysis of gestational age at birth)
az-score and percentile determined according to population-specific assessment of birth weight according to sex and gestational age [40]
bA
l
i
f
d d
ll
b y Student t-test for continuous values and chi-square for binary outcomes. Adjusted analysis with additional variables of age, educational
oking status at inclusion, child’s sex and gestational length at delivery (sex and gestational length not included in z-score analysis, gestational
n analysis of gestational age at birth) Interpretation There is little information available to date on the effect of
prenatal combined lifestyle interventions on glucose, insu-
lin and leptin levels, as most trials report the effect of
intervention on GDM incidence rather than biochemical
parameters. The effect of NFFD intervention on the glu-
cose metabolism of normal-weight women is consistent
with the findings of Vinter et al., who reported significantly
lower insulin and HOMA-IR levels at gestational-week
28–30 following lifestyle intervention, but no significant
differences in glucose levels or the incidence of GDM,
albeit in an exclusively overweight/obese population [25]. Among non-pregnant individuals, exercise is well docu-
mented to improve glycemic control through improved
insulin sensitivity [26]. It is plausible that a combination of
exercise and diet can lessen insulin resistance, without
being of sufficient intensity and/or duration to change
plasma glucose levels. In the NFFD intervention group,
women attended a median of 10 exercise classes (9 for
overweight/obese participants) over a mean of 14 weeks
between inclusion and testing, while the intended attend-
ance was twice per week. Although we lack information
about total physical activity level during this period of
pregnancy, it is reasonable to suppose that greater compli-
ance might have resulted in greater intervention effect. However, varying compliance is a hallmark of clinical prac-
tice, such that the present results likely reflect the effect of
providing the NFFD intervention in a general population. For overweight/obese women participating in the
NFFD trial, assignment to exercise classes may have in-
advertently discouraged further leisure-time physical ac-
tivity, particularly among sedentary women. Exercise
routines were designed to adjust to varied fitness levels,
possibly allowing larger women to limit their exertion. Larger women may also have been intimidated by classes
where normal-weight women were in the majority, per-
haps explaining why overweight/obese women had lower
attendance than normal-weight participants. In addition,
NFFD dietary recommendations were not specifically de-
signed to reduce GDM risk and contained no advice on
restriction of calories, carbohydrates or fat. Our finding of an increased proportion of elevated
glucose levels among intervention participants compared
to controls was unexpected, and its significance is unclear. Reassuringly, we found no increase in large newborns
among intervention participants, an outcome that is
closely associated with elevated maternal glucose. Discussion
Main findings Overall, there was little beneficial effect of the NFFD
lifestyle intervention on participant glucose levels, al-
though there was a small but significant reduction of
insulin and leptin levels. The intervention appeared to
have divergent effect on glucose metabolism dependent
on participants’ pre-pregnancy BMI status. For normal-
weight women, the intervention had a weak positive
effect on glucose metabolism, as evidenced by a trend
(p < 0.1) toward reduced insulin and insulin-resistance Focusing on overweight/obese women in the interven-
tion group showed that those with glucose levels exceed-
ing IADPSG thresholds had similar GWG prior to testing, Table 4 Neonatal outcomes for overweight/obese NFFD participants Table 4 Neonatal outcomes for overweight/obese NFFD participants
Intervention
Control
Intervention effect
(n = 86)
(n = 72)
Unadjusted
Adjusted
Mean
SD
Mean
SD
Mean diff. 95% CI
p-value
Adj. Mean diff. 95% CI
p-value
Gestational age at birth (weeks)
39.48
1.64
39.29
1.90
0.18
−0.37, 0.74
0.51
0.23
−0.33, 0.80
0.41
Birth weight (g)
3485
484
3466
506
19
−134, 172
0.81
−24
−138, 91
0.68
Birth weight z-scorea
−0.16
0.82
−0.10
0.72
−0.06
−0.30, 0.18
0.63
−0.03
−0.27, 0.22
0.83
Length at birth (cm)
50.2
2.1
50.0
2.5
0.2
−0.5, 0.9
0.57
−0.2
−0.7, 0.3
0.51
Ponderal index
2.76
0.20
2.77
0.23
−0.01
−0.07, 0.06
0.86
0.01
−0.06, 0.08
0.83
N
%
N
%
OR
95%CI
p-value
Adj. OR
95%CI
p-value
>4 kg at term
15
18.3
9
13.6
1.41
0.58, 4.48
0.44
1.30
0.46, 3.70
0.61
>4.5 kg at term
0
0
1
1.2
b
b
0.88
b
b
1.00
Birth weight > 90th percentilea
4
4.9
3
4.5
b
b
0.95
1.58
0.31, 8.13
0.58 az-score and percentile determined according to population-specific assessment of birth weight according to sex and gestational age [40]
bAnalysis not performed due to small numbers Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 9 of 12 and significantly lower leptin values, although there was
no change in mean glucose levels or the proportion ex-
ceeding thresholds for GDM diagnosis. For overweight
and obese women this picture was different, with a trend
towards higher fasting glucose, but without any change
in the other metabolic parameters. The effect of these
trends on the prevalence of GDM varied depending on
criteria used. When IADPSG thresholds were employed an
increase in GDM was observed, whereas when using older
WHO criteria there was no difference between groups. Discussion
Main findings sensitive to interventions affecting energy metabolism and
may
precede
changes
in
glucose
levels
or
clinical
endpoints. p
The divergent effect of lifestyle intervention on glucose
metabolism based on pre-pregnancy BMI has, to our
knowledge, not previously been reported. However, earlier
trials have shown that women with higher pre-pregnancy
BMI demonstrate resistance to intervention effect. Polley
et al. reported that behavioural intervention reduced ex-
cessive GWG among normal-weight women, while over-
weight and obese women had a trend in the opposite
direction [30]. Hui et al. [31] and Phelan et al. [32] both
reported that a lifestyle intervention performed in a mixed
population only reduced GWG among normal-weight
women, and Phelan also reported a significant treatment-
by-weight interaction for gestational hypertension [32]. The BMI-modified effects of lifestyle intervention have
several possible explanations, which may be synergistic. Larger women may differ from normal-weight women in
their understanding of and compliance with intervention. Additionally, overweight and obese women may enter
trials with a metabolic state that is less sensitive to
intervention than that of normal-weight women. Interpretation Several
meta-analyses have concluded that combined lifestyle
interventions in pregnancy have no effect on risk of
GDM, with approximately half of the included trials
demonstrating a non-significant increase in risk of GDM
using varied criteria [12, 13]. The recently published
RADIEL study is one of only two trials, to our knowledge,
to report a significant reduction in the incidence of GDM
following a combined lifestyle intervention [11, 33]. While
results from individual trials must be assessed with cau-
tion, comparison may provide some insight. In contrast
to the NFFD trial, RADIEL participants were included
pre-gestation or in early pregnancy, which may be of g
g
The temporal sequence of changes in the biochemical
and clinical parameters following lifestyle intervention in
pregnancy are not well known. In the current study, the
reduction of leptin found in the total NFFD intervention
group may indicate that adipokines are sensitive to inter-
ventions affecting energy metabolism. Leptin is essential in
energy regulation and glucose metabolism [27, 28], and is
secreted by both maternal adipocytes and placental tro-
phoblasts during pregnancy [15]. Others have found that
lower mid-pregnancy leptin levels are associated with
reduced insulin resistance [28]. For the child, there is
evidence that maternal mid-pregnancy leptin may be an
indicator of fetal growth, with lower levels associated with
reduced birth weight adjusted for gestational age [29]. Adi-
pokines such as leptin may therefore be particularly Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 10 of 12 critical importance. There is evidence that disposition
for GDM is determined prior to pregnancy, with
subclinical metabolic dysfunction before conception
[14, 34]. RADIEL participants were also presumably
highly motivated, as they were included in the trial
based on their high-risk status. In contrast, including
overweight/obese women with a normal-weight popula-
tion, as was done in the NFFD trial, may have under-
mined the potentially greater importance of lifestyle
changes for this more high-risk group. exercise, which is proposed to lower insulin resistance at
least in part through up-regulation of skeletal muscle
glucose transporter protein GLUT4 [39]. Information
regarding lifestyle at the time of glucose-testing is not
available, limiting our assessment of the impact of diet
and physical activity on biochemical results. In addition,
lack of information on participants’ ethnic background
and family history, both of which can affect glucose me-
tabolism, may contribute to residual confounding. Strengths and limitations The major strengths of the NFFD trial are its randomized,
controlled design and the large size of the population
studied, with relatively few missing values. Measured
weight at inclusion and at the time of testing make it
possible to accurately assess GWG and its association
with metabolic findings. A major limitation of the
current analysis is that, although examination of the sub-
group of overweight/obese women was detailed in the
trial protocol, <30% of participants were overweight/
obese and the trial was not adequately powered to detect
changes in smaller subgroups. Intervention effect of
equivalent size may therefore be more easily detectable
in the large subgroup of normal-weight women, as in
the analysis of leptin. Another limitation is that due to
individual randomization, women living in close proxim-
ity and attending the same clinic were often in different
trial groups; it is possible that control participants were
influenced by both intervention participants and clinic
personnel who were informed of the purpose of the trial. While cluster randomization of clinics would have re-
duced such “contamination”, it would have introduced
within-clinic correlations such as familial/genetic distri-
bution, and likely required larger sample size in order to
demonstrate intervention effect [35]. Due to practical
and financial constraints, insulin resistance was assessed
using HOMA-IR, which has shown significant correlation
in pregnancy with the gold standard of the euglycemic in-
sulin clamp [36], although an index incorporating multiple
insulin
measurements
during
glucose-testing
might
more accurately reflect skeletal muscle insulin resistance
[37, 38]. This may be relevant in an intervention including Conclusions The findings of the NFFD trial contribute to the growing
evidence that GDM is difficult to prevent using combined
lifestyle interventions administered during the second
and third trimesters of pregnancy. Interventions aimed
at a general population may miss the mark, particularly
for overweight and obese women. Future research should
focus on the efficacy of early intervention, preferably
starting pre-pregnancy, and on methods for increasing
participant motivation and compliance. Authors’ contributions LRS and IV conceived the idea for the NFFD trial. LRS, NØ, EB, HLS, TH and IV
wrote the protocol. NØ, EB, MT, HLS, and ERH supervised the intervention. LRS, ERH, MT and IV supervised participant follow-up and data collection. LRS, TH, and AHP performed the data analysis. The article was written by
LRS, with substantial contributions from all co-authors. All authors read and
approved the final version. Abbreviations
d BMI: Body mass index; GDM: Gestational diabetes mellitus; GWG: Gestational
weight gain; HOMA-IR: Homeostatic assessment of insulin resistance;
IADPSG: International Association of Diabetes and Pregnancy Study Groups;
IOM: Institute of Medicine; IPAQ: International Physical Activity Questionnaire;
IPD: Individual patient data; ITT: Intention to treat; NFFD: Norwegian Fit for
Delivery; WHO: World Health Organization Availability of data and materials The dataset generated during and/or analysed during the current study are
available from the corresponding author on reasonable request. Funding The NFFD trial was funded by the Norwegian South-Eastern Regional Health
Authority, with additional funding from the municipalities of Aust Agder
and Vest Agder and the department of Research of Sørlandet Hospital. The funders had no role in study design, data collection and analysis,
decision to publish, or preparation of the manuscript. Interpretation Also
important, NFFD trial participants were predominantly
white, European and highly educated, which may limit
the external validity of results. Acknowledging that the effect of intervention may
vary significantly among groups and individuals is im-
portant in planning future studies. Also important, in
the current analysis, the effect of intervention on GDM
risk was dependent on the thresholds used. This finding
illustrates the difficulty of assessing trials that employ
varying criteria for GDM diagnosis, and suggests that
systematic review of individual patient data (IPD ana-
lysis) may be more suitable than standard meta-analysis
for exploring the effect of prenatal interventions on glu-
cose metabolism and gestational diabetes risk. Acknowledgements We thank all the women who participated in the NFFD study. Thanks to
participating healthcare clinics for data collection; the departments of Research,
Medical Biochemistry and Obstetrics and Gynecology of Sørlandet Hospital for
facilitating the study; Nils Tryland for coordinating sample analysis; Spicheren
Fitness Centre, Trivsel Health and Fitness Centre, Klinikken, and Trend Trim
Fitness Centre for the use of their gym facilities; and our NFFD fitness
instructors and diet counselors. CONSORT guidelines
h
f The reporting of NFFD trial results in the present paper adheres to CONSORT
guidelines for reporting of randomized controlled trials. 18. ACOG Committee opinion. Number 267, January 2002: Exercise during
pregnancy and the postpartum period. Obstet Gynecol. 2002;99(1):171–3. 19. Overby NC, Hillesund ER, Sagedal LR, Vistad I, Bere E. The Fit for Delivery
study: rationale for the recommendations and test-retest reliability of a
dietary score measuring adherence to 10 specific recommendations for
prevention of excessive weight gain during pregnancy. Matern Child Nutr. 2015;11(1):20–32. Consent for publication
Not applicable. 12. Bain E, Crane M, Tieu J, Han S, Crowther CA, Middleton P. Diet and exercise
interventions for preventing gestational diabetes mellitus. Cochrane Database
Syst Rev. 2015;4:Cd010443. 13. Simmons D. Prevention of gestational diabetes mellitus: where are we now? Diabetes Obes Metab. 2015;17(9):824–34. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Received: 19 October 2016 Accepted: 23 May 2017 23. Tore Henriksen HT, Torun C. Veileder i Fødselshjelp 2008 In: Veileder i
Fødselshjelp 2008. Edited by Norsk Gynekologisk Forening (Norwegian
Society of Gynecology and Obstetrics); 2008. p. 112. 24. Hånes H. Birth weight in Norway– fact sheet with statistics. Norwegian
Institute of Public Health; 2005. References 1. Metzger BE, Lowe LP, Dyer AR, Trimble ER, Chaovarindr U, Coustan DR, et al. Hyperglycemia and adverse pregnancy outcomes. N Engl J Med. 2008;
358(19):1991–2002. 1. Metzger BE, Lowe LP, Dyer AR, Trimble ER, Chaovarindr U, Coustan DR, et al. Hyperglycemia and adverse pregnancy outcomes. N Engl J Med. 2008;
358(19):1991–2002. 25. Vinter CA, Jorgensen JS, Ovesen P, Beck-Nielsen H, Skytthe A, Jensen DM. Metabolic effects of lifestyle intervention in obese pregnant women. Results
from the randomized controlled trial 'Lifestyle in Pregnancy' (LiP). Diabet
Med. 2014;31(11):1323–30. 2. Landon MB, Mele L, Spong CY, Carpenter MW, Ramin SM, Casey B, et al. The
relationship between maternal glycemia and perinatal outcome. Obstet
Gynecol. 2011;117(2 Pt 1):218–24. 2. Landon MB, Mele L, Spong CY, Carpenter MW, Ramin SM, Casey B, et al. The
relationship between maternal glycemia and perinatal outcome. Obstet
Gynecol. 2011;117(2 Pt 1):218–24. 26. Borghouts LB, Keizer HA. Exercise and insulin sensitivity: a review. Int J
Sports Med. 2000;21(1):1–12. 3. Landon MB, Spong CY, Thom E, Carpenter MW, Ramin SM, Casey B, et al. A multicenter, randomized trial of treatment for mild gestational diabetes. N Engl J Med. 2009;361(14):1339–48. 3. Landon MB, Spong CY, Thom E, Carpenter MW, Ramin SM, Casey B, et al. A multicenter, randomized trial of treatment for mild gestational diabetes. N Engl J Med. 2009;361(14):1339–48. 27. Chehab FF. 20 years of leptin: leptin and reproduction: past milestones,
present undertakings, and future endeavors. J Endocrinol. 2014;223(1):
T37–48. 4. Crowther CA, Hiller JE, Moss JR, McPhee AJ, Jeffries WS, Robinson JS. Effect of
treatment of gestational diabetes mellitus on pregnancy outcomes. N Engl J
Med. 2005;352(24):2477–86. 28. McIntyre HD, Chang AM, Callaway LK, Cowley DM, Dyer AR, Radaelli T, et al. Hormonal and metabolic factors associated with variations in insulin
sensitivity in human pregnancy. Diabetes Care. 2010;33(2):356–60. 5. Lain KY, Catalano PM. Metabolic changes in pregnancy. Clin Obstet Gynecol. 2007;50(4):938–48. 29. Shroff MR, Holzman C, Tian Y, Evans RW, Sikorskii A. Mid-pregnancy
maternal leptin levels, birthweight for gestational age and preterm
delivery. Clin Endocrinol. 2013;78(4):607–13. 6. Metzger BE, Gabbe SG, Persson B, Buchanan TA, Catalano PA, Damm P,
et al. International association of diabetes and pregnancy study groups
recommendations on the diagnosis and classification of hyperglycemia
in pregnancy. Diabetes Care. 2010;33(3):676–82. 30. Polley BA, Wing RR, Sims CJ. Randomized controlled trial to prevent
excessive weight gain in pregnant women. Int J Obes Relat Metab Disord. 2002;26(11):1494–502. 7. Ethics approval and consent to participate The Norwegian Regional Committee for Medical Research Ethics (REK)
South-East-C approved the NFFD trial protocol and modifications (REK
reference 2009/429). REK South-East is affiliated with the Faculty of Medicine
of the University of Oslo, and responsible for all research conducted in the
South-Eastern region of Norway. The C-group of REK South-East provided
approval for the NFFD trial, including Sørlandet Hospital and all involved
healthcare clinics. Initial approval December 8, 2008 and July 28, 2009;
approval of modification August 23, 2010. All participants provided informed
written consent to participation. 14. Catalano P, de Mouzon SH. Maternal obesity and metabolic risk to the
offspring: why lifestyle interventions may have not achieved the desired
outcomes. Int J Obes. 2015;39(4):642–9. 15. Fasshauer M, Bluher M, Stumvoll M. Adipokines in gestational diabetes. Lancet Diab Endocrinol. 2014;2(6):488–99. 16. Sagedal LR, Overby NC, Bere E, Torstveit MK, Lohne-Seiler H, Smastuen M, et al. Lifestyle intervention to limit gestational weight gain: the Norwegian Fit for
Delivery randomised controlled trial. BJOG. 2017;124(1):97–109. Epub Jan 2016. 17. Sagedal LR, Overby NC, Lohne-Seiler H, Bere E, Torstveit MK, Henriksen T,
et al. Study protocol: fit for delivery - can a lifestyle intervention in
pregnancy result in measurable health benefits for mothers and newborns? A randomized controlled trial. BMC Public Health. 2013;13:132. Competing interests LRS received a research grant from the South-Eastern Norway Regional
Health Authority in order to perform the NFFD trial. The authors declare
that they have no competing interests. Page 11 of 12 Page 11 of 12 Page 11 of 12 Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Author details
1 20. Institute of Medicine and National Research Council. Weight gain during
pregnancy: Reexamining the guidelines. Washington, D.C.: National
Academies Press; 2009. 1Department of Obstetrics and Gynecology/Department of Research,
Sørlandet Hospital, Postbox 416, 4604 Kristiansand, Norway. 2Department of
Public Health, Sports and Nutrition, University of Agder, Postbox 422, 4604
Kristiansand, Norway. 3Department of Biostatistics and Epidemiology, Oslo
U i
it H
it l P
tb
4950 N d l
0424 O l
N
4S
ti
f 1Department of Obstetrics and Gynecology/Department of Research,
Sørlandet Hospital, Postbox 416, 4604 Kristiansand, Norway. 2Department of
Public Health, Sports and Nutrition, University of Agder, Postbox 422, 4604
Kristiansand, Norway. 3Department of Biostatistics and Epidemiology, Oslo
University Hospital, Postbox 4950, Nydalen, 0424 Oslo, Norway. 4Section of
Obstetrics, Women and Children’s Division, Oslo University Hospital and
University of Oslo, Postbox 4950, Nydalen, 0424 Oslo, Norway. 21. Craig CL, Marshall AL, Sjostrom M, Bauman AE, Booth ML, Ainsworth BE,
et al. International physical activity questionnaire: 12-country reliability and
validity. Med Sci Sports Exerc. 2003;35(8):1381–95. 22. World Health Organization. Definition and Diagnosis of Diabetes Mellitus
and Intermediate Hyperglycaemia: Report of a WHO/IDF Consultation. Geneva: World Health Organization; 2006. Received: 19 October 2016 Accepted: 23 May 2017 Received: 19 October 2016 Accepted: 23 May 2017 References McIntyre HD, Colagiuri S, Roglic G, Hod M. Diagnosis of GDM: a suggested
consensus. Best Pract Res Clin Obstet Gynaecol. 2015;29(2):194–205. 31. Hui AL, Back L, Ludwig S, Gardiner P, Sevenhuysen G, Dean HJ, et al. Effects of
lifestyle intervention on dietary intake, physical activity level, and gestational
weight gain in pregnant women with different pre-pregnancy body mass
index in a randomized control trial. BMC Pregnancy Childbirth. 2014;14:331. 8. Agha-Jaffar R, Oliver N, Johnston D, Robinson S. Gestational diabetes
mellitus: does an effective prevention strategy exist? Nat Rev Endocrinol. 2016;12(9):533–46. 8. Agha-Jaffar R, Oliver N, Johnston D, Robinson S. Gestational diabetes
mellitus: does an effective prevention strategy exist? Nat Rev Endocrinol. 2016;12(9):533–46. 32. Phelan S, Phipps MG, Abrams B, Darroch F, Schaffner A, Wing RR. Randomized
trial of a behavioral intervention to prevent excessive gestational weight gain:
the Fit for Delivery Study. Am J Clin Nutr. 2011;93(4):772–9. 9. Phelan S. Windows of opportunity for lifestyle interventions to prevent
gestational diabetes mellitus. Am J Perinatol. 2016;33(13):1291–9. 9. Phelan S. Windows of opportunity for lifestyle interventions to prevent
gestational diabetes mellitus. Am J Perinatol. 2016;33(13):1291–9. 10. Thangaratinam S, Rogozinska E, Jolly K, Glinkowski S, Roseboom T,
Tomlinson JW, Kunz R, Mol BW, Coomarasamy A, Khan KS. Effects
of interventions in pregnancy on maternal weight and obstetric
outcomes: meta-analysis of randomised evidence. BMJ (Clinical
research ed). 2012;344:e2088. 33. Petrella E, Malavolti M, Bertarini V, Pignatti L, Neri I, Battistini NC, et al. Gestational weight gain in overweight and obese women enrolled in a
healthy lifestyle and eating habits program. J Matern Fetal Neonatal Med. 2014;27(13):1348–52. 34. Hedderson MM, Darbinian J, Havel PJ, Quesenberry CP, Sridhar S, Ehrlich S,
et al. Low Prepregnancy Adiponectin concentrations are associated with a
marked increase in risk for development of gestational diabetes mellitus. Diabetes Care. 2013;36(12):3930–7. 11. Koivusalo SB, Rono K, Klemetti MM, Roine RP, Lindstrom J, Erkkola M, et al. Gestational diabetes mellitus can be prevented by lifestyle intervention: the
Finnish gestational diabetes prevention study (RADIEL): a randomized
controlled trial. Diabetes Care. 2016;39(1):24–30. Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 35.
Sanson-Fisher RW, Bonevski B, Green LW, D'Este C. Limitations of the
randomized controlled trial in evaluating population-based health
interventions. Am J Prev Med. 2007;33(2):155–61.
36.
Kirwan JP, Huston-Presley L, Kalhan SC, Catalano PM. Clinically useful
estimates of insulin sensitivity during pregnancy: validation studies in
women with normal glucose tolerance and gestational diabetes mellitus.
Diabetes Care. 2001;24(9):1602–7.
37.
Matsuda M, DeFronzo RA. Insulin sensitivity indices obtained from oral
glucose tolerance testing: comparison with the euglycemic insulin clamp.
Diabetes Care. 1999;22(9):1462–70.
38.
Abdul-Ghani MA, Matsuda M, Balas B, DeFronzo RA. Muscle and liver insulin
resistance indexes derived from the oral glucose tolerance test. Diabetes
Care. 2007;30(1):89–94.
39.
Mottola MF, Artal R. Fetal and maternal metabolic responses to exercise
during pregnancy. Early Hum Dev. 2016;94:33–41.
40.
Skjærven R, Gjessing HK, Bakketeig LS. Birthweight by gestational age in
Norway Acta Obstet Gynecol Scand 2000;79(6):440–9 Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 Page 12 of 12 Page 12 of 12 35. Sanson-Fisher RW, Bonevski B, Green LW, D'Este C. Limitations of the
randomized controlled trial in evaluating population-based health
interventions. Am J Prev Med. 2007;33(2):155–61. 36. Kirwan JP, Huston-Presley L, Kalhan SC, Catalano PM. Clinically useful
estimates of insulin sensitivity during pregnancy: validation studies in
women with normal glucose tolerance and gestational diabetes mellitus. Diabetes Care. 2001;24(9):1602–7. 37. Matsuda M, DeFronzo RA. Insulin sensitivity indices obtained from oral
glucose tolerance testing: comparison with the euglycemic insulin clamp. Diabetes Care. 1999;22(9):1462–70. 38. Abdul-Ghani MA, Matsuda M, Balas B, DeFronzo RA. Muscle and liver insulin
resistance indexes derived from the oral glucose tolerance test. Diabetes
Care. 2007;30(1):89–94. 39. Mottola MF, Artal R. Fetal and maternal metabolic responses to exercise
during pregnancy. Early Hum Dev. 2016;94:33–41. 40. Skjærven R, Gjessing HK, Bakketeig LS. Birthweight by gestational age in
Norway. Acta Obstet Gynecol Scand. 2000;79(6):440–9. 35. Sanson-Fisher RW, Bonevski B, Green LW, D'Este C. Limitations of the
randomized controlled trial in evaluating population-based health
interventions. Am J Prev Med. 2007;33(2):155–61. 36. Kirwan JP, Huston-Presley L, Kalhan SC, Catalano PM. Clinically useful
estimates of insulin sensitivity during pregnancy: validation studies in
women with normal glucose tolerance and gestational diabetes mellitus
Diabetes Care. 2001;24(9):1602–7. 36. Kirwan JP, Huston-Presley L, Kalhan SC, Catalano PM. Clinically useful
estimates of insulin sensitivity during pregnancy: validation studies in
women with normal glucose tolerance and gestational diabetes mellitus. Diabetes Care. 2001;24(9):1602–7. 37. Matsuda M, DeFronzo RA. Insulin sensitivity indices obtained from oral
glucose tolerance testing: comparison with the euglycemic insulin clamp. Diabetes Care. 1999;22(9):1462–70. 37. Matsuda M, DeFronzo RA. Insulin sensitivity indices obtained from oral
glucose tolerance testing: comparison with the euglycemic insulin clamp. Diabetes Care. 1999;22(9):1462–70. 38. Abdul-Ghani MA, Matsuda M, Balas B, DeFronzo RA. Muscle and liver insulin
resistance indexes derived from the oral glucose tolerance test. Diabetes
Care. 2007;30(1):89–94. 38. Abdul-Ghani MA, Matsuda M, Balas B, DeFronzo RA. Muscle and liver insulin
resistance indexes derived from the oral glucose tolerance test. Diabetes
Care. 2007;30(1):89–94. 39. Mottola MF, Artal R. Fetal and maternal metabolic responses to exercise
during pregnancy. Early Hum Dev. 2016;94:33–41. 40. Skjærven R, Gjessing HK, Bakketeig LS. Birthweight by gestational age in
Norway. Acta Obstet Gynecol Scand. 2000;79(6):440–9. 40. Skjærven R, Gjessing HK, Bakketeig LS. Birthweight by gestational age in
Norway. Acta Obstet Gynecol Scand. 2000;79(6):440–9. Sagedal et al. BMC Pregnancy and Childbirth (2017) 17:167 • We accept pre-submission inquiries
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Peer Review #3 of "Hyperoside alleviates doxorubicin-induced myocardial cells apoptosis by inhibiting the apoptosis signal-regulating kinase 1/p38 pathway (v0.1)"
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Manuscript to be reviewed Manuscript to be reviewed 12
Abstract 26
Results: Hyperoside ameliorated DOX-induced oxidative stress in HL-1 cells, up-regulated GSH,
27
SOD and CAT activity, reduced ROS production and inhibited MDA overproduction. Moreover,
28
in addition to promoting HL-1 cell apoptosis, DOX administration also increased B-cell
29
lymphoma (Bcl)-2-associated X-protein and cleaved caspase-3 protein levels and decreased Bcl-
30
2 protein level. Hyperoside therapy, however, significantly reversed the impact of DOX on the
31
cardiomyocytes. Mechanically, DOX treatment increased the phosphorylation of the ASK1/p38
32
axis whereas hyperoside treatment attenuated those changes. In a further step, hyperoside
33
synergizes with DOX to kill MDA-MB-231 cells. 34
Conclusions: Hyperoside protects HL-1 cells from DOX-induced cardiotoxicity by inhibiting the
35
ASK1/p38 signaling pathway. Meanwhile, hyperoside maintained the toxicity of DOX in MDA-
36
MB-231 cells. 34
Conclusions: Hyperoside protects HL-1 cells from DOX-induced cardiotoxicity by inhibiting the
35
ASK1/p38 signaling pathway. Meanwhile, hyperoside maintained the toxicity of DOX in MDA-
36
MB-231 cells. Hyperoside alleviates doxorubicin-induced myocardial cells
apoptosis by inhibiting the apoptosis signal-regulating kinase
1 /p38 pathway Lingxia Chen
1, 2 , Zhi Qin
1, 2 , Zhong-bao Ruan
Corresp. 1, 2 1 Department of Cardiology, Nanjing University of Traditional Chinese Medicine, Nanjing, Jiangsu, China
2 Department of Cardiology, Taizhou People’s Hospital, Taizhou, Jiangsu, China
Corresponding Author: Zhong-bao Ruan
Email address: tzcardiac@163.com Background: Cardiotoxicity is a side effect of the anthracycline broad-spectrum anti-
tumor agent, doxorubicin (DOX). Hyperoside, a flavonoid glycoside extracted from many
herbs, has anti-apoptotic and anticancer properties. However, its impact on the alleviation
of DOX-induced apoptosis in cardiomyocytes remains elusive. Methods: The HL-1 cell line
was treated with 100 μM hyperoside for 1 h prior to treatment with 100 μM hyperoside and
1 μM DOX for 24 h. Cell counting kit-8 (CCK-8) assay was used to detect cell viability;
DCFH-DA fluorescent probe was used to detect (reactive oxygen species) ROS; biochemical
methods was used to detect the activity of glutathione (GSH), catalase (CAT), superoxide
dismutase (SOD), malondialdehyde (MDA); the degree of apoptosis following DOX insult
was assessed using immunofluorescence staining and terminal deoxynucleotidyl
transferase mediated deoxy uridine triphosphate nick end labeling (TUNEL) assay; the
change in protein expression of apoptosis signal-regulating kinase 1 (ASK1), p38, and
apoptosis markers was determined using western blot. Results: Hyperoside ameliorated
DOX-induced oxidative stress in HL-1 cells, up-regulated GSH, SOD and CAT activity,
reduced ROS production and inhibited MDA overproduction. Moreover, in addition to
promoting HL-1 cell apoptosis, DOX administration also increased B-cell lymphoma (Bcl)-2-
associated X-protein and cleaved caspase-3 protein levels and decreased Bcl-2 protein
level. Hyperoside therapy, however, significantly reversed the impact of DOX on the
cardiomyocytes. Mechanically, DOX treatment increased the phosphorylation of the
ASK1/p38 axis whereas hyperoside treatment attenuated those changes. In a further step,
hyperoside synergizes with DOX to kill MDA-MB-231 cells. Conclusions: Hyperoside
protects HL-1 cells from DOX-induced cardiotoxicity by inhibiting the ASK1/p38 signaling
pathway. Meanwhile, hyperoside maintained the cytotoxicity of DOX in MDA-MB-231 cells. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 1
Hyperoside alleviates doxorubicin-induced myocardial cells apoptosis by inhibiting the apoptosis
2
signal-regulating kinase 1/p38 pathway
3
4
Lingxia Chen1,2, Zhi Qin1,2 , Zhong-bao Ruan1, 2
5
6
1 Department of Cardiology, Nanjing University of Traditional Chinese Medicine, Nanjing,
7
Jiangsu, China
8
2 Department of Cardiology, Taizhou People’s Hospital, Taizhou, Jiangsu, China
9
10
Correspondence E-mail: tzcardiac@163.com (Zhong-bao Ruan)
11
12
Abstract
13
Background: Cardiotoxicity is a side effect of the anthracycline broad-spectrum anti-tumor
14
agent, doxorubicin (DOX). Hyperoside, a flavonoid glycoside extracted from many herbs, has
15
anti-apoptotic and anticancer properties. However, its impact on the alleviation of DOX-induced
16
apoptosis in cardiomyocytes remains elusive. 17
Methods: The HL-1 cell line was treated with 100 μM hyperoside for 1 h prior to treatment with
18
100 μM hyperoside and 1 μM DOX for 24 h. Cell counting kit-8 (CCK-8) assay was used to
19
detect cell viability; DCFH-DA fluorescent probe was used to detect (reactive oxygen species)
20
ROS; biochemical methods was used to detect the activity of glutathione (GSH), catalase (CAT),
21
superoxide dismutase (SOD), malondialdehyde (MDA); the degree of apoptosis following DOX
22
insult was assessed using immunofluorescence staining and terminal deoxynucleotidyl
23
transferase mediated deoxy uridine triphosphate nick end labeling (TUNEL) assay; the change in
24
protein expression of apoptosis signal-regulating kinase 1 (ASK1), p38, and apoptosis markers
25
was determined using western blot. 26
Results: Hyperoside ameliorated DOX-induced oxidative stress in HL-1 cells, up-regulated GSH,
27
SOD and CAT activity, reduced ROS production and inhibited MDA overproduction. Moreover,
28
in addition to promoting HL-1 cell apoptosis, DOX administration also increased B-cell
29
lymphoma (Bcl)-2-associated X-protein and cleaved caspase-3 protein levels and decreased Bcl-
30
2 protein level. Hyperoside therapy, however, significantly reversed the impact of DOX on the
31
cardiomyocytes. Mechanically, DOX treatment increased the phosphorylation of the ASK1/p38
32
axis whereas hyperoside treatment attenuated those changes. In a further step, hyperoside
33
synergizes with DOX to kill MDA-MB-231 cells. 34
Conclusions: Hyperoside protects HL-1 cells from DOX-induced cardiotoxicity by inhibiting the
35
ASK1/p38 signaling pathway. Meanwhile, hyperoside maintained the toxicity of DOX in MDA-
36
MB-231 cells. 37 Manuscript to be reviewed 49
Apoptosis signal-regulated kinase 1 (ASK1) is a type of reactive oxygen species (ROS)-sensitiv
50
mitogen-activated protein kinase (MAP3K) that activates p38 and c-Jun N-terminal kinase (JNK
51
pathways via a cascade connection mediated by MAP kinase kinases to cause cell apoptosis. 52
Evidence has reported that the ROS-ASK1-p38 pathway is significant for the treatment of
53
cardiomyocyte apoptosis using DOX (Jiang L et al.,2020). Additionally, Kun et al. reported tha
54
DOX-induced oxidative stress caused the phosphorylation of ASK1 and p38, podocyte damage
55
and ultimately, renal injury in murine podocytes (Gao K et al., 2014). Inhibition of the ROS-
56
ASK1-p38 pathway decreases apoptosis in conditions such as subarachnoid hemorrhage (Gao X
57
et al., 2022), non-alcoholic steatohepatitis (Lan T et al., 2022), and diabetic cardiomyopathy
58
(Ding W et al., 2021). Hyperoside, a flavonoid glycoside extracted from various herbs, such as
59
Hypericaceae and Rosaceae, has several cytoprotective properties, including anti-apoptosis,
60
antioxidation, and anticancer property (Wang Q et al., 2022; Ferenczyova K, Kalocayova B &
61
Bartekova M, 2020). Hyperoside reduces mitochondrial dysfunction in podocytes during DOX-
62
induced kidney injury (Chen Z et al.,2017). Additionally, hyperoside has been reported to reduc
63
damage and oxidative stress in human keratinocyte cells by negatively regulating the p38
64
signaling pathway (Charachit N et al., 2022). However, whether hyperoside can protect
65
cardiomyocytes from DOX-induced apoptosis and its underlying mechanism have not yet been
66
fully elucidated. 67
In our work, we explored the impact of hyperoside on DIC in an HL-1 cardiomyocyte cell
68
line. 69
70
Materials & Methods
71
2.1 Materials
72
Hyperoside was purchased from MedChemExpress (USA) as a crystalline powder with a
73
purity of 99.56%. It was dissolved in DMSO and prepared into a mother liquor of 100mM. DOX
74
was purchased from MedChemExpress as a crystalline powder with a purity of 99.48%. It was
75
dissolved in DMSO and prepared as a 10 mM mother liquor. The were diluted to the desired
76
concentration when using. One-step terminal deoxynucleotidyl transferase deoxyuridine
77
triphosphate nick end labeling (TUNEL) apoptosis assay kit, reactive oxygen species (ROS)
78
assay kit and malondialdehyde (MDA) content assay kit purchased from Beyotime Biotech Inc
79
(Shanghai, China). 38
Introduction 39
Doxorubicin (DOX) is an anthracycline antibiotic used in clinical practice for tumor
40
chemotherapy (Herrmann J, 2020; Sawicki KT et al., 2021). Research has revealed that DOX has PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 45
There are various mechanisms of DIC, among which oxidative stress, mitochondrial dysfunction,
46
and apoptosis have been most widely reported (Wallace KB, Sardão VA & Oliveira PJ, 2020;
47
Wenningmann N et al., 2019). Therefore, pharmacological interventions are required in these
48
patients to attenuate DIC. 49
Apoptosis signal-regulated kinase 1 (ASK1) is a type of reactive oxygen species (ROS)-sensitive
50
mitogen-activated protein kinase (MAP3K) that activates p38 and c-Jun N-terminal kinase (JNK)
51
pathways via a cascade connection mediated by MAP kinase kinases to cause cell apoptosis. 52
Evidence has reported that the ROS-ASK1-p38 pathway is significant for the treatment of
53
cardiomyocyte apoptosis using DOX (Jiang L et al.,2020). Additionally, Kun et al. reported that
54
DOX-induced oxidative stress caused the phosphorylation of ASK1 and p38, podocyte damage,
55
and ultimately, renal injury in murine podocytes (Gao K et al., 2014). Inhibition of the ROS-
56
ASK1-p38 pathway decreases apoptosis in conditions such as subarachnoid hemorrhage (Gao X
57
et al., 2022), non-alcoholic steatohepatitis (Lan T et al., 2022), and diabetic cardiomyopathy
58
(Ding W et al., 2021). Hyperoside, a flavonoid glycoside extracted from various herbs, such as
59
Hypericaceae and Rosaceae, has several cytoprotective properties, including anti-apoptosis,
60
antioxidation, and anticancer property (Wang Q et al., 2022; Ferenczyova K, Kalocayova B &
61
Bartekova M, 2020). Hyperoside reduces mitochondrial dysfunction in podocytes during DOX-
62
induced kidney injury (Chen Z et al.,2017). Additionally, hyperoside has been reported to reduce
63
damage and oxidative stress in human keratinocyte cells by negatively regulating the p38
64
signaling pathway (Charachit N et al., 2022). However, whether hyperoside can protect
65
cardiomyocytes from DOX-induced apoptosis and its underlying mechanism have not yet been
66
fully elucidated. 43
quarter of patients undergo chemotherapy-induced DIC in a dose-dependent manner, which
44
severely restricts the clinical application of DOX (Swain SM, Whaley FS & Ewer MS, 2003). 45
There are various mechanisms of DIC, among which oxidative stress, mitochondrial dysfunctio
46
and apoptosis have been most widely reported (Wallace KB, Sardão VA & Oliveira PJ, 2020;
47
Wenningmann N et al., 2019). Therefore, pharmacological interventions are required in these
48
patients to attenuate DIC. Manuscript to be reviewed 41
a strong binding affinity for topoisomerase and accumulates in cardiomyocytes as an isomer,
42
causing severe DOX-induced cardiotoxicity (DIC) (Sangweni NF et al.,2022). Clinically, one-
43
quarter of patients undergo chemotherapy-induced DIC in a dose-dependent manner, which
44
severely restricts the clinical application of DOX (Swain SM, Whaley FS & Ewer MS, 2003). 45
There are various mechanisms of DIC, among which oxidative stress, mitochondrial dysfunction,
46
and apoptosis have been most widely reported (Wallace KB, Sardão VA & Oliveira PJ, 2020;
47
Wenningmann N et al., 2019). Therefore, pharmacological interventions are required in these
48
patients to attenuate DIC. 49
Apoptosis signal-regulated kinase 1 (ASK1) is a type of reactive oxygen species (ROS)-sensitive
50
mitogen-activated protein kinase (MAP3K) that activates p38 and c-Jun N-terminal kinase (JNK)
51
pathways via a cascade connection mediated by MAP kinase kinases to cause cell apoptosis. 52
Evidence has reported that the ROS-ASK1-p38 pathway is significant for the treatment of
53
cardiomyocyte apoptosis using DOX (Jiang L et al.,2020). Additionally, Kun et al. reported that
54
DOX-induced oxidative stress caused the phosphorylation of ASK1 and p38, podocyte damage,
55
and ultimately, renal injury in murine podocytes (Gao K et al., 2014). Inhibition of the ROS-
56
ASK1-p38 pathway decreases apoptosis in conditions such as subarachnoid hemorrhage (Gao X
57
et al., 2022), non-alcoholic steatohepatitis (Lan T et al., 2022), and diabetic cardiomyopathy
58
(Ding W et al., 2021). Hyperoside, a flavonoid glycoside extracted from various herbs, such as
59
Hypericaceae and Rosaceae, has several cytoprotective properties, including anti-apoptosis,
60
antioxidation, and anticancer property (Wang Q et al., 2022; Ferenczyova K, Kalocayova B &
61
Bartekova M, 2020). Hyperoside reduces mitochondrial dysfunction in podocytes during DOX-
62
induced kidney injury (Chen Z et al.,2017). Additionally, hyperoside has been reported to reduce
63
damage and oxidative stress in human keratinocyte cells by negatively regulating the p38
64
signaling pathway (Charachit N et al., 2022). However, whether hyperoside can protect
65
cardiomyocytes from DOX-induced apoptosis and its underlying mechanism have not yet been
66
fully elucidated. 41
a strong binding affinity for topoisomerase and accumulates in cardiomyocytes as an isomer,
42
causing severe DOX-induced cardiotoxicity (DIC) (Sangweni NF et al.,2022). Clinically, one-
43
quarter of patients undergo chemotherapy-induced DIC in a dose-dependent manner, which
44
severely restricts the clinical application of DOX (Swain SM, Whaley FS & Ewer MS, 2003). 86
2.2 Cell culture and treatments 98
CCK-8 test was used to detecte cell viability. To determine the optimal concentration of DOX
99
that can lead to a survival rate close to but not exceeding, 50%, we used DOX of different
100
concentrations (0 μM, 0.1 μM, 0.5 μM, 1 μM, 2 μM, 3 μM, 4 μM, 5 μM, and 10 μM) to treat the
101
HL-1 cells. To determine the safe contentration range of hyperoside that will not cause severe
102
cell toxicity, we treated HL-1 cells with hyperoside at concentrations of 0−500 μM (0 μM, 5 μM,
103
10 μM, 50 μM, 100 μM, 200 μM, 300 μM, 400 μM and 500 μM). Further, hyperoside of final
104
concentrations (0 μM, 25 μM, 50 μM, 100 μM, 125 μM, 150 μM, and 175 μM) was used to
105
examine whether it will inhibit DOX-induced cell injuring in HL1 cells. After incubation for 24
106
hours, ten microliters of CCK-8 reagent were added into each well of a 96-well plate and then
107
incubated at 37 ℃for two hours. The absorbance of optical density (OD) value at 450 nm was
108
measured using a microplate reader (Bio Tek, Vermont, USA). Each treatment was performed in
109
triplicate. The percentage of cell viability for each group was calculated as follows: cell viability
110
rate = OD of the experimental group/OD of the control group ×100. 111 Manuscript to be reviewed Manuscript to be reviewed 81
Technology Co., Ltd. (Beijing, China).Cell counting kit-8 (CCK-8) was purchased from Apexbio
82
(USA). Fetal bovine serum (Bovine serum) was purchased from Sigma (Santa Clara, CA, USA). 83
HL-1 cells and MDA-MB-231 cells were obtained from Shanghai Fuheng Biotechnology Co.,
84
Ltd. (Shanghai, China). 85
86
2.2 Cell culture and treatments
87
HL-1 cells were cultured in the Claycomb media (Sigma, USA) containing 10% fetal bovine
88
serum, 2 mM L-glutamine (Solarbio, China), 100 U/mL penicillin (Gibco, USA) and 100 μg/mL
89
streptomycin (Gibco, USA) at 37 ℃. Cells were randomly allocated into four groups, i.e., the
90
control, hyperoside, DOX and DOX + hyperoside groups. Cells in the control group were
91
cultured in the medium for 24 h; cells in the hyperoside group were cultured in a medium
92
supplemented with 100 μM hyperoside for 24 h; cells in the DOX group were cultured in a
93
medium supplemented with 1 μM DOX for 24 h; cells in the DOX + hyperoside group were
94
pretreated with 100 μM hyperoside for 1 h and then treated with 100 μM hyperoside and 1 μM
95
DOX together for 24 hours. 96
97
2.3 Test for cell viability
98
CCK-8 test was used to detecte cell viability. To determine the optimal concentration of DOX
99
that can lead to a survival rate close to but not exceeding, 50%, we used DOX of different
100
concentrations (0 μM, 0.1 μM, 0.5 μM, 1 μM, 2 μM, 3 μM, 4 μM, 5 μM, and 10 μM) to treat the
101
HL-1 cells. To determine the safe contentration range of hyperoside that will not cause severe
102
cell toxicity, we treated HL-1 cells with hyperoside at concentrations of 0−500 μM (0 μM, 5 μM,
103
10 μM, 50 μM, 100 μM, 200 μM, 300 μM, 400 μM and 500 μM). Further, hyperoside of final
104
concentrations (0 μM, 25 μM, 50 μM, 100 μM, 125 μM, 150 μM, and 175 μM) was used to
105
examine whether it will inhibit DOX-induced cell injuring in HL1 cells. After incubation for 24
106
hours, ten microliters of CCK-8 reagent were added into each well of a 96-well plate and then
107
incubated at 37 ℃for two hours. The absorbance of optical density (OD) value at 450 nm was
108
measured using a microplate reader (Bio Tek, Vermont, USA). Manuscript to be reviewed Catalase (CAT) activity assay kit, superoxide dismutase (SOD) activity assa
80
kit and reduced glutathione (GSH) content assay kit purchased from Solarbio Science & 67
In our work, we explored the impact of hyperoside on DIC in an HL-1 cardiomyocyte cell
68
line. 69 72
Hyperoside was purchased from MedChemExpress (USA) as a crystalline powder with a
73
purity of 99.56%. It was dissolved in DMSO and prepared into a mother liquor of 100mM. DOX
74
was purchased from MedChemExpress as a crystalline powder with a purity of 99.48%. It was
75
dissolved in DMSO and prepared as a 10 mM mother liquor. The were diluted to the desired
76
concentration when using. One-step terminal deoxynucleotidyl transferase deoxyuridine
77
triphosphate nick end labeling (TUNEL) apoptosis assay kit, reactive oxygen species (ROS)
78
assay kit and malondialdehyde (MDA) content assay kit purchased from Beyotime Biotech Inc
79
(Shanghai, China). Catalase (CAT) activity assay kit, superoxide dismutase (SOD) activity assay
80
kit and reduced glutathione (GSH) content assay kit purchased from Solarbio Science & PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Each treatment was performed in
109
triplicate. The percentage of cell viability for each group was calculated as follows: cell viability
110
rate = OD of the experimental group/OD of the control group ×100. 111
112
2.4 Immunofluorescence (IF) staining
113
C ll
fi
d
ith 4%
f
ld h d (S l bi
Chi
) f
15
i
d f
th
bl
k d 81
Technology Co., Ltd. (Beijing, China).Cell c
82
(USA). Fetal bovine serum (Bovine serum)
83
HL-1 cells and MDA-MB-231 cells were ob
84
Ltd. (Shanghai, China). 85
86
2.2 Cell culture and treatments
87
HL-1 cells were cultured in the Claycomb
88
serum, 2 mM L-glutamine (Solarbio, China)
89
streptomycin (Gibco, USA) at 37 ℃. Cells w
90
control, hyperoside, DOX and DOX + hyper
91
cultured in the medium for 24 h; cells in the
92
supplemented with 100 μM hyperoside for 2
93
medium supplemented with 1 μM DOX for
94
pretreated with 100 μM hyperoside for 1 h a
95
DOX together for 24 hours. 96
97
2.3 Test for cell viability
98
CCK-8 test was used to detecte cell viabil
99
that can lead to a survival rate close to but n
100
concentrations (0 μM, 0.1 μM, 0.5 μM, 1 μM
101
HL-1 cells. To determine the safe contentrat
102
cell toxicity, we treated HL-1 cells with hyp
103
10 μM, 50 μM, 100 μM, 200 μM, 300 μM, 4
104
concentrations (0 μM, 25 μM, 50 μM, 100 μ
105
examine whether it will inhibit DOX-induce
106
hours, ten microliters of CCK-8 reagent wer
107
incubated at 37 ℃for two hours. The absorb
108
measured using a microplate reader (Bio Tek
109
triplicate. The percentage of cell viability fo
110
rate = OD of the experimental group/OD of
111
112
2.4 Immunofluorescence (IF) staining
113
Cells were fixed with 4% paraformaldehy
114
with an immunofluorescent blocking solutio 81
Technology Co., Ltd. (Beijing, China).Cell counting kit-8 (CCK-8) was purchased from Apexbio
82
(USA). Fetal bovine serum (Bovine serum) was purchased from Sigma (Santa Clara, CA, USA). 83
HL-1 cells and MDA-MB-231 cells were obtained from Shanghai Fuheng Biotechnology Co.,
84
Ltd. (Shanghai, China). Manuscript to be reviewed 120
(DAPI) (Solarbio, China). Images were captured using a fluorescence microscope (Leica, Oskar,
121
Germany), and fluorescence intensity was quantified using the ImageJ software. 122
123
2.5 TUNEL staining
124
According to the manufacturer’s protocol, a one-step TUNEL apoptosis assay kit (Beyotime,
125
China) was used to assess apoptosis in HL-1 cells and MDA-MB-231 cells. Cells were fixed
126
with 4% paraformaldehyde for 30 min and further permeabilized in 0.3% Triton X-100 for 5 min
127
at 15−25 ℃. And then the cells were incubated with TUNEL reagent for 1 hour at 37 ℃ in the
128
dark. The samples were examined with a fluorescence microscope after being counterstained
129
with DAPI. The fluorescence intensity was further analyzed using ImageJ software. The ratio of
130
TUNEL-positive nuclei to total DAPI-stained nuclei was calculated to assess the apoptotic rate. 131
132
2.6 Detection of ROS level
133
According to the manufacturer’s protocol, a ROS assay kit was used to assess ROS level in
134
HL-1 cells. In short, the cells were incubated with culture medium containing DCFH-DA
135
fluorescent probe and hoechst 33342 staining solution for live cells (Beyotime, China) reagent
136
for 30 min at 37 ℃ in the dark. The samples were examined with a fluorescence microscope. 137
Then the fluorescence intensity was further analyzed using ImageJ software. 138
139
2.7 Measurement of SOD, CAT, GSH and MDA levels
140
MDA content assay kit, CAT activity assay kit, SOD activity assay kit and GSH content assay
141
were used to measure GSH, CAT, SOD, MDA levels. All operations are in accordance with the
142
manufacturer’s protocol. In short, after extracting GSH, MDA, CAT and SOD, respectively, the
143
absorbance of OD value were measured using a microplate reader. And the GSH, MDA, CAT
144
and SOD levels were calculated according to the formulas provided in the instructions. 145
146
2.8 Western blot (WB) analysis
147
Total protein was extracted from HL1 cells using radio immunoprecipitation assay lysis buffer
148
(Beyotime, China) containing phenyl methane sulfonyl fluoride (PMSF, MCE, USA),
149
phosphatase inhibitor. Then an enhanced bicinchoninic acid protein assay kit (Beyotime, China)
150
was used to quantified the concentration of total protein. Manuscript to be reviewed In short, after extracting GSH, MDA, CAT and SOD, respectively, the
143
absorbance of OD value were measured using a microplate reader. And the GSH, MDA, CAT
144
and SOD levels were calculated according to the formulas provided in the instructions. 145
146
2.8 Western blot (WB) analysis
147
Total protein was extracted from HL1 cells using radio immunoprecipitation assay lysis buffer
148
(Beyotime, China) containing phenyl methane sulfonyl fluoride (PMSF, MCE, USA),
149
h
h t
i hibit
Th
h
d bi i
h
i i
id
t i
kit (B
ti
Chi
) 120
(DAPI) (Solarbio, China). Images were captured using a fluorescence microscope (Leica, Oskar,
121
Germany), and fluorescence intensity was quantified using the ImageJ software. 132
2.6 Detection of ROS level
133
According to the manufacturer’s protocol, a ROS assay kit was used to assess ROS level in
134
HL-1 cells. In short, the cells were incubated with culture medium containing DCFH-DA
135
fluorescent probe and hoechst 33342 staining solution for live cells (Beyotime, China) reagent
136
for 30 min at 37 ℃ in the dark. The samples were examined with a fluorescence microscope. 137
Then the fluorescence intensity was further analyzed using ImageJ software. 138
139
2.7 Measurement of SOD, CAT, GSH and MDA levels
140
MDA content assay kit, CAT activity assay kit, SOD activity assay kit and GSH content assay
141
were used to measure GSH, CAT, SOD, MDA levels. All operations are in accordance with the
142
manufacturer’s protocol. In short, after extracting GSH, MDA, CAT and SOD, respectively, the
143
absorbance of OD value were measured using a microplate reader. And the GSH, MDA, CAT
144
and SOD levels were calculated according to the formulas provided in the instructions. 145
146
2.8 Western blot (WB) analysis
147
Total protein was extracted from HL1 cells using radio immunoprecipitation assay lysis buffer
148
(Beyotime, China) containing phenyl methane sulfonyl fluoride (PMSF, MCE, USA),
149
phosphatase inhibitor. Then an enhanced bicinchoninic acid protein assay kit (Beyotime, China)
150
was used to quantified the concentration of total protein. Equal amounts of protein were
151
separated using sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE),
152
transferred to polyvinylidene fluoride membranes (Millipore, USA), and blocked with NcmBlot
153
blocking buffer (NCM Biotech Co., Ltd, China) at 15−25 ℃ for 10 min. 112
2.4 Immunofluorescence (IF) staining (
)
g
113
Cells were fixed with 4% paraformaldehyde (Solarbio, China) for 15 min and further blocked
114
with an immunofluorescent blocking solution (Beyotime Biotech Inc, China) for 1 h at 15−25
115
℃. Next, the cells were incubated with anti-cleaved caspase-3 (1:100, AF7022, Affinity) at 4 ℃
116
overnight. And the anti-cleaved caspase-3 was diluted by antibody dilution (NCM Biotech Co.,
117
Ltd, China). Samples were incubated with goat anti-rabbit secondary antibody (immunoglobulin
118
G) (diluted by PBS, 1:500, A23420, Abbine) for 1 h at room temperature in the dark, followed
119
by sealing with the Antifade Mounting Medium containing 4ʹ,6-diamidino-2-phenylindole 113
Cells were fixed with 4% paraformaldehyde (Solarbio, China) for 15 min and further blocked
114
with an immunofluorescent blocking solution (Beyotime Biotech Inc, China) for 1 h at 15−25
115
℃. Next, the cells were incubated with anti-cleaved caspase-3 (1:100, AF7022, Affinity) at 4 ℃
116
overnight. And the anti-cleaved caspase-3 was diluted by antibody dilution (NCM Biotech Co.,
117
Ltd, China). Samples were incubated with goat anti-rabbit secondary antibody (immunoglobulin
118
G) (diluted by PBS, 1:500, A23420, Abbine) for 1 h at room temperature in the dark, followed
119
by sealing with the Antifade Mounting Medium containing 4ʹ,6-diamidino-2-phenylindole 113
Cells were fixed with 4% paraformaldehyde (Solarbio, China) for 15 min and further blocked
114
with an immunofluorescent blocking solution (Beyotime Biotech Inc, China) for 1 h at 15−25 117
Ltd, China). Samples were incubated with goat anti-rabbit secondary antibody (immunoglobulin
118
G) (diluted by PBS, 1:500, A23420, Abbine) for 1 h at room temperature in the dark, followed
b
li
i h h A if d M
i
M di
i i
4ʹ 6 di
idi
2
h
li d l PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Equal amounts of protein were
151
separated using sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE),
152
transferred to polyvinylidene fluoride membranes (Millipore, USA), and blocked with NcmBlot
153
blocking buffer (NCM Biotech Co., Ltd, China) at 15−25 ℃ for 10 min. The membranes were
154
incubated with the primary antibody at 4 ℃ overnight and probed with the secondary antibody at
155
room temperature for 1 h. Protein bands were observed under a gel documentation system
156
(SYNGENE, Cambridge, UK). Quantitative analysis of the proteins was conducted using the
157
ImageJ software. The primary and secondary antibodies used in WB analyses were as follows:
158
anti-t-ASK1 (1:1000, ab45178, Abcam), anti-p-ASK1 (1:10000, ab278547, Abcam), anti-t-p38
159
(1:2000, ab170099, Abcam), anti-p-p38 (1:1000, ab195049, Abcam), anti-B-cell lymphoma
p 120
(DAPI) (Solarbio, China). Images were captured using a fluorescence microscope (Leica, Oskar,
121
Germany), and fluorescence intensity was quantified using the ImageJ software. 122
123
2.5 TUNEL staining
124
According to the manufacturer’s protocol, a one-step TUNEL apoptosis assay kit (Beyotime,
125
China) was used to assess apoptosis in HL-1 cells and MDA-MB-231 cells. Cells were fixed
126
with 4% paraformaldehyde for 30 min and further permeabilized in 0.3% Triton X-100 for 5 min
127
at 15−25 ℃. And then the cells were incubated with TUNEL reagent for 1 hour at 37 ℃ in the
128
dark. The samples were examined with a fluorescence microscope after being counterstained
129
with DAPI. The fluorescence intensity was further analyzed using ImageJ software. The ratio of
130
TUNEL-positive nuclei to total DAPI-stained nuclei was calculated to assess the apoptotic rate. 131
132
2.6 Detection of ROS level
133
According to the manufacturer’s protocol, a ROS assay kit was used to assess ROS level in
134
HL-1 cells. In short, the cells were incubated with culture medium containing DCFH-DA
135
fluorescent probe and hoechst 33342 staining solution for live cells (Beyotime, China) reagent
136
for 30 min at 37 ℃ in the dark. The samples were examined with a fluorescence microscope. 137
Then the fluorescence intensity was further analyzed using ImageJ software. 138
139
2.7 Measurement of SOD, CAT, GSH and MDA levels
140
MDA content assay kit, CAT activity assay kit, SOD activity assay kit and GSH content assay
141
were used to measure GSH, CAT, SOD, MDA levels. All operations are in accordance with the
142
manufacturer’s protocol. Manuscript to be reviewed 160
(Bcl)-2-associated X-protein (Bax) (1:5000, ab32503, Abcam), anti-Bcl-2 (1:10000, ab182858,
161
Abcam), anti-cleaved caspase-3 (1:1000, 9664,cell signaling technology), anti-p53 (1:1000,
162
2524, cell signaling technology) and anti-β-actin (1:10000, AF7018, Affinity) antibodies, and
163
horseradish peroxidase goat-anti-rabbit secondary antibody (1:10,000, YFSA02, YiFeiXue
164
Biotechnology). All the primary antibodies used were diluted by antibody dilution (NCM
165
Biotech Co., Ltd, China) and the secondary antibody was diluted by 1× tris-buffered saline tween
166
(TBST) buffer (Solarbio, China). β-actin levels were taken as the control. 160
(Bcl)-2-associated X-protein (Bax) (1:5000, ab32503, Abcam), anti-Bcl-2 (1:10000, ab182858,
161
Abcam), anti-cleaved caspase-3 (1:1000, 9664,cell signaling technology), anti-p53 (1:1000,
162
2524, cell signaling technology) and anti-β-actin (1:10000, AF7018, Affinity) antibodies, and
163
horseradish peroxidase goat-anti-rabbit secondary antibody (1:10,000, YFSA02, YiFeiXue
164
Biotechnology). All the primary antibodies used were diluted by antibody dilution (NCM
165
Biotech Co., Ltd, China) and the secondary antibody was diluted by 1× tris-buffered saline tween
166
(TBST) buffer (Solarbio, China). β-actin levels were taken as the control. 166
(TBST) buffer (Solarbio, China). β-actin levels were taken as the control. 167
168
2.9 Quantitative reverse transcription-polymerase chain reaction (qRT-PCR)
169
Total RNA from HL-1 cells was extracted using the TRIzol Universal Reagent (TIANGEN,
170
Beijing, China) following the manufacturer’s instructions. The total RNA concentration of each
171
sample was then measured using nanodrop 2000 (Thermo Scientific, America). Next, the
172
complementary DNA (cDNA) was synthesized by using the All-In-One 5X RT MasterMix
173
(ABM, G490, USA). The procedure was conducted following the manufacturer’s protocol. In
174
short, the reaction was executed at 25 ℃ for 10 min and then 42 ℃ for 15 min, followed by 5
175
min at 85 ℃. Quantitative analysis of RNA was accomplished using the Roche LightCycler 480
176
(Roche, Basel, Switzerland) with BlasTaq™ 2X qPCR MasterMix (ABM, G891, USA). The
177
reaction conditions were as follows: The reaction was executed at 95 ℃ for 3 min, followed by
178
40 cycles of 15 s at 95 ℃ and 60 s at 60 ℃. The relative quantification of the target genes was
179
normalized by GAPDH levels and calculated using the 2−ΔΔCT method. The primer sequences
180
were presented in table1. 181
182
2.10 Statistical analysis
183
GraphPad Prism 8 was used to analyse the data from at least three independent trials, which
184
were indicated as mean ± standard error of mean. Manuscript to be reviewed The membranes were
154
incubated with the primary antibody at 4 ℃ overnight and probed with the secondary antibody at
155
room temperature for 1 h. Protein bands were observed under a gel documentation system
156
(SYNGENE, Cambridge, UK). Quantitative analysis of the proteins was conducted using the
157
ImageJ software. The primary and secondary antibodies used in WB analyses were as follows:
158
anti-t-ASK1 (1:1000, ab45178, Abcam), anti-p-ASK1 (1:10000, ab278547, Abcam), anti-t-p38
159
(1:2000, ab170099, Abcam), anti-p-p38 (1:1000, ab195049, Abcam), anti-B-cell lymphoma PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Multiple groups comparisons were evaluated
185
using one-way analysis of variance, and comparisons between two groups were evaluated using
186
Student’s t-test. Significance of statistics was defined as P < 0.05. *** P < 0.001, ** P < 0.01, *
187
P < 0.05. 188
189
Results
190
3.1 Optimal concentration of DOX and hyperoside for HL-1 cells
191
Cell survival rate was used to ascertain the optimal concentration of DOX and hyperoside. 192
The CCK-8 result revealed that HL-1 cell survival rate steadily reduced with increasing DOX
193
concentrations. Specifically, the cell viability was 63.12% at the concentration of 1 μM DOX,
194
which was significant different compared to that when the concentration of DOX was 0 μM
195
(Fig.1A). Additionally, we used IF staining to examine the expression level of cleaved caspase-3
196
in HL-1 cells after they were treated with DOX of different doses. The results showed that
197
increasing DOX concentrations gradually raised cleaved-caspase 3 level. Specifically, when the
198
concentration of DOX was 1 μM, the average densitometric value of cleaved caspase-3 was
199
39.98%, which was significant different compared to that when the concentration of DOX was 0 168
2.9 Quantitative reverse transcription-polymerase chain reaction (qRT-PCR) 168
2.9 Quantitative reverse transcription-polymerase chain reaction (qRT-PCR)
169
Total RNA from HL-1 cells was extracted using the TRIzol Universal Reagent (TIANGEN,
170
Beijing, China) following the manufacturer’s instructions. The total RNA concentration of each
171
sample was then measured using nanodrop 2000 (Thermo Scientific, America). Next, the
172
complementary DNA (cDNA) was synthesized by using the All-In-One 5X RT MasterMix
173
(ABM, G490, USA). The procedure was conducted following the manufacturer’s protocol. In
174
short, the reaction was executed at 25 ℃ for 10 min and then 42 ℃ for 15 min, followed by 5
175
min at 85 ℃. Quantitative analysis of RNA was accomplished using the Roche LightCycler 480
176
(Roche, Basel, Switzerland) with BlasTaq™ 2X qPCR MasterMix (ABM, G891, USA). The
177
reaction conditions were as follows: The reaction was executed at 95 ℃ for 3 min, followed by
178
40 cycles of 15 s at 95 ℃ and 60 s at 60 ℃. The relative quantification of the target genes was
179
normalized by GAPDH levels and calculated using the 2−ΔΔCT method. The primer sequences
180
were presented in table1. 168
2.9 Quantitative reverse transcription-polymerase chain reaction (qRT-PCR)
169
Total RNA from HL-1 cells was extracted using the TRIzol Universal Reagent (TIANGEN,
170
Beijing, China) following the manufacturer’s instructions. The total RNA concentration of each
171
sample was then measured using nanodrop 2000 (Thermo Scientific, America). Next, the
172
complementary DNA (cDNA) was synthesized by using the All-In-One 5X RT MasterMix
173
(ABM, G490, USA). The procedure was conducted following the manufacturer’s protocol. In
174
short, the reaction was executed at 25 ℃ for 10 min and then 42 ℃ for 15 min, followed by 5
175
min at 85 ℃. Quantitative analysis of RNA was accomplished using the Roche LightCycler 480
176
(Roche, Basel, Switzerland) with BlasTaq™ 2X qPCR MasterMix (ABM, G891, USA). The
177
reaction conditions were as follows: The reaction was executed at 95 ℃ for 3 min, followed by
178
40 cycles of 15 s at 95 ℃ and 60 s at 60 ℃. The relative quantification of the target genes was
179
normalized by GAPDH levels and calculated using the 2−ΔΔCT method. The primer sequences
180
were presented in table1. 3.1 Optimal concentration of DOX and hyperoside for HL-1 cells 191
Cell survival rate was used to ascertain the optimal concentration of DOX and hyperoside. 192
The CCK-8 result revealed that HL-1 cell survival rate steadily reduced with increasing DOX
193
concentrations. Specifically, the cell viability was 63.12% at the concentration of 1 μM DOX,
194
which was significant different compared to that when the concentration of DOX was 0 μM
195
(Fig.1A). Additionally, we used IF staining to examine the expression level of cleaved caspase-3
196
in HL-1 cells after they were treated with DOX of different doses. The results showed that
197
increasing DOX concentrations gradually raised cleaved-caspase 3 level. Specifically, when the
198
concentration of DOX was 1 μM, the average densitometric value of cleaved caspase-3 was
199
39.98%, which was significant different compared to that when the concentration of DOX was 0 PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 209
210
3.2 Hyperoside diminished DOX-induced oxidative stress damage in HL-1 cells
211
To explore the potential mechanism of cardiomyocyte protection associated with hyperoside,
212
markers related to oxidative stress injury were examined. DCFH-DA fluorescent probe was used
213
to measure expression level of ROS, and the results suggested that hyperoside significantly
214
inhibited DOX-induced ROS production in HL-1 cardiomyocytes (Fig. 2A, B). Further, The
215
results of biochemical assays showed that DOX remarkably decreased the activity of antioxidant
216
enzymes (GSH, CAT, SOD) in HL-1 cells, which rebounded after hyperoside pretreatment (Fig. 217
2C, D and E); MDA was overproduced in the DOX group and diminished in the DOX +
218
hyperoside group (Fig. 2F). The above outcomes revealed that hyperoside can reduce ROS
219
production, increase the activity of antioxidant enzymes, and consequently attenuate DOX-
220
induced oxidative stress damage in HL-1 cardiomyocytes. 221
222
3.3 Hyperoside attenuated DOX-induced apoptosis in HL-1 cells
223
DOX-induced apoptosis was visualized by the TUNEL staining of HL-1 cells. The
224
fluorescence microscopic images and data analysis revealed that the number of TUNEL-positive
225
cells expressing the green tunneling magnetoresistance signal was markedly increased in the
226
DOX group versus the control group. The results revealed a remarkable increase in apoptosis. 227
Whether hyperoside treatment attenuated DOX-induced apoptosis was further explored. The
228
results revealed that hyperoside treatment significantly reduced DOX-induced apoptosis in HL-1
229
cardiomyocytes, which was indicated by a remarkable decrease in TUNEL-positive cells (Fig.3A
230
and B). IF staining was used to detect cleaved caspase-3. The results revealed that cleaved
231
caspase-3 expression was markedly increased following DOX treatment, and the effect was
232
attenuated by hyperoside treatment (Fig.3C and D). 233
234
3.4 Hyperoside down-regulated apoptosis-related proteins in DOX-treated HL-1 cells
235
To investigate mechanisms of apoptosis following DOX treatment, qRT-PCR was used to
236
identify Bax/Bcl-2 and cleaved caspase-3 mRNA levels of cells in each group. The results
237
confirmed that hyperoside administration significantly reduced DOX-induced increased levels of
238
Bax/Bcl-2 and cleaved caspase-3 (Fig. 4A and B). Further, we examined the levels of apoptosis-
239
related proteins, and the WB results revealed significantly increased levels of Bax/Bcl-2 yperoside diminished DOX-induced oxidative stress damage in HL-1 cells 211
To explore the potential mechanism of cardiomyocyte protection associated with hyperoside,
212
markers related to oxidative stress injury were examined. DCFH-DA fluorescent probe was used
213
to measure expression level of ROS, and the results suggested that hyperoside significantly
214
inhibited DOX-induced ROS production in HL-1 cardiomyocytes (Fig. 2A, B). Further, The
215
results of biochemical assays showed that DOX remarkably decreased the activity of antioxidant
216
enzymes (GSH, CAT, SOD) in HL-1 cells, which rebounded after hyperoside pretreatment (Fig. 217
2C, D and E); MDA was overproduced in the DOX group and diminished in the DOX +
218
hyperoside group (Fig. 2F). The above outcomes revealed that hyperoside can reduce ROS
219
production, increase the activity of antioxidant enzymes, and consequently attenuate DOX-
220
induced oxidative stress damage in HL-1 cardiomyocytes. Manuscript to be reviewed The results revealed that cleaved
231
caspase-3 expression was markedly increased following DOX treatment, and the effect was
232
attenuated by hyperoside treatment (Fig.3C and D). 233
234
3.4 Hyperoside down-regulated apoptosis-related proteins in DOX-treated HL-1 cells
235
To investigate mechanisms of apoptosis following DOX treatment, qRT-PCR was used to
236
identify Bax/Bcl-2 and cleaved caspase-3 mRNA levels of cells in each group. The results
237
confirmed that hyperoside administration significantly reduced DOX-induced increased levels of
238
Bax/Bcl-2 and cleaved caspase-3 (Fig. 4A and B). Further, we examined the levels of apoptosis-
239
related proteins, and the WB results revealed significantly increased levels of Bax/Bcl-2 200
μM (Fig.1D and E). Therefore, we selected 1 μM as the ideal concentration of DOX to induce
201
HL-1 cell damage. Further, we treated HL-1 cells with hyperoside at concentrations of 0−500
202
μM, and the CCK-8 result revealed that hyperoside at concentrations equal to or higher than 200
203
μM could cause significant changes in the survival rates of these HL-1 cells (Fig.1B). Thus, we
204
choose hyperoside at concentrations of 0-175 μM for further optimization. The result revealed
205
that hyperoside improved the survival rate of HL-1 cells within a specific range from 50 μM to
206
100 μM; however, hyperoside treatment did not significantly increase cell viability with the
207
further increases in its concentrations (Fig.1C). Thus, 100 μM was selected as the optimal
208
concentration of hyperoside for subsequent experiments in this study. 200
μM (Fig.1D and E). Therefore, we selected 1 μM as the ideal concentration of DOX to induce
201
HL-1 cell damage. Further, we treated HL-1 cells with hyperoside at concentrations of 0−500
202
μM, and the CCK-8 result revealed that hyperoside at concentrations equal to or higher than 200
203
μM could cause significant changes in the survival rates of these HL-1 cells (Fig.1B). Thus, we
204
choose hyperoside at concentrations of 0-175 μM for further optimization. The result revealed
205
that hyperoside improved the survival rate of HL-1 cells within a specific range from 50 μM to
206
100 μM; however, hyperoside treatment did not significantly increase cell viability with the
207
further increases in its concentrations (Fig.1C). Thus, 100 μM was selected as the optimal
208
concentration of hyperoside for subsequent experiments in this study. Manuscript to be reviewed Manuscript to be reviewed 200
μM (Fig.1D and E). Therefore, we selected 1 μM as the ideal concentration of DOX to induce
201
HL-1 cell damage. Further, we treated HL-1 cells with hyperoside at concentrations of 0−500
202
μM, and the CCK-8 result revealed that hyperoside at concentrations equal to or higher than 200
203
μM could cause significant changes in the survival rates of these HL-1 cells (Fig.1B). Thus, we
204
choose hyperoside at concentrations of 0-175 μM for further optimization. The result revealed
205
that hyperoside improved the survival rate of HL-1 cells within a specific range from 50 μM to
206
100 μM; however, hyperoside treatment did not significantly increase cell viability with the
207
further increases in its concentrations (Fig.1C). Thus, 100 μM was selected as the optimal
208
concentration of hyperoside for subsequent experiments in this study. 209
210
3.2 Hyperoside diminished DOX-induced oxidative stress damage in HL-1 cells
211
To explore the potential mechanism of cardiomyocyte protection associated with hyperoside,
212
markers related to oxidative stress injury were examined. DCFH-DA fluorescent probe was used
213
to measure expression level of ROS, and the results suggested that hyperoside significantly
214
inhibited DOX-induced ROS production in HL-1 cardiomyocytes (Fig. 2A, B). Further, The
215
results of biochemical assays showed that DOX remarkably decreased the activity of antioxidant
216
enzymes (GSH, CAT, SOD) in HL-1 cells, which rebounded after hyperoside pretreatment (Fig. 217
2C, D and E); MDA was overproduced in the DOX group and diminished in the DOX +
218
hyperoside group (Fig. 2F). The above outcomes revealed that hyperoside can reduce ROS
219
production, increase the activity of antioxidant enzymes, and consequently attenuate DOX-
220
induced oxidative stress damage in HL-1 cardiomyocytes. 221
222
3.3 Hyperoside attenuated DOX-induced apoptosis in HL-1 cells
223
DOX-induced apoptosis was visualized by the TUNEL staining of HL-1 cells. The
224
fluorescence microscopic images and data analysis revealed that the number of TUNEL-positive
225
cells expressing the green tunneling magnetoresistance signal was markedly increased in the
226
DOX group versus the control group. The results revealed a remarkable increase in apoptosis. 227
Whether hyperoside treatment attenuated DOX-induced apoptosis was further explored. The
228
results revealed that hyperoside treatment significantly reduced DOX-induced apoptosis in HL-1
229
cardiomyocytes, which was indicated by a remarkable decrease in TUNEL-positive cells (Fig.3A
230
and B). IF staining was used to detect cleaved caspase-3. Manuscript to be reviewed 240
following DOX treatment whereas hyperoside treatment reversed the effect (Fig.4C and D). 241
Meanwhile, the administration of hyperoside significantly inhibited DOX-induced high
242
expression of the cleaved caspase-3 protein (Fig.4C and E). In addition, level of p53 was
243
markedly increased in DOX-treated HL-1 cardiomyocytes but falled back after hyperoside
244
pretreatment (Fig. 4C and F). 245
246
3.5 Hyperoside inhibited ASK1/p38 signaling pathway in DOX-treated HL-1 cells
247
To explore the possible signaling pathways involved in the above apoptosis pathway. We
248
explored the ASK1/p38 signaling pathway and the role of hyperoside in regulating this pathway. 249
According to WB analyses, the phosphorylation levels of ASK1 and p38 were considerably
250
elevated following DOX treatment; however, the administration of hyperoside markedly
251
reversed the effect of this treatment (Fig. 5A-C). 252
253
3.6 Hyperoside promotes the anticancer property of DOX
254
Human breast cancer MDA-MB-231 cell was used to detect the impact of hyperoside on
255
DOX-treated cancer cells. As the CCK-8 result revealed that DOX can cause dose-dependent
256
damage to MDA-MB-231 cells, the higher the concentration of DOX, the worse the cell viability
257
(Figure 6A). Of interest, hyperoside displayed a synergistic cytotoxic response to DOX when
258
treated with MDA-MB-231 cells (Figure 6B). Further, TUNEL staining results showed that
259
hyperoside accentuated DOX-induced apoptosis in MDA-MB-231 cells (Figure 6C, D). The
260
findings above suggested that hyperoside alleviated DIC while promoting the cytotoxicity of
261
DOX on cancer cells. 262
263
Discussion
264
In our study, we identified the importance of hyperoside in inhibiting DOX-induced HL-1
265
cell apoptosis by restraining the activation of the ASK1/p38 signaling pathway. Doxorubicin is a
266
commonly used clinical antitumor drug. However, due to its low selectivity of therapeutic
267
targets, DOX can cause toxic side effects on liver (Al-Qahtani WH et al., 2022), kidney (Wu Q et
268
al., 2023), nerve (Orabi MAA et al., 2021), etc. in patients while treating tumors, the most
269
serious of which is cardiotoxicity (Chen Y, Shi S & Dai Y, 2022). DOX can cause acute,
270
subacute, and chronic irreversible cardiotoxicity, eventually leading to heart failure (Sheibani M
271
et al., 2022). After stimulation with 1 μM DOX for 24 h, we found decreased survival rate and
272
increased apoptosis of HL-1 cells, indicating that DOX induced cardiotoxicity. Zhang et al. 3.3 Hyperoside attenuated DOX-induced apoptosis in HL-1 cells 222
3.3 Hyperoside attenuated DOX-induced apoptosis in HL-1 cells
223
DOX-induced apoptosis was visualized by the TUNEL staining of HL-1 cells. The
224
fluorescence microscopic images and data analysis revealed that the number of TUNEL-positive
225
cells expressing the green tunneling magnetoresistance signal was markedly increased in the
226
DOX group versus the control group. The results revealed a remarkable increase in apoptosis. 227
Whether hyperoside treatment attenuated DOX-induced apoptosis was further explored. The
228
results revealed that hyperoside treatment significantly reduced DOX-induced apoptosis in HL-1
229
cardiomyocytes, which was indicated by a remarkable decrease in TUNEL-positive cells (Fig.3A
230
and B). IF staining was used to detect cleaved caspase-3. The results revealed that cleaved
231
caspase-3 expression was markedly increased following DOX treatment, and the effect was
232
attenuated by hyperoside treatment (Fig.3C and D). 234
3.4 Hyperoside down-regulated apoptosis-related proteins in DOX-treated HL-1 cells
235
To investigate mechanisms of apoptosis following DOX treatment, qRT-PCR was used to
236
identify Bax/Bcl-2 and cleaved caspase-3 mRNA levels of cells in each group. The results
237
confirmed that hyperoside administration significantly reduced DOX-induced increased levels of
238
Bax/Bcl-2 and cleaved caspase-3 (Fig. 4A and B). Further, we examined the levels of apoptosis-
239
related proteins, and the WB results revealed significantly increased levels of Bax/Bcl-2 PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 273
reported that hyperoside alleviated LPS-induced cardiomyocyte death (Zhang J, Liu Y & Liu L,
274
2021), and similarly in the present study, survival rate and apoptosis rate of HL-1 cells was 240
following DOX treatment whereas hyperoside treatment reversed the effect 240
following DOX treatment whereas hyperoside treatment reversed the effect (Fig.4C and D). 241
Meanwhile, the administration of hyperoside significantly inhibited DOX-induced high
242
expression of the cleaved caspase-3 protein (Fig.4C and E). In addition, level of p53 was
243
markedly increased in DOX-treated HL-1 cardiomyocytes but falled back after hyperoside
244
pretreatment (Fig. 4C and F). 245
246
3.5 Hyperoside inhibited ASK1/p38 signaling pathway in DOX-treated HL-1 cells
247
To explore the possible signaling pathways involved in the above apoptosis pathway. We
248
explored the ASK1/p38 signaling pathway and the role of hyperoside in regulating this pathway. 249
According to WB analyses, the phosphorylation levels of ASK1 and p38 were considerably
250
elevated following DOX treatment; however, the administration of hyperoside markedly
251
reversed the effect of this treatment (Fig. 5A-C). 252
253
3.6 Hyperoside promotes the anticancer property of DOX
254
Human breast cancer MDA-MB-231 cell was used to detect the impact of hyperoside on
255
DOX-treated cancer cells. As the CCK-8 result revealed that DOX can cause dose-dependent
256
damage to MDA-MB-231 cells, the higher the concentration of DOX, the worse the cell viability
257
(Figure 6A). Of interest, hyperoside displayed a synergistic cytotoxic response to DOX when
258
treated with MDA-MB-231 cells (Figure 6B). Further, TUNEL staining results showed that
259
hyperoside accentuated DOX-induced apoptosis in MDA-MB-231 cells (Figure 6C, D). The
260
findings above suggested that hyperoside alleviated DIC while promoting the cytotoxicity of
261
DOX on cancer cells. 262
263
Discussion
264
In our study, we identified the importance of hyperoside in inhibiting DOX-induced HL-1
265
cell apoptosis by restraining the activation of the ASK1/p38 signaling pathway. Doxorubicin is a
266
commonly used clinical antitumor drug. However, due to its low selectivity of therapeutic
267
targets, DOX can cause toxic side effects on liver (Al-Qahtani WH et al., 2022), kidney (Wu Q et
268
al., 2023), nerve (Orabi MAA et al., 2021), etc. in patients while treating tumors, the most
269
serious of which is cardiotoxicity (Chen Y, Shi S & Dai Y, 2022). Manuscript to be reviewed DOX can cause acute,
270
subacute, and chronic irreversible cardiotoxicity, eventually leading to heart failure (Sheibani M
271
et al., 2022). After stimulation with 1 μM DOX for 24 h, we found decreased survival rate and
272
increased apoptosis of HL-1 cells, indicating that DOX induced cardiotoxicity. Zhang et al. 273
reported that hyperoside alleviated LPS-induced cardiomyocyte death (Zhang J, Liu Y & Liu L,
274
2021), and similarly in the present study, survival rate and apoptosis rate of HL-1 cells was
275
decreased after hyperoside pretreatment, tentatively demonstrating its cardioprotective effect. 276
Former reports have revealed that DOX is converted to semi-quinone DOX (SQ-DOX) by
277
the action of uncoupled nitric oxide synthase, NADPH oxidase and etc. SQ-DOX readily reduces
278
oxygen molecules (O2) to superoxide anions (O2-), which are further transformed to hydrogen
279
peroxide (H2O2) with the assistance of SOD (Octavia Y et al., 2012). H2O2 can generate highly 240
following DOX treatment whereas hyperoside treatment reversed the effect (Fig.4C and D). 241
Meanwhile, the administration of hyperoside significantly inhibited DOX-induced high
242
expression of the cleaved caspase-3 protein (Fig.4C and E). In addition, level of p53 was
243
markedly increased in DOX-treated HL-1 cardiomyocytes but falled back after hyperoside
244
pretreatment (Fig. 4C and F). 241
Meanwhile, the administration of hyperoside significantly inhibited DOX-induced high
242
expression of the cleaved caspase-3 protein (Fig.4C and E). In addition, level of p53 was
243
markedly increased in DOX-treated HL-1 cardiomyocytes but falled back after hyperoside
244
pretreatment (Fig. 4C and F). 246
3.5 Hyperoside inhibited ASK1/p38 signaling pathway in DOX-treated HL-1 cells
247
To explore the possible signaling pathways involved in the above apoptosis pathway. We
248
explored the ASK1/p38 signaling pathway and the role of hyperoside in regulating this pathway. 249
According to WB analyses, the phosphorylation levels of ASK1 and p38 were considerably
250
elevated following DOX treatment; however, the administration of hyperoside markedly
251
reversed the effect of this treatment (Fig. 5A-C). Manuscript to be reviewed 280
reactive hydroxyl radicals (OH) catalyzed by ferrous ions (Kajarabille N & Latunde-Dada GO,
281
2019). Moreover, the aforementioned ROS will oxidize with DNA, RNA, proteins, and lipids in
282
cells, damaging the subcellular structure and causing apoptosis and damage to cardiomyocytes. 283
SOD, CAT and GSH are important endogenous antioxidant enzymes that reflect the antioxidant
284
ability of an organism (Jing M et al., 2020; Xiang Q et al., 2022). MDA is the final product, also
285
an indirect biomark, of lipid peroxidation damage (Zhang J et al.,2011). Previous studies have
286
reported that DOX-treated cardiomyocytes produce excessive ROS, accumulate MDA, and cause
287
a decrease in endogenous cardiac antioxidant enzymes (Wang X et al., 2022; Pharoah BM et al.,
288
2023; Sun L et al., 2022). Thus, excessive production of ROS and decayed activity of antioxidant
289
enzymes are essential pathological characteristics of DIC. Similar to these findings, we detected
290
a large production of ROS, a significant increase in MDA content, and a downregulation of
291
SOD, GSH, and CAT in DOX-treated HL-1 cells, indicating that DOX caused oxidative stress
292
injury in cardiomyocytes. Interestingly, the changes in ROS and MDA were attenuated after
293
hyperoside pretreatment, while the levels of SOD, GSH, and CAT also rebounded. It is
294
suggested that hyperoside enhanced the antioxidant capacity of cardiomyocytes, thus alleviating
295
DOX-induced cardiotoxicity. He et al. found that hyperoside down-regulated MDA levels and
296
increased SOD activity in an in vivo hypoxia model in mice (He S et al., 2021). Shah et al. found
297
that DOX treatment attenuated GSH and SOD activities and up-regulated lipid peroxidative
298
value level in in vivo experiments of rats. And hyperoside markedly reversed these changes and
299
enhanced the antioxidant capacity of rat hearts (Shah S et al., 2013). These studies demonstrated
300
that hyperoside also has significant antioxidant property in vivo in animals. yp
g
p
p
y
301
Myocardial apoptosis is a crucial mechanism of DIC. The Bcl-2 family plays a significant
302
role in caspase activation and apoptosis (Ma W et al., 2020; Childs AC et al., 2002). There are
303
two categories of Bcl-2 family: anti-apoptotic proteins Bcl-2, Bcl-xL, etc. and pro-apoptotic
304
proteins Bax, Noxa, etc (Rosa N et al., 2022). Manuscript to be reviewed As an important marker of apoptosis, caspase-3 is
305
identified to be a significant regulatory molecule of the apoptosis pathway (Li L, Wang S & Zhou
306
W, 2022). Different stimulation signals initiate apoptosis via various pathways, however, the
307
ultimate common effect is to activate caspase-3. DOX administration causes excessive oxidative
308
stress and further activates the intrinsic apoptotic process, by upregulating Bax, caspase-3 and
309
downregulating Bcl-2, eventually causing cardiomyocyte death (Wenningmann N et al., 2019; Li
310
P et al., 2021). More specifically, our study discovered that DOX treatment can increase
311
expression of cleaved caspase-3 and Bax, while decreasing expression of Bcl-2, and these
312
changes can be reversed by hyperoside. The result suggests that hyperoside can reduce
313
cardiomyocyte apoptosis, further suggesting a protective property of hyperoside on DIC. Xiao et
314
al. found that hyperoside decreased the expression of Bax, cleaved caspase-3, and upregulated
315
the level of Bcl-2 in a hypoxia/reoxygenation model of rat cardiomyocytes, demonstrating its
316
anti-apoptotic property, which is in accordance with our findings (Xiao R et al., 2017). A
317
previous research has reported that DOX can upregulate tumor suppressor gene p53 level, which
318
can regulate Bcl-2 family proteins (e.g., Noxa, Bax) (Yu J & Zhang L, 2005), change the
319
Bax/Bcl-2 ratio, causing mitochondria to permeabilize and release cytochrome c and caspase, 301
Myocardial apoptosis is a crucial mechanism of DIC. The Bcl-2 family plays a significant
302
role in caspase activation and apoptosis (Ma W et al., 2020; Childs AC et al., 2002). There are
303
two categories of Bcl-2 family: anti-apoptotic proteins Bcl-2, Bcl-xL, etc. and pro-apoptotic
304
proteins Bax, Noxa, etc (Rosa N et al., 2022). As an important marker of apoptosis, caspase-3 is
305
identified to be a significant regulatory molecule of the apoptosis pathway (Li L, Wang S & Zhou
306
W, 2022). Different stimulation signals initiate apoptosis via various pathways, however, the
307
ultimate common effect is to activate caspase-3. DOX administration causes excessive oxidative
308
stress and further activates the intrinsic apoptotic process, by upregulating Bax, caspase-3 and
309
downregulating Bcl-2, eventually causing cardiomyocyte death (Wenningmann N et al., 2019; Li
310
P et al., 2021). More specifically, our study discovered that DOX treatment can increase
311
expression of cleaved caspase-3 and Bax, while decreasing expression of Bcl-2, and these
312
changes can be reversed by hyperoside. 253
3.6 Hyperoside promotes the anticancer property of DOX 264
In our study, we identified the importance of hyperoside in inhibiting DOX-induced HL-1
265
cell apoptosis by restraining the activation of the ASK1/p38 signaling pathway. Doxorubicin is a
266
commonly used clinical antitumor drug. However, due to its low selectivity of therapeutic
267
targets, DOX can cause toxic side effects on liver (Al-Qahtani WH et al., 2022), kidney (Wu Q et
268
al., 2023), nerve (Orabi MAA et al., 2021), etc. in patients while treating tumors, the most
269
serious of which is cardiotoxicity (Chen Y, Shi S & Dai Y, 2022). DOX can cause acute,
270
subacute, and chronic irreversible cardiotoxicity, eventually leading to heart failure (Sheibani M
271
et al., 2022). After stimulation with 1 μM DOX for 24 h, we found decreased survival rate and
272
increased apoptosis of HL-1 cells, indicating that DOX induced cardiotoxicity. Zhang et al. 273
reported that hyperoside alleviated LPS-induced cardiomyocyte death (Zhang J, Liu Y & Liu L,
274
2021), and similarly in the present study, survival rate and apoptosis rate of HL-1 cells was
275
decreased after hyperoside pretreatment, tentatively demonstrating its cardioprotective effect. 276
Former reports have revealed that DOX is converted to semi-quinone DOX (SQ-DOX) by
277
the action of uncoupled nitric oxide synthase, NADPH oxidase and etc. SQ-DOX readily reduces
278
oxygen molecules (O2) to superoxide anions (O2-), which are further transformed to hydrogen
279
peroxide (H2O2) with the assistance of SOD (Octavia Y et al., 2012). H2O2 can generate highly PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed The result suggests that hyperoside can reduce
313
cardiomyocyte apoptosis, further suggesting a protective property of hyperoside on DIC. Xiao et
314
al. found that hyperoside decreased the expression of Bax, cleaved caspase-3, and upregulated
315
the level of Bcl-2 in a hypoxia/reoxygenation model of rat cardiomyocytes, demonstrating its
316
anti-apoptotic property, which is in accordance with our findings (Xiao R et al., 2017). A
317
previous research has reported that DOX can upregulate tumor suppressor gene p53 level, which
318
can regulate Bcl-2 family proteins (e.g., Noxa, Bax) (Yu J & Zhang L, 2005), change the
319
Bax/Bcl-2 ratio, causing mitochondria to permeabilize and release cytochrome c and caspase, PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 320
leading to cardiomyocyte apoptosis (Zhang C et al., 2011; Zhang S et al., 2012). Consistent with
321
the above literatures, we determined that DOX treatment can increase expression of p53, and
322
hyperoside can significantly reversed the change. 320
leading to cardiomyocyte apoptosis (Zhang C et al., 2011; Zhang S et al., 2012). Consistent with
321
the above literatures, we determined that DOX treatment can increase expression of p53, and
322
hyperoside can significantly reversed the change. 320
leading to cardiomyocyte apoptosis (Zhang C et al., 2011; Zhang S et al., 2012). Consistent with
321
the above literatures, we determined that DOX treatment can increase expression of p53, and
322
hyperoside can significantly reversed the change. 323
Mitogen activated protein kinase (MAPK) is considered to be a crucial target molecule that
324
induce apoptosis (Das J et al., 2011). The MAPK pathway has 32 main branching pathways, of
325
which the p38 MAPK cascade is mainly engaged in the response of cells to stress (Keshet Y &
326
Seger R, 2010). Numerous studies have validated the close relationship between the p38 MAPK
327
cascade and DIC. Activated p38 can induce cardiomyocyte apoptosis by activating the
328
downstream molecules Bax, Bcl-2, and p53 (Thandavarayan RA et al., 2010; Guo R et al., 2013;
329
Spallarossa P et al., 2006). ASK1, a key regulatory factor in the MAPK cascade pathway, is
330
sensitive to oxidation and reduction. It can be activated under oxidative stress conditions and
331
then triggers apoptosis via phosphorylation of JNK and P38 (Jalmi SK & Sinha AK, 2015; Dai
332
WL et al., 2020). Jiang et al. have demonstrated that DOX can promote p38 phosphorylation
333
levels by activating ASK1 signaling pathway, leading to cardiomyocyte apoptosis (Jiang L et al.,
334
2020). Several reports have validated that the inhibition of the ASK1/p38 signaling pathway
335
alleviated the pathological damage caused by apoptosis (Li H et al., 2022; Wu Y et al., 2018). In
336
this study, hyperoside dramatically reduced dox-induced phosphorylation of ASK1 and p38, in
337
keeping with the above reports. The result suggested that hyperoside is a regulator engaged in the
338
negative control of ASK1/p38 activation and that DOX-induced myocardial apoptosis may be
339
related to ASK1/p38. ,
p
p
,
322
hyperoside can significantly reversed the change. Manuscript to be reviewed 323
Mitogen activated protein kinase (MAPK) is considered to be a crucial target molecule that
324
induce apoptosis (Das J et al., 2011). The MAPK pathway has 32 main branching pathways, of
325
which the p38 MAPK cascade is mainly engaged in the response of cells to stress (Keshet Y &
326
Seger R, 2010). Numerous studies have validated the close relationship between the p38 MAPK
327
cascade and DIC. Activated p38 can induce cardiomyocyte apoptosis by activating the
328
downstream molecules Bax, Bcl-2, and p53 (Thandavarayan RA et al., 2010; Guo R et al., 2013;
329
Spallarossa P et al., 2006). ASK1, a key regulatory factor in the MAPK cascade pathway, is
330
sensitive to oxidation and reduction. It can be activated under oxidative stress conditions and
331
then triggers apoptosis via phosphorylation of JNK and P38 (Jalmi SK & Sinha AK, 2015; Dai
332
WL et al., 2020). Jiang et al. have demonstrated that DOX can promote p38 phosphorylation
333
levels by activating ASK1 signaling pathway, leading to cardiomyocyte apoptosis (Jiang L et al.,
334
2020). Several reports have validated that the inhibition of the ASK1/p38 signaling pathway
335
alleviated the pathological damage caused by apoptosis (Li H et al., 2022; Wu Y et al., 2018). In
336
this study, hyperoside dramatically reduced dox-induced phosphorylation of ASK1 and p38, in
337
keeping with the above reports. The result suggested that hyperoside is a regulator engaged in the
338
negative control of ASK1/p38 activation and that DOX-induced myocardial apoptosis may be
339
related to ASK1/p38. 340
Hyperoside is a kind of flavonol glycosides with antitumor property. On lung cancer cells in
341
vitro, hyperoside downregulated Bcl-2 level, upregulated Bax level, and increased the expression
342
of anti-tumor factors such as p53. In addition, in vivo experiments in mice have also
343
demonstrated its inhibitory effect on tumor angiogenesis (Liu YH et al., 2016). Fu et al. revealed
344
that hyperoside exerted anti-cancer function by inducing autophagy in lung cancer cells. And
345
further, this might be related to the inhibition of Akt/mTOR/p70S6K signaling pathway and the
346
activation of ERK1/2 pathway (Fu T et al., 2016). Also in breast cancer, hyperoside inhibited the
347
activity and migratory capacity of breast cancer cells, and activated mitochondrial apoptosis
348
pathway by inhibiting ROS/NF-κB signaling pathway, which in turn induced breast cancer cell
349
apoptosis (Qiu J et al., 2019). 372
References 373
[1] Herrmann J. Adverse cardiac effects of cancer therapies: cardiotoxicity and arrhythmia. Nat
374
Rev Cardiol. 2020 Aug;17(8):474-502. doi: 10.1038/s41569-020-0348-1. 373
[1] Herrmann J. Adverse cardiac effects of cancer therapies: cardiotoxicity and arrhythmia. Nat
374
Rev Cardiol 2020 Aug;17(8):474-502 doi: 10 1038/s41569-020-0348-1 373
[1] Herrmann J. Adverse cardiac effects of cancer therapies: cardiotoxicity and arrhythmia. Nat
374
Rev Cardiol. 2020 Aug;17(8):474-502. doi: 10.1038/s41569-020-0348-1. 375
[2] Sawicki KT, Sala V, Prever L, Hirsch E, Ardehali H, Ghigo A. Preventing and Treating
376
Anthracycline Cardiotoxicity: New Insights. Annu Rev Pharmacol Toxicol. 2021 Jan
377
6;61:309-332. doi: 10.1146/annurev-pharmtox-030620-104842. 375
[2] Sawicki KT, Sala V, Prever L, Hirsch E, Ardehali H, Ghigo A. Preventing and Treating
376
Anthracycline Cardiotoxicity: New Insights. Annu Rev Pharmacol Toxicol. 2021 Jan
377
6;61:309-332. doi: 10.1146/annurev-pharmtox-030620-104842. 378
[3] Sangweni NF, Gabuza K, Huisamen B, Mabasa L, van Vuuren D, Johnson R. Molecular
379
insights into the pathophysiology of doxorubicin-induced cardiotoxicity: a graphical
380
representation. Arch Toxicol. 2022 Jun;96(6):1541-1550. doi: 10.1007/s00204-022-03262-w. 381
[4] Swain SM, Whaley FS, Ewer MS. Congestive heart failure in patients treated with
382
doxorubicin: a retrospective analysis of three trials. Cancer. 2003 Jun 1;97(11):2869-79. doi:
383
10.1002/cncr.11407. 384
[5] Wallace KB, Sardão VA, Oliveira PJ. Mitochondrial Determinants of Doxorubicin-Induced
385
Cardiomyopathy. Circ Res. 2020 Mar 27;126(7):926-941. doi: 384
[5] Wallace KB, Sardão VA, Oliveira PJ. Mitochondrial Determinants of Doxorubicin-Induced
385
Cardiomyopathy. Circ Res. 2020 Mar 27;126(7):926-941. doi: 386
10.1161/CIRCRESAHA.119.314681. Epub 2020 Mar 26. 386
10.1161/CIRCRESAHA.119.314681. Epub 2020 Mar 26. 387
[6] Wenningmann N, Knapp M, Ande A, Vaidya TR, Ait-Oudhia S. Insights into Doxorubicin-
388
induced Cardiotoxicity: Molecular Mechanisms, Preventive Strategies, and Early
389
Monitoring Mol Pharmacol 2019 Aug;96(2):219-232 doi: 10 1124/mol 119 115725 387
[6] Wenningmann N, Knapp M, Ande A, Vaidya TR, Ait-Oudhia S. Insights into Doxorubicin-
388
induced Cardiotoxicity: Molecular Mechanisms, Preventive Strategies, and Early
389
Monitoring. Mol Pharmacol. 2019 Aug;96(2):219-232. doi: 10.1124/mol.119.115725. 390
[7] Jiang L, Gong Y, Hu Y, You Y, Wang J, Zhang Z, Wei Z, Tang C. Peroxiredoxin-1
391
Overexpression Attenuates Doxorubicin-Induced Cardiotoxicity by Inhibiting Oxidative
392
Stress and Cardiomyocyte Apoptosis. Oxid Med Cell Longev. 2020 Jul 29;2020:2405135. 393
doi: 10.1155/2020/2405135. 390
[7] Jiang L, Gong Y, Hu Y, You Y, Wang J, Zhang Z, Wei Z, Tang C. Peroxiredoxin-1
391
Overexpression Attenuates Doxorubicin-Induced Cardiotoxicity by Inhibiting Oxidative
392
Stress and Cardiomyocyte Apoptosis. Oxid Med Cell Longev. 2020 Jul 29;2020:2405135. 393
doi: 10.1155/2020/2405135. Manuscript to be reviewed Furthermore, in paclitaxol-treated MDA-MB-231 cells, hyperoside
350
inhibited cellr activity, facilitated apoptosis. And it also enhanced the sensitivity of MDA-MB-
351
231 cells to paclitaxel via blocking TLR4 signaling. Interestingly, meanwhile, hyperoside
352
inhibited paclitaxel-induced cytotoxicity in human normal mammary epithelial cells MCF-10A
353
(Sun T et al., 2020). Our research confirmed that hyperoside synergized with DOX to inhibit
354
survival rate and induce apoptosis of MDA-MB-231 cells, but the specific mechanism needs
355
further research. 356 p
340
Hyperoside is a kind of flavonol glycosides with antitumor property. On lung cancer cells in
341
vitro, hyperoside downregulated Bcl-2 level, upregulated Bax level, and increased the expression
342
of anti-tumor factors such as p53. In addition, in vivo experiments in mice have also
343
demonstrated its inhibitory effect on tumor angiogenesis (Liu YH et al., 2016). Fu et al. revealed
344
that hyperoside exerted anti-cancer function by inducing autophagy in lung cancer cells. And
345
further, this might be related to the inhibition of Akt/mTOR/p70S6K signaling pathway and the
346
activation of ERK1/2 pathway (Fu T et al., 2016). Also in breast cancer, hyperoside inhibited the
347
activity and migratory capacity of breast cancer cells, and activated mitochondrial apoptosis
348
pathway by inhibiting ROS/NF-κB signaling pathway, which in turn induced breast cancer cell
349
apoptosis (Qiu J et al., 2019). Furthermore, in paclitaxol-treated MDA-MB-231 cells, hyperoside
350
inhibited cellr activity, facilitated apoptosis. And it also enhanced the sensitivity of MDA-MB-
351
231 cells to paclitaxel via blocking TLR4 signaling. Interestingly, meanwhile, hyperoside
352
inhibited paclitaxel-induced cytotoxicity in human normal mammary epithelial cells MCF-10A
353
(Sun T et al., 2020). Our research confirmed that hyperoside synergized with DOX to inhibit
354
survival rate and induce apoptosis of MDA-MB-231 cells, but the specific mechanism needs
355
further research. 358
Our study suggests that hyperoside may reduce DOX-induced cardiomyocyte damage via
359
inhibition of the ASK1/p38 signaling pathway, while raising the sensitivity of cancer cells to PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Manuscript to be reviewed 360
DOX. These findings revealed the significant value for the attenuation of DOX toxicity in
361
normal cells and the synergistic effect of hyperoside in tumor cells. Due to these properties,
362
hyperoside may be a potential candidate for alleviating cardiotoxicity during DOX therapy. Our
363
study showed a protective role of hyperoside on myocardium and provided insight into how
364
hyperoside regulates cardiomyocyte apoptosis of DIC. However, hyperoside needs to be
365
comprehensively evaluated in DIC animal models. 366
367
Acknowledgments
368
We are grateful for the technical support from the Central Lab of Taizhou People’s Hospital,
369
China. We would also like to thank TopEdit (www.topeditsci.com) for its linguistic assistance
370
during the preparation of this manuscript. 371
372
References
373
[1] Herrmann J. Adverse cardiac effects of cancer therapies: cardiotoxicity and arrhythmia. Nat
374
Rev Cardiol. 2020 Aug;17(8):474-502. doi: 10.1038/s41569-020-0348-1. 375
[2] Sawicki KT, Sala V, Prever L, Hirsch E, Ardehali H, Ghigo A. Preventing and Treating
376
Anthracycline Cardiotoxicity: New Insights. Annu Rev Pharmacol Toxicol. 2021 Jan
377
6;61:309-332. doi: 10.1146/annurev-pharmtox-030620-104842. 378
[3] Sangweni NF, Gabuza K, Huisamen B, Mabasa L, van Vuuren D, Johnson R. Molecular
379
insights into the pathophysiology of doxorubicin-induced cardiotoxicity: a graphical
380
representation. Arch Toxicol. 2022 Jun;96(6):1541-1550. doi: 10.1007/s00204-022-03262-w. 381
[4] Swain SM, Whaley FS, Ewer MS. Congestive heart failure in patients treated with
382
doxorubicin: a retrospective analysis of three trials. Cancer. 2003 Jun 1;97(11):2869-79. doi:
383
10.1002/cncr.11407. 384
[5] Wallace KB, Sardão VA, Oliveira PJ. Mitochondrial Determinants of Doxorubicin-Induced
385
Cardiomyopathy. Circ Res. 2020 Mar 27;126(7):926-941. doi:
386
10.1161/CIRCRESAHA.119.314681. Epub 2020 Mar 26. 387
[6] Wenningmann N, Knapp M, Ande A, Vaidya TR, Ait-Oudhia S. Insights into Doxorubicin-
388
induced Cardiotoxicity: Molecular Mechanisms, Preventive Strategies, and Early
389
Monitoring. Mol Pharmacol. 2019 Aug;96(2):219-232. doi: 10.1124/mol.119.115725. 390
[7] Jiang L, Gong Y, Hu Y, You Y, Wang J, Zhang Z, Wei Z, Tang C. Peroxiredoxin-1
391
O
i
Att
t
D
bi i
I d
d C di t
i it b I hibiti
O id ti Manuscript to be reviewed 398
[9] Gao X, Gao YY, Yan HY, Liu GJ, Zhou Y, Tao T, Yue TT, Pang C, Chen XX, Gao S, Wu
399
LY, Hang CH, Li W. PDK4 Decrease Neuronal Apoptosis via Inhibiting ROS-ASK1/P38
400
Pathway in Early Brain Injury After Subarachnoid Hemorrhage. Antioxid Redox Signal. 401
2022 Mar;36(7-9):505-524. doi: 10.1089/ars.2021.0083. 402
[10] Lan T, Hu Y, Hu F, Li H, Chen Y, Zhang J, Yu Y, Jiang S, Weng Q, Tian S, Ma T, Yang G,
403
Luo D, Wang L, Li K, Piao S, Rong X, Guo J. Hepatocyte glutathione S-transferase mu 2
404
prevents non-alcoholic steatohepatitis by suppressing ASK1 signaling. J Hepatol. 2022
405
Feb;76(2):407-419. doi: 10.1016/j.jhep.2021.09.040. 406
[11] Ding W, Feng H, Li WJ, Liao HH, Zhang N, Zhou ZY, Mou SQ, Lin Z, Xia-He NZ, Xia H,
407
Tang QZ. Apocynin attenuates diabetic cardiomyopathy by suppressing ASK1-p38/JNK
408
signaling. Eur J Pharmacol. 2021 Oct 15;909:174402. doi: 10.1016/j.ejphar.2021.174402. 409
[12] Wang Q, Wei HC, Zhou SJ, Li Y, Zheng TT, Zhou CZ, Wan XH. Hyperoside: A review on
410
its sources, biological activities, and molecular mechanisms. Phytother Res. 2022
411
Jul;36(7):2779-2802. doi: 10.1002/ptr.7478. 412
[13] Ferenczyova K, Kalocayova B, Bartekova M. Potential Implications of Quercetin and its
413
Derivatives in Cardioprotection. Int J Mol Sci. 2020 Feb 26;21(5):1585. doi:
414
10.3390/ijms21051585. 415
[14] Chen Z, An X, Liu X, Qi J, Ding D, Zhao M, Duan S, Huang Z, Zhang C, Wu L, Zhang B,
416
Zhang A, Yuan Y, Xing C. Hyperoside alleviates adriamycin-induced podocyte injury via
417
inhibiting mitochondrial fission. Oncotarget. 2017 Sep 28;8(51):88792-88803. doi:
418
10.18632/oncotarget.21287. 419
[15] Charachit N, Sukhamwang A, Dejkriengkraikul P, Yodkeeree S. Hyperoside and Quercitrin
420
in Houttuynia cordata Extract Attenuate UVB-Induced Human Keratinocyte Cell Damage
421
and Oxidative Stress via Modulation of MAPKs and Akt Signaling Pathway. Antioxidants
422
(Basel). 2022 Jan 24;11(2):221. doi: 10.3390/antiox11020221. 423
[16] Al-Qahtani WH, Alshammari GM, Ajarem JS, Al-Zahrani AY, Alzuwaydi A, Eid R, Yahya
424
MA. Isoliquiritigenin prevents Doxorubicin-induced hepatic damage in rats by upregulating
425
and activating SIRT1. Biomed Pharmacother. 2022 Feb;146:112594. doi:
426
10.1016/j.biopha.2021.112594. 427
[17] Wu Q, Chen J, Zheng X, Song J, Yin L, Guo H, Chen Q, Liu Y, Ma Q, Zhang H, Yang Q. 428
Kaempferol attenuates doxorubicin-induced renal tubular injury by inhibiting ROS/ASK1-
429
mediated activation of the MAPK signaling pathway. Biomed Pharmacother. 2023
430
Jan;157:114087. doi: 10.1016/j.biopha.2022.114087. 372
References 394
[8] Gao K, Chi Y, Sun W, Takeda M, Yao J. 5'-AMP-activated protein kinase attenuates
395
adriamycin-induced oxidative podocyte injury through thioredoxin-mediated suppression of
396
the apoptosis signal-regulating kinase 1-P38 signaling pathway. Mol Pharmacol. 2014
397
Mar;85(3):460-71. doi: 10.1124/mol.113.089458. 394
[8] Gao K, Chi Y, Sun W, Takeda M, Yao J. 5'-AMP-activated protein kinase attenuates
395
adriamycin-induced oxidative podocyte injury through thioredoxin-mediated suppression of
396
the apoptosis signal-regulating kinase 1-P38 signaling pathway. Mol Pharmacol. 2014
397
Mar;85(3):460-71. doi: 10.1124/mol.113.089458. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 436
[19] Chen Y, Shi S, Dai Y. Research progress of therapeutic drugs for doxorubicin-induced
437
cardiomyopathy. Biomed Pharmacother. 2022 Dec;156:113903. doi:
438
10.1016/j.biopha.2022.113903. 439
[20] Sheibani M, Azizi Y, Shayan M, Nezamoleslami S, Eslami F, Farjoo MH, Dehpour AR. 440
Doxorubicin-Induced Cardiotoxicity: An Overview on Pre-clinical Therapeutic Approaches. 441
Cardiovasc Toxicol. 2022 Apr;22(4):292-310. doi: 10.1007/s12012-022-09721-1. 442
[21] Zhang J, Liu Y, Liu L. Hyperoside prevents sepsis-associated cardiac dysfunction through
443
regulating cardiomyocyte viability and inflammation via inhibiting miR-21. Biomed
444
Pharmacother. 2021 Jun;138:111524. doi: 10.1016/j.biopha.2021.111524. 445
[22] Octavia Y, Tocchetti CG, Gabrielson KL, Janssens S, Crijns HJ, Moens AL. Doxorubicin-
446
induced cardiomyopathy: from molecular mechanisms to therapeutic strategies. J Mol Cell
447
Cardiol. 2012 Jun;52(6):1213-25. doi: 10.1016/j.yjmcc.2012.03.006. 448
[23] Kajarabille N, Latunde-Dada GO. Programmed Cell-Death by Ferroptosis: Antioxidants as
449
Mitigators. Int J Mol Sci. 2019 Oct 8;20(19):4968. doi: 10.3390/ijms20194968. 450
[24] Jing M, Han G, Wan J, Zhang S, Yang J, Zong W, Niu Q, Liu R. Catalase and superoxide
451
dismutase response and the underlying molecular mechanism for naphthalene. Sci Total
452
Environ. 2020 Sep 20;736:139567. doi: 10.1016/j.scitotenv.2020.139567. 453
[25] Xiang Q, Zhao Y, Lin J, Jiang S, Li W. The Nrf2 antioxidant defense system in
454
intervertebral disc degeneration: Molecular insights. Exp Mol Med. 2022 Aug;54(8):1067-
455
1075. doi: 10.1038/s12276-022-00829-6. 456
[26] Zhang J, Gu HD, Zhang L, Tian ZJ, Zhang ZQ, Shi XC, Ma WH. Protective effects of
457
apricot kernel oil on myocardium against ischemia-reperfusion injury in rats. Food Chem
458
Toxicol. 2011 Dec;49(12):3136-41. doi: 10.1016/j.fct.2011.08.015. 458
Toxicol. 2011 Dec;49(12):3136-41. doi: 10.1016/j.fct.2011.08.015. 459
[27] Pharoah BM, Zhang C, Khodade VS, Keceli G, McGinity C, Paolocci N, Toscano JP. 460
Hydropersulfides (RSSH) attenuate doxorubicin-induced cardiotoxicity while boosting its
461
anticancer action. Redox Biol. 2023 Apr;60:102625. doi: 10.1016/j.redox.2023.102625. 462
[28] Sun L, Wang H, Xu D, Yu S, Zhang L, Li X. Lapatinib induces mitochondrial dysfunction
463
to enhance oxidative stress and ferroptosis in doxorubicin-induced cardiomyocytes via
464
inhibition of PI3K/AKT signaling pathway. Bioengineered. 2022 Jan;13(1):48-60. doi:
465
10.1080/21655979.2021.2004980. 466
[29] Wang X, Ji Y, Jin D, Qi J, Hou X, Zhao W, Zhou S, Zhang C, Luo Y, An P, Luo J. Natural
467
Polysaccharide β-Glucan Protects against Doxorubicin-Induced Cardiotoxicity by
468
Suppressing Oxidative Stress. Nutrients. 2022 Feb 21;14(4):906. doi: 10.3390/nu14040906. 469
[30] He S, Yin X, Wu F, Zeng S, Gao F, Xin M, Wang J, Chen J, Zhang L, Zhang J. Manuscript to be reviewed 431
[18] Orabi MAA, Khalil HMA, Abouelela ME, Zaafar D, Ahmed YH, Naggar RA, Alyami HS,
432
Abdel-Sattar ES, Matsunami K, Hamdan DI. Carissa macrocarpa Leaves Polar Fraction
433
Ameliorates Doxorubicin-Induced Neurotoxicity in Rats via Downregulating the Oxidative
434
Stress and Inflammatory Markers. Pharmaceuticals (Basel). 2021 Dec 14;14(12):1305. doi:
435
10.3390/ph14121305. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 475
[32] Childs AC, Phaneuf SL, Dirks AJ, Phillips T, Leeuwenburgh C. Doxorubicin treatment in
476
vivo causes cytochrome C release and cardiomyocyte apoptosis, as well as increased
477
mitochondrial efficiency, superoxide dismutase activity, and Bcl-2:Bax ratio. Cancer Res. 478
2002 Aug 15;62(16):4592-8. 479
[33] Rosa N, Speelman-Rooms F, Parys JB, Bultynck G. Modulation of Ca2+ signaling by
480
antiapoptotic Bcl-2 versus Bcl-xL: From molecular mechanisms to relevance for cancer cell
481
survival. Biochim Biophys Acta Rev Cancer. 2022 Nov;1877(6):188791. doi:
482
10.1016/j.bbcan.2022.188791. 483
[34] Li L, Wang S, Zhou W. Balance Cell Apoptosis and Pyroptosis of Caspase-3-Activating
484
Chemotherapy for Better Antitumor Therapy. Cancers (Basel). 2022 Dec 21;15(1):26. doi:
485
10.3390/cancers15010026. 486
[35] Li P, Dong XR, Zhang B, Zhang XT, Liu JZ, Ma DS, Ma L. Molecular mechanism and
487
therapeutic targeting of necrosis, apoptosis, pyroptosis, and autophagy in cardiovascular
488
disease. Chin Med J (Engl). 2021 Oct 4;134(22):2647-2655. doi: 489
10.1097/CM9.0000000000001772. 490
[36] Xiao R, Xiang AL, Pang HB, Liu KQ. Hyperoside protects against hypoxia/reoxygenation
491
induced injury in cardiomyocytes by suppressing the Bnip3 expression. Gene. 2017 Sep
492
20;629:86-91. doi: 10.1016/j.gene.2017.07.063. 493
[37] Yu J, Zhang L. The transcriptional targets of p53 in apoptosis control. Biochem Biophys
494
Res Commun. 2005 Jun 10;331(3):851-8. doi: 10.1016/j.bbrc.2005.03.189. 495
[38] Zhang C, Feng Y, Qu S, Wei X, Zhu H, Luo Q, Liu M, Chen G, Xiao X. Resveratrol
496
attenuates doxorubicin-induced cardiomyocyte apoptosis in mice through SIRT1-mediated
497
deacetylation of p53. Cardiovasc Res. 2011 Jun 1;90(3):538-45. doi: 10.1093/cvr/cvr022. 498
[39] Zhang S, Liu X, Bawa-Khalfe T, Lu LS, Lyu YL, Liu LF, Yeh ET. Identification of the
499
molecular basis of doxorubicin-induced cardiotoxicity. Nat Med. 2012 Nov;18(11):1639-42. 500
doi: 10.1038/nm.2919. 501
[40] Das J, Ghosh J, Manna P, Sil PC. Taurine suppresses doxorubicin-triggered oxidative stress
502
and cardiac apoptosis in rat via up-regulation of PI3-K/Akt and inhibition of p53, p38-JNK. 03
Biochem Pharmacol. 2011 Apr 1;81(7):891-909. doi: 10.1016/j.bcp.2011. 504
[41] Keshet Y, Seger R. The MAP kinase signaling cascades: a system of hundreds of
505
components regulates a diverse array of physiological functions. Methods Mol Biol. 506
2010;661:3-38. doi: 10.1007/978-1-60761-795-2_1. 507
[42] Thandavarayan RA, Watanabe K, Sari FR, Ma M, Lakshmanan AP, Giridharan VV,
508
Gurusamy N, Nishida H, Konishi T, Zhang S, Muslin AJ, Kodama M, Aizawa Y. 509
Modulation of doxorubicin-induced cardiac dysfunction in dominant-negative p38α mitogen-
510
activated protein kinase mice. Free Radic Biol Med. Manuscript to be reviewed Hyperoside
470
protects cardiomyocytes against hypoxia-induced injury via upregulation of microRNA-138. 471
Mol Med Rep. 2021 Apr;23(4):286. doi: 10.3892/mmr.2021.11925. 472
[31] Ma W, Wei S, Zhang B, Li W. Molecular Mechanisms of Cardiomyocyte Death in Drug-
473
Induced Cardiotoxicity. Front Cell Dev Biol. 2020 Jun 3;8:434. doi:
474
10 3389/fcell 2020 00434 PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed 515
[44] Spallarossa P, Altieri P, Garibaldi S, Ghigliotti G, Barisione C, Manca V, Fabbi P,
516
Ballestrero A, Brunelli C, Barsotti A. Matrix metalloproteinase-2 and -9 are induced
517
differently by doxorubicin in H9c2 cells: The role of MAP kinases and NAD(P)H oxidase. 518
Cardiovasc Res. 2006 Feb 15;69(3):736-45. doi: 10.1016/j.cardiores.2005.08.009. 519
[45] Jalmi SK, Sinha AK. ROS mediated MAPK signaling in abiotic and biotic stress- striking
520
similarities and differences. Front Plant Sci. 2015 Sep 24;6:769. doi:
521
10.3389/fpls.2015.00769. 522
[46] Dai WL, Bao YN, Fan JF, Li SS, Zhao WL, Yu BY, Liu JH. Levo-corydalmine attenuates
523
microglia activation and neuropathic pain by suppressing ASK1-p38 MAPK/NF-κB
524
signaling pathways in rat spinal cord. Reg Anesth Pain Med. 2020 Mar;45(3):219-229. doi:
525
10.1136/rapm-2019-100875. 526
[47] Jiang L, Gong Y, Hu Y, You Y, Wang J, Zhang Z, Wei Z, Tang C. Peroxiredoxin-1
527
Overexpression Attenuates Doxorubicin-Induced Cardiotoxicity by Inhibiting Oxidative
528
Stress and Cardiomyocyte Apoptosis. Oxid Med Cell Longev. 2020 Jul 29;2020:2405135. 529
doi: 10.1155/2020/2405135. 530
[48] Li H, Yang Q, Huang Z, Liang C, Zhang DH, Shi HT, Du JQ, Du BB, Zhang YZ. Dual-
531
specificity phosphatase 12 attenuates oxidative stress injury and apoptosis in diabetic
532
cardiomyopathy via the ASK1-JNK/p38 signaling pathway. Free Radic Biol Med. 2022 Nov
533
1;192:13-24. doi: 10.1016/j.freeradbiomed.2022.09.004. 534
[49] Wu Y, Qian Z, Fu S, Yue Y, Li Y, Sun R, Huang B, Yang D. IcarisideII improves left
535
ventricular remodeling in spontaneously hypertensive rats by inhibiting the ASK1-JNK/p38
536
signaling pathway. Eur J Pharmacol. 2018 Jan 15;819:68-79. doi:
537
10 1016/j ejphar 2017 11 035 538
[50] Liu YH, Liu GH, Mei JJ, Wang J. The preventive effects of hyperoside on lung cancer in
539
vitro by inducing apoptosis and inhibiting proliferation through Caspase-3 and P53 signaling
540
pathway. Biomed Pharmacother. 2016 Oct;83:381-391. doi: 10.1016/j.biopha.2016.06.035. 541
[51] Fu T, Wang L, Jin XN, Sui HJ, Liu Z, Jin Y. Hyperoside induces both autophagy and
542
apoptosis in non-small cell lung cancer cells in vitro. Acta Pharmacol Sin. 2016
543
Apr;37(4):505-18. doi: 10.1038/aps.2015.148. 544
[52] Qiu J, Zhang T, Zhu X, Yang C, Wang Y, Zhou N, Ju B, Zhou T, Deng G, Qiu C. 545
Hyperoside Induces Breast Cancer Cells Apoptosis via ROS-Mediated NF-κB Signaling
546
Pathway. Int J Mol Sci. 2019 Dec 24;21(1):131. doi: 10.3390/ijms21010131. 547
[53] Sun T, Liu Y, Li M, Yu H, Piao H. Manuscript to be reviewed 2010 Nov 15;49(9):1422-31. doi:
511
10.1016/j.freeradbiomed.2010.08.005. 512
[43] Guo R, Lin J, Xu W, Shen N, Mo L, Zhang C, Feng J. Hydrogen sulfide attenuates
513
doxorubicin-induced cardiotoxicity by inhibition of the p38 MAPK pathway in H9c2 cells. 514
Int J Mol Med. 2013 Mar;31(3):644-50. doi: 10.3892/ijmm.2013.1246. 512
[43] Guo R, Lin J, Xu W, Shen N, Mo L, Zhang C, Feng J. Hydrogen sulfide attenuates
513
doxorubicin-induced cardiotoxicity by inhibition of the p38 MAPK pathway in H9c2 cells. 512
[43] Guo R, Lin J, Xu W, Shen N, Mo L, Zhang C, Feng J. Hydrogen sulfide attenuates
513
doxorubicin-induced cardiotoxicity by inhibition of the p38 MAPK pathway in H9c2 cells. 514
Int J Mol Med. 2013 Mar;31(3):644-50. doi: 10.3892/ijmm.2013.1246. 514
Int J Mol Med. 2013 Mar;31(3):644-50. doi: 10.3892/ijmm.2013.1246. 514
Int J Mol Med. 2013 Mar;31(3):644-50. doi: 10.3892/ijmm.2013.1246. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Administration with hyperoside sensitizes breast cancer
548
cells to paclitaxel by blocking the TLR4 signaling. Mol Cell Probes. 2020 Oct;53:101602. 549
doi: 10.1016/j.mcp.2020.101602. 550
[54] Shah S, Mohan M, Kasture S, Ballero M, Maxia A, Sanna C. Protective effect of Hypericum
551
hircinum on doxorubicin-induced cardiotoxicity in rats. Nat Prod Res. 2013;27(16):1502-7. 552
doi: 10.1080/14786419.2012.724409. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Manuscript to be reviewed Table 1(on next page) Table 1(on next page) Table 1: Primer sequences used in this research. Primer sequences used in this research. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Manuscript to be reviewed Manuscript to be reviewed Manuscript to be reviewed 1
Table 1:
2
Primer sequences used in this research. Gene
sequences (5’-3’)
Tm (℃)
Mus Bax
F: AGACAGGGGCCTTTTTGCTAC
54.4
R: AATTCGCCGGAGACACTCG
53.6
Mus Bcl2
F: GCTACCGTCGTGACTTCGC
55.8
R: CCCCACCGAACTCAAAGAA
56.3
Mus cleaved caspase-3
F: CTCGCTCTGGTACGGATGTG
56.5
R: TCCCATAAATGACCCCTTCATCA
53.7
Mus GAPDH
F: AGGTCGGTGTGAACGGATTTG
62.6
R: GGGGTCGTTGATGGCAACA
62.6
3 3 3 PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Figure 1 Figure 1: Optimal concentration of doxorubicin (DOX) and hyperoside for HL-1 cells. (A) Effects of DOX on the survival rate of HL-1 cells. *** P < 0.001 compared with the 0-μM
group. (B) Effects of hyperoside on the survival rate of HL-1 cells. *** P < 0.001 compared
with the 0-μM group. (C) Effects of hyperoside on the survival rate of HL-1 cells induced by
DOX. *** P < 0.001 compared with the control group; ### P < 0.001 compared with the 0-
μM group. (D) Quantitative analysis of cleaved caspase-3 expression represented by bar
graph (n = 3). *** P < 0.001, ** P < 0.01, * P < 0.05, compared with the 0-μM group. (E)
Representative immunofluorescence labeling images for cleaved caspase-3 (red) in HL-1
cells. Data are indicated as mean ± standard error of the mean (SEM) from three
independent experiments. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Figure 3 Figure 3: Hyperoside attenuated doxorubicin (DOX)-induced apoptosis in HL-1 cells. Figure 2 Figure 2: Hyperoside attenuated doxorubicin (DOX)-induced oxidative stress injury in
HL-1 cells. (A) Representative fluorescence labeling images of DCFH-DA fluorescent probe to detect
(reactive oxygen species) ROS (green) in HL-1 cells. Scale bars, 50 μm. (B) Quantitative
analysis of ROS depicted by bar graph (n = 3). (C-F) Biochemical methods to detect
glutathione (GSH), catalase (CAT), superoxide dismutase (SOD), malondialdehyde (MDA)
levels in HL-1 cells. (C) Relative activity of GSH depicted by bar graph (n = 3). (D) Relative
activity of CAT depicted by bar graph (n = 3). (E) Relative activity of SOD depicted by bar
graph (n = 3). (F) Relative expression level of MDA depicted by bar graph (n = 3). *** P <
0.001, ** P < 0.01, * P < 0.05. Data are expressed as mean ± standard error of the mean
(SEM) from three independent experiments. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Figure 3: Hyperoside attenuated doxorubicin (DOX)-induced apoptosis in HL-1 cells. (A) Representative fluorescence labeling images for terminal deoxynucleotidyl transferase
deoxyuridine triphosphate nick end labeling (TUNEL) (green) in HL-1 cells. Scale bars, 50 μm. (B) Quantitative analysis of TUNEL-positive cells depicted by bar graph (n = 3). (C)
Representative immunofluorescence labeling images of cleaved caspase-3 (red) in HL-1 cells. Scale bars, 50 μm. (D) Quantitative analysis of cleaved caspase-3 depicted by bar graph (n =
3). *** P < 0.001. Data are expressed as mean ± standard error of the mean (SEM) from
three independent experiments. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Manuscript to be reviewed Manuscript to be reviewed PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Figure 4 Figure 4: Hyperoside decreased the expression levels of apoptosis-related proteins in
DOX-treated HL-1 cells. (A) Relative mRNA level of Bcl-2 associated X-protein (Bax)/Bcl-2 in HL-1 cells (n = 3). (B)
Relative mRNA level of cleaved caspase-3 in HL-1 cells (n = 3). (C) The expression of cleaved
caspase-3, Bcl-2, Bax and p53 in HL-1 cells assessed by western blot analysis. β-actin was
used as the control. (D) Quantitative analysis of Bax/Bcl-2 depicted by bar graph (n = 3). (E)
Quantitative analysis of cleaved caspase-3 depicted by bar graph (n = 3). (F) Quantitative
analysis of p53 depicted by bar graph (n = 3). *** P < 0.001, ** P < 0.01. Data are expressed
as mean ± standard error of the mean (SEM) from three independent experiments. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed Figure 6 Figure 6: Hyperoside promotes the anticancer property of DOX Figure 5 Figure 5: Hyperoside inhibited apoptosis signal-regulating kinase 1 (ASK1)/p38 signaling
pathway in doxorubicin (DOX)-treated HL-1 cells. β-actin was used as the control. (A) The expression of p-ASK1, t-ASK1, p-p38, and t-p38 in HL-1 cells examined by western
blotting. (B) Quantitative analysis of p-ASK1/t-ASK1 depicted by bar graph (n = 3). (C)
Quantitative analysis of p-p38/t-p38 depicted by bar graph (n = 3). *** P < 0.001, ** P <
0.01, * P < 0.05. Data are expressed as mean ± standard error of the mean (SEM) from three
independent experiments. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Figure 6: Hyperoside promotes the anticancer property of DOX (A) CCK-8 assayed the effect of DOX on the survival rate of MDA-MB-231 cells. (B) CCK-8
assayed the effects of hyperoside on the survival rate of MDA-MB-231 cells induced by DOX. (C) Representative fluorescence labeling images for terminal deoxynucleotidyl transferase
deoxyuridine triphosphate nick end labeling (TUNEL) (green) in MDA-MB-231 cells. Scale
bars, 50 μm. (D) Quantitative analysis of TUNEL-positive cells depicted by bar graph (n = 3). *** P < 0.001, ** P < 0.01, * P < 0.05. Data are expressed as mean ± standard error of the
mean (SEM) from three independent experiments. PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) Manuscript to be reviewed PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023) PeerJ reviewing PDF | (2022:10:78807:1:0:CHECK 26 Mar 2023)
|
W2314418043.txt
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https://zenodo.org/records/2213508/files/article.pdf
|
de
|
Der Name des Spinnwirtels im Akkadischen
|
Orientalistische Literaturzeitung
| 1,920
|
public-domain
| 1,761
|
153
Ürientalisüsche Literaturzeitnng 1920 Nr. 7/8.
Täkil-ana-ilisu in Bruderschaftsverhältnis ge- zweckt. Dagegen ist eine neue Vermessung
langt seien. Eine Legitimierung der beiden des Grundstückes in diesem Fall am Platz.
Söhne war demnach nicht zu erweisen; 2. wird
I I I 18. In der Lücke zu Beginn der Zeile
als Grund gegen die Ansprüche der beiden an- kann mit gutem Sinn ergänzt werden la ba-li-e,
geführt, hätten sie das Feld nicht in Besitz damit der vom Käufer gezahlte Preis „nicht
genommen. Man wird dies wohl am besten verloren sei".
verstehen, wenn die Zeugen argumentieren lässt:
V 3. ύ-sa-ad-di-ma wird von King über"Wäre die Legitimierung des Lüsä-[. . . .] und setzt: when he made known his decision. Dies
des Nimurta-näsir-[. . . .] durch Täkil-ana-ilisu ist aber sowohl grammatikalisch wie sachlich
erfolgt, so hätten sie oder einer von ihnen unmöglich. Richtig müsste es heissen: usedlma.
schon nach dem Tode des Sämi das Lehensfeld Auch sachlich stimmt die Uebersetzung nicht,
in Besitz nehmen müssen, da doch Täkil-ana- da eine Entscheidung zu treffen nicht Sache
ilisu jünger war als sie. Die Ansprüche des des Ahu-däru, sondern des Königs war. Das
Kidin-Nimurta werden von den Zeugen eben- W o r t kommt vielmehr von nadü I I I 1: er liess
falls nicht anerkannt. Hier heisst es, ummasu die Sache fallen, auf sich beruhen. Eben deslä zukkurat. Der Sinn dieser juristischen Wen- wegen kommt er auch nicht zum Gottesurteil.
dung ist uns nicht bekannt. Wenn wir jedoch Auffallend ist, dass das Gottesurteil hier im
von der Sache auf ihren Namen schliessen Zivilrechtsstreit Anwendung findet, nicht im
dürfen, dann kann lä zukkurat nur den Grund Strafprozess (Mitteilung von Koschaker).
angeben, weshalb die Mutter des Kidin-Nimurta
das Feld nicht erhalten konnte. Wir haben L 4 (vgl. King pi. X X I V — X X V I I I ; SS. 19 ff.).
oben schon gesehen, dass Lehensgüter auf weibI 14. Zur Phrase eklam sadädu vgl. meine
liche Erben nicht übergehen konnten. Dem- Ausführungen Z A X X V I I , 1912, 249ff. Freinach konnte die Mutter des Kidin-Nimurta lich könnte auch an das Ziehen der 'Grenze
jene Wirtschaft nicht erhalten, weil sie als wie L 11, I 3 gedacht sein«.
Weib zur F ü h r u n g eines Lehensgutes „nicht
(Schluss folgt.)
berufen war".
I I 48. Die Redensart res ekli nasü, die
Der Marne des
Spinnwirteis im Rkkadischen.
Von A r t h u r TJngnad.
sich auf den Grenzsteinurkunden öfters findet,
ist von Hinke, dem King folgt, in dem Sinn
Bei den Ausgrabungen in Babylon sind
verstanden worden, „den Grenzstein wegnehmen" zahlreiche Spinnwirtel aus Ton und Stein ge(A new Boundary-Stone 197). Allein die von funden worden 1 . Wie die Babylonier selbst
ihm vorgebrachten Argumente beweisen nichts. aber diesen Gegenstand bezeichnet haben, ist
Denn dass nasü nur von tragbaren Sachen ge- m. W . bisher noch nicht bekannt. Ich möchte
braucht werden kann, „emporheben", ist zwar dafür ein W o r t in Anspruch nehmen, f ü r das
richtig f ü r die ursprüngliche Bedeutung einer bisher noch keine Erklärung gegeben ist, nämRedensart, nicht aber für die sich daraus ent- lich gäsu (fem.), Plur. gäsü und gäsdtu.
Die
wickelnde IJebertragung auf bestimmte Ver- Länge des ä ist nicht direkt zu erweisen, aber
;
hältnisse. So ist in der Wendung „ p ü t . . . . na ü doch wahrscheinlich. Gegen die vorgeschlagene
für jem. bürgen" natürlich von nichts Tragbarem Bedeutung könnte allerdings die Tatsache andie Rede, dagegen heisst sie ursprünglich „die geführt werden, dass als Determinativ in der
Hand erheben für jemanden". Die Gleich- Regel isu dient.
Doch kann das entweder so
stellung von res ekli kasädu mit zittam akälu erklärt werden, dass isu hier wie oft ganz allbeweist keinesfalls, dass mit res ekli der gemein „Gerät" bezeichnet, oder wir müssen
Grenzstein gemeint sein müsse. Im Gegenteil annehmen, dass Spinnwirtel tatsächlich vielfach
entspricht resu dem synouymen Ausdruck aus Holz hergestellt wurden 2 . F ü r die zuerst
kakkadu, der genau sowie das hebr. Ι&'ΝΊ „Summe" gegebene Erklärung spricht der Umstand, dass
heissen kann. Die Wendung resu nasü ist voll- A T K 3 14 IV 9 'fga-sit sa sinnipi ή, d. h. „(Holz)
ständig parallel mit dem hebr.
NIM (Ex 30, Wirtel aus Elfenbein" erwähnt werden. An
12; Nu 1, 2; 26, 2 u. ö.), welches soviel heisst andern Stellen, wo gäsu in ATK aufgeführt
wie „die Zahl, Summe aufnehmen, zählen". werden, fehlt das Determinativ, so 25 1 1 6 2 : 1
Somit kann an unserer Stelle mit vollständiger ga-su sa abni . . . 4 „Wirtel aus Stein"; 22 I I 6 1 :
Berechtigung übersetzt werden, „das Ausmass
selbigen Feldes erhob er". Uebrigens verlangt
1
Vgl. R. K o l d e w e y , Bas wiedererstehende Babylon
auch der Sinn dasselbe. Denn es wäre wider- S. 252.
2
sinnig, den Grenzstein vor der Uebergabe des
Bei unseren Bauernfrauen dienten früher sogar
als Spinnwirtel
Feldes an seinen Besitzer zu entfernen, da der Kartoffeln
3
Bie ΈΙ-Amarna Tafeln, hsg. v. K n u d t z o n .
Grenzstein doch den Schutz des Feldes be1
Hier stand wohl noch der Name des Steines.
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Authenticated
Download Date | 8/1/15 9:38 PM
Orientaiistiache Literaturzeitung 192Ö Nr. 7/8.
Die absolute Gleichmässigkeit der TextX ga-su™"' rabati™' sa abnati™" „lOgrosse Wirtel
aus Steinen; 25 II 65 ff. ga-su kaspimeS silberne anlage und die stereotypen Formulierungen
Wirtel"; 29,82 :1ga-su /twrasii „goldener Wirtel". beweisen, dass die Abfassung solcher Protokolle
Sicher aus Holz sind die imRitualtext Um. 311 + — wir dürfen weiter schliessen: die Abwick325 + 3 7 5 l , Z. 5 begegnenden 'fga-sa-a-ti
''sil- lung des amtlichen Schreibwerks überhaupt —
li-ba-ni
„Wirtel aus Süssholz 2 ", die aber viel- nach bestimmten von der assyrischen Heeresleicht nicht zu praktischen Zwecken dienten; verwaltung angeordneten Regeln zu geschehen
es werden damit wohl wirteiförmige Holz- hatte, deren Ziel war, mit möglichster Kürze
stückchen gemeint sein.
des Ausdrucks, Uebersichtlichkeit der Buchung
Das Wort findet sich mehrfach in den und Vollständigkeit aller benötigten Angaben
Labartutexten, wo es in der Nachbarschaft von zu verbinden.
*fSAL
*=pilakku
„Spindel" begegnet; so IV
An die Spitze der Protokolle wurde Name
R 5 5 , 1, R s . 2 8 : ".ga-su u.pilakku;
5 6 , 5 0 b : und Dienstrang des Offiziers gesetzt, dessen Ab".ga-su ''. du-di-it-tu
pilakku;
5 8 I I 4 0 : u. ga-su teilung an der Musterung beteiligt oder inter3
amil
se-bir-tu ".pilakku seb-r[uj
„zerbrochenerWirtel"; essiert war; so 31,1: mA-me-A-tar
rab
hanse
ama
79-7-8, 81 II 11 (IV R, Add. 11) ist der Zu- oder 132, l . f : mA-me-A-tar
rab Jci-sir.
Falls
sammenhang zerstört: '1 ga-su ".mu-[. . . ] i .
nicht etwa die beiden Titel rab hanse (31,1. 32,1)
Endlich findet sich das Wort in Verbindung u n d rab kisir (34, a 7. b 2. 3 6 , 1 1 f. 1 3 1 , b 3.
mit sipätu „Wolle"; so in dem altbab. Brief 5 . 132, a If b If.) identisch sein sollten, was schwer
UM VII94, 27: sim u.ga-sumn
sipatim
„Be- anzunehmen wäre, liegt nahe zu vermuten,
zahlung für die Wollwirtel 6 (habe ich be- dass der rab Μsir dem rab hanse unterstellt
kommen)". Auch in derMitgifturkuude R ( = BE war; denn es finden sich wohl die Protokolle
VI 1) 84, 24 f. finden wir
für die Abteilungen mehrerer rab kisir auf einer
II 'f ga-su sa
sipätim
Tafel vereinigt (so auf Nr. 34. 131. 132), daIII
gasu SAG.DU
(=
kakkadi).
gegen erhält der rab hanse jeweils einen geWas mitletzteren gemeint ist, bleibt vorläufig sonderten Bericht (s. Nr. 31. 32). Danach
noch dunkel. Indes spricht das Material, aus scheint die erste grössere Einheit von 50 Gedem eine gäsu gefertigt werden kann, wie auch spannen einem rab hanse, sagen wir „Rittdie Beziehung, in der dieser Gegenstand einer- meister", unterstellt gewesen zu sein, unter
seits zur Spindel, andrerseits zur Wolle steht, dem mehrere kleinere Abteilungen (kisru, etwa
für die vorgeschlagene Bedeutung „Wirtel".
zu je 10 Gespannen?) von je einem rab kisir
befehligt wurden.
Jeder einzelne Musterungsakt wurde in
Dokumente des assyrischen Militarismus.
1
3
Zeilen
protokolliert; Ζ. 1: Name und DienstVon O t t o S c h r o e d e r .
bezeichnung amel narkabti „Wagenführer", Ζ. 2:
Dass ein so hoch entwickeltes Heerwesen
Heimatsort (Formel: sä a,Y), Z. 3: Zahl und
wie das assyrische einen bis ins Einzelne geGattung der gemusterten Tiere, sowie Musteregelten Verwaltungsapparat gehabt haben
rungsbefund.
Die Entscheidung lautet gewöhnmuss, durfte man a priori vermuten; gleichlich
kurz
damik „tauglich" oder la damik „unwohl war die Bestätigung, die eine Reihe
Tafelbrocken aus Assur bot, eine Ueberraschung, tauglich"; seltener wird die Untauglichkeit bed. h. wegen
insofern wir in ihnen einen Einblick in das gründet: in α ini-su la damik,
Augenkrankheit
untauglich.
Zur
Erzielung
ganz modern anmutende Musterungsgeschäft
in Sachen des Pferdeersatzes gewinnen. Es möglichster Kürze wurden sogar die Ideogramme
handelt sich um die 1U Tafeln und Bruchstücke, noch abgekürzt: sisu „Pferd" wird durch
die ich K A V 7 Nr. 31—38. 131. 132 unter der V angedeutet. — Einige Beispiele für viele:
amel
narkabti
Bezeichnung „Protokolle über Pferdemuste- 1. 3 1 , 2 — 4 : mAm-mu-a,
sä
"'Ka-ma-ni
rungen" veröffentlicht habe.
1 stsu-su damik,
1 la damik
m
Z i m m e r n , Eitualtafeln No. 67 iS. 184).
2.
3
1
,
1
4
—
1
6
:
It-ta-a-da,
amel
narkabti
1
Ygl. Z i m m e r n bei G e l d e r e n BA 4, 521.
sä alSe
i-li-ti
* So ist wohl zu lesen.
4
sisum"-su
la
damku
In dem Labarturelief Α (Frank, Beschwörungsreliefs
m
narkabti
Tafel I) könnte der rechts vom Kopfe der Labartu in 3. 3 1 , 2 3 — 2 5 : Iii ab, amel
der obersten Reibe ganz am Baude dargestellte napfsä al Se i-li-ti
artige Gegenstand sehr gut ein Wirtel sein.
imeriie-da-ni-u
ina ini-sula
damik
' Vgl. A. U n g n a d , Altbabylonisehe Briefe aus dem
1
Wo ausnahmsweise die Angaben in 2 Zeilen zuMuseum zu Philadelphia, Stuttgart 1920, S. 62
* So ist gegen meine Fassung auf Grund von Ε 84, sammengedrängt (32, 29f.) oder in 4 Z e i l e n auseinT
24 zu übersetzen.
= Keilschrifttexte aus Assur andergerissen (SB, a 2—5) erscheinen, ist der Platzmangel
daran Schuld.
verschiedenen Inhalts (35. Wies. Yeröff. der DOG.)
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Un ejemplo de mundialización: El movimiento de biombos desde el Pacífico hasta el Atlántico (s. XVII-XVIII)
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Anuario de Estudios Americanos, 69, 1,
enero-junio, 31-62, Sevilla (España), 2012
ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 Anuario de Estudios Americanos, 69, 1,
enero-junio, 31-62, Sevilla (España), 2012
ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 1 Sobre el movimiento de personas, objetos e ideas en la Edad Moderna: Gruzinski, 2010;
Russell Wood, 1998.
2 Subrahmanyam, 1993 y 1997, 735-762.
3 Castelló, 1970; Sanabrais, 2006, 69-106; Sebastián, 1992; Curiel, 1999, 9-32. A case of globalization: the circulation of folding screens
from the Pacific to the Atlantic (17th-18th centuries) Alberto Baena Zapatero
Centro de História de Além-Mar
(Universidade Nova de Lisboa), Portugal El artículo analiza la circulación de objetos entre Asia, América y Europa a través
de un estudio de caso: la producción y comercio de biombos. El análisis de las redes eco-
nómicas asociadas al tráfico de obras de arte supera los límites nacionales o imperiales y
nos obliga a romper con los planteamientos tradicionales de centro y periferia. Asimismo,
las relaciones personales que implicó el proceso de encomienda de biombos o la difusión
de estos objetos a través del movimiento de personas por cuatro continentes, muestran
cómo el desarrollo de la economía mundial o la formación de imperios de dimensiones pla-
netarias incentivó los intercambios en todos los niveles y dio como resultado el nacimiento
de una nueva cultura material de carácter mundial. PALABRAS CLAVE: Biombos; Comercio; Mundialización; Globalización. This article analyzes the circulation of goods between Asia, America, and Europe
employing a case-study perspective: the manufacturing and commerce of folding screens. Study of the economic networks related to art trade overcomes national or imperial bounda -
ries and calls for a breakdown of conventional centre-periphery schemes. This article there-
fore studies personal relationships in the commission of screens and in the diffusion of the
finished goods through a survey of the movements of people in four continents. My main aim
is to show that the development of a world-economy and the formation of world-scale
empires fostered exchanges of all kinds and resulted in a new material culture of a truly
global character. KEYWORDS: Folding screens; Commerce; Globalization. 31 ALBERTO BAENA ZAPATERO EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO En cuanto al otro gran virreinato americano, es importante señalar que
hay pocos trabajos que traten del mobiliario en Perú durante este periodo
y, en aquellos con los que contamos, apenas se encuentra alguna referencia
a la existencia de biombos en las casas principales.4 No obstante, a tenor de
la abundancia de estas piezas detectada en la investigación realizada en los
protocolos notariales de la ciudad de Lima durante el siglo XVIII, conside-
ramos de la mayor importancia recuperar su presencia en los ajuares
domésticos, ya que amplían considerablemente el marco geográfico que
hasta ahora se ha manejado. Además, siendo el estudio artístico de estos objetos de una gran rele-
vancia, nos proponemos un examen más detallado de esta fuente desde un
enfoque tanto económico, que incluya esta mercancía en el conjunto del
tráfico mundial de objetos de lujo, como social, poniendo de manifiesto los
motivos del éxito de estos muebles en los salones de tres continentes. En
este sentido, los biombos constituyen un buen ejemplo de la necesidad de
observar los fenómenos históricos no sólo desde una perspectiva más
amplia sino, además, interdisciplinar y transversal. Asimismo, las redes
personales que implicó el proceso de encomienda de obras de arte o la difu-
sión de los biombos por medio del movimiento mundial de personas, pue-
den mostrar cómo la extensión del tráfico comercial o la formación de
imperios de dimensiones planetarias incentivaron los intercambios en todos
los niveles, dando como resultado el nacimiento de una nueva cultura mate-
rial de la que los biombos constituyen una de sus mejores expresiones. q
y
j
p
Por último, resulta necesario subrayar las dificultades que implica el
estudio del comercio internacional de biombos, ya que su tránsito abarca-
ba un amplio espectro geográfico y se trataba de una mercancía minorita-
ria en los cargamentos. Normalmente es difícil cuantificar los productos
inmersos en el trato transpacífico porque en los registros de mercancías
sólo se solían computar los cajones o fardos que se llevaban, sin especifi-
car su contenido, y una gran parte de los intercambios se realizaron de
manera clandestina y no dejaron ninguna pista. Por lo tanto, la información
con la que contamos no nos permite establecer series anuales de exporta-
ción de biombos o estudiar la evolución de sus precios. 4 Crespo, 2006 y Germaná, 2008, 189-206. Introducción La conquista de América y el desarrollo de nuevas rutas directas con
Asia, abren un campo de estudio que abarca cuatro continentes y las prin-
cipales civilizaciones de la Edad Moderna. Las transformaciones que sufrió
el mundo durante este periodo nos invitan a preguntarnos hasta qué punto
muchos de los fenómenos asociados a la globalización son recientes o si,
por el contrario, cuentan con antecedentes que es necesario revisar.1 En este
sentido, los biombos suponen la excusa perfecta para indagar en lo que
Sanjay Subrahmanyam definió como connected histories, las relaciones
históricas que se dieron entre sociedades contemporáneas, y tratar de eva-
luar las implicaciones culturales y sociales que propiciaron los nuevos
caminos iniciados por portugueses y españoles.2 La importancia de considerar los biombos como un producto más
inserto en el comercio internacional resulta evidente si tenemos en cuenta
el hecho de que hasta el momento existen pocas investigaciones que se
hayan ocupado detenidamente de la producción, transporte y venta de estos
muebles, dedicando la mayoría del esfuerzo a los textiles o la porcelana. Algunos trabajos de historiadores norteamericanos y portugueses han exa-
minado los biombos dentro del conjunto del arte namban en Japón, sin
embargo, se ha prestado poco interés a la producción china de estas piezas
destinadas a la exportación. Además, abundan en los catálogos de exposi-
ciones análisis particulares sobre los principales ejemplares conservados
hasta la fecha, que se limitan a describirlos desde un punto de vista estéti-
co (iconografía, estilo, símbolos, materiales…), poniendo poca atención en
su significado histórico y desligando de manera artificial el nacimiento de
una nueva economía mundial de sus manifestaciones artísticas. Para el caso de Nueva España, tan sólo el libro de Teresa Castelló y
Marita Martínez publicado hace cuarenta años o, más recientemente, los
estudios de Gustavo Curiel, Santiago Sebastián y Sofía Sanabrais, le con-
ceden una consideración pormenorizada a este asunto.3 No obstante, estos
autores se fijan fundamentalmente en los biombos de factura mexicana,
dejando de lado el tráfico de este tipo de muebles desde su origen en Asia
hasta América o Europa. 32 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO ALBERTO BAENA ZAPATERO bienes de los territorios implicados en el comercio, que conservan la evi-
dencia de estas relaciones. Así, aportaremos datos de diferente naturaleza
y cronología con el propósito de demostrar el éxito constante de esta mer-
cancía en el tráfico transoceánico, su progresiva inclusión en la producción
local americana y su posterior exportación a Europa. 5 Yuste, 1995, 231-264; Chaunu, 1976. EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO No obstante, con-
tamos con varias fuentes indirectas que transmiten valiosas informaciones
con las que cubrir estas lagunas: crónicas, libros de sobordo, registros de
aduanas, los propios biombos conservados y, sobre todo, los inventarios de 33 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 El comercio internacional en Manila Durante la Edad Moderna se consolidaron dos rutas que articularon la
mayoría del comercio internacional en el Pacífico. La primera de estas vías
fue la que iniciaron los portugueses una vez que lograron circunnavegar
África y conectar con la India, China y Japón; la segunda fue la que esta-
blecieron los castellanos a través del trato entre Manila, México y Sevilla,
pero que en la práctica también se extendió desde Nueva España por el
resto de América. Si bien existen numerosos testimonios que permiten ras-
trear la presencia de muebles en la primera de esas rutas, en esta ocasión
nos vamos a referir fundamentalmente al «camino español», menos cono-
cido en lo que se refiere a su relación con el conjunto del comercio asiáti-
co, en especial el de obras de arte. Dentro del importante volumen de mercancías que cada año llegaban
hasta Manila desde los diferentes centros productores de Asia, los biombos
sólo supusieron una pequeña parte de un comercio dominado por telas,
especias y porcelanas.5 Su transporte en largas distancias fue realizado
mediante un sistema relativamente sencillo que facilitaba su protección
durante el viaje. Normalmente estas piezas se introducían plegadas dentro
de cajones que, en muchas ocasiones, eran elaborados especialmente para
este cometido, ya que debían tener un largo mayor del habitual. Podemos
hacernos una idea de cómo pudo ser el porte de estos objetos en los barcos
europeos gracias a las recomendaciones que hizo Alessandro Valignano a
Nunes Rodrigues sobre la forma en que debía transportar los que conduciría
como regalo la embajada de japoneses. Sobre este asunto afirmaba que tení-
an que ser trasladados en una caja grande que él mismo había llevado para
Japón y que adquirió en Cochim, debiendo ser almacenados en un local 34 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO donde «la lluvia no entrase y el agua no llegase».6 Así, no es extraño encon-
trar a personajes que conservaban estos recipientes para mantener en buen
estado sus adquisiciones o alusiones a cajones de biombos en los registros
de mercancías de los barcos, algunos incluso decorados con pintura.7 g
p
Respecto al arribo de biombos a Manila a lo largo de los siglos XVII
y XVIII, es posible afirmar que generalmente pudieron hacerlo a través de
cuatro tipos de intermediarios: portugueses, españoles, chinos o japoneses. 6 Canepa, 2008, 24.
7 Archivo General de Indias de Sevilla (AGI), Filipinas, 170, 4, 32r. Entre los bienes embar-
gados al maestre de campo don Esteban Eguiño el 3 de junio de 1720 aparece «Un cajón pintado con
su biobo dentro de papel nuevo».
8 Sección Contaduría de la Real Hacienda de Filipinas, AGI. Datos obtenidos a partir de la
investigación realizada en el proyecto «Prosopografía de las comunidades lusófonas residentes e de
passagem nas Filipinas (1582-1654)» financiado por Fundaçao para a Ciência e a Tecnologia, Portugal.
9 Chaunu, 1976, 142-169. 6 Canepa, 2008, 24. El comercio internacional en Manila La actividad realizada por los mercaderes lusos como introductores de pro-
ductos asiáticos en Filipinas queda demostrada por la llegada al puerto de
Manila (Cavite) de navíos con esta bandera desde Macao, Nagasaki e inclu-
so de Goa, principales centros portugueses de redistribución en la región. A pesar de que entre las condiciones aceptadas por Felipe II en las Cortes
de Tomar, al poco tiempo de proclamarse rey de Portugal, se estableció una
separación administrativa y comercial entre los dos imperios, los barcos
fletados en los puertos lusos llegaron con asiduidad hasta Cavite para hacer
negocio. Entre 1577 y 1643 han quedado registradas 63 embarcaciones
cuyo origen era Macao, además de otras siete que arribaron en 1612 y que,
aunque se conoce que eran tripuladas por naturales de este reino, se ignora
si procedían de Goa o de Macao.8 Para este periodo, además, no fue extra-
ño que los barcos portugueses cargados con productos chinos se dirigiesen
a Manila desde Nagasaki, consiguiendo así un trato fiscal más favorable al
que recibían cuando lo hacían directamente desde Macao. Después de la ruptura de la unión ibérica en 1640, las naves lusas con-
tinuaron llegando a Filipinas. Si bien es cierto que la guerra o el clima de
hostilidad entre estos dos reinos pudieron haber afectado al comercio des-
de Macao, puesto que se registra un parón en la entrada de barcos desde
este puerto entre 1643 y 1672, a partir de esta fecha se restablece la rela-
ción nuevamente.9 No obstante, la ausencia de barcos comandados por
capitanes portugueses durante estos años no debe indicar necesariamente
que quedasen al margen del comercio con Manila, ya que pudieron seguir
con su actividad de manera clandestina o a través de intermediarios como 35 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO los chinos, los japoneses o los armenios. Desde finales del siglo XVII,
Macao deberá enfrentar la fuerte competencia de Cantón como principal
plaza europea en China. Entre los objetos que transportaron en sus bodegas los barcos de ban-
dera portuguesa se encontraban los preciados biombos, como demuestran
las crónicas que se refieren al envío de este tipo de muebles desde los puer-
tos lusos del Pacífico hacia la India y Europa. 10 Fróis, 1984, 313.
11 Álvarez Taladriz, 1953, 36-37.
12 AGI, Filipinas 20, 11, 70, citado en Gil, 2011, 325-326. 12 AGI, Filipinas 20, 11, 70, citado en Gil, 2011, 325-326. Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 El comercio internacional en Manila El padre Luis Frois hizo alu-
sión a los biombos japoneses afirmando que «ya se han mandado algunos
a Portugal y a Roma, y van cada año para la India muchos»,10 mientras que
el padre Juan Rodríguez Tsuzu, en su Historia de la Iglesia del Japón,
comenta sobre los biombos que son «cosa muy acomodada que de acá lle-
van para Europa, de que hay muy varios y ricos en el Fuchu».11 Entre el
conjunto de productos que pasaban de Macao a Cavite también se encon-
tró este tipo de muebles. A inicios del siglo XVII, el gobernador de
Filipinas Juan de Silva envió varias veces a Macao a su criado Pedro
Angulo con la misión de comprar diferentes objetos de lujo orientales,
entre los que se refieren los biombos.12 Muchos de ellos fueron realizados
en los talleres locales, como aconteció con el biombo del Diluvio
Universal, actualmente en la colección del Museo Soumaya de la ciudad de
México, o en talleres situados en otras partes de China. En este sentido,
pueden considerarse una prueba de su difusión los que encontramos regis-
trados en los inventarios de bienes de distintas ciudades de América o
Europa, y a los que nos referiremos más adelante. Estos muebles no serían
una excepción, ya que la relación comercial y de encargo de obras de arte
a Macao desde Filipinas y Nueva España fue algo habitual. Recordemos
que la reja del coro de la catedral de México fue fundida en este centro por-
tugués por un artesano chino. Al margen de los portugueses, los castellanos afincados en Manila
siempre tuvieron un gran interés por establecer tratos comerciales directa-
mente con los productores chinos que les permitiesen el acceso directo al
lucrativo intercambio con el continente. Durante las últimas décadas del
siglo XVI y primeras del XVII, la diplomacia castellana se esforzó infruc-
tuosamente por conseguir un enclave comercial estable en la costa de
Fujian, similar al que disfrutaban los portugueses en Macao. Ante el fraca-
so de este proyecto, en parte por los esfuerzos diplomáticos lusos, los cas- 36 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO tellanos enfocaron su relación comercial en la región de Cantón. El comercio internacional en Manila A partir
de finales del siglo XVII y conforme Macao y los portugueses perdían su
papel tradicional como intermediarios, esta ciudad fue cobrando importan-
cia como centro redistribuidor de productos chinos. Resulta difícil encon-
trar fuentes que nos proporcionen un panorama general de las mercancías
implicadas en el tráfico entre Cantón y Manila, no obstante, cuando tene-
mos la suerte de conservar el testimonio de los productos que transporta-
ban los barcos castellanos, vemos que aparecen los biombos entre los cajo-
nes de sus bodegas. En el registro y descarga efectuados en 1769 a la
chalupa Nuestra Señora del Carmen, que venía desde Cantón a Manila a
cargo del capitán don Antonio Pacheco, encontramos «dos cajones largos
sin número ni marca que contienen dentro dos beobos de maque blanco
cada uno con doce hojas», valorados en 25 pesos cada uno.13 j
p
Por otra parte, las autoridades permitieron la constante llegada de
población china al puerto de Cavite y su instalación permanente en un
barrio de las afueras de la ciudad, el Parián, desde el que realizaban toda
su actividad económica. El enorme número de sangleyes fue siempre un
motivo de recelo por parte de la comunidad española y derivó en conflic-
tos violentos. Una parte de esta población era de comerciantes pero otra
estaba compuesta por trabajadores de distintos oficios. Por lo tanto, resul-
ta difícil dictaminar si todos los biombos chinos que aparecen en los regis-
tros de bienes, tanto de México como de España, fueron producidos por
artesanos afincados en el continente o si una parte de ellos no serían fabri-
cados en los talleres de sangleyes ubicados en Manila. Como ejemplo de
este problema, debemos señalar que existen diferentes teorías sobre el ori-
gen del antes citado Biombo del Diluvio. A pesar de que tradicionalmente
se atribuye su producción a la escuela de Macao, otros autores como LeRoy
han apuntado que pudo realizarse en Manila, elaborado por artistas asiáti-
cos conversos al servicio de la Corona española.14 Asimismo, contamos con
dos testimonios que pueden darnos una pista de la existencia de una manu-
factura de biombos en Manila, encuadrada seguramente en la producción
de todo tipo de muebles de maque, o por lo menos de la presencia de talle-
res donde se remataban las piezas mandadas desde China. 13 AGI, Filipinas, 942, 5, 145v y 187v.
14 LeRoy, 1999, 119-134. Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.0 15 AGI, Filipinas, 942, 5, 145v y 187v.
16 AGI, Filipinas, 170, 4, 14v.
17 Castelló y Martínez, 1970, 12.
18 En el caso de los biombos transportados por holandeses podían denominarse como «de
Bantam», en referencia al puerto de Java desde el que se exportaban a Europa. p
17 Castelló y Martínez, 1970, 12. El comercio internacional en Manila El primer indi-
cio lo encontramos en el cargamento del Nuestra Señora del Carmen, don-
de junto a materiales para producir camapes o taburetes de maque, aparece 37 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO 16 AGI, Filipinas, 170, 4, 14v. 15 AGI, Filipinas, 942, 5, 145v y 187v. ALBERTO BAENA ZAPATERO DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO mucho más próximos. Este hecho explicaría que los biombos registrados en
Manila nunca sean calificados como «de la India» o «de Bantam», sino que
siempre se hace alusión a su factura china o japonesa. En cuanto a los biombos producidos en Japón, éstos podían alcanzar
Manila a través de los japoneses que se trasladaban a Filipinas para nego-
ciar directamente o por medio de los europeos que tenían tratos en
Nagasaki. A inicios del siglo XVII, algunos españoles se dirigían hasta
Japón para comprar muebles, como sucedió con los que se vendieron en
1613 al inglés John Saris.19 Sin embargo, los que más abundaron en este trá-
fico hasta mediados del siglo XVII fueron los japoneses y portugueses. Así
lo recogió Antonio de Morga, quien no pudo pasar por alto en su crónica
sobre las Filipinas la importancia de estos comerciantes, señalando a los
biombos entre las mercancías habituales que se enviaban a Nueva España: De Japón, vienen asimismo cada año del puerto de Nangasaque, con los Nortes de fin
de octubre, y por el mes de marzo, algunos navios de mercaderes, japones y portugue-
ses, que entran y surgen en Manila, por la misma orden; la gruesa que traen es harina
de trigo, muy buena para el abasto de Manila, cecinas estimadas; algunas sedas tejidas
de matices, curiosas, biouos al olio y dorados, finos y bien guarnecidos; [...]. En esto,
se hacen también algunos empleos, sin que se cobren derechos reales destos navios,
y lo mas se gasta en la tierra, y dello sirve para cargazones a la Nueva España.20 Entre 1590 y 1635 anclaron en Manila 58 embarcaciones japonesas
cargadas de productos y se calcula que hubo una población permanente de
500 personas de esta nacionalidad, la mayoría comerciantes y cristianos.21
La relación no se vio interrumpida por los enfrentamientos religiosos o el
aislamiento del país. Sin embargo, después de 1635 la población japonesa
se reduce y se aprecia una entrada mucho menor de sus barcos, siendo que
desde esta fecha hasta el año 1700 se registraron tan sólo 13, evidencia de
las dificultades impuestas por la nueva coyuntura política.22 A partir de
mediados del siglo XVII los holandeses sustituyeron a los portugueses
como distribuidores de objetos japoneses. 19 Satow, 1967.
20 Morga, 2007, 289-290.
21 Chaunu, 1976, 142-169. Morga, 2007, 299. En los registros de la Hacienda de Filipinas de
finales de la década de 1630 se pueden observar los pagos que hicieron numerosos japoneses para obte-
ner una licencia con la que se les permitiese residir en Manila. AGI, Contaduría, 1217, 77v-78r.
22 Chaunu, 1976, 142-169. ALBERTO BAENA ZAPATERO «un cajón con cincuenta y dos hojas de loza de maque colorado para dos
beobos», lo que podría indicar que se mandaban materias primas para la
fabricación posterior de estos muebles.15 Asimismo, entre las propiedades
del maestre de Campo de la ciudad de Manila, don Esteban de Eguiño, se
incluyen «doce tablas de maque negro para biobo de estrado» que pudieron
ser montadas por algún artesano especializado o reutilizadas en la elabora-
ción de otro tipo de muebles como en ocasiones sucedía en Europa.16 Los talleres chinos, dada la creciente demanda occidental de muebles
de lujo que se venía desarrollando desde la segunda mitad del siglo XVI,
comenzaron a elaborar biombos expresamente para la exportación. Coetáneamente al inicio de la producción en Cantón de porcelana para los
mercados europeos, se realizaron un tipo de «biombos de encargo» con
temas occidentales sacados de pinturas o grabados europeos que eran inter-
pretados a la manera oriental. Se trataba de asuntos y composiciones nue-
vos para los artesanos asiáticos, pero que se adaptaban al gusto de sus
clientes tanto europeos como americanos. Por lo tanto, estos biombos se
integran dentro de un fenómeno más amplio de desarrollo de una produc-
ción artesanal china destinada a cubrir las exigencias de la élite de estos dos
continentes. Desde finales del XVII se produjo un incremento de la exportación de
los biombos chinos llamados erróneamente de Coromandel. Esta denomi-
nación deriva de la costa de la India del mismo nombre, sobre el golfo de
Bengala, desde donde eran embarcados a Europa, pero la mayoría procedía
de las provincias chinas de Fujian, Zhejiang, Jiangsu y Anhui.17 Esta con-
fusión explica que la mayoría de los biombos que encontramos en Portugal
y muchos de los que aparecen en España sean registrados en las fuentes
como «de la India».18 Es de suponer que, al ser un importante centro redis-
tribuidor de biombos del norte de China, alguno pudo ser embarcado con
destino a Manila, desde donde su paso a Acapulco resultaría muy atracti-
vo. No obstante, a tenor de las fuentes es más probable suponer que los
biombos que salían de las costas del golfo de Bengala se destinasen funda-
mentalmente a Europa, mientras que, para el caso de Filipinas y América,
este tipo de muebles chinos llegaría directamente desde Cantón o Macao, 38 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. 23 Archivo General de la Nación de la ciudad de México (AGN), Civil, 1835, 6 y AGN, Civil,
1863, 19 y también Archivo Histórico de Notarías de la ciudad de México (AHNMéx.), Toribio Cobian,
esc. 110, 726, 1655.
24 AGN, Civil, 1327, exp. 1, 18r. Además, Gustavo Curiel, en la lista que publicó sobre biom-
bos consignados en documentos notariales de la ciudad de México, cita dos biombos japoneses más: en
1679 un «biobo grande del Japón, todo dorado» y en 1683 otro biombo japonés de ocho hojas con «flo-
res y animales», Curiel, 1999, 9-32.
25 AGN, Civil, 114, exp. 1. ALBERTO BAENA ZAPATERO No obstante, la VOC, al margen
del contrabando, necesitó de intermediarios autorizados para tratar en
Cavite si deseaba introducir sus mercancías en el circuito español. 39 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 25 AGN, Civil, 114, exp. 1. ALBERTO BAENA ZAPATERO Si queremos rastrear la presencia de biombos japoneses entre las pro-
piedades de los personajes más ricos de Filipinas o Nueva España, nos
encontramos con el problema de la falta de interés de los productores de las
fuentes conservadas por especificar el origen de los objetos o de hacerlo
con rigor geográfico. En muchos de los inventarios de bienes analizados
sólo aparece el tamaño y el precio de los biombos, sin más explicación, o
se califica libremente a todos los llegados a través del galeón de Manila con
el adjetivo genérico de «chinos», lo que impide distinguir los diferentes
lugares de fabricación. No obstante, también se encuentran casos donde se
especifica su procedencia japonesa, lo que probaría la larga relación comer-
cial entre Nueva España y Japón. En los inventarios de bienes de la ciudad
de México aparecen consignados varios de estos muebles. En 1626, el mer-
cader Pedro de Burgos cuenta con un biombo de Japón «pintado y dorado»
que se califica como viejo, lo que indicaría la existencia temprana en el
virreinato de este tipo de muebles; a mediados del siglo XVII, Ana María
Gomes de la Madriz o la viuda del capitán Tomas Aguirre Hirsnaba tenían
cada una un biombo japonés de ocho hojas;23 mientras que en 1733, entre
las propiedades de Josefa del Castillo, mujer del capitán José Fernández de
Córdoba, se enlista un biombo japonés entre varios de factura novohispa-
na.24 Pero quizás el testimonio más evidente de que el vínculo entre Manila
y Japón se mantuvo después de que el país se cerrara para los católicos lo
hallamos en el registro de propiedades del antiguo gobernador de Filipinas,
don Fausto Crusat y Góngora, que en 1706 contaba con once biombos
nipones entre sus propiedades.25 En el caso de Perú, merced a la exclusividad de la que gozaba
Acapulco en el trato con Filipinas, la mayoría de las mercancías asiáticas
que arribaron al Callao lo hicieron a través del comercio irregular con
Nueva España. Después de algunos contactos directos a finales del siglo
XVI, tendremos que esperar hasta el siglo XVIII para volver a encontrar
cargamentos venidos directamente desde Asia. En las dos primeras déca-
das de este siglo, los trastornos ocasionados por la guerra de sucesión espa- 40 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. ALBERTO BAENA ZAPATERO DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO ñola provocaron que las flotas de galeones fueran sustituidas por barcos
franceses sueltos, quienes aprovecharon la coyuntura para encaminarse
directamente a Cantón e inundar el Callao con mercancías chinas. Además,
la Compañía de Filipinas gozó de una oficina permanente en Lima y varios
de sus barcos llegaron a sus costas cargados con productos de Asia. Es pro-
bable que, como sucedía con los buques españoles y portugueses que nave-
gaban en el Pacífico, en sus bodegas se incluyese algún mueble de lujo. Por
lo tanto, alguno de los biombos chinos que hemos documentado en Lima
para el siglo XVIII también pudo haber utilizado esta vía de acceso. 27 AGI, Contratación, 368, 7, 1, 64v y 65v. 26 De Vivero, 2003, 27. El comercio de biombos entre Filipinas y Nueva España Manila supuso la puerta por la que el conjunto de mercancías asiáti-
cas entraban cada año en Nueva España a cambio de la tan codiciada plata
americana. El éxito de los biombos como producto suntuoso inserto en el
comercio transpacífico entre los puertos de Cavite y Acapulco resulta
indiscutible. La referencia de Rodrigo de Vivero y Velasco a los biombos
que ya habían llegado al virreinato antes de su retorno a principios del siglo
XVII demuestra una vez más la pronta propagación de estos objetos y el
interés por establecer una importación estable de los mismos: Hase trato diversamente qué efectos buenos al servicio de Dios y del rey nuestro señor
podía surtir abrirse trato desde Japón a la Nueva España, porque pinturas, biombos,
escritorios, y lo que otra vez se trajo, no es mercadería para ordinario, pero esta mis-
ma razón me hace mayor fuerza para tener por buena la contratación, porque si la
Nueva España cambia lo inútil y lo superfluo, como son paños, añil, granos, cueros,
fieltros, sombreros, vino... y por eso se le retorne plata, oro, que tanto abunda y tan-
to es menester acá, no hace fuerza la razón contraria que se funda en que los géneros
del Japón no sean necesarios en la Nueva España.26 En los casos en los que contamos con la lista de mercancías transpor-
tadas en la nao de China, comprobamos la existencia constante de biom-
bos. Gaspar Álvarez, secretario de gobernación y guerra de las Islas
Filipinas, envió a Acapulco en 1611 y en 1617 varios cajones de biombos.27
En 1680, el capitán don Luis Morales registró en el galeón Capitana
Santelmo «dos biobos grandes divididos en seis cajoncillos, de a cuatro 41 41 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. 28 AGI, Escribanía, 411A, 286v.
29 AGI, Escribanía, 411A, 393r y 398r.
30 AGN, Marina, 1, 11, 114r.
31 AGI, Filipinas, 967, 47r, 47v, 55v, 66r, 72v, 81r.
32 Ibidem, 121v.
33 En los barcos que arribaron a Acapulco en 1612 se requisaron «dos pares de biovos», AGI,
Contaduría, 902.
34 «Normas para el comercio entre Filipinas y Nueva España», AGI, Filipinas, 342, 9,
223r-228r.
35 Sobre la influencia de los comerciantes mexicanos en Filipinas ver: Yuste, 2007. Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 El comercio de biombos entre Filipinas y Nueva España DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO tablas cada uno»,28 mientras que en 1684 el capitán Francisco Antonio de
Velasco o Tomas Enríquez incluyeron varios cajones de biombos entre los
bienes que remitieron al virreinato.29 Ya en el siglo XVIII, el sargento
mayor, don Domingo Antonio de Otero Bermudes, apuntó en el libro de
sobordo del galeón Santo Cristo de Burgos que en 1716 realizó el trayecto
hasta Nueva España dos cajones de biombos «regulados por cuatro pie-
zas».30 Asimismo, en 1771 el Consulado de Manila realizó un informe en
el que se recogían las mercancías que se despacharon en los galeones que
fueron a Nueva España entre 1736 y 1740, apareciendo consignados en las
listas varios biombos y rodaestrados de doce tablas, con la evolución de sus
precios.31 En este mismo documento se registraron para el año de 1770
rodaestrados de veinticuatro hojas maqueados y un «beobo de maque colo-
rado con flores doradas de dos caras de 24 hojas».32 A estos datos oficiales
debemos sumar todos aquellos biombos que llegaron de forma ilegal y que,
por lo tanto, son también muy difíciles de consignar en las fuentes.33 Asimismo, los intentos por regular el tráfico de estas piezas son la
mejor prueba de su presencia habitual. En la real cédula de 1726 dirigida
al marqués de Torrecampo, gobernador de Filipinas, en la que se le infor-
ma sobre la reglamentación del comercio de las islas con Nueva España, se
hace alusión a los biombos, a cómo debían embarcarse y a la tasa que
tenían que pagar. De donde se deduce que esta mercancía ocupó un papel
lo suficientemente significativo dentro del conjunto de las exportaciones
como para que se reparara en la misma.34 Una vez llegaban los cargamentos a Acapulco, estos se distribuían
entre comerciantes mexicanos y de otras partes de América en la feria que
se celebraba en esta misma ciudad. Dadas las conexiones que tenían los
novohispanos en Manila, la mayoría de los productos continuaban el viaje
hacia la ciudad de México.35 La importancia de este trato quedó evidencia-
da por el hecho de que la ruta que unía el puerto del Pacífico y la capital se 42 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO denominó «camino de la China». 36 AGN, Indiferente Virreinal, caja-exp. 6450-090 y caja-exp. 6450-091 (Agradezco a la
arqueóloga Andreia Martins Torres que me facilitara esta referencia).
37 Viera, 1952, 41. El comercio de biombos entre Filipinas y Nueva España Además, la Real Aduana también nos ha
dejado algunas evidencias de la entrada de biombos asiáticos. Entre los
géneros de China introducidos en la ciudad por el navío San José de Gracia
en 1784 y 1787, se registraron varios «biombos maqueados en tabla y con
figuras doradas» a 96 pesos la pieza.36 Desde inicios del siglo XVIII, en la Plaza Mayor de la ciudad de
México se situó el Parián, conocido así por ser el lugar donde se vendían
los productos que llegaban desde Filipinas. Entre estas mercancías se
podían hallar muebles de lujo, muy demandados por los ricos criollos para
adornar sus palacios. Juan de Viera nos narra como «en ese mercado hay
camas, biombos y estrados… en fin se puede poner una casa dentro de una
hora para recibir potentados».37 En varias pinturas del siglo XVIII en las
que aparece representado el Parián podemos comprobar que los biombos
estuvieron entre los objetos puestos a la venta, como sucede en el cuadro
de la Plaza Mayor conservado en el Museo Nacional de Historia de la ciu-
dad de México, fechado para 1766, o en el perteneciente a la Fundación
Banamex. El análisis de los inventarios de bienes, testamentos y dotes de las
familias más prósperas del virreinato durante los siglos XVII y XVIII reve-
la la popularidad de los biombos asiáticos entre el mobiliario de los princi-
pales palacios de la capital mexicana. A la fascinación occidental por todos
aquellos objetos lejanos, rodeados de un halo de «exotismo», se unía en
Nueva España la dificultad de acceder a los productos europeos y el lugar
privilegiado que, por el contrario, ocupaba en el comercio internacional
con Asia. Los tapices, que en los palacios del viejo continente rodeaban las
paredes de los cuartos principales, eran escasos y muy caros en América,
por lo que habitualmente fueron sustituidos por biombos que recubrían los
muros del salón de estrado, mucho más accesibles. Los propietarios novohispanos de estos objetos formaban parte de un
grupo de «nuevos ricos» surgidos de la conquista, poblamiento y explota-
ción de América que, ante la falta de títulos nobiliarios o linajes que res-
paldasen su ascenso social, buscaron símbolos de estatus que expresaran la
posición recientemente adquirida. En este sentido, los biombos llegaron en
el momento preciso al sitio adecuado y toda familia rica que se preciase 43 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. 38 Curiel, 2000, 65-101.
39 Romero de Terreros, 1957, 60. 38 Curiel, 2000, 65-101. 39 Romero de Terreros, 1957, 60. Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 El comercio de biombos entre Filipinas y Nueva España DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO Biombo chino de exportación, Museo Amparo, ciudad de Puebla, México. Biombo chino de exportación, Museo Amparo, ciudad de Puebla, México. contaba con varios de estos muebles. La marquesa doña Teresa Francisca
María de Guadalupe Retes, por ejemplo, tuvo ocho biombos repartidos por
sus casas, uno seguro de origen chino,38 mientras que entre los objetos de
valor del Conde de Xala se listan un biombo de maque de China de 240
pesos y «otro dicho de China con once hojas».39 Es interesante consignar que durante el siglo XVII, paralelamente al
comercio con Filipinas, se desarrolla en Nueva España una manufactura de
biombos propia que adquiere un volumen muy importante, hasta competir
en el mercado de exportaciones con los de manufactura asiática. El naci-
miento de esta producción en el virreinato, al margen de la influencia que 44 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO eventualmente pudiera tener la llegada de algún artista foráneo, se debió a
una serie de factores internos y a las consecuencias derivadas del papel cen-
tral que ocupaba Nueva España en el tráfico internacional. Dejando a un
lado las consideraciones artísticas, hay que subrayar la oportunidad econó-
mica que la demanda de este mueble abría para los artesanos locales. Al eli-
minar el gasto derivado del transporte y los intermediarios, los biombos
«achinados» ofrecían precios mucho más baratos que los chinos o japone-
ses, normalmente entre los 5 y los 16 pesos, y sólo en algunos casos hechos
«al remedo de maque» o de «maqué fingido» fueron valorados entre los 30
y los 50 pesos, muy lejos de los 100 pesos que costaba de media un biom-
bo asiático nuevo. Lo mismo sucedía con los ejemplares mexicanos pinta-
dos con temas occidentales, que contaban con un valor un poco más alto
que los «achinados» pero aún muy lejos del precio de los que llegaban en
el galeón de Manila. El éxito progresivo de esta producción hizo que duran-
te el siglo XVIII se extendiera tanto su uso que resulta muy difícil no
encontrar varios biombos entre las propiedades de cualquier español con
cierta fortuna, si bien los chinos fueron más exclusivos y, por lo tanto,
menos frecuentes. 40 En Perú encontramos biombos hechos en «pintura del reino» o en «pintura de Lima», ade-
más de otros ejemplares en vaqueta dorada de Huamanga. AGL, Protocolos notariales, 76, esc. Orencio
de Ascarrunz, 1750, f.553r; AGL, Protocolos notariales, 871, esc. Agustín Gerónimo de Portalanza,
1761, 338v. En Colombia se conservan dos biombos con temas costumbristas hechos en la tierra: López
Pérez, 1998. El comercio de biombos entre Filipinas y Nueva España Durante esta centuria, además de la producción novohispana, vemos
surgir manufacturas en otras partes de América como Perú, Guatemala o
Colombia que se adaptaron perfectamente al gusto local y a los materiales
utilizados comúnmente en los muebles de la tierra.40 Expresión artística de
una nueva identidad criolla, no podemos detenernos en este asunto, pero
conviene apuntar que en el futuro el estudio de los temas representados en
sus hojas podrá arrojar luz sobre la posible influencia que las obras novo-
hispanas tuvieron en el resto de América. y
44 Así, Simón de Gaviola, caballero de la orden de Santiago, y su mujer tuvieron cuatro biom-
bos (AHPS, 14, 1, 1653, 1203r y 1214v.); don Francisco Tello y Portugal, marqués de Sauseda y caba-
llero de la orden de Alcántara, tuvo «dos biombos de China» en su poder (AHPS, 13, 2, 1702, 1623-
1634); doña Ana María Fernández Altamirano, propietaria de una hacienda de olivares cerca de la
ciudad, «un biombo de ocho hojas pintado» (AHPS, 1, 1, 1721, 325v.); o doña Ana Tello de Guzmán,
viuda de don Lorenzo Dávila y Medina, conde de Valhesmoro, «un biombo de lienzo pintado» (AHPS,
1, 1, 1727, 445r). 42 Los biombos fueron habituales entre las propiedades de los miembros del Consejo de
Indias, de la Casa de Contratación o del Consulado de Sevilla: Domingo de Urbizu, miembro del
Consejo Real de Hacienda y alguacil mayor de la Casa de Contratación, presenta varios biombos en su
ajuar doméstico; Ignacia Calzado, mujer de Esteban Torrado de Guzmán, contador y secretario del
Consulado de Sevilla, «un biombo grande de liensso pintado» (ambos citados por Sanz y Dabrio, 1974,
LVII, 89-150); además encontramos otro ejemplar propiedad de Juan de Torres y la Vega Ponce de
León, conde de Miraflores de los Ángeles y presidente de la Casa de Contratación, que en la almone-
da celebrada por su muerte sería vendido a Manuel de Torres, miembro de la Real Audiencia de la ciu-
dad de Sevilla, por 120 reales de vellón. Archivo Histórico Provincial de la Ciudad de Sevilla (AHPS),
1, 1, 1721, 498r. 41 Juan Gil ha publicado un estudio en el que presenta una relación de los productos de
Extremo Oriente que llegaron hasta Sevilla durante el siglo XVII en base a la documentación del
Archivo de Indias de Sevilla. Gil, 2011. 43 Sanz y Dabrio, 1974, 89-150. El viaje por el Atlántico y por el Pacífico Sur Una parte de las mercancías que llegaban con el Galeón de Manila
hasta la ciudad de México se reenviaban hacia Veracruz para ser embarca-
das con dirección a España. Desde finales del siglo XVI y principios del 45 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO ALBERTO BAENA ZAPATERO XVII, Europa se vio inundada por una avalancha de productos asiáticos de
carácter suntuario y de uso cotidiano, destinados en la mayoría de los casos
a regalos o a colecciones particulares. Los puertos de entrada de estas mer-
cancías fueron Lisboa y Sevilla, donde pronto se extendió entre las princi-
pales familias enriquecidas por el comercio el gusto por los objetos veni-
dos de lugares lejanos.41 El estudio de los libros notariales del Archivo de
Protocolos de Sevilla refleja el auge que tuvieron los biombos entre los
enseres domésticos de los comerciantes y funcionarios de la ciudad, espe-
cialmente entre aquellos relacionados con la carrera de Indias durante los
siglos XVII y XVIII.42 Si bien coincidimos con María Jesús Sanz y María Teresa Dabrio en
destacar cómo entre aquellos individuos implicados en el tráfico con
América se encontraban riquísimos ajuares, superiores muchas veces a los
de los nobles de la ciudad, discrepamos respecto a su opinión de atribuir a
este grupo una preferencia por los objetos importados de Asia frente al
supuesto gusto más tradicional de los aristócratas.43 Una lectura atenta de
los inventarios de bienes de Sevilla demuestra que el interés por estas obras
no fue exclusivo de los comerciantes y funcionarios sino que, por el con-
trario, también se extendió entre las familias nobles.44 Asimismo, desde el inicio de las relaciones ibéricas con Asia, la rea-
leza española y la portuguesa tuvieron un gran interés por acceder a las
mejores piezas que ofrecían aquellas culturas lejanas. Muchas fueron 46 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO adquiridas como regalos llevados por las embajadas o enviadas por los fun-
cionarios reales desplazados a aquellas regiones que buscaban ganar el
favor en la Corte, mientras que otras fueron simplemente compradas por
encargo. La unión de las Coronas ibéricas propició que, durante sesenta
años, las dos rutas que ligaban Europa con Asia quedaran bajo un mismo
monarca, lo que facilitó aún más el tráfico de objetos «exóticos» hacia la
Corte de los Felipes. Después de la ruptura hispano-lusa de 1640, los reyes
españoles siguieron demandando este tipo de muebles para la decoración
de sus palacios, como puede apreciarse por su popularidad dentro de las
colecciones reales de los siglos XVII y XVIII. 48 AHPS, 14, 2, 1683, 229-235. Además, la localización más antigua que se conoce del biom-
bo del palo del volador del Museo de América de Madrid es el Hospital de la Caridad de Sevilla, en
cuya hermandad ingresaban los personajes mas importantes de la ciudad, alguno de los cuales debió
donar la obra. Sandoval, 2007. 46 Arte y Saber, 1999, Inv. 207. 45 Fernández Baytón, 1975, 118 y 124.
46 Arte y Saber, 1999, Inv. 207.
47 Entre las pinturas del Palacio Real de Madrid, Carlos III contaba con un «un biombo de cha-
rol negro con varias pinturas de aves y árboles de doce hojas»; en el real Sitio de San Lorenzo había
cinco biombos de tela, hechos en damasco carmesí, filipichín encarnado y bayeta encarnada; en San
Ildefonso un biombo de damasco amarillo; en el real sitio del Pardo, en el cuarto del rey se encontra-
ban «dos biombos de ocho hojas cubiertos de damasco carmesí con galón de oro y tachuela dorada»,
mientras que en el de las infantas niñas había «uno de ocho hojas de doblar de caoba, cubierto su bas-
tidor de damasco carmesí, trenzas y borlas correspondientes, que sirve a SS. AA delante de las chime-
neas» Fernández Miranda, 1988, 1, 220 y 448 y 2, 353, 371 y 421.
48 AHPS, 14, 2, 1683, 229-235. Además, la localización más antigua que se conoce del biom-
bo del palo del volador del Museo de América de Madrid es el Hospital de la Caridad de Sevilla, en
cuya hermandad ingresaban los personajes mas importantes de la ciudad, alguno de los cuales debió
donar la obra. Sandoval, 2007. 45 Fernández Baytón, 1975, 118 y 124. 54 Fueron propietarios de biombos chinos en Lima durante el siglo XVIII los siguientes per-
sonajes: el sargento mayor Gaspar Fernández de Montejo (Archivo General de la Nación en Lima,
AGL, Protocolos notariales, 1, esc. J. Agüero, 1732, 629v.), Isabel Carrillo de la Presa, dueña de un
molino de pólvora y del navío La Soledad (AGL, Protocolos notariales, 83, esc. O. Ascarrunz, 1765,
f. 302r.), Juana Ignacia de Gomendio, poseedora de un cajón de textiles (AGL, Protocolos notaria-
les, 2, esc. Joseph de Agüero, 1734/35, 921r.), el Maestre de Campo Francisco de Oyague (Archivo
Riva Agüero, ARA, Sección colonial, C-58, 38r), o el miembro del Consejo de Indias y oidor decano
de la Real Audiencia de Perú, Álvaro de Navia Bolaño, conde del valle de Oselle (AGL, Protocolos
notariales, 509, González Mendoza, 1757/1760, 468r y 651r). g
50 Hay otros seis biombos en este inventario, dos de ellos también de las Indias, AHPM, 7684,
1653, 283-284. ALBERTO BAENA ZAPATERO Así, Carlos II, en el inven-
tario de pinturas del Palacio Real de Madrid, tenía un biombo de nueve
hojas de charol «de la india», seguramente denominado así por haber sido
importado desde la costa de Coromandel.45 Entre los bienes de Isabel de
Farnesio de 1745 se mencionan «dos biombos de charol y nácar con pintu-
ra fina» heredados de su tía Mariana de Neoburgo, la última esposa de
Carlos II.46 Carlos III, por su parte, contó con numerosos biombos reparti-
dos entre sus diferentes palacios, algunos para su uso personal y otros para
las infantas.47 Al margen de los biombos chinos y japoneses que alcanzaron la
Península, muchos de los producidos en Nueva España también partieron
rumbo a Europa durante los siglos XVII y XVIII. De esta forma, es posi-
ble encontrar estos muebles mexicanos incluidos en el ajuar doméstico
de las familias nobles tanto de Sevilla como de Madrid. En el inventario de
1683 del palacio sevillano de doña Inés María de Molina y Bermúdez se
lista un impresionante biombo de estrado de las Indias de veintiséis pane-
les de lienzo pintado.48 En Madrid, por su parte, en el inventario de 1646 de 47 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 49 AHPM, 5892, 841r, 11 de agosto de 1646.
50 Hay otros seis biombos en este inventario, dos de ellos también de las Indias, AHPM, 7684,
1653, 283-284.
51 Arte y Saber, 1999, Inv. 207.
52 Calderón, 2003, 586
53 Bonialian, 2011, 15-16
54 Fueron propietarios de biombos chinos en Lima durante el siglo XVIII los siguientes per-
sonajes: el sargento mayor Gaspar Fernández de Montejo (Archivo General de la Nación en Lima,
AGL, Protocolos notariales, 1, esc. J. Agüero, 1732, 629v.), Isabel Carrillo de la Presa, dueña de un
molino de pólvora y del navío La Soledad (AGL, Protocolos notariales, 83, esc. O. Ascarrunz, 1765,
f. 302r.), Juana Ignacia de Gomendio, poseedora de un cajón de textiles (AGL, Protocolos notaria-
les, 2, esc. Joseph de Agüero, 1734/35, 921r.), el Maestre de Campo Francisco de Oyague (Archivo
Riva Agüero, ARA, Sección colonial, C-58, 38r), o el miembro del Consejo de Indias y oidor decano
de la Real Audiencia de Perú, Álvaro de Navia Bolaño, conde del valle de Oselle (AGL, Protocolos
notariales, 509, González Mendoza, 1757/1760, 468r y 651r). 53 Bonialian, 2011, 15-16 49 AHPM, 5892, 841r, 11 de agosto de 1646. 52 Calderón, 2003, 586 51 Arte y Saber, 1999, Inv. 207. 55 Además, encontramos biombos mexicanos entre las propiedades de: Diego de Carbajal,
corredor mayor del reino (AGL, Protocolos notariales, 64 esc. Arredondo 1731, 260v-266v y
291r-297r), Fernando Carrillo, sargento del batallón de milicias de la ciudad de Lima, (AGL,
Protocolos notariales, 67, esc. Antonio José de Ascarrunz, 1748) o Josefa Jiménez Lobatón y Salazar,
madre de don José de Rezabal y Ugarte, regente de la Real Audiencia de Santiago de Chile (AGL,
Protocolos notariales, 144, esc. Lucas de Bonilla, 1794, 91r-120v). ALBERTO BAENA ZAPATERO Álvaro de Bazán, marqués de Santa Cruz, se incluían «dos biombos traídos
de las Indias» tasados en 600 reales,49 mientras que entre los bienes inven-
tariados en 1653 al conde de Monterrey se citan «cuatro biombos de las
Indias».50 Por último, en la testamentaría de Isabel de Farnesio también
aparece un biombo que representaba la conquista de México, de veinticua-
tro paneles con pintura y madre perla, prueba de que estos objetos fueron
valorados tanto como sus homólogos orientales.51 También desde la costa occidental de Nueva España, a pesar de las
restricciones del siglo XVI y a la prohibición posterior del tráfico entre
virreinatos, partieron rumbo al Callao muchos productos llegados en el
Galeón de Manila. Los comerciantes peruanos idearon distintas formas de
acceder a estas mercancías, como el trasbordo en puertos intermedios o el
contrabando a bordo de navíos que transportaban azogue.52 Como señala
Bonialian, un número importante de barcos peruanos navegaban cada año
hasta los puertos de Acapulco, Zihuatanejo, Huatulco, Realejo y
Sonsonate, transportando plata, azogue, cacao y vino, y retornaban tiempo
después cargados con mercancías europeas, mexicanas y asiáticas.53 Entre
estos objetos se encontraron los biombos, tanto los de origen chino como
los de factura mexicana. Como sucede con el resto de territorios analiza-
dos, nuevamente encontramos a ricos comerciantes y funcionarios entre los
dueños de estos objetos. La existencia de varios ejemplares asiáticos en
Lima durante el siglo XVIII demuestra cómo el virreinato peruano estuvo
conectado con el comercio de Extremo Oriente, bien fuese directamente o,
más probablemente, a través de su relación con Nueva España.54 Además,
la presencia de biombos mexicanos en Sudamérica nos indica que la pro-
ducción en este territorio tuvo un volumen notable, que fueron valorados 48 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO más allá de sus fronteras y que alcanzaron no sólo Europa, como se pensa-
ba hasta ahora, sino también el resto del continente americano.55 )
56 «Memoria de mercaderías que trae el embajador de Japón», AGI, Filipinas, 7, 7, 88. Embajadas La llegada de los primeros biombos a Nueva España y Europa fue
paralela a los contactos diplomáticos entre los reinos ibéricos y Japón, y a
la consolidación del comercio en el Pacífico, tanto en su vertiente occiden-
tal como a través del Galeón de Manila. Los primeros ejemplares de los que
tenemos noticia no arribaron a Europa de la mano de los comerciantes sino
de la iniciativa de los religiosos. Fueron los japoneses que componían la
embajada que partió de Nagasaki junto al jesuita Alejandro Valignano rum-
bo a Lisboa en 1582, quienes dieron a conocer estos muebles. Entre los pre-
sentes embarcados por la embajada se encontraban dos pares de biombos,
los dos primeros ofrecidos a Felipe II y los otros dos al papa Gregorio XIII. A principios del siglo XVII, tan sólo algunos años después de que esta
misión visitase la Corte de Felipe II y el Vaticano, entre la relación de obje-
tos que el embajador de Japón traía con el fin de venderlos para su despa-
cho en Madrid, se hace mención de «Treynta Caxones de biobos de oro
fino, cada Caxon dos biobos».56 Prueba de que, nuevamente, los propios
japoneses colaboraron en la difusión por Europa de un mueble de lujo que
se consideraba típicamente oriental, pero que poco a poco iba ganando un
espacio en los salones de los principales palacios de occidente. En América, la primera noticia que tenemos sobre una presencia ofi-
cial de japoneses data de 1610. Rodrigo de Vivero, después de su mandato
como gobernador de Filipinas, naufragó en Japón durante su regreso a
México y el shogun Ieyasu le ofreció un buque construido en sus astilleros
para que continuase su viaje de retorno. Junto a Rodrigo de Vivero embar-
caron una embajada de 23 japoneses encabezados por Tanaka Shosuke con 49 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO el cometido de aprender la técnica del beneficiado de la plata y de consoli-
dar una relación comercial directa entre ambos reinos. 57 «Carta de D. Juan de Silva al rey», AGI, Filipinas, 20, 4, 36, 15 y 16.
58 Castelló y Martínez, 1970, 27.
59 Gutiérrez, 1947, 74.
60 AGN, Tierras, 3283, 2, 54-61. Los biombos también fueron denominados arrimadores de
estrado en Nueva España. 59 Gutiérrez, 1947, 74. EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO 61 Gruzinski, 2010.
62 Baena, 2007, 441-450. Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 Embajadas Además, ese mismo
año, el gobernador de Filipinas, Juan de Silva, informó al rey que había
recibido del citado shogun varios biombos de poca calidad como gesto de
amistad.57 En 1611, Tanaka emprendió el camino de vuelta a Japón uniéndose a
la expedición de Sebastián Vizcaíno, primer embajador enviado al país
nipón por Felipe III con el propósito de impulsar los lazos económicos y
políticos. En estas misiones diplomáticas eran obligatorios los regalos y en
este apartado tuvieron un protagonismo especial los biombos, lo que vino
a establecer desde el primer momento su papel como objetos distinguidos. Iyesasu respondió a los presentes de la misión española enviando al virrey
Velasco el Joven diez biombos tejidos de oro, tres armaduras de samurai y
una carta geográfica del Japón, obsequios que recibió en 1614 su sucesor
en el cargo, el marqués de Guadalcázar, quien finalmente los haría llegar a
don Luis de Velasco.58 Adquiridos por los virreyes, los biombos pronto ocuparon un lugar
principal entre los muebles de las casas reales de Chapultepec. En 1640,
por ejemplo, se dispusieron dos ejemplares chinos «que cubrían la música
e instrumentos» mientras se servía el banquete de recepción al virrey Diego
López Pacheco.59 La vida en la corte virreinal constituía en México el
modelo aristocrático que trataban de imitar las principales familias novo-
hispanas, por lo tanto, el hecho de que llegaran biombos entre las ofrendas
de las comitivas japonesas o su uso en los palacios oficiales, hizo que se
extendiera la imagen de este mueble como elemento de prestigio y que
muchas de las familias más ricas de la ciudad quisieran hacerse con uno
para lucir en sus salones. Asimismo, en la cultura política de la época se
incorporó la imagen del biombo como mueble especialmente apropiado
para regalar si se quería obtener algún favor o simplemente agradar al des-
tinatario. Ejemplo de ello son los biombos que enviaron los virreyes novo-
hispanos a la península o el «arrimador de estrado» que en 1663 ofreció el
gobernador de Nuevo México, Diego de Peñalosa, al contador de la ciudad
de México, Carlos de Sigüenza.60 50 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 Funcionarios reales, comerciantes y mercaderes La conformación de la Monarquía Católica durante el siglo XVI pro-
dujo un conglomerado de relaciones planetarias que conllevaría la consti-
tución de burocracias móviles y un sistema económico de dimensiones
mundiales. Serge Gruzinski ha llamado la atención sobre una «elite mun-
dializada» que se movió a través de las fronteras de los dominios españo-
les y portugueses, ambos íntimamente relacionados.61 Este grupo de indivi-
duos propició de manera inconsciente una nueva cultura que superó los
límites imperiales y que se vio influida por todas aquellas civilizaciones
con las que entró en contacto. A lo largo de la Edad Moderna, el transpor-
te de biombos acompañó al movimiento de personas, en especial al de mer-
caderes y cargos reales desplegados por cuatro continentes, sirviendo como
testimonio de los cambios producidos. p
Virreyes y gobernadores fueron unos grandes consumidores de obras
de arte, bien fuese para incorporar a su propio ajuar o para enviar a la
Península. Así, después de su mandato en Nueva España, muchos transpor-
taron hasta su nuevo destino los biombos que habían adquirido. Los temas
representados en las hojas de estos muebles podían ser varios: los lugares
más emblemáticos de la capital, como la Alameda, el paseo de Iztacalco o
la Plaza Mayor; hechos históricos relevantes como la conquista de México,
que solían acompañarse por una vista aérea de la urbe por su otra cara;
representaciones de algunas de las prácticas más pintorescas de la tierra,
como los desposorios indígenas y los ritos prehispánicos asociados al fes-
tejo de los mismos; o historias mitológicas apropiadas para espacios priva-
dos.62 Estos biombos pudieron servir a sus dueños de recuerdo de su paso
por aquella ciudad, de los méritos adquiridos en el embellecimiento de la
urbe, o simplemente como símbolo de cosmopolitismo ante sus invitados
peninsulares. Muchos de los temas elegidos encajaban perfectamente con
el gusto aristocrático de la época, que buscaba saciar la curiosidad por
conocer «otros mundos» a través de la representación en sus salones de
escenas costumbristas. De cualquier manera, los biombos no constituyeron
un caso especial y deben ser relacionados con los enconchados, trabajo
típicamente novohispano del que se han documentado envíos a la Península 51 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. 63 La profesora García Saiz ha señalado a los virreyes conde de Galve y conde de Moctezuma
como posibles comitentes de estas obras (García Saiz, 1999). Asimismo, Sonia Ocaña defiende la idea
de la vinculación entre esta técnica y la identidad criolla (Ocaña, 2008).
64 El cuadro que representa la plaza mayor de México de Cristóbal de Villalpando fue propie-
dad del conde de Galve y los descendientes del duque de Alburquerque conservan otra pintura sobre
México (Martínez del Río, 1994).
65 AHPM, 2320, 21 de septiembre de 1617, 92r-93v.
66 Martínez del Rio, 1994, 133-150. Funcionarios reales, comerciantes y mercaderes DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO con el tema de la conquista,63 o con los cuadros pintados con vistas de la
plaza de la ciudad de México que fueron encargados por funcionarios u
ofrecidos por la ciudad al final de su estancia.64 El primer ejemplo que encontramos de funcionarios que se traslada-
ron desde México cargando con un biombo producido en la tierra es el que
aparece consignado en Madrid en el inventario de bienes de 1617 del virrey
Luis de Velasco el Joven o hijo. Puesto que se indica que el biombo era «de
las Indias», lo lógico es pensar que lo adquirió en México antes de su par-
tida en 1612, fecha que nos sugiere cómo para inicios del siglo XVII ya
estaba activa la producción de biombos en Nueva España.65 El biombo, que representa la «Vista de la Plaza Mayor de la ciudad
de México y del paseo de Iztacalco», descubierto en España y actualmente
en la colección Rivero Lake, muestra en su parte superior el escudo del
marqués de Cadereita, virrey de la Nueva España entre 1635 y 1640. Puede
que el interés de este gobernante fuera mostrar la ciudad en todo su esplen-
dor, dado que emprendió numerosas obras para mejorar su drenaje y para
reparar los daños producidos por un terremoto. Incluso, parece que en la
Plaza Mayor pudo representarse a sí mismo saliendo con su comitiva de
Palacio en un ambiente festivo. El biombo, en el que aparecen por un lado «Las artes liberales» y por
el otro «Los cuatro elementos», fue pintado por Juan Correa siguiendo las
indicaciones del virrey fray Payo Enríquez de Ribera, arzobispo y virrey
entre 1667 y 1679. Una vez se hubo cumplido su periodo de gobierno en
las Indias, fray Payo trasladaría esta pieza entre su ajuar hasta la Península,
donde permanecería hasta su incorporación a la colección del Museo Franz
Mayer.66 Otro virrey que aprovechó su breve estancia en la ciudad de
México para hacerse con alguno de estos muebles fue José Sarmiento y
Valladares, conde de Moctezuma y de Tula, el cual contó entre sus propie-
dades con dos biombos de dos haces cada uno, con temas sobre «La con-
quista de México» y una «Vista de la ciudad» el primero, mientras que en
el otro se representaría «La defensa de Viena frente a los turcos» por una 52 Anu. estud. 63 La profesora García Saiz ha señalado a los virreyes conde de Galve y conde de Moctezuma
como posibles comitentes de estas obras (García Saiz, 1999). Asimismo, Sonia Ocaña defiende la idea
de la vinculación entre esta técnica y la identidad criolla (Ocaña, 2008). 63 La profesora García Saiz ha señalado a los virreyes conde de Galve y conde de Moctezuma
como posibles comitentes de estas obras (García Saiz, 1999). Asimismo, Sonia Ocaña defiende la idea
de la vinculación entre esta técnica y la identidad criolla (Ocaña, 2008).
64 El cuadro que representa la plaza mayor de México de Cristóbal de Villalpando fue propie-
dad del conde de Galve y los descendientes del duque de Alburquerque conservan otra pintura sobre
México (Martínez del Río, 1994). 64 El cuadro que representa la plaza mayor de México de Cristóbal de Villalpando fue propie-
dad del conde de Galve y los descendientes del duque de Alburquerque conservan otra pintura sobre
México (Martínez del Río, 1994). 67 «Inventario de bienes del virrey depuesto Iturrigaray, 22 de septiembre de 1808-17 de mayo
de 1809 confiscados por las Reales cajas» en García, 1985, 2, 471. 68 AGN, Civil, 114, 1.
69 Gemelli Careri, 2002, 6 y 7.
70 Calderón, 2003, 587.
71 Arquivo Histórico Ultramarino, Conselho Ultramarino, c.16, 3. ALBERTO BAENA ZAPATERO Con los gobernadores de Filipinas sucedió algo parecido. Don Fausto
de Crusat y Góngora debió de ser un gran aficionado al arte oriental y entre
las propiedades que en 1701 le acompañaron a su vuelta a México se
encontraban numerosos muebles japoneses, 21 escritorios, 10 de ellos de
maque fino; abundante porcelana, abanicos y quimonos chinos; y hasta tres
camas de ébano de estilo salomónico hechas en la India. Entre estos obje-
tos llama la atención la presencia de 11 biombos japoneses de diferentes
tamaños y materiales (maqué, madre perla, oro y piedra ágata), destacando
un conjunto de cuatro biombos de 6 hojas cada uno valorado en 625
pesos.68 Por su número y valor puede que muchas de estas piezas fueran
transportadas con la idea de venderse al llegar a su nuevo destino, sirvien-
do como promotor inconsciente de influencias culturales. En el caso de Perú, también se pudieron utilizar las embarcaciones
que debían trasladar a las dignidades eclesiásticas o civiles destinadas al
virreinato para transportar mercancías ilegales venidas desde Asia. El via-
jero italiano Gemelli Careri pudo comprobar cómo en 1697 coincidieron en
el puerto de Acapulco la nao de China con el navío que debía conducir al
nuevo virrey del Perú, Conde de Cañete, hasta Lima.69 Esta situación fue
aprovechada por los comerciantes peruanos para transbordar una gran par-
te de los productos asiáticos de la nao hasta el barco del representante real,
seguramente con su complicidad.70 Además, entre los inventarios de bienes de los capitanes portugueses
y holandeses implicados en el comercio del Pacífico encontramos escrito-
rios y cajas japonesas, lo cual nos pone en relación con el gusto por acu-
mular obras de arte que pudieron desarrollar en sus viajes. No olvidemos
que por su situación privilegiada dentro del comercio mundial tuvieron
acceso a las mejores piezas y a precios más baratos que los compradores
habituales. En Portugal fue común encontrar biombos entre el ajuar domés-
tico de aquellas personalidades que tuvieron relación con el Estado da
India. El alférez mayor Joam de Meneses, por ejemplo, murió cuando vol-
vía a Lisboa desde Goa transportando entre sus pertenencias dos biombos,71
el hidalgo García de Mello Torres, que tuvo derecho a un viaje a China,
dejó en testamento dos biombos japoneses de cuatro hojas cada uno, mien-
tras que Diego Valente, que fue obispo del Japón, cuando falleció tenía tres 54 Anu. estud. Funcionarios reales, comerciantes y mercaderes am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO Biombo con «Vista de la Plaza Mayor de la ciudad de México y del paseo de Iztacalco»,
colección Rivero Lake Biombo con «Vista de la Plaza Mayor de la ciudad de México y del paseo de Iztacalco»,
colección Rivero Lake cara y «Una escena de caza» en su reverso. Este ejemplar resulta muy
interesante si tenemos en cuenta que es uno de los pocos que fue hecho
con la técnica del enconchado, típica del virreinato, y que se elaboró en
una coyuntura política especialmente sensible como fue la sucesión de
Carlos II. Por último, entre los objetos que se incautaron al virrey Iturrigaray en
1808 se hallaban «siete biombos de diversas calidades y pinturas», mien-
tras que entre los muebles de su propiedad que se registraron en el palacio
de Chapultepec aparecía «un biombo de moda con tallas doradas».67 Estos
bienes, de no haber sido retenidos, también hubieran acabado junto a
Iturrigaray en España como prueba de su paso por la capital novohispana. 53 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 72 Citado por Mendes Pinto, 1993, 20-21.
73 Okamoto, 1993.
74 AGI, Filipinas, 170, 4, 32r y 39r.
75 En el siglo XVII, el capitán Felipe de Navarijo, o la hija del capitán Cristóbal Gomes de la
Madriz, Ana María Gomes de la Madriz, disfrutaron de biombos asiáticos en sus casas de la capital
(AGN, Civil, 1802, 1 y AGN, Civil, 1863, 19). Mientras que los mercaderes Pedro de Burgos, propie-
tario de una tienda de ropa y telas, o Álvaro de Lorenzana, miembro del Consulado de México, tuvie-
ron varios ejemplares chinos (AGN, Civil, 1835, 6; AGN, Bienes Nacionales, 1294, 1, 1653). Ya en el
siglo XVIII, el comerciante Nicolás de Arteaga y el dueño de un cajón en la plaza mayor, Miguel de
Ibarburo, también tuvieron varios «rodaestrados de china» (AGN, Bienes Nacionales, 404, 5; AGN,
Civil, 323, 1). Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 74 AGI, Filipinas, 170, 4, 32r y 39r. 73 Okamoto, 1993. 72 Citado por Mendes Pinto, 1993, 20-21. 76 AGN, Civil, 1998, 3.
77 Berenice Ballesteros ha probado el éxito que tuvo durante el siglo XVII el menaje asiático
entre los miembros del Consulado de México; los inventarios consultados para el XVIII muestran
características similares. Ballesteros, 2008.
78 AGI, México, 263, 131.
79 AGN, Bienes Nacionales, 445, 4.
80 AHPS, oficio 9, libro 1, 187-191, 23 de febrero de 1691.
81 Boxer, 1968, 22.
82 Sato, 2002, 18, 31-34. 77 Berenice Ballesteros ha probado el éxito que tuvo durante el siglo XVII el menaje asiático
entre los miembros del Consulado de México; los inventarios consultados para el XVIII muestran
características similares. Ballesteros, 2008. ALBERTO BAENA ZAPATERO am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO pares de biombos.72Así, Yoshitomo Okamoto mantiene que los mercaderes
que frecuentaban Nagasaki «were of course the pioneers in popularizing
namban tastes».73 Su objetivo al juntar estos objetos pudo no estar sólo en
la mera ostentación sino que es posible que les apeteciese también recordar
los lugares por los que habían pasado. Asimismo, en el caso de los ejem-
plares producidos para la exportación en los que aparecen europeos llegan-
do hasta las costas de Asia, puede que sus dueños quisieran conservar un
testimonio de su actividad comercial, origen de su riqueza y de su forma-
ción cosmopolita. Entre los capitanes españoles de Manila podemos observar una cos-
tumbre parecida a sus homólogos holandeses y portugueses por acumular
objetos orientales. Por ejemplo, entre los bienes embargados en 1720 al
maestre de Campo don Esteban Eguiño, quien formase parte de una com-
pañía de comercio que se dedicaba a la compra de objetos asiáticos para
reenviarlos en la nao de China hasta Acapulco, encontramos cuatro biom-
bos de papel pintado.74 En Nueva España, si bien el gusto por los produc-
tos orientales se extendió rápidamente entre el conjunto de la población,
este interés fue si cabe más acentuado entre aquellos que tenían o habían
tenido algún tipo de relación con el comercio del Pacífico, sirviendo en un
principio como introductores y difusores.75 Resulta especialmente ilustrativo de la relación directa que se estable-
ció entre aquellos personajes que tenían algún tipo de vinculación con
Filipinas y el origen oriental de la mayoría de piezas que componían su
ajuar doméstico, el caso del capitán Andrés de Acosta, quien en 1622 man-
tenía relaciones con las islas e importaba cajones de mercaderías de China. Este comerciante, aparte de tener dos biombos entre sus bienes personales,
contaba con un escritorio, un baúl, un escritorillo, un bufete y varias cajas
de espejos de Japón, además de tres sobrecamas de la India bordadas de oro 55 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO 76 AGN, Civil, 1998, 3. 82 Sato, 2002, 18, 31-34. ALBERTO BAENA ZAPATERO y seda, un pabellón de tafetán, un cajoncillo, quimonos y abanicos de
China, e incluso una esclava china de catorce años.76 Los objetos incluidos
en este inventario de bienes prueban la facilidad y el interés con el que un
mercader afincado en Nueva España accedía a todo tipo de mercancías
asiáticas.77 También entre los funcionarios enriquecidos hubo quien quiso
acceder a estas piezas que el comercio internacional ponía a su disposición,
como el tesorero de la Casa de la Moneda de la ciudad de México, Luis
Moreno de Monroy, que en 1622 declaraba tener entre sus propiedades «un
biobo grande y dos pequeños» valorados en 70 pesos;78 o la mujer del con-
tador Francisco de Castro y Prado, que en 1694 poseía un «biobo de China
con diez tablas».79 Ya en la Península, como vimos, los comerciantes sevi-
llanos presentaban una situación muy similar. Entre las pertenencias con-
signadas al capitán don Martín de la Mata, quien participase del tráfico con
Nueva España durante gran parte de la segunda mitad del siglo XVII,
encontramos un biombo de estrado de «18 hojas pintadas con la historia de
Cortés y Moctezuma».80 Por último, en el lado japonés, los mercaderes enriquecidos con el
comercio abierto con occidente fueron uno de los mayores grupos consu-
midores de biombos namban.81 En este sentido, algunos autores han seña-
lado cómo las pinturas más antiguas donde aparecen representados los por-
tugueses llegando a Japón evidencian la temática comercial a través del
énfasis puesto en la representación de las actividades mercantiles, resaltan-
do la nao de trato portuguesa y los productos que se descargaban. De esta
forma, el éxito de estas composiciones en los biombos de la escuela Kano
reflejaría el gusto y los intereses de una clase mercantil emergente.82 Aparte de lo señalado, otro aspecto importante a tener en cuenta a la
hora de estudiar el movimiento de personas y biombos a nivel mundial son
las redes tejidas por las órdenes religiosas a través de cuatro continentes. Muchas obras de arte circularon entre Asia, América y Europa de la mano
de los frailes mendicantes. Los jesuitas, responsables de la misión en 56 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. ALBERTO BAENA ZAPATERO DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO Japón, adquirieron biombos durante su residencia en aquellas islas y los
colocaron en sus celdas, como se indica en las «obedencias» de 1612 en las
que se prohibía que los misioneros decoraran sus cuartos con este tipo de
muebles.83 Es de suponer que, en sus cambios de residencia, muchos sirvie-
ron de intermediarios en su divulgación por el mundo. Además, para el
siglo XVIII hemos documentado biombos en varias haciendas jesuitas de
Nueva España. El estudio detenido de las propiedades y encomiendas aso-
ciadas a la Iglesia pueden revelar nuevos datos asociados al movimiento de
objetos. 83 Boxer, 1974, 215. Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 84 Balbuena, 2006, 91. Consideraciones finales La apertura y consolidación de dos rutas entre Europa y Asia vino
incentivada por el desarrollo de una enorme demanda de productos orien-
tales por parte de las sociedades occidentales. El análisis pormenorizado de
las fuentes demuestra la importancia que tuvo el tráfico de objetos de lujo
dentro del comercio internacional y cómo, entre los muebles más valorados
y cotizados, se encontraron los biombos. Su transporte desde China o Japón
hasta Portugal y Castilla a través de la India o de América, prueba la exis-
tencia de una «primera mundialización» de las relaciones económicas con
base en las coronas ibéricas. El largo camino recorrido por los biombos nos
revela un conglomerado de conexiones que los imperios, si no las inventa-
ron, sí las propiciaron o estimularon, creando las condiciones para que
pudieran llevarse a cabo. Así, el tráfico de esta mercancía permite identifi-
car los intermediarios más destacados del comercio con Manila, destacan-
do portugueses, chinos y japoneses, además de los principales puertos des-
de donde se importaban: Macao, Cantón y Nagasaki. Además, la ruta mundial seguida por los biombos nos permite deste-
rrar el eurocentrismo propio de los análisis históricos más tradicionales. La
importancia que llegó a adquirir el comercio a través del Galeón de Manila
demuestra que Europa no siempre fue la explicación última de todos los
fenómenos sino que en ocasiones fueron otras las regiones que llevaron la
iniciativa o marcaron el volumen y características de los productos inclui-
dos en los intercambios. Por lo tanto, el tráfico de biombos nos permite
redefinir los términos de centro y periferia, ya que, en lo que se refiere a la 57 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO Por otra parte, la posible producción de biombos por artesanos de ori-
gen chino o japonés en Manila nos pone en relación no sólo con el movi-
miento de mercancías a través de estas rutas sino también con el significa-
tivo flujo de personas que se dio entre estos territorios y su influencia en
las producciones regionales. Del lado de los europeos, descubrimos un gru-
po de funcionarios reales y comerciantes que se movieron por los dominios
mundiales de la Monarquía Católica divulgando inconscientemente una
cultura material nueva que unas veces resultaba simplemente ecléctica y
otras sincrética. El estudio de los inventarios de bienes de estos personajes
nos acerca la imagen de unos individuos que no sólo buscaron la riqueza
inmediata sino que, además, muchos supieron valorar y apreciar las expre-
siones artísticas de aquellos lugares por los que pasaron. Por lo tanto, los
biombos fueron los testigos mudos del movimiento mundial de personas
que la gestión política, económica o religiosa de los territorios que compo-
nían el Imperio español puso en marcha. Presentado el 26 de junio de 2011
Aceptado el 1 de febrero de 2012 Presentado el 26 de junio de 2011
Aceptado el 1 de febrero de 2012 ALBERTO BAENA ZAPATERO DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO ALBERTO BAENA ZAPATERO «ruta española» del Pacífico, el centro no fue Europa sino Nueva España,
y fue precisamente el Consulado de México quien controló la Nao de
China. Siendo esto así, cobran sentido los versos laudatorios de Bernardo
de Balbuena quien, en su Grandeza Mexicana, reivindicaba el lugar de este
territorio como ombligo del mundo: En ti se juntan España y China
Italia con Japón, y finalmente
un mundo entero en trato y disciplina.84 En ti se juntan España y China
Italia con Japón, y finalmente
un mundo entero en trato y disciplina.84 Ya sea como regalo diplomático o como mercancía de encargo, no es
posible entender el éxito de los biombos en el tráfico mundial y su fácil
integración a culturas diferentes si no se rompe con la «retórica de la alte-
ridad». De esta forma, resulta necesario hacer hincapié en los puntos en
común, las circulaciones de todo tipo y las conexiones entre los distintos
lugares, por muy lejanos que parezcan. El comercio entre europeos y asiá-
ticos se hizo en unas condiciones muy diferentes a las que se establecieron
con las civilizaciones precolombinas conquistadas, China y Japón fueron
valoradas desde occidente como culturas refinadas con las que era posible
establecer una relación más o menos de igualdad. El resultado de este equi-
librio fue la difusión de los biombos entre los ajuares domésticos de las
familias principales de Asia, América y Europa, ejemplo de una cultura
material de carácter mundial que compartía determinados valores asocia-
dos a la búsqueda de prestigio u ostentación. Este fenómeno integrador
propició que, independientemente de que variaran los temas representados
en sus hojas, los biombos ocupasen un lugar preeminente en los espacios
principales de los palacios de tres continentes. El nacimiento en el siglo XVII de una producción de biombos en
Nueva España y su exportación al resto de América y Europa explican la
vitalidad de los procesos propiciados por los intercambios económicos. De
igual manera, el desarrollo posterior de otras manufacturas locales en
América como las de Perú, Guatemala o Colombia, reflejan la madurez
artística que para el siglo XVIII se había alcanzado en el continente. La asi-
milación y reinterpretación de los biombos dentro de la cultura material
americana dio como resultado unas dinámicas artísticas originales que se
pueden asociar al gusto e identidad criollos. 58 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. Bibliografía Aguiló, Marí Paz: El mueble en España. Siglos XVI y XVII, Madrid, CSIC, 1993. Alva Rodríguez, Inmaculada: «La centuria desconocida: el siglo XVII» en Aguiló, Marí Paz: El mueble en España. Siglos XVI y XVII, Madrid, CSIC, 1993. g
p
g
y
Alva Rodríguez, Inmaculada: «La centuria desconocida: el siglo XVII» en
Cabrero, Leoncio: Historia general de Filipinas, Madrid, Ediciones de
Cultura Hispánica, AECI, 2000, 207-248. Álvarez Taladriz, José Luís: La pintura japonesa vista por un europeo a principios
del siglo XVII, Osaka, Osaka Gaikokugo Daigaku, 1953. Arte y Saber. La cultura en tiempos de Felipe III y Felipe IV, Valladolid, Ministerio
de Educación y Cultura, 1999. Baena, Alberto: «Nueva España a través de sus biombos», en Navarro Antolín,
Fernando (ed.): Orbis incognitus: avisos y legajos del Nuevo Mundo, Huelva,
Universidad de Huelva y Asociación Española de Americanistas, 2007,
441-450. Balbuena, Bernardo de: La grandeza mexicana, México, Porrúa, 2006. Ballesteros, Berenice: «El menaje asiático de las casas de élite comercial del
virreinato novohispano del siglo XVII», Boletín del Archivo General de la
Nación, 20, México, 2008, 59-112. Bonialian, Mariano: «México, epicentro semiinformal del comercio hispanoame-
ricano (1680-1740)», América latina en la historia económica, 35, México,
enero-junio de 2011, 7-28. 59 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO Boxer, Charles: Fidalgos in the Far East (1550-1570), Hong Kong, Oxford
University Press, 1968. Boxer, Charles: The Christian Century in Japan, 1549-1650, Berkeley, University
of California Press, 1974. Calderón, Francisco R.: Historia económica de la Nueva España en tiempo de los
Austrias, México, Fondo de Cultura Económica, 2003. Canepa, Teresa: «Obras de arte namban para os mercados japonês, português e
holandês» en Welsh, Jorge e Vinhais, Luisa (eds.): Depois dos bárbaros II. Arte Namban para os mercados japonês, português e holandês, Londres,
2008, 14-29. Castelló, Teresa y Martínez, María Josefa: Biombos mexicanos, México, Instituto
Nacional de Antropología e Historia, 1970. Crespo, María Dolores: Arquitectura doméstica de la Ciudad de los Reyes (1535-
1750), Sevilla, Universidad de Sevilla, 2006. Curiel, Gustavo: «Los biombos novohispanos: escenografías de poder y transcul-
turación en el ámbito doméstico» en Curiel, Gustavo; Navarrete, Benito y
Leroy, Iván: Viento detenido, mitologías e historias en el arte del biombo,
México, Ed. Museo de Soumaya, 1999, 9-32. Curiel, Gustavo: «El efímero caudal de una joven noble. Inventario y aprecio de
los bienes de la marquesa Doña Teresa Francisca María de Guadalupe Retes
Paz Vera (Ciudad de México, 1695)» en Anales del Museo de América, 8,
Madrid, 2000, 65-101. Chaunu, Pierre: Las Filipinas y el Pacífico de los ibéricos, siglos XVI-XVII-XVIII:
estadísticas y atlas, México, Instituto Mexicano de Comercio Exterior, 1976. Fernández, Gloria: Inventarios reales, Madrid, Museo del Prado y Patrimonio
Nacional, 1975. Fernández Miranda, Fernando: Inventarios reales, Carlos III, Madrid, Patrimonio
Nacional, 1988. Frois, Luis S. J.: Historia de Japam, Wicki, José (ed.), vol. V, Lisboa, Biblioteca
Nacional, 1984. García Sáiz, M. Concepción: «La conquista militar y los enconchados. Las pecu-
liaridades de un patrocinio indiano», en Los pinceles de la historia, México,
Consejo Nacional para la Cultura y las Artes/Instituto Nacional de Bellas
Artes, 1999, 109-141. García, Genaro: Documentos históricos mexicanos, México, Instituto Nacional de
Estudios Históricos de la Revolución Mexicana, 1985. Gemelli Carreri, Giovanni F.: Viaje a la Nueva España, México, UNAM, 2002. Germaná, Gabriela. «El mueble en el Perú en el siglo XVIII: estilos, gustos y cos-
tumbres de la élite colonial», Anales del Museo de América, 16, Madrid,
2008, 189-206. Gil, Juan: La India y el Lejano Oriente en la Sevilla del Siglo de Oro, Sevilla,
Ayuntamiento de Sevilla, 2011. 60 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO EL MOVIMIENTO DE BIOMBOS DESDE EL PACÍFICO HASTA EL ATLÁNTICO Gruzinski, Serge: Las cuatro partes del mundo, México, Fondo de Cultura
Económica, 2010. Gutiérrez de Medina, Cristóbal: Viaje de tierra y mar, feliz por mar y tierra, que
hizo el excelentísimo marques de Villena, México, UNAM, 1947. Leroy, Iván: «El Diluvio», en Curiel, Gustavo, Navarrete, Benito y Leroy, Iván:
Viento detenido, mitologías e historias en el arte del biombo, México, Ed. Museo de Soumaya, 1999, 119-134. López Pérez, María del Pilar: «Itinerario entre la realidad y la intimidad. biombos
coloniales. pinturas inéditas de la vida diaria virreinal», Credencial
Histórica, 105, Bogotá, 1998. Martínez del Río, María J.: «Permanencias y ausencias de obispos, virreyes e
indianos» en García, María Luisa: México en el mundo de las colecciones de
arte, 2, UCOL, México, 1994, 3-44. Martínez del Rio, María J.: «Los biombos en el ámbito doméstico: sus programas
moralizadores y didácticos» en Tovar, Rafael; Estrada, Gerardo; Hernández,
Roberto y López, Carmen: Juegos de ingenio y agudeza, la pintura emble-
mática en la Nueva España, México, Museo Nacional del Arte, Ed. Equilibrista, 1994, 133-150. Mendes Pinto, María Helena: Biombos Namban, Lisboa, Instituto portugués de
Museos, 1993. Morga, Antonio de: Sucesos de las Islas Filipinas, México, Fondo de Cultura
Económica, 2007. Ocaña, Sonia I: «Marcos “enconchados”: autonomía y apropiación de formas japo-
nesas en la pintura novohispana», Anales del Instituto de Investigaciones
Estéticas, 92, México, 2008, 107-153. Okamoto, Yoshitomo: The namban art of Japan, Tokio, Eweatherhill/Heibonsha,
1993. Recopilación de leyes de los reinos de Indias, Madrid, Cultura Hispánica, 1973. Romero, Manuel: Una casa del siglo XVIII, México, Imprenta Universitaria, 1957. Russell Wood, A. J. R.: The portuguese empire: a world on the move, Baltimore,
The John Hopkins University Press, 1998. Sanabrais, Sofía: «The Biombo or folding screen in colonial México» en Pierce,
Donna and Otsuka, Ronald: Asia & Spanish America, trans-pacific artistic
and cultural exchange, 1500-1850, Denver, Simposium series, Denver Art
Museum, 2006, 69-106. Sandoval, Martha Inés: El biombo del volador, una boda de indios, escenario para
dos categorías de naturales y dos posturas encontradas, México, Tesis
UNAM, abril de 2007. Sanz, María Jesús y Dabrio, María Teresa: «Inventarios artísticos sevillanos del s. XVIII. Relación de obras artísticas» en Archivo Hispalense, LVII, Sevilla,
1974, 89-150. 61 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01 ALBERTO BAENA ZAPATERO Sato, Yashumiro: «Sings and meanings in Naban screens» en Studies in Art
History, 18, Tokyo, 2002, 31-34. Satow, Ernest (ed.): The voyage of Captain John Saris to Japan 1613, Londres,
Hakluyt Society, 1900 (reimpresión, Nueva York, 1967). Sebastián, Santiago: Iconografía e iconología del arte novohispano, México,
Azabache, 1992. Subrahmanyam, Sanjay: «Connected Histories: Notes towards a Reconfiguration
of Early Modern Eurasia» en Modern Asian Studies, 31, 3, Cambridge, July,
1997, 735-762. Subrahmanyam, Sanjay: The Portuguese empire in Asia, 1500-1700: a political
and economic history, London-New York, Longman, 1993. Viera, Juan de: Compendiosa narración de la ciudad de México, México,
Guarania, 1952. Vivero, Rodrigo de: Relación del Japón, Madrid, Editorial del Cardo, 2003. Yuste, Carmen: «Los precios de las mercancías asiáticas en el siglo XVIII» en
García, Virginia (ed.): Los precios de alimentos y manufacturas novohispa-
nos, México, Comité Mexicano de Ciencias Históricas, 1995, 231-264. Yuste, Carmen: Emporios transpacíficos: comerciantes mexicanos en Manila,
1710-1815, México, UNAM, 2007. 62 Anu. estud. am., 69, 1, enero-junio, 2012, 31-62. ISSN: 0210-5810. DOI: 10.3989/aeamer.2012.1.01
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ORIENTAÇÃO EMPREENDEDORA COMO INDICADOR DO GRAU DE EMPREENDEDORISMO CORPORATIVO: FATORES QUE CARACTERIZAM OS INTRAEMPREENDEDORES E INFLUENCIAM SUA PERCEPÇÃO.
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ORIENTAÇÃO EMPREENDEDORA COMO INDICADOR DO GRAU DE
EMPREENDEDORISMO CORPORATIVO: FATORES QUE CARACTERIZAM OS
INTRAEMPREENDEDORES E INFLUENCIAM SUA PERCEPÇÃO ORIENTAÇÃO EMPREENDEDORA COMO INDICADOR DO GRAU DE
EMPREENDEDORISMO CORPORATIVO: FATORES QUE CARACTERIZAM OS
INTRAEMPREENDEDORES E INFLUENCIAM SUA PERCEPÇÃO Aurimar Barcelos França - FACCAMP1
Jeferson Saraiva - FACCAMP2
Marcos Hashimoto - FACCAMP3 Resumo: O presente artigo analisa a percepção dos colaboradores em relação ao
nível de orientação empreendedora (OE) como um indicador apropriado para o
diagnóstico e mensuração do grau de empreendedorismo corporativo. Trata-se de
uma pesquisa exploratória, quantitativa, realizada com funcionários de uma empresa
de médio porte. Os achados indicam que a percepção dos colaboradores é
significativamente influenciada pela idade e tempo de serviço. Estes resultados
ajudam a minimizar vieses de pesquisa e corroboram para que as empresas
identifiquem com mais facilidade seus intraempreendedores e apoiem suas
iniciativas inovadoras. Palavras-chave: Orientação Empreendedora (OE), Intraempreendedorismo,
Empreendedorismo Corporativo. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
78
1 E.mail: aurimar.franca@yahoo.com.br. Endereço: R. Mário Leandro Luiz de Faria, 429,
CEP: 13214-593 - Jundiaí SP
2 E.mail: jefuza@gmail.com
3 E.mail: prof.hashimoto@uol.com.br ENTREPRENEURIAL ORIENTATION AS AN INDICATOR OF THE DEGREE
OF CORPORATE ENTREPRENEURSHIP: FACTORS THAT FEATURING THE
INTRAPRENEURS AND INFLUENCING THEIR PERCEPTION Abstract: This article examines the perceptions of employees relative to the level of
entrepreneurial orientation (EO) as an appropriate indicator for the diagnosis and
measurement of the degree of corporate entrepreneurship. This is an exploratory and
quantitative research, performed with employees of a medium-sized company. The
findings indicate that the perception of employees is significantly influenced by the
age and time of service. These results help to minimize research biases and
corroborate for companies more easily to identify their intrapreneurs and support their
innovative initiatives. Keywords: Entrepreneurial Orientation (EO), Intrapreneurship, Corporate
Entrepreneurship. 78 Introdução Algumas organizações que buscam melhorar o desempenho e gerar novos
negócios encontram na sua capacidade de inovar, as oportunidades que propiciarão
maior competitividade nos mercados em que atuam. O caminho da inovação não é
fácil para muitas organizações cujos negócios não são baseados em tecnologia. Contudo, o escopo da inovação permite que qualquer empresa possa inovar por
meio de mudanças nos seus processos e serviços nos diversos níveis da
organização. Neste sentido, a Orientação Empreendedora (OE) representa um
caminho viável para muitas destas organizações trilharem o caminho da inovação
como fator de diferenciação e competitividade. A OE implica na implantação de ações que promovam um clima favorável
para iniciativas de natureza empreendedora pelos seus colaboradores. Entretanto,
não se pode generalizar um programa ou uma estratégia única e ideal de OE,
também conhecida como Empreendedorismo Corporativo, pois as organizações são
diferentes em seus modelos de negócios, histórias, cultura, processos e pessoas
(HASHIMOTO, 2010). Nessa esteira, o objetivo do presente artigo é analisar a percepção dos
colaboradores em relação ao nível de OE e as variáveis que influenciam essa
percepção, a fim de tornar esse indicador apropriado para o diagnóstico e
mensuração periódica dos avanços empreendedores de uma organização. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 79
O sucesso de um programa que promova a OE depende de diversos fatores
internos e externos, dentre eles destaca-se a atuação das pessoas envolvidas no
processo, principalmente dos funcionários que estão no nível intermediário das
organizações (HASHIMOTO, 2010), a necessidade de entender as variáveis que
podem interferir na percepção desses colaboradores em relação à OE, ajudam na
determinação de ações mais eficazes no processo de implantação destes programas
e aumentam as chances de atingir os resultados esperados. Diversos autores
concluíram que existe uma forte correlação positiva entre a OE e o desempenho das
organizações (CHILD, 1972; COVIN; COVIN, 1989; COVIN; SLEVIN, 1990; ZAHRA;
COVIN, 1995; DESS et al., 1997; WIKLUND, 1999; LUMPKIN; DESS, 2001; FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. Introdução 79 79 SADLER-SMITH et al., 2003; RICHARD, 2004; TARABISHY et al., 2005; WIKLUND;
SHEPHERD, 2005; FRISHMMAR; HÖRTE, 2007; HASHIMOTO, 2009). Portanto, faz
sentido direcionar esforços para a medição periódica e confiável da OE. Convém
ponderar que pouca ênfase tem sido dada na literatura sobre os fatores
moderadores (RAUCH, A. et al., 2009) que influenciam a percepção dos
empregados em relação à OE da organização.Determinar os fatores que afetam na
medição do grau de empreendedorismo é fundamental para se obter resultados
confiáveis e aceitos por toda a organização. As empresas que querem manter viva
essa mentalidade empreendedora são aquelas em que a “auditoria da saúde
empreendedora” é adotada e valorizada (IRELAND; KURATKO; MORRIS, 2006). Esse é um instrumento por meio do qual uma organização pode avaliar o grau em
que seus funcionários estão preparados para se envolver em comportamento
empreendedor através da inovação, a assunção de riscos, ações autônomas e
proativas. Segundo Hashimoto (2009), a criação de condições para o surgimento de
iniciativas empreendedoras por parte dos funcionários é fundamental na implantação
de uma estratégia de OE. Por isso, as pessoas são fundamentais nesse processo e
representam a base das observações empíricas do presente trabalho. Nessa linha, a
pesquisa aqui apresentada foi estruturada para medir qual o nível de significância
das variáveis independentes: idade, sexo, nível hierárquico, tempo de serviço e área
de atuação dos colaboradores em relação à percepção da OE da organização. A figura 1 demonstra as relações que geraram as hipóteses desta pesquisa: FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 80 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 80 80 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
81 Figura 1. Mapa teórico dos fatores que influenciam a OE.
Fonte: Elaborado pelos autores.
Nível
Hierárqui-
co
(H2)
Tempo de
serviço
(H3)
Área de
atuação
(H4)
Gênero
(H1)
Idade
(Ho)
OE
Desempenho da
organização
Impacta Figura 1. Mapa teórico dos fatores que influenciam a OE. Fonte: Elaborado pelos autores. Nível
Hierárqui-
co
(H2)
Tempo de
serviço
(H3)
Área de
atuação
(H4)
Gênero
(H1)
Idade
(Ho)
OE
Desempenho da
organização
Impacta Idade
(Ho) Impacta Desempenho da
organização Fonte: Elaborado pelos autores. Fonte: Elaborado pelos autores. Para avaliar os fatores / variáveis estruturadas na figura 1, definiu-se as
seguintes hipóteses: H0a: A percepção da OE não é significativamente influenciada pela idade dos
colaboradores. H0a: A percepção da OE não é significativamente influenciada pela idade dos
colaboradores. H0b: A idade dos colaboradores exerce influência sobre sua percepção da OE. H1a: A percepção da OE não é significativamente influenciada pelo gênero dos
colaboradores. H1b: O gênero dos colaboradores exerce influência sobre sua percepção da
OE. H1b: O gênero dos colaboradores exerce influência sobre sua percepção da
OE. H3a: A percepção da OE não é significativamente influenciada pelo tempo de
serviço dos colaboradores. H3b: O tempo de serviço dos colaboradores exerce influência sobre sua
percepção da OE. H4a: A percepção da OE não é significativamente influenciada pela área de
atuação dos colaboradores. H4b: A área de atuação dos colaboradores exerce influência sobre sua
percepção da OE. H4b: A área de atuação dos colaboradores exerce influência sobre sua
percepção da OE. As hipóteses foram testadas em uma amostra de funcionários de uma
empresa familiar de capital fechado, fabricante de alimentos, sediada no estado de
São Paulo. OE. H2a: A percepção da OE não é significativamente influenciada pelo nível
hierárquico dos colaboradores. H2a: A percepção da OE não é significativamente influenciada pelo nível
hierárquico dos colaboradores. H2b: O nível hierárquico dos colaboradores exerce influência sobre sua
percepção da OE. 81 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
82 Fundamentação Teórica De acordo com Hashimoto (2010, p. 1), “o primeiro uso do termo
empreendedorismo foi registrado por Richard Cantilon, em 1755, para explicar a
receptividade ao risco de comprar algo por um determinado preço e vendê-lo em um
regime de incerteza”. Jean Baptiste Say em 1803 ampliou essa definição, dizendo
que empreendedorismo está relacionado àquele que “transfere recursos econômicos
de um setor de produtividade mais baixa para um setor de produtividade mais
elevada e de maior rendimento”. Diversos autores ao longo do tempo têm estudado e definido o que é
empreendedorismo sob diferentes perspectivas. Algumas correntes associavam
empreendedores com inovação. Os economistas (tem-se como exemplo Joseph
Schumpeter), definem o empreendedor como aquele que destrói a ordem econômica
existente pela introdução de novos produtos e serviços, pela criação de novas
formas de organização ou pela exploração de novos recursos e materiais, sob a
ótica desse estudioso do tema dentro do enfoque econômico. Para ele, o
empreendedor é a essência da inovação no mundo (SCHUMPETER, 1982).No
contexto comportamentalista os estudiosos têm se concentrado nas características FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 82
Diversos autores ao longo do tempo têm estudado e definido o que é
empreendedorismo sob diferentes perspectivas. Algumas correntes associavam
empreendedores com inovação. Os economistas (tem-se como exemplo Joseph
Schumpeter), definem o empreendedor como aquele que destrói a ordem econômica
existente pela introdução de novos produtos e serviços, pela criação de novas
formas de organização ou pela exploração de novos recursos e materiais, sob a
ótica desse estudioso do tema dentro do enfoque econômico. Para ele, o
empreendedor é a essência da inovação no mundo (SCHUMPETER, 1982).No
contexto comportamentalista os estudiosos têm se concentrado nas características FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 82 82 de comportamento dos empreendedores como criação e intuição, por exemplo. Pode-se destacar McClelland (1972) dentro do grupo de autores que aponta como
um dos traços mais importantes do empreendedor, a motivação de realização ou
impulso para melhorar. Fundamentação Teórica Em seus estudos ele discutia o motivo que levava algumas
sociedades a serem mais dinâmicas que outras.A Academia tem direcionado seus
estudos no campo do empreendedorismo tanto para os indivíduos como para grupos
e organizações empresariais. O empreendedorismo é concebido sob o escopo dos
indivíduos, por estar geralmente associado à criação de algo novo, ou seja, uma
invenção que tenha um valor reconhecido. Já no contexto das organizações, o
empreendedorismo é visto como um meio de crescimento e renovação para
organizações já existentes, na forma do empreendedorismo corporativo (GUTH;
GINSBERG,
1990),
mais
recentemente
denominado
genericamente
como
Orientação Empreendedora, que se refere ao processo empreendedor no nível da
organização. A OE emerge da perspectiva da escolha estratégica de Child (1972), o
qual afirma que as oportunidades de desenvolvimento de novos negócios podem ser
alcançadas de maneira bem sucedida e de forma intencional (VAN DE VEM;
POOLE, 1995). Portanto, o conceito envolve as intenções e ações de atores-chave
que atuam num processo generativo dinâmico voltado para a (re)criação de um
negócio no nível da organização, onde se destacam os estudos de Miller & Friesen
(1982) e Covin e Slevin (1990, 1991).A OE foi originalmente concebida por Miller
(1983) por meio de três dimensões: receptividade a riscos, inovação e pró-atividade. Elas variam de forma independente uma da outra (COVIN, 2006) em força e efeito
sobre o desempenho organizacional, e são comumente utilizadas para medir o nível
de empreendedorismo das organizações (KREISER; MARINO; WEAVER, 2002). Pró-atividade é o processo de agir em antecipação de necessidades futuras,
mudanças e desafios que podem levar a novas oportunidades (LUMPKIN; DESS,
1996). A receptividade a riscos é definida como se aventurar em território
desconhecido ou circunstâncias sem saber quais serão os resultados (COVIN;
SLEVIN, 1991). Finalmente, inovação reflete a unidade para lidar com atividades
que resultem em novas ideias e com experimentos que podem levar a novos
processos, produtos e serviços (LYON; LUMPKIN; DESS, 2000).O desenvolvimento FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
de comportamento dos empreendedores como criação e intuição, por exemplo. Pode-se destacar McClelland (1972) dentro do grupo de autores que aponta como
um dos traços mais importantes do empreendedor, a motivação de realização ou
impulso para melhorar. Em seus estudos ele discutia o motivo que levava algumas
sociedades a serem mais dinâmicas que outras.A Academia tem direcionado seus
estudos no campo do empreendedorismo tanto para os indivíduos como para grupos
e organizações empresariais. O empreendedorismo é concebido sob o escopo dos
indivíduos, por estar geralmente associado à criação de algo novo, ou seja, uma
invenção que tenha um valor reconhecido. Já no contexto das organizações, o
empreendedorismo é visto como um meio de crescimento e renovação para
organizações já existentes, na forma do empreendedorismo corporativo (GUTH;
GINSBERG,
1990),
mais
recentemente
denominado
genericamente
como
Orientação Empreendedora, que se refere ao processo empreendedor no nível da
organização. A OE emerge da perspectiva da escolha estratégica de Child (1972), o
qual afirma que as oportunidades de desenvolvimento de novos negócios podem ser
alcançadas de maneira bem sucedida e de forma intencional (VAN DE VEM;
POOLE, 1995). Portanto, o conceito envolve as intenções e ações de atores-chave
que atuam num processo generativo dinâmico voltado para a (re)criação de um
negócio no nível da organização, onde se destacam os estudos de Miller & Friesen
(1982) e Covin e Slevin (1990, 1991).A OE foi originalmente concebida por Miller
(1983) por meio de três dimensões: receptividade a riscos, inovação e pró-atividade. Elas variam de forma independente uma da outra (COVIN, 2006) em força e efeito
sobre o desempenho organizacional, e são comumente utilizadas para medir o nível
de empreendedorismo das organizações (KREISER; MARINO; WEAVER, 2002). Pró-atividade é o processo de agir em antecipação de necessidades futuras,
mudanças e desafios que podem levar a novas oportunidades (LUMPKIN; DESS,
1996). A receptividade a riscos é definida como se aventurar em território
desconhecido ou circunstâncias sem saber quais serão os resultados (COVIN;
SLEVIN, 1991). Finalmente, inovação reflete a unidade para lidar com atividades
que resultem em novas ideias e com experimentos que podem levar a novos
processos, produtos e serviços (LYON; LUMPKIN; DESS, 2000).O desenvolvimento FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
83 Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 83 83 de numerosas tipologias do comportamento empreendedor sugere que a OE pode
ser mais bem caracterizada por várias dimensões em diversas combinações
presentes quando uma empresa se engaja na criação e expansão de um negócio. Lumpkin e Dess (1996) destacam que as três dimensões são fundamentais na
compreensão do processo empreendedor para as quais, as combinações dependem
do tipo de oportunidade empreendedora que a empresa procura e acrescentam mais
duas dimensões, a autonomia e a agressividade competitiva. A autonomia se refere
à liberdade e poder para implementar o que for necessário para antecipar e agir
sobre uma oportunidade com perseverança, adaptabilidade e tolerância a erros,
(MORRIS; ALLEN; SCHINDEHUTTE; AVILA, 2006) seja para a introdução de novos
produtos e serviços no mercado ou a adoção de novas técnicas, processos e
tecnologia (COVIN; MILES, 1999). Nesse contexto, o intraempreendedor tem
independência para agir, define os objetivos e metas, toma decisões, busca e
gerencia recursos, escolhe as estratégias de ação, traça planos de ação para
alcançar resultados relevantes para o negócio (HASHIMOTO, 2009). Já a
agressividade competitiva (COVIN; COVIN, 1989) reflete um intenso esforço de uma
organização para superar seus rivais e está relacionada com a reação às ameaças
do mercado, principalmente em relação à concorrência. Embora Lumpkin e Dess
(1996) afirmem que as cinco dimensões da OE sejam centrais para entender o
processo empreendedor, este poderá ocorrer em diferentes combinações em uma
organização. Isto porque, deve-se ter em mente o tipo de oportunidade
empreendedora que a organização persegue, ou mesmo apenas algumas
dimensões podem estar presentes. Os fatores externos como, por exemplo, o
ambiente de negócios, ou os fatores internos como a estrutura organizacional ou
ainda, as características dos fundadores ou líderes da organização, poderão ser
contingentes o quanto cada uma das dimensões será útil para predizer a natureza e
o sucesso de um empreendimento. Assim, eles propõem a multidimensionalidade do
constructo OE, no qual cada dimensão deve ser analisada de forma independente e
nenhuma das dimensões seja obrigatória na caracterização da OE, nem sequer
determinante. Morris (1998) corrobora com essa abordagem, apontando que a
variação de cada uma das dimensões depende do contexto e da situação.A maioria FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
84 dos estudos sobre a OE tem adotado as três dimensões propostas por Miller (1983),
entre eles: Covin e Slevin (1989, 1991); Covin e Covin (1990); Guth e Ginsbert
(1990); Morris, Lewis e Sexton (1994); Zahra e Covin (1995); Wiklund (1999);
Richard et al. (2004); Mello et al. (2004); Wiklund e Shepherd (2005); Covin, Green e
Slevin (2006). A OE e o gerenciamento empreendedor são conceitos análogos
utilizados para caracterizar uma organização empreendedora, ou seja, uma
organização que possui uma postura empreendedora. Covin e Slevin (1989) afirmam
que organizações com postura empreendedora promovem frequentemente, e de
forma extensiva, a inovação em seus produtos e tecnologias. Elas são
agressivamente competitivas e seus gerentes possuem propensão a assumir riscos
calculados para implantar as mudanças.Lumpkin e Dess (1996), ao tratar da OE
relacionada à performance, também destacam os fatores moderadores dessa
relação. Eles apontam que fatores organizacionais e fatores ambientais influenciam
a OE, que por sua vez, reflete na performance da organização. Em sentido
semelhante, Miller (1983) aponta que o empreendedorismo é integralmente
relacionado às variáveis de ambiente, estrutura, estratégia e personalidade do líder,
e que este relacionamento varia sistemática e logicamente de um tipo de
organização para outro. E ainda, na amplitude de estudos empíricos sugerem que a
orientação empreendedora da empresa provém da liderança e da orientação de
seus principais executivos (SADLER-SMITH et al., 2003; TARABISHY et al., 2005). A teoria de gestão estratégica também atesta que os gerentes de alto escalão têm
impacto efetivo na formulação estratégica (GRONHAUG, KAUFMANN, 1988;
WIKLUND, 1999). É bem verdade que estratégias empresariais devem construir uma
cultura
voltada
para
o
desenvolvimento
do
intraempreendedorismo
ou
empreendedorismo corporativo, que é visto como um processo de estimular ideias
inovadoras e processos (SCOTT; ROSA; KLANDT, 1998), muitas vezes com foco na
criação de riqueza. Empreendedorismo corporativo é um tema de atração para
muitos gestores em empresas e tornou-se um assunto de interesse devido ao seu
efeito positivo sobre o desempenho das organizações. Pesquisas anteriores (MILLER, 1983; KURATKO et al., 1990; GUTH;
GINSBERG,
1990)
identificaram
um
conjunto
de
pré-requisitos
para
o dos estudos sobre a OE tem adotado as três dimensões propostas por Miller (1983),
entre eles: Covin e Slevin (1989, 1991); Covin e Covin (1990); Guth e Ginsbert
(1990); Morris, Lewis e Sexton (1994); Zahra e Covin (1995); Wiklund (1999);
Richard et al. (2004); Mello et al. (2004); Wiklund e Shepherd (2005); Covin, Green e
Slevin (2006). FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do gra
de empreendedorismo corporati o fatores q e caracteri am os
de numerosas tipologias do comportamento empreendedor sugere que a OE pode
ser mais bem caracterizada por várias dimensões em diversas combinações
presentes quando uma empresa se engaja na criação e expansão de um negócio. Lumpkin e Dess (1996) destacam que as três dimensões são fundamentais na
compreensão do processo empreendedor para as quais, as combinações dependem
do tipo de oportunidade empreendedora que a empresa procura e acrescentam mais
duas dimensões, a autonomia e a agressividade competitiva. A autonomia se refere
à liberdade e poder para implementar o que for necessário para antecipar e agir
sobre uma oportunidade com perseverança, adaptabilidade e tolerância a erros,
(MORRIS; ALLEN; SCHINDEHUTTE; AVILA, 2006) seja para a introdução de novos
produtos e serviços no mercado ou a adoção de novas técnicas, processos e
tecnologia (COVIN; MILES, 1999). Nesse contexto, o intraempreendedor tem
independência para agir, define os objetivos e metas, toma decisões, busca e
gerencia recursos, escolhe as estratégias de ação, traça planos de ação para
alcançar resultados relevantes para o negócio (HASHIMOTO, 2009). Já a
agressividade competitiva (COVIN; COVIN, 1989) reflete um intenso esforço de uma
organização para superar seus rivais e está relacionada com a reação às ameaças
do mercado, principalmente em relação à concorrência. Embora Lumpkin e Dess
(1996) afirmem que as cinco dimensões da OE sejam centrais para entender o
processo empreendedor, este poderá ocorrer em diferentes combinações em uma
organização. Isto porque, deve-se ter em mente o tipo de oportunidade
empreendedora que a organização persegue, ou mesmo apenas algumas
dimensões podem estar presentes. Os fatores externos como, por exemplo, o
ambiente de negócios, ou os fatores internos como a estrutura organizacional ou
ainda, as características dos fundadores ou líderes da organização, poderão ser
contingentes o quanto cada uma das dimensões será útil para predizer a natureza e
o sucesso de um empreendimento. Assim, eles propõem a multidimensionalidade do
constructo OE, no qual cada dimensão deve ser analisada de forma independente e
nenhuma das dimensões seja obrigatória na caracterização da OE, nem sequer
determinante. Morris (1998) corrobora com essa abordagem, apontando que a
variação de cada uma das dimensões depende do contexto e da situação.A maioria 84 A OE e o gerenciamento empreendedor são conceitos análogos
utilizados para caracterizar uma organização empreendedora, ou seja, uma
organização que possui uma postura empreendedora. Covin e Slevin (1989) afirmam
que organizações com postura empreendedora promovem frequentemente, e de
forma extensiva, a inovação em seus produtos e tecnologias. Elas são
agressivamente competitivas e seus gerentes possuem propensão a assumir riscos
calculados para implantar as mudanças.Lumpkin e Dess (1996), ao tratar da OE
relacionada à performance, também destacam os fatores moderadores dessa
relação. Eles apontam que fatores organizacionais e fatores ambientais influenciam
a OE, que por sua vez, reflete na performance da organização. Em sentido
semelhante, Miller (1983) aponta que o empreendedorismo é integralmente
relacionado às variáveis de ambiente, estrutura, estratégia e personalidade do líder,
e que este relacionamento varia sistemática e logicamente de um tipo de
organização para outro. E ainda, na amplitude de estudos empíricos sugerem que a
orientação empreendedora da empresa provém da liderança e da orientação de
seus principais executivos (SADLER-SMITH et al., 2003; TARABISHY et al., 2005). A teoria de gestão estratégica também atesta que os gerentes de alto escalão têm
impacto efetivo na formulação estratégica (GRONHAUG, KAUFMANN, 1988;
WIKLUND, 1999). É bem verdade que estratégias empresariais devem construir uma
cultura
voltada
para
o
desenvolvimento
do
intraempreendedorismo
ou
empreendedorismo corporativo, que é visto como um processo de estimular ideias
inovadoras e processos (SCOTT; ROSA; KLANDT, 1998), muitas vezes com foco na
criação de riqueza. Empreendedorismo corporativo é um tema de atração para
muitos gestores em empresas e tornou-se um assunto de interesse devido ao seu
efeito positivo sobre o desempenho das organizações. Pesquisas anteriores (MILLER, 1983; KURATKO et al., 1990; GUTH;
GINSBERG,
1990)
identificaram
um
conjunto
de
pré-requisitos
para
o Pesquisas anteriores (MILLER, 1983; KURATKO et al., 1990; GUTH;
GINSBERG,
1990)
identificaram
um
conjunto
de
pré-requisitos
para
o FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 85 85 86 86 percepções do ambiente competitivo e da OE se correlacionam de forma
diferenciada em empresas familiares, dependendo da geração no comando, e é
geralmente mais forte em empresas de segunda geração da família. Estudos
anteriores sugerem que fatores demográficos como gênero (HISRICH; O'BRIEN,
1981; SEXTON; BOWMAN-UPTON, 1990; CHAGANTI; PARASUMAN, 1996), idade
(COOPER, 1973; HOWELL, 1972; SHAPERO, 1971), etnia (WALDINGER et al.,
1990;. CHAGANTI; GREENE, 2002), nacionalidade (HOFSTEDE, 1980), experiência
de trabalho (TIMMONS; SPINELLI, 2007) e experiência empresarial (KRUEGER,
1993; BROCKHAUS, 1982), podem ser importantes para entender as ações e
intenções empreendedoras dos indivíduos dentro ou fora das organizações.Para
Rauch, A. et al. (2009), a variância dos resultados em estudos de OE devem levar
em consideração a melhoria das escalas de medição, ou examinar fatores
moderadores relevantes que podem afetar a relação entre OE e o desempenho da
organização. Potenciais variáveis moderadoras incluem a idade da empresa, o
dinamismo ambiental, cultura nacional, a estratégia perseguida e estrutura
organizacional. O estudo feito por estes autores sugere que é hora de abrir as
pesquisas sobre OE para novas ideias e continuar analisando o papel dessas
variáveis moderadoras (ver LUMPKIN; DESS, 1996), aumentando assim, a
compreensão do espírito empresarial e reforçando a base científica. percepções do ambiente competitivo e da OE se correlacionam de forma
diferenciada em empresas familiares, dependendo da geração no comando, e é
geralmente mais forte em empresas de segunda geração da família. Estudos
anteriores sugerem que fatores demográficos como gênero (HISRICH; O'BRIEN,
1981; SEXTON; BOWMAN-UPTON, 1990; CHAGANTI; PARASUMAN, 1996), idade
(COOPER, 1973; HOWELL, 1972; SHAPERO, 1971), etnia (WALDINGER et al.,
1990;. CHAGANTI; GREENE, 2002), nacionalidade (HOFSTEDE, 1980), experiência
de trabalho (TIMMONS; SPINELLI, 2007) e experiência empresarial (KRUEGER,
1993; BROCKHAUS, 1982), podem ser importantes para entender as ações e
intenções empreendedoras dos indivíduos dentro ou fora das organizações.Para
Rauch, A. et al. (2009), a variância dos resultados em estudos de OE devem levar
em consideração a melhoria das escalas de medição, ou examinar fatores
moderadores relevantes que podem afetar a relação entre OE e o desempenho da
organização. Potenciais variáveis moderadoras incluem a idade da empresa, o
dinamismo ambiental, cultura nacional, a estratégia perseguida e estrutura
organizacional. O estudo feito por estes autores sugere que é hora de abrir as
pesquisas sobre OE para novas ideias e continuar analisando o papel dessas
variáveis moderadoras (ver LUMPKIN; DESS, 1996), aumentando assim, a
compreensão do espírito empresarial e reforçando a base científica. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
empreendedorismo corporativo, relacionados com o ambiente (ameaças e
oportunidades), o comportamento de alta e média gestão (visão, apoio, empenho e
estilo), a organização (cultura, estratégia, estrutura e modos de trabalho) e
desempenho (HEINONEN, 1999). Esses fatores são amplamente discutidos na
literatura e reconhecidos como importantes na promoção do empreendedorismo
corporativo (GUTH E GINSBERG, 1990; COVIN; SLEVIN, 1991; ZAHRA, 1991;
HORNSBY et al., 1993; THOMPSON, 1999; ANTONCIC; HISRICH, 2001;
KURATKO et al., 2005), em especial, o papel vital dos gerentes de nível médio em
criar um ambiente que encoraje a inovação e empreendedorismo interno (HORNSBY
et al., 2002; KURATKO et al., 2005). Veenker et al. (2008) estudaram a relação
entre
características
organizacionais
e
as
condições
presentes
no
empreendedorismo corporativo em organizações holandesas e concluíram os
fatores: a centralização, a cooperação entre colegas, a cooperação entre os
departamentos e a formalização, interferem na percepção do empreendedorismo
corporativo.Existem ainda outros fatores, como por exemplo: as experiências
empreendedoras anteriores que afetam diretamente a viabilidade percebida e
conveniência das ações empreendedoras (KRUEGER, 1993). Estudos também
consideram que vieses cognitivos, tais como excesso de confiança e ilusão de
controle, influenciam diretamente as percepções relacionadas ao empreendedorismo
e a percepção de risco (KEH, et al., 2002; SIMON et al., 2000). Outras pesquisas
sobre cultura e empreendedorismo sugerem que os valores culturais como: a
distância de alta direção, o individualismo, a baixa incerteza, podem aumentar a
viabilidade
percebida
e
a
conveniência
de
potenciais
oportunidades
empreendedoras (BUSENITZ; LAU, 1996; MCGRATH; MACMILLAN, 1992;
MCGRATH et al., 1992, MITCHELL et al., 2002).Traços da personalidade também
podem influenciar a percepção do indivíduo em relação às oportunidades
empreendedoras e contribuem para uma melhor compreensão do processo de
tomada de decisão (YAN, 2010). Existe também uma interação entre conhecimento,
aprendizagem e cognição do indivíduo nas atividades e ações para o processo
empreendedor (HAYNIE et al., 2012).Um estudo recente sobre orientação
empreendedora desenvolvido por Cruz e Nordqvist (2012), mostra que as FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. número total de colaboradores da organização pesquisada. Segundo Hashimoto
(2010), para que a amostra que identifica a OE seja válida, a população estudada
deve ter representatividade. Para essa estratificação, os respondentes foram
classificados e codificados de acordo com o perfil de cada um respectivamente,
dentro das categorias descritas na tabela 1. número total de colaboradores da organização pesquisada. Segundo Hashimoto
(2010), para que a amostra que identifica a OE seja válida, a população estudada
deve ter representatividade. Para essa estratificação, os respondentes foram
classificados e codificados de acordo com o perfil de cada um respectivamente,
dentro das categorias descritas na tabela 1. Tabela 1 - Perfil dos respondentes
Perfil dos respondentes
Idade
Códigos
%
Entre 20 e 29 anos
1
28
Entre 30 e 39 anos
2
67
Entre 40 e 49 anos
3
3
Superior a 50 anos
4
3
Gênero
Códigos
%
Feminino
0
31
Masculino
1
69
Nível hierárquico
Códigos
%
Gerência/Coordenação
1
8
Supervisão
2
14
Operacional
3
78
Tempo de serviço na organização
Códigos
%
Menor ou igual a 1 ano
1
17
Entre 1 e 5 anos
2
42
Entre 6 e 10 anos
3
16
Entre 11 e 20 anos
4
6
Superior a 20 anos
5
0
Áreas de atuação
Códigos
%
Administrativa
1
8
Industrial
2
56
Qualidade
3
28
Engenharia
4
8
Fonte: Os Autores. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 88
A empresa escolhida é familiar, de primeira geração, capital fechado,
fabricante de alimentos e está no mercado a mais de 40 anos. Atualmente, conta
com duas unidades fabris, dois centros de distribuição e um faturamento anual de 80
a 120 milhões de reais. O estudo foi realizado entre os meses de Dezembro de 2011
a Janeiro de 2012. A unidade pesquisada está sediada no interior do estado de São
Paulo e possui em torno 350 colaboradores diretos.As proposições utilizadas no
questionário foram adaptadas, testadas e aplicadas por Hashimoto (2009). Estão
embasadas na literatura científica considerando o questionário de OE para mensurar
a postura estratégica das organizações, com base em medidas desenvolvidas por A empresa escolhida é familiar, de primeira geração, capital fechado,
fabricante de alimentos e está no mercado a mais de 40 anos. Metodologia FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 87
O presente estudo refere-se a uma investigação de natureza exploratória que
examina a relação entre o perfil do colaborador e sua percepção da OE de uma
organização. Foi adotado o método de pesquisa quantitativo, no qual os dados
empíricos foram coletados através de um questionário com questões de múltipla
escolha em escala Likert de 5 pontos. Cada respondente assinalou a opção mais
adequada com relação às proposições descritas, dando nota de 1 a 5, sendo 1 igual
a discordo totalmente e 5 concordo totalmente. A amostra foi composta por 36
respondentes selecionados aleatoriamente e convidados individualmente a emitir
sua percepção com relação às proposições. Essa amostra representa 10,29% do O presente estudo refere-se a uma investigação de natureza exploratória que
examina a relação entre o perfil do colaborador e sua percepção da OE de uma
organização. Foi adotado o método de pesquisa quantitativo, no qual os dados
empíricos foram coletados através de um questionário com questões de múltipla
escolha em escala Likert de 5 pontos. Cada respondente assinalou a opção mais
adequada com relação às proposições descritas, dando nota de 1 a 5, sendo 1 igual
a discordo totalmente e 5 concordo totalmente. A amostra foi composta por 36
respondentes selecionados aleatoriamente e convidados individualmente a emitir
sua percepção com relação às proposições. Essa amostra representa 10,29% do FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 87 87 Atualmente, conta
com duas unidades fabris, dois centros de distribuição e um faturamento anual de 80
a 120 milhões de reais. O estudo foi realizado entre os meses de Dezembro de 2011
a Janeiro de 2012. A unidade pesquisada está sediada no interior do estado de São
Paulo e possui em torno 350 colaboradores diretos.As proposições utilizadas no
questionário foram adaptadas, testadas e aplicadas por Hashimoto (2009). Estão
embasadas na literatura científica considerando o questionário de OE para mensurar
a postura estratégica das organizações, com base em medidas desenvolvidas por FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 88 88 A escala utilizada nesta pesquisa se concentra em quatro dimensões da OE:
receptividade a riscos, inovação, pró-atividade e autonomia. As variáveis
independentes: idade, gênero, nível hierárquico, tempo de serviço e área de atuação
dos colaboradores, foram analisadas em relação às variáveis dependentes que
fizeram parte deste constructo, sendo formatadas em 14 proposições (P01 a P14)
para mensurar o nível de OE da organização, conforme apresentado na Tabela 2. Tabela 2- Proposições utilizadas no questionário Tabela 2 Proposições utilizadas no questionário
Fonte: Adaptado de Hashimoto (2009). Código
Proposições
P01
Sou estimulado (a) a contribuir para melhorar a forma como é feito o meu
trabalho. P02
Sei o que devo fazer para crescer profissionalmente nesta empresa. P03
Esta empresa ouve e coloca em prática as sugestões de seus funcionários. P04
Tenho pouca liberdade para contribuir com críticas e sugestões ao (à) meu
(minha) chefe. P05
Sinto-me apoiado (a) pelo meu (minha) chefe quando decido assumir novos
desafios. P06
Participo pouco das decisões que afetam a mim e ao meu trabalho. P07
Os (As) chefes sabem demonstrar como podemos contribuir com os objetivos da
empresa. P08
As pessoas que trabalham nesta empresa tem dificuldade em saber o que devem
fazer para torná-la cada vez melhor. P09
Meu (Minha) chefe ouve e respeita a opinião da sua equipe. P10
As pessoas que trabalham na empresa estão sempre procurando inovar aquilo
que fazem. P11
Sinto que nesta empresa as pessoas podem assumir riscos quando tentam
promover melhorias no seu trabalho. P12
Nesta empresa as pessoas têm autonomia para tomar decisões sem precisar
consultar o (a) chefe. avaliaram se as proposições pertenciam ou não ao tema e se não existiam
ambiguidades. Todas as proposições foram validadas e aprovadas. Utilizou-se a
análise do alfa de Cronbach para verificar a integridade interna e a consistência do
questionário. Para analisar os dados obtidos através das respostas e testar as
hipóteses formuladas, utilizou-se regressão linear simples e teste de correlação
linear de Pearson. P13
Sou reconhecido (a) e recompensado (a) quando tenho iniciativas inovadoras. P14
Nesta empresa há pouca tolerância aos erros cometidos pelos empregados (as). FRANÇA A B ; SARAIVA J ; HASHIMOTO M Orientação empreendedora como indicador
As proposições P04, P06, P08 e P14, foram invertidas negativamente para
evitar vieses e aumentar a confiabilidade das respostas.Foram usadas técnicas
estatísticas para testar as hipóteses definidas à luz das teorias atuais existentes
sobre OE. Os dados foram trabalhados em planilhas Excel e nos softwares SPSS e
Bioestat. A validação do questionário foi realizada por meio da análise de quatro
Juízes especialistas e estudiosos do tema empreendedorismo e administração, que FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 89
As proposições P04, P06, P08 e P14, foram invertidas negativamente para
evitar vieses e aumentar a confiabilidade das respostas.Foram usadas técnicas
estatísticas para testar as hipóteses definidas à luz das teorias atuais existentes
sobre OE. Os dados foram trabalhados em planilhas Excel e nos softwares SPSS e
Bioestat. A validação do questionário foi realizada por meio da análise de quatro
Juízes especialistas e estudiosos do tema empreendedorismo e administração, que FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 89 do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 89 89 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
90 explicada pela variável preditiva, devendo outros fatores atuar como preditores da
OE. Quadro 1 - Resultados do teste de regressão linear simples – variáveis: idade
e gênero. Nível de significância p < 0,05*. Variáveis independentes
Idade
Gênero
F
(regressão)
4,8952 / p = 0,0318*
0,04161 / p = 0,8257
R2
(ajustado)
0,1001
-0,0280
Coeficient
e de regressão
-3,6741 / t = -2,2125 / p = 0,0337
-0,5091 / t = -0,2147 / p = 0,8313
Fonte: Os Autores. Quadro 1 - Resultados do teste de regressão linear simples – variáveis: idade
e gênero. Nível de significância p < 0,05*. Fonte: Os Autores. Analisando o gênero dos colaboradores, o valor de F (regressão) não é
significativo (Tabela 2, p = 0.8257). Aceitando-se a hipótese de nulidade (H1a) e
rejeitando a hipótese H1b, percebe-se que a OE não é significativamente influenciada
pelo gênero dos colaboradores.Para os níveis hierárquicos pesquisados (Gerência e
Coordenação, Supervisão e Operacional), o valor de F (regressão) não é
significativo (Tabela 3, p = 0.2095), aceitando-se a hipótese de nulidade (H2a) e
rejeitando a hipótese H2b, constatando-se que a percepção da OE não é
significativamente influenciada pelo nível hierárquico dos colaboradores. Quadro 2 - Resultados do teste de regressão linear simples – variáveis: nível
hierárquico e tempo de serviço. Nível de significância p < 0,05*. Variáveis independentes
Nível hierárquico
Tempo de serviço
F
(regressão)
1,6186 / p = 0,2095
5,4487 / p = 0,0242*
R2
(ajustado)
0,0174
0,1128
Coeficien
te de regressão
2,2077 / t = 1,2722 / p =
0,2118
-0,29236 / t = -2,3342 / p
= 0,0256
Fonte: Os Autores. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 91
Avaliando o tempo de serviço em relação ao nível de OE, o valor de F
(regressão) é muito significativo (Tabela 3, p = 0.0242), rejeitando-se a hipótese de
nulidade (H3a) e confirmando-se a hipótese H3b, ou seja, a percepção da OE é
influenciada pelo nível hierárquico dos colaboradores. Constata-se que o nível de
OE diminui na medida em que o tempo de serviço aumenta. Análise dos Resultados A verificação da integridade interna do instrumento de coleta de dados
utilizado apresentou um alfa de Cronbach de 0,71, validando o questionário utilizado,
pois um valor de α de pelo menos 0,7 reflete uma fidedignidade aceitável
(CRONBACH, 1951; NUNNALLY, 1978). Os respondentes atribuíram notas de 1 a 5
para cada uma das 14 proposições descritas no questionário. Portanto, o nível de
OE da organização pode ser expresso e atingir as pontuações:
Nível baixo de OE: notas de 14 a 28 pontos.
Nível médio de OE: notas de 29 a 42 pontos.
Nível alto de OE: notas de 43 a 70 pontos. Analisando as notas atribuídas pelos respondentes para cada uma das 14
proposições, chega-se ao nível de OE da organização que, na média geral, ficou em
48,56 pontos, demonstrando que há um nível alto de OE. Dos 36 respondentes,
19,4% acredita que a organização está com um nível médio de OE e 80,6% acredita
que a organização tem um nível alto de OE. Constata-se desta forma, que a maioria
dos respondentes percebe a empresa como sendo intraempreendedora.Com
relação à variável independente idade dos colaboradores, o valor de F (regressão) é
significativo (Tabela 2, p = 0.0318), rejeitando-se a hipótese de nulidade (H0a) e
confirmando-se a hipótese H0b. Nessa linha, nota-se que a percepção da OE é
influenciada pela idade dos colaboradores. Verificou-se que o nível de OE diminui na
medida em que a idade do colaborador aumenta e pelo coeficiente de determinação
ajustado (R2 = 0.1001), verifica-se que somente 10,01% da variável dependente é FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 90 90 determinação ajustado (R2 = 0.1128), verifica-se que somente 11,28% da variável
dependente é explicada pela variável preditiva, devendo outros fatores atuar como
preditores da OE.Quando se correlaciona o grau de percepção da OE com a área de
atuação dos colaboradores (Tabela 4), verifica-se que os resultados mostram fraca
correlação positiva entre o nível de OE e as áreas contempladas na pesquisa (r =
0.1322 e p = 0.4422), aceitando-se assim, a hipótese de nulidade H4a: A percepção
da OE não varia significativamente entre as diferentes áreas de atuação dos
colaboradores respondentes. determinação ajustado (R2 = 0.1128), verifica-se que somente 11,28% da variável
dependente é explicada pela variável preditiva, devendo outros fatores atuar como
preditores da OE.Quando se correlaciona o grau de percepção da OE com a área de
atuação dos colaboradores (Tabela 4), verifica-se que os resultados mostram fraca
correlação positiva entre o nível de OE e as áreas contempladas na pesquisa (r =
0.1322 e p = 0.4422), aceitando-se assim, a hipótese de nulidade H4a: A percepção
da OE não varia significativamente entre as diferentes áreas de atuação dos
colaboradores respondentes. Quadro 3 - Teste correlação linear de Pearson. Teste de correlação linear de Pearson
entre OE e área de atuação
n (pares)
36
R (Pearson)
0,1322
IC 95%
-0,21 a 0,44
IC 99%
-0,31 a 0,52
R2
0,0175
T
0,7774
GL
34
(p)
0,4422
Poder 0,05
0,1885
Poder 0,01
0,0498
Fonte: Os Autores. Conclusões Pelo coeficiente de Avaliando o tempo de serviço em relação ao nível de OE, o valor de F
(regressão) é muito significativo (Tabela 3, p = 0.0242), rejeitando-se a hipótese de
nulidade (H3a) e confirmando-se a hipótese H3b, ou seja, a percepção da OE é
influenciada pelo nível hierárquico dos colaboradores. Constata-se que o nível de
OE diminui na medida em que o tempo de serviço aumenta. Pelo coeficiente de FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 91 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 91 91 Conclusões FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 92
A proposta descrita nesse artigo está baseada em uma pesquisa de campo,
onde se analisou as correlações e o nível de significância entre grau de percepção
da OE dos diferentes atores dentro de uma organização familiar de médio porte.De
acordo com os resultados desta pesquisa, a percepção da OE na organização pode
variar também de acordo com a idade e o tempo de serviço dos colaboradores,
sendo que, quanto maior a idade e/ou o tempo de serviço, menor o grau de
percepção da OE da organização. Isso significa que os colaboradores mais velhos e
os mais antigos de casa tendem a ser mais orientados à atitude empreendedora
(HASHIMOTO, 2009). Contudo, a variável moderadora experiência de trabalho pode A proposta descrita nesse artigo está baseada em uma pesquisa de campo,
onde se analisou as correlações e o nível de significância entre grau de percepção
da OE dos diferentes atores dentro de uma organização familiar de médio porte.De
acordo com os resultados desta pesquisa, a percepção da OE na organização pode
variar também de acordo com a idade e o tempo de serviço dos colaboradores,
sendo que, quanto maior a idade e/ou o tempo de serviço, menor o grau de
percepção da OE da organização. Isso significa que os colaboradores mais velhos e
os mais antigos de casa tendem a ser mais orientados à atitude empreendedora
(HASHIMOTO, 2009). Contudo, a variável moderadora experiência de trabalho pode 92 influenciar
negativamente
na
percepção
de
oportunidade
de
um
novo
empreendimento (YAN, 2010). Esse fato leva a uma suposição de que a percepção
da OE também tende a ser mais criteriosa e exigente na medida em que os
funcionários adquirem mais experiência, levando-os a atribuir notas mais baixas
quando questionados sobre o grau de empreendedorismo da organização.Esses
resultados corroboram com a teoria de que o grau de OE pode ser influenciado por
diversos fatores, entre eles: a idade, tempo de casa, gênero (sexo), nível
hierárquico, salário e nível de instrução dos colaboradores. Isto sem considerar a
influência do ambiente externo, visto que tais variáveis dificilmente podem ser
isoladas para uma avaliação mais isenta e livre de vieses (HASHIMOTO, 2009;
ZAHRA; COVIN, 1995; ANTONCIC; HISRICH 2001).As hipóteses determinadas
foram testadas a um nível de significância de 5% e o resumo da análise das
hipóteses contra os resultados obtidos estão na Tabela 3. Tabela 3 - Resumo da análise das hipóteses. Hipótese
Descrição
Conclusão
H0a
A percepção da OE não é significativamente
influenciada pela idade dos colaboradores. Rejeitada
H0b
A idade dos colaboradores exerce influência sobre sua
percepção da OE. Não
rejeitada
H1a
A percepção da OE não é significativamente
influenciada pelo gênero dos colaboradores. Não
rejeitada
H1b
O gênero dos colaboradores exerce influência sobre sua
percepção da OE. Rejeitada
H2a
A percepção da OE não é significativamente
influenciada pelo nível hierárquico dos colaboradores. Não
rejeitada
H2b
O nível hierárquico dos colaboradores exerce influência
sobre sua percepção da OE. Rejeitada
H3a
A percepção da OE não é significativamente
influenciada pelo tempo de serviço dos colaboradores. Rejeitada
H3b
O tempo de serviço dos colaboradores exerce influência
sobre sua percepção da OE. Não
rejeitada
H4a
A percepção da OE não é significativamente
influenciada pela área de atuação dos colaboradores. Não
rejeitada
H4b
A área de atuação dos colaboradores exerce influência
sobre sua percepção da OE. Rejeitada
Fonte: Os Autores. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 93
Essas comprovações podem corroborar para a tomada de decisões com
relação às estratégias de implantação da OE, podendo ser avaliadas através de uma Essas comprovações podem corroborar para a tomada de decisões com
relação às estratégias de implantação da OE, podendo ser avaliadas através de uma 93 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
94 tomada de decisões pouco assertivas rumo ao empreendedorismo corporativo e a
melhoria no desempenho dos negócios. sistemática de medição do indicador OE que, segundo os autores citados nesse
estudo (CHILD,1972; COVIN; COVIN, 1989; COVIN; SLEVIN, 1990; ZAHRA;
COVIN, 1995; DESS et al., 1997; WIKLUND, 1999; LUMPKIN; DESS, 2001;
SADLER-SMITH et al., 2003; RICHARD, 2004; TARABISHY et al., 2005; WIKLUND;
SHEPHERD, 2005; FRISHMMAR; HÖRTE, 2007; HASHIMOTO, 2009), tem
correlação positiva com o desempenho organizacional e influencia o desempenho
financeiro das organizações. Para Moreno e Casillas (2008), existe ainda uma
correlação entre inovatividade de uma organização e sua OE, consequentemente
influenciando a estratégia que a organização irá utilizar, levando a concluir que a
mensuração correta e confiável da OE torna-se um importante indicador para a
organização empreendedora. A partir dos resultados apresentados neste artigo,
abre-se um campo para novas pesquisas teóricas e empíricas a respeito da
percepção dos colaboradores acerca da OE da empresa, levando-se em
consideração outras variáveis independentes inter-relacionadas que não foram aqui
analisadas. Desta maneira, ressalta-se a limitação da presente pesquisa que utilizou
uma amostra pequena, levando em consideração a opinião de colaboradores de
uma única organização e um conjunto de variáveis abrangendo somente cinco
independentes (idade, gênero, nível hierárquico, tempo de serviço e área de
atuação).Levando-se em consideração estas limitações, abre-se a possibilidade de
replicação desta pesquisa em outras organizações de diferentes tipos, negócios e
tamanhos, possibilitando testes mais abrangentes das hipóteses aqui descritas,
levantando outras a serem testadas para examinar a relação entre o perfil do
colaborador e a percepção dele em relação à OE. Desta maneira, haverá espaço
para a geração e generalização de teorias sobre OE nas organizações. Por
derradeiro, recomenda-se que os gestores de organizações que desejam ou estão
em processo de implantação de uma cultura empreendedora, adotem o indicador OE
como uma métrica para a mensuração do nível de empreendedorismo da
organização. Todavia, é preciso levar em consideração e tomar o cuidado de
entrevistar pessoas com diferentes perfis de idade e tempo de serviço para não criar
um viés indesejável nos resultados dessas pesquisas internas, o que poderia levar à FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 94 94 tomada de decisões pouco assertivas rumo ao empreendedorismo corporativo e a
melhoria no desempenho dos negócios. Referências ANTONCIC, B.; HISRHICH, R. D. Intrapreneurship: Construct refinement and cross-
cultural validation. Journal of Business Venturing, v. 16, p. 495-527, 2001. ANTONCIC, B.; HISRHICH, R. D. Intrapreneurship: Construct refinement and cross-
cultural validation. Journal of Business Venturing, v. 16, p. 495-527, 2001. BROCHAUS, R. H. The psychology of the entrepreneur. In C. Kent, D. Sexton, and
K. Vesper, Encyclopedia of Entrepreneurship. Englewood Cliffs, NJ: Prentice-Hall,
p. 39-57, 1982. BUSENITZ, L. W.; LAU, C. M. A cross-cultural cognitive model of new venture
creation. Entrepreneurship Theory and Practice, 20(4): p. 25-39, 1996. CHAGANTI, R.; GREENE, P. G. Who are ethnic entrepreneurs? A study of
entrepreneurs; ethnic involvement and business characteristics. Journal of Small
Business Management, 40(2): p. 126-143, 2002. CHAGANTI, R.; PARASURAMAN, S. A study of the impacts of gender on business
performance and management patterns in small businesses. Entrepreneurship
Theory and Practice, 21(2): p. 73-75, 1996. CHILD, J. Organization structure, environment, and performance: the role of
strategic choice. Sociology, v. 6, pp. 1-22, 1972. COOPER, A. Technical entrepreneur ship: what do we know? Research and
Development Management, 3 (February): p. 3-18, 1973. COVIN, J. G.; SLEVIN, D. P. Strategic management of small firms in hostile and
benign environments. Strategic Management Journal, v. 10, n. 1, p. 75-87, 1989. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 95 95 ______. New venture strategic posture, structure and performance: an industry life
cycle analysis. Journal of Business Venturing. v. 5, p. 123-35, 1990. ______. A
conceptual
model
of
entrepreneurship
as
firm
behavior. Entrepreneurship: Theory & Practice, vol. 16, n. 1, p. 7-25, 1991. COVIN, J. G.; COVIN, T. J. Competitive aggressiveness, environmental context, and
small firm performance. Entrepreneurship: Theory & Practice, v. 14, n. 1, p. 75-87,
1989. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
96 GUTH,
W.
D.;
GINSBERG,
A.
Guest
editor’s
introduction:
corporate
entrepreneurship. Strategic Management Journal. v. 11, p. 5- 15, 1990. HASHIMOTO, M. Organizações intra-empreendedoras: Construindo a ponte entre
clima interno e desempenho superior. Tese (Doutorado em Administração) - Escola
de Administração de Empresas de São Paulo, Fundação Getúlio Vargas, 2009. COVIN, J. G.; COVIN, T. J. Competitive aggressiveness, environmental context, and
small firm performance. Entrepreneurship: Theory & Practice, v. 14, n. 1, p. 75-87,
1989. COVIN, J. G.; COVIN, T. J. Competitive aggressiveness, environmental context, and
small firm performance. Entrepreneurship: Theory & Practice, v. 14, n. 1, p. 75-87,
1989. COVIN, J. G.; MILES, MORGAN P. Corporate entrepreneurship and the pursuit of
competitive advantage. Entrepreneurship: Theory & Practice, vol. 23, n. 3, p. 47-
63, 1999. CRONBACH, L. J. Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), p. 297-334, 1951. CRUZ, C.; NORDQVIST, M. Entrepreneurial orientation in family firms: a
generational perspective. Small Business Economics, Dordrecht, Netherlands,
Dordrecht, v. 38, n. 1, p. 33-49, 2012. DESS, G. G.; LUMPKIN, G. T; COVIN, J. G. Entrepreneurial strategy making and
firm performance: tests of contingency and configurational models. Strategic
Management Journal, v. 18, n. 9, pp. 677-695, 1997. FRISHMMAR, J.; HÖRTE, S. Â. The role of market orientation and entrepreneurial
orientation for new product development performance. Manufacturing firms. Technology Analysis & strategic Management, v. 19, n. 6, p. 765-788, 2007. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 96 96 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
97 ______. Espírito empreendedor nas organizações. 2ª ed. São Paulo: Saraiva,
2010. HEINONEN, J. Towards customer orientation and competitiveness: The potential
of intrapreneurship in the change process of a municipal service unit, Dissertation,
Series A-5, Publications of Turku School of Economics and Business Administration,
Turku, 1999. HAYNE, J. M.; SHEPHERD, D. A.; PATZELT, H. Cognitive adaptability and an
entrepreneurial
task:
the
role
of
metacognitive
ability
and
feedback. Entrepreneurship Theory and Practice, v. 36, n. 2, p. 237-265, 2012. HISRICH, R. D.; O'BRIEN, M. The woman entrepreneur from a business and
sociological perspective. In: VESPER K. H. (Eds). Frontiers in Entrepreneurship
Research, p. 21-39. Wellesley, MA: Babson College, 1981. HOFSTEDE, G. Culture's consequences: international differences in work-related
values. Beverly Hills, CA: Sage, 1980. HOWELL, R. Comparative profiles entrepreneurs versus the hired executive: San
Francisco peninsula semiconductor industry. In: COOPER, A.; KOMIVES, J. (Eds.),
Technical entrepreneurship: A symposium. Milwaukee: Center for Venture
Management, p. 47-62, 1972. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 97 97 HOMSBY, J. S.; NAFFIGER, D. W.; KURATKO, D. F.; MONTAGNO, R. V. An
interactive model of the corporate entrepreneurship process. Entrepreneurship:
Theory and Practice, v. 17, n. 2, p. 29-37, 1993. HOMSBY, J. S.; KURATKO, D. F.; ZAHRA, S. A. Middle managers’ perception of the
internal environment for corporate entrepreneurship: assessing a measurement
scale. Journal of Business Venturing, v. 17 n. 3, p. 253-73, 2002. IRELAND, R. D.; KURATKO, D. F.; MORRIS, M. H. A health audit for corporate
entrepreneurship: Innovation at all levels: Part II. The Journal of Business
Strategy, v. 27, n.2, p. 21-30, 2006. KEH, H. T; FOO, M. D.; LIM, B. C. Opportunity evaluation under risky conditions: The
cognitive process of entrepreneurs. Entrepreneurship Theory and Practice,v. 27,
n.2, p. 125-148, 2002. KREISER, P. M.; MARINO, L. D.; WEAKER, K. M. Assessing the psychometric
properties of the entrepreneurial orientation scale: A multi-country analysis. Entrepreneurship: Theory and Practice, v.26, n.4, p. 71-95, 2002. KRUEGER, N. F. The impact of prior entrepreneurial exposure on perceptions of new
venture feasibility and desirability. Entrepreneurship: Theory and Practice, v.18,
n.1, p. 5-22, 1993. KURATKO, D. F. The emergence of entrepreneurship education: development,
trends, and challenges. Entrepreneurship: Theory and Practice, v. 29, n.5, p. 577-
597, 2005. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. ______. Espírito empreendedor nas organizações. 2ª ed. São Paulo: Saraiva,
2010. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas v 1 n 3 2012
98
KURATKO, D. F.; HOMSBY, J. S.; GOLDSBY, M. G. Sustaining corporate
entrepreneurship. Modeling perceived implementation and outcome comparisons at FRANÇA A B ; SARAIVA J ; HASHIMOTO M Orientação empreendedora como indicador
KURATKO, D. F.; HOMSBY, J. S.; GOLDSBY, M. G. Sustaining corporate
entrepreneurship. Modeling perceived implementation and outcome comparisons at KURATKO, D. F.; HOMSBY, J. S.; GOLDSBY, M. G. Sustaining corporate
entrepreneurship. Modeling perceived implementation and outcome comparisons at FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 98 98 organizational and individual levels. Journal of Entrepreneurship and Innovation,
May, p. 77-89, 2004. KURATKO, D. F.; MONTAGNO, R. V.; HOMSBY, J. S. Developing an
entrepreneurial assessment instrument for an effective corporate entrepreneurial
environment. Strategic Management Journal, v. 11, n.4, p. 49-58, 1990. KURATKO, D. F.; IRELAND, R. D.; COVIN, J. G.; HOMSBY, J. S. A model of middle-
level managers’ entrepreneurial behavior. Entrepreneurship: Theory and Practice,
v. 29, n. 6, p. 699-716, 2005. LUMPKIN, G. T.; DESS, G. G. Clarifying the entrepreneurial orientation
construct and linking it to performance. Academy of Management Review, v. 21,
n. 1, p. 135–172, 1996. ______. Linking two dimensions of entrepreneurial orientation to firm performance:
the moderating role of environment and industry life cycle. Journal of Business
Venture. n. 16, p. 429-451, 2001. ______. Linking two dimensions of entrepreneurial orientation to firm performance:
the moderating role of environment and industry life cycle. Journal of Business
Venture. n. 16, p. 429-451, 2001. LYON, D.; LUMPKIN, G.; DESS, G. Enhancing entrepreneurial orientation research:
operationalizing and measuring a key strategic decision-making process. Journal of
Management, v. 26, n. 5, p. 1055–1085, 2000. MCCLELAND, D.C. A Sociedade competitiva: realização e progresso social. Rio
de Janeiro: Expressão e Cultura, 1972. MCGRATH, R. G.; MACMILLAN, I. C. More like each other than anyone else? A
cross-cultural study of entrepreneurial perceptions. Journal of Business Venturing,
v. 7, n.5, p. 249-419, 1992. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 99 99 MCGRATH, R. G.; MACMILLAN, I. C.; SCHEINBERG, S. Elitists, risk-takers, and
rugged individualists? An exploratory analysis of cultural differences between
entrepreneurs and non-entrepreneurs. Journal of Business Venturing, v.7, p. 115-
135, 1992. MELLO, S. C. B.; LEÃO, A. L. M. S. Compreendendo a Orientação Empreendedora
de Empresas de Alta Tecnologia. In: SOUZA, E. C. L.; GUIMARÃES, T. A. (Orgs.)
Empreendedorismo além do plano de negócios. São Paulo: Atlas, 2005. NUNNNALY, J. C. Psychometric Theory. New York: McGraw-Hill, 1978. RAUCH, A. et al. Entrepreneurial Orientation and Business Performance: An
Assessment of Past Research and Suggestions for the Future. Entrepreneurship
Theory and Practice, Waco, United Kingdom, v. 33, n. 3, p. 761-787, 2009. RICHARD, O. C. et al. Cultural diversity in management, firm performance, and
the moderating role of entrepreneurial orientation dimensions. Academy of
management Journal, v. 47, n. 2, p. 255-266, 2004. SADLER-SMITH, E. et al. Managerial behavior, entrepreneurial style, and small firm
performance. Journal of Small Business Management, v. 41, n. 1, p. 47-68, 2003. MORRIS, M. H. et al. Balanced Management Control Systems as a Mechanism for
Achieving Corporate Entrepreneurship. Journal of Management Issues, EUA, v.18,
n.4, p. 468-493, 2006. MORRIS, M. H. et al. Balanced Management Control Systems as a Mechanism for
Achieving Corporate Entrepreneurship. Journal of Management Issues, EUA, v.18,
n.4, p. 468-493, 2006. MILLER, D. The correlates of entrepreneurship in three types of firms.
Management Science, v. 27, n. 7, p. 770-791, 1983. MILLER, D. The correlates of entrepreneurship in three types of firms. Management Science, v. 27, n. 7, p. 770-791, 1983. MILLER, D.; FRIESEN, P. H. Innovation in conservative and entrepreneurial firms:
two models of strategic momentum. Strategic Management Journal, v. 3, n. 1, p. 1-
25, 1982. MITCHELL, R. K. et al. Toward a theory of entrepreneurial cognition: Rethinking the
people side of entrepreneurship research. Entrepreneurship: Theory and Practice,
v. 27, n.2, p. 93 -104, 2002. MORENO, A. M.; CASILLAS J. C. Entrepreneurial orientation and growth of SMEs: a
causal model. Entrepreneurship: Theory and Practice, v. 35, n. 3, p. 507-528,
2008. MORRIS, M. H.; LEWIS, P. S.; SEXTON, D. L. Reconceptualizing entrepreneurship:
an input output perspective. SAM Advanced Management Journal, v. 59, n. 1, p. 21-31, 1994. MORRIS, M. H. Entrepreneurial Intensity: Sustainable Advantages for Individuals,
Organizations and Societies. Westport, CT, USA: Greenwood Publishing Group,
Incorporated, 1998. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 100 FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 100 100 SCHUMPETER, J. A. Teoria do desenvolvimento econômico. São Paulo: Abril
Cultural, 1982. SCHUMPETER, J. A. Teoria do desenvolvimento econômico. São Paulo: Abril
Cultural, 1982. SCOTT, M. G.; ROSA, P.; KLANDT, H. Educating entrepreneurs for wealth creation. In Educating entrepreneurs for wealth creation. Aldershot, UK: Ashgate, 1998. SEXTON, D. L.; BOWMAN-UPTON, N. Female and male entrepreneurs:
Psychological characteristics and their role in gender-related discrimination. Journal
of Business Venturing, v. 5, p. 29-36, 1990. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
101 SHAPERO, A. An action program of entrepreneurship. Austin: Multi-Disciplinary
Research, 1971. SHAPERO, A. An action program of entrepreneurship. Austin: Multi-Disciplinary
Research, 1971. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 101 101 SIMON, M.; HOUGTON, S. M.; AQUINO, K. Cognitive biases, risk perception and
venture formation: How individuals decide to start companies. Journal of Business
Venturing, v.15 , n.2, p. 113-134, 2000. TARABISHY, A. et al. The Entrepreneurial Leader's Impact on the Organization's
Performance in Dynamic Markets. The Journal of Private Equity, v. 8, n.4, p. 20-29,
2005. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012.
102 YAN, J. The Impact of Entrepreneurial Personality Traits on Perception of New
Venture Opportunity. New England Journal of Entrepreneurship, Fairfield, United
States, Fairfield, v. 13, n. 2, p. 21-35, 2010. ZAHRA, S.A. Predictors and financial outcomes of corporate entrepreneurship: an
explanatory study. Journal of Business Venturing, v. 6, n. 4, p. 259-85, 1991. TARABISHY, A. et al. The Entrepreneurial Leader's Impact on the Organization's
Performance in Dynamic Markets. The Journal of Private Equity, v. 8, n.4, p. 20-29,
2005. TIMMONS, J. A.; SPINELLI, S. New Venture Creation: Entrepreneurship for the
21st Century. McGraw-Hill, Boston, 2007. THOMPSON, J. L. A strategic perspective of entrepreneurship. International
Journal of Entrepreneurial Behaviour & Research, v. 5, n. 6, p. 279-96, 1999. VEENKER, S. et al. A. Organizational conditions for corporate entrepreneurship in
Dutch organizations. The Journal of Entrepreneurship, v. 17, n.1, p. 49, 2008. VAN DE VEN; ANDREW, H.; POOLE, M. S. Explaining development and change
in organizations. Academy of Management. The Academy of Management Review,
v.20, n.3, p. 510-510, 1995. WALDINGER, R. H.; ALDRICH, H.; WARD, R. Ethnic Entrepreneurs. Newbury
Park, CA: Sage Publications, 1990. WIKLUND, J. The sustainability of the entrepreneurial orientation-performance
relationship. Entrepreneurship: Theory and Practice, v. 24, n. 1, p. 37-49, 1999. WIKLUND, J.; SHEPHERD, D. A. Entrepreneurial orientation and small business
performance: a configurational approach. Journal of business Venturing, v. 20, n. 1, p. 71-91, 2005. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 102 102 ZAHRA, S.A. Predictors and financial outcomes of corporate entrepreneurship: an
explanatory study. Journal of Business Venturing, v. 6, n. 4, p. 259-85, 1991. ZAHRA, S.; COVIN, J. G. Contextual influences on the corporate entrepreneurship
performance relationship: a longitudinal analysis. Journal of Business Venturing. v. 10, p. 43-58, 1995. ZAHRA, S.; COVIN, J. G. Contextual influences on the corporate entrepreneurship
performance relationship: a longitudinal analysis. Journal of Business Venturing. v. 10, p. 43-58, 1995. FRANÇA, A. B.; SARAIVA, J.; HASHIMOTO, M. Orientação empreendedora como indicador
do grau de empreendedorismo corporativo: fatores que caracterizam os
intraempreendedores e influenciam sua percepção. Revista de Empreendedorismo e
Gestão de Pequenas Empresas, v.1, n. 3, 2012. 103 103
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FRANZ ZEILNER
DIE KRISE DER EUROPÄISCHEN UNION (EU) MIT BEGINN
2008 UND MÖGLICHEN LÖSUNGSVERSUCHEN.
HEGEMONIEPROJEKTE IN DER KRISE.
Paper, Jänner 2014
Seite 1
„DAS EUROPÄISCHE PARLAMENT IST ALS EINZIGE
DIREKT GEWÄHLTE INSTITUTION IN DER EU DIE
VERTRETUNG DER BÜRGER/INNEN. EINE STARKE
DEMOKRATISCHE
BESONDERS
LEGITIMIERUNG
IST
DAHER
–
EINE
HOHE
WICHTIG
D.H.
WAHLBETEILIGUNG.
Seite 2
INHALTSVERZEICHNIS
I. EINLEITUNG
II. HISTORISCHES ZUR EUROPÄISCHEN UNION (EU)
1. Abschnitte bis zur „Osterweiterung“
1.1. Der erste Ansatz 1922
1.2. Die Gründung des Europarates (Council of Europe) 1949
1.3. Die Europäische Gemeinschaft für Kohle und Stahl (EGKS) und die Europäische
Wirtschaftsgemeinschaft (EWG): Das Entstehen der Europäischen Gemeinschaften
(EG)
1.4. Die Erweiterung der Europäischen Union
2. Das Inkrafttreten der Währungsunion 1999
3. Grundlegendes zu den EU-Konvergenzkriterien
4. Der Euro und die Eurozone
4.1. Der Euro
4.2. Die Eurozone
III. DIE EUROKRISE
1. Ursachen
2. Eine multiple Krise
3. Die Einleitung von Defizitverfahren
Seite 3
IV. HEGEMONIEPROJEKTE IN DER KRISE
1. Der Begriff Hegemonie
2. Das europäische Institutionengefüge in einer Hegemoniekrise
3. Die fünf Hegemonieprojekte in der Krise der Europäischen Union
3.1. Das neoliberale Hegemonieprojekt
3.2. Das national-soziale Hegemonieprojekt
3.3. Das national-konservative Hegemonieprojekt
3.4. Das Proeuropäisch-soziale Hegemonieprojekt
3.5. Das linksliberal-alternative Hegemonieprojekt
4 Das Vertrauen in die Europäische Union ist durch die Krise betroffen
V. DIE STRATEGISCHE NEUORIENTIERUNG IN DE KRISE DER
EUROPÄISCHEN UNION
1. Eine Krise des neoliberalen Projektes
2. Die vier strategischen Suchprozesse innerhalb des bisherigen neoliberalen
Hegemonieprojektes
VI. DIE DEMOKRATISCHE FRAGE
1. Die Demokratie wurde zur Disposition gestellt
2. Das Fehlen einer europäischen Zivilgesellschaft
3. Die Demokratie in Zeiten der Eurokrise: Politische Reaktionen von Vertretern
der Politik
3.1. Diskussionsveranstaltung im österreichischen Parlament:
3.2. Reden bzw. Aussagen von Abgeordneten zum Thema (Auswahl):
Seite 4
VII. MASSNAHMEN GEGEN DIE EUROKRISE
1. Die Institutionen „European Finacial Stability Facility“ (EFSF) und „European
Financial Stabilisation Mechanism“ (EFSM).
2. Maßnahmen der Europäischen Union und ihrer Mitgliedstaaten
VIII. EIN AUSBLICK
1. Die Ansichten von Viviane Reding und Olli Rehn zur Krise
2. Die unterschiedlichen Wirtschaftsmodelle Europas werden durch eine
Einheitswährung nicht harmonisiert
2.1. Studie: Vergleich mit den USA
2.2. Förderprogramme zur Forcierung der Wirtschaft:
3. Die Vergabe von Firmenkrediten (Darlehen) durch Banken
4. Die Wahl zum Europäischen Parlament am 25. Mai 2014
IX. ZUSAMMENFASSUNG, BEMERKUNGEN
X. VERWENDETE LITERATUR
Seite 5
I. EINLEITUNG
Die Inhalte der gegenständlichen Arbeit mit dem Titel „Die Krise der Europäischen
Union (EU) mit Beginn 2008 und möglichen Lösungsversuchen. Hegemonieprojekte
in der Krise“ sind für das Thema Europäische Union, die auch krisenanfällig ist,
wesentlich. Das behandelte Thema ist sehr komplex und umfasst auch aktuelle
Hegemonieprojekte, die strategische Neuorientierung in der Krise und die
demokratische Frage im Kontext der Europäischen Integration.
Im historischen Rückblick betrachtet können die ersten Ansätze für ein gemeinsames
Europa bereits 1922 festgestellt werden. Aus der Idee von Coudenhove-Kalergi
entwickelte sich sehr viel in Richtung europäische Gemeinschaften bis zur Gründung
der Europäischen Union (EU) und deren Weiterentwicklungen. Das betrifft vor allem
auch Erweiterungen der EU, die seit deren Gründung erfolgt und weiterhin Thema
sind. Bereits im Jahre 1999 trat die Währungsunion in Kraft und damit auch der Euro
ins Leben. Parallel zur Währungsunion – weil die makroökonomischen Daten der
einzelnen Teilnahmeländer sehr unterschiedlich waren – wurde ein Stabilitäts- und
Wachstumspakt geschlossen. Hier verpflichteten sich die Vertragsstaaten ihre
Schulden zu reduzieren und ihre Wettbewerbsfähigkeit zu erhöhen. Das ist in der
Realität bei manchen Staaten aber nicht geschehen, es ergab allerdings keine
Probleme solange der Euro stabil war. Auf dem internationalen Finanzmarkt wurden
Darlehen aufgenommen, die dann von manchen Staaten nicht zurückgezahlt
wurden, womit deren Schulden zunahmen. Als wesentliche Folge der dann
eingetretenen Krise verstießen EU-Mitgliedstaaten auch gegen die MaastrichtKriterien. Das tangiert das jährliche Haushaltsdefizit und die Gesamtverschuldung.
Die EU-Konvergenz-kriterien hatten und haben jedoch das Ziel ausschließlich auf
Stabilität zu setzen, sie sollen vor allem den wirtschaftlichen Zusammenhalt der
Euroländer sichern. Die Geschichte der Europäischen Integration kann grundsätzlich
als Erfolgsgeschichte gesehen werden, sie ist aber auch eine Geschichte
unterschiedlicher Krisen. Das bedeutet, dass die Europäische Union auch
krisenanfällig ist. Die aktuelle Krise in der Eurozone und das bisherige
Krisenmanagement haben innerhalb der Gesellschaften, wie auch zwischen den
Staaten der Europäischen Union, aber integrationsgeschichtlich beispiellose
Spannungen und Konflikte hervorgebracht. Die Europäische Union steckt seit 2008
nicht nur in einer Wirtschafts- und Eurokrise bzw. in einer Schuldenkrise, sondern
Seite 6
auch in einer Vertrauenskrise. Autoren der Forschungsgruppe Europa bezeichnen
sie auch als massive Vielfachkrise. Diese Krisen verstärken sich auch gegenseitig
und betreffen die Euro-Krise, die Staatskrisen wie beispielsweise in Griechenland,
den Legitimationsverlust der EU, die Krise des politischen Integrationsprozesses, das
Nichtfunktionieren von Projekten und das Fehlen eines neuen attraktiven
europäischen Projektes und wirken sich auf den europäischen Integrationsprozess
und auf grundlegende Werte der Demokratie negativ aus. Die national eingefärbten
Kontroversen um nachhaltige Gegenstrategien und die sozialen Verwerfungen in
Krisenländern drohen nicht nur die Eurozone zu spalten sondern gefährden auch das
Projekt eines vereinigten Europa. Der Protest gegen „Brüssel“ schlägt in manchen
Ländern auch bereits in manifeste Tendenzen zur Rationalisierung um. Diese
Entwicklung berührt zudem auch eine weitere wesentliche Krise, nämlich jene der
Demokratie. Auch das Fehlen einer ausgeprägten europäischen Zivilgesellschaft
macht die EU besonders anfällig für wirtschaftliche Krisen. Das inkludiert auch das
Wir-Gefühl bzw. das Gefühl „Wir sind Europäer“, das vorhanden sein sollte. Dem
stehen in der Gegenwart aber auch nationale Tendenzen entgegen. Die Eurokrise
veranlasste die Vertreter der Mitgliedstaaten der EU bzw. die Regierenden bereits
auch dazu, eine Phase der autoritären Koordinierung der nationalen Wirtschafts- und
Fiskalpolitiken einzuleiten. Bisherige Integrationsschritte wie etwa der Fiskalpakt, das
Europäische Semester oder auch die geplanten bilateralen Arrangements zwischen
EU-Mitgliedsländern und der Europäischen Kommission brachten der Kommission
einen Machtzuwachs, dagegen verloren die nationalen Parlamente und das
Europäische Parlament an Einfluss. Gerade jetzt ist eine breite öffentliche Debatte
über alternative Vorschläge zur Zukunft Europas gefragt. Es ist eine Situation
entstanden, die deutlich macht, dass die Europäische Einigung kein irreversibles
Projekt ist und auch ein Auseinanderbrechen der Eurozonen nicht ausgeschlossen
werden kann.
Die gegenständliche Arbeit behandelt die aktuelle Situation der sogenannten
„Eurokrise“ und in diesem Kontext Grundlegendes zur Europäischen Union wie etwa
die
EU-Konvergenzkriterien
usw.
Schwerpunkte
liegen
in
den
Bereichen
Hegemonieprojekte in der Krise, strategische Neuorientierung in der Krise der
Europäischen Union, die demokratische Frage und Maßnahmen gegen die
Eurokrise. Ein kurzer Ausblick rundet die gegenständliche Publikation ab.
Seite 7
II. HISTORISCHES ZUR EUROPÄISCHEN UNION (EU)
1. Abschnitte bis zur „Osterweiterung“
1.1. Der erste Ansatz 1922
1922 begannen die ersten Ansätze bzw. Überlegungen ein gemeinsames Europa zu
schaffen. Der österreichisch-ungarische Schriftsteller Richard Coudenhoive-Kalergi
sah damals in der Gründung eines europäischen Staatenbundes die einzige
Möglichkeit einen weiteren (Welt-) Krieg zu verhindern. 1922 wurde auch bereits die
Paneuropa-Union gegründet* (Richter 1993; S 788 ff; vgl. auch „Die Paneuropäische
Union“ in: Der Standard vom 16.August 2009).
*Die
1922
gegründete
Paneuropa-Union
ist
die
älteste
noch
existente
europäische
Einigungsbewegung. Diese Panbewegung hatte ihren historischen Sitz in der Wiener Hofburg, wo das
Zentralbüro war. Im Sinne des europäischen Föderalismus tritt sie für ein politisch und wirtschaftlich
geeintes, demokratisches und friedliches Europa auf Grundlage des christlich-abendländischen
Wertefundaments ein (Richter 1993, S 788 ff; vgl. auch „Die Paneuropäische Union“ in: Der Standard
vom 16.August 2009).
Aus dieser Idee von Coudenhove-Kalergi entstand dann 1923 die Pan-EuropaBewegung. Massive politische Gegensätze nach dem Ersten Weltkrieg und der
Beginn des Zweiten Weltkrieges standen dann aber diesen Überlegungen entgegen.
Erst nach Ende des Zweiten Weltkrieges wurde die Idee eines gemeinsamen
Europas wieder aufgegriffen. Im Jahre 1946 thematisierte beispielsweise der
englische Premierminister Winston Churchill die „Vereinigten Staaten von Europa“.
1950 schlug dann der französische Außenminister Robert Schumann in einer seiner
Reden eine wirtschaftliche Zusammenarbeit europäischer Staaten vor. Die Idee
eines gemeinsamen Europas war auch geprägt von Überlegungen, mögliche
zukünftige Kriege zwischen den europäischen Staaten zu verhindern. Das betraf
damals nur „westliche“ Staaten, weil der Zusammenbruch des Kommunismus erst
1989 erfolgte
Seite 8
bzw. dann das Thema Osterweiterung relevant wurde* (Gutschner/Rohr 2008, S 74).
*Die Rede des französischen Außenministers Robert Schumann vom 9.Mai 1950 wird als
„Geburtstag“ der Europäischen Union gesehen. Der 5.Mai wird auch jährlich als Europatag gefeiert
(Gutschner/Rohr 2006, S 74)
1.2. Die Gründung des Europarates (Council of Europe) 1949:
Der Europarat ist eine 1949 durch den Vertrag von London gegründete europäische
internationale Organisation europäischer Staaten. Der Rat, ein Forum für
europäische und aussereuropäische Probleme, besteht aus dem Ministerkomitee,
welches sich aus den Aussenministern der Mitgliedstaaten zusammensetzt. Belgien,
Dänemark, Frankreich, Großbritannien, Irland, Italien, Luxemburg, Niederlande,
Norwegen und Schweden waren damals die Staaten des Europarates mit Sitz in
Strassburg (Keller 1999, S 1 ff).
1.3. Die Europäische Gemeinschaft für Kohle und Stahl (EGKS) und die Europäische
Wirtschaftsgemeinschaft (EWG): Das Entstehen der Europäischen Gemeinschaften
(EG)
1951 wurde auf Initiative Frankreichs die Europäische Gemeinschaft für Kohle und
Stahl gegründet. Damit erfolgte der erste Schritt zu einer wirtschaftlichen Vereinigung
einiger europäischer Staaten. 1957 erfolgte dann der nächste Schritt mit dem Vertrag
von Rom, Deutschland, Frankreich, Italien und die Benelux-Staaten (Mitglieder der
EGKS) gründeten die Europäische Wirtschaftsgemeinschaft. Diese europäischen
Staaten beschlossen damals auch die gemeinsame Nutzung der Atomenergie
(EURATOM): Im Jahre 1967 wurden dann die Europäische Gemeinschaft für Kohle
und
Stahl,
die
zusammengelegt,
Europäische
damit
Wirtschaftsgemeinschaft
entstanden
die
und
Europäischen
die
EURATOM
Gemeinschaften.
Wesentliches Ziel der Europäischen Gemeinschaften war es, einen freien
Binnenmarkt der Mitgliedstaaten zu schaffen. Absicht war es auch, dass die EG vor
allem weltweit mit den USA und Japan konkurrieren können. Es wurde auch
vereinbart, dass nicht nur eine wirtschaftliche, sondern auch eine politische
Gemeinschaft bzw. Union geschaffen werden sollte. Das erfolgte mit dem Vertrag
Seite 9
von Maastricht der am 1.November 1995 in Kraft trat (Europäische Union, EU).
(Gutschner/Rohr 2008, S 74).
Im Wesentlichen wurde in diesem Vertrag geregelt, dass sich EU-Bürger/innen im
EU-Gebiet frei bewegen können, es sollte eine Wirtschafts- und Währungsunion
geschaffen
werden (Einführung einer gemeinsamen Währung:
Euro), eine
Europäische Zentralbank sollte errichtet werden, das Europäische Parlament sollte
gestärkt werden, die gemeinsame Außen- und Sicherheitspolitik sollte intensiviert
werden. Ein Zeichen fortschreitender Einigung war dann die Einführung des Euro als
alleiniges Zahlungsmittel im Jahr 2002, vorerst in zwölf Mitgliedstaaten. Nur Staaten
die bestimmte Bedingungen erfüllen, können den Euro als Zahlungsmittel einführen
(Gutschner/Rohr 2008, S 74 f).
2. Das Inkrafttreten der Währungsunion 1999
Die Währungsunion trat 1999 in Kraft und damit auch der Euro ins Leben. Die elf
Staaten, die damals dieses gemeinsame Projekt starteten konnten aber nicht als
optimaler Währungsraum gesehen werden. Der Zusammenschluss der nationalen
Währungen zum Euro erfolgte nicht nur aus wirtschaftlichen, sondern besonders
auch aus politischen Gründen. Beispielsweise sollte der Euro auch dazu dienen,
Deutschland verstärkt in die europäischen Strukturen einzubinden, das galt auch für
andere Länder* (http://www.bpb. de/ internationales/ europa/europa-kontrovers/
47840/einleitung, S 1).
*Europa galt viele Jahrzehnte lang als Erfolgsgeschichte. Die Europäische Union wurde sogar als
Wegbereiterin des Friedens betrachtet, die Unionsbürgerschaft, die Währungsunion* und der
Europäische Gerichtshof galten als Beginn einer postnationalen Konstellation. Die Europäische Union
sah man nicht nur als Voraussetzung für ein soziales Europa im Zeitalter der Globalisierung, sondern
besonders auch als Möglichkeit zur Problemlösung (Buckel et al 2012, S 7; vgl. auch Habermas 2011,
S 117 ff).
Die Währungsunion bzw. die europäische Wirtschafts- und Währungsunion (WWU)
ist
das
Ergebnis
einer fortschreitenden
wirtschaftlichen
Integration
in
der
Europäischen Union die sich in drei Stufen entwickelte. Sie war und ist wesentlich,
weil sie die Koordinierung der Wirtschafts- und Fiskalpüolitik sowie die gemeinsame
Währungspolitik regelt. Es wurde vorgesehen, dass letztendlich alle Mitgliedstaaten,
Seite 10
welche die Voraussetzungen erfüllen, den Euro als einheitliche Währung der Union
einführen. Es wurde nur für das Vereinigte Königreich und Dänemark eine
Ausnahmeregelung getroffen (Artikel 3 des Vertrages über die Europäische Union
(EUV); Artikel 3,5,119,144,219 und 282 bis 284 des Vertrages über die Arbeitsweise
der Europäischen Union (AEUV).
Parallel zur Währungsunion wurde – weil die makroökonomischen Daten der
einzelnen Teilnehmerländer sehr unterschiedlich waren - ein Stabilitäts- und
Wachstumspakt geschlossen, in dem die Vertragsstaaten sich verpflichteten ihre
Schulden zu reduzieren und ihre Wettbewerbsfähigkeit zu erhöhen. Das ist in der
Realität dann aber nicht geschehen und ergab auch keinerlei Probleme solange der
Euro stabil war. Dieser hatte phasenweise sogar eine starke Stellung gegenüber dem
US-Dollar erreicht. Die Inflationsrate war niedrig sowie auch die Zinsen für
Staatsanleihen,
weshalb
auf
dem
internationalen
Finanzmarkt
Darlehen
aufgenommen wurden. Die meisten Staaten zahlten dann ihre Schulden aber nicht
zurück,
sondern
vergrößerten
diese
noch
(http://www.bpb.de/internationales/
europa/europa-kontrovers/ 47840/ einleitung, S 1).
Als wesentliche Folge der dann eingetretenen Finanzkrise verstoßen derzeit mehrere
EU-Mitgliedstaaten gegen die Maastricht-Kriterien. Das betrifft das jährliche
Haushaltsdefizit aber auch die Gesamtverschuldung. Die EU-Konvergenzkriterien
hatten und haben aber das Ziel ausschließlich auf Stabilität zu setzen. 1992
verpflichteten sich die Mitgliedstaaten der Europäischen Union im Vertrag von
Maastricht auch zur Einhaltung dieser Kriterien die folgend nun auch dargestellt
werden (Weindl/ Woyke 1999, S 17).
3. Grundlegendes zu den EU-Konvergenzkriterien
Für die konkreten Teilnehmerstaaten erfolgte der Beitritt zur Eurozone unter
gleichzeitigem
Verzicht
auf
den
autonomen
Einsatz
von
Geld-
und
Wechselkurspolitik. Für die Eurokrise hat diese Tatsache jedenfalls zwei relevante
Handlungseinschränkungen zur Folge:
1) Eine gemeinsame Währung entzieht den Mitgliedstaaten die Möglichkeit, durch
Geldpolitik asymmetrische makroökonomische Schocks zu vermindern. Wenn nur
einige Mitgliedstaaten der Währungsunion von makroökonomischen Schocks
Seite 11
betroffen sind, ist eine nur diese Staaten betreffende expansive Geldpolitik nicht
möglich.
2) Mit dem Beitritt haben die Teilnahmeländer darauf verzichtet, durch kompetitive
Währungsabwertung ihre Wettbewerbsfähigkeit zu verbessern (Obstfeld/Rogoff
1996,S 633f)
Vor dem Beitritt zum Euroraum erfolgte auch eine „Konvergenzprüfung“, wodurch
besonders
gewährleistet
werden
sollte,
dass
die
Bedeutung
der
beiden
Problembereiche minimiert werden. Bereits vor Einführung der gemeinsamen
Währung
wurde
ein
Konvergenzprozess*
verpflichtend,
der
eventuelle
Notwendigkeiten zu asymmetrischer Reaktion beschränken sollte. Die Eurozone
sollte damals dadurch forciert einem optimalen Währungsraum angenähert werden
(Frankfurter Allgemeine Zeitung (FAZ) vom 21.10.2004; vgl. auch Mundell 1961, S
657 ff).
*Bei Errichtung der EU-Konvergenzkriterien, die nach Meinung mancher Experten unzureichend sind,
wurde auch übersehen, dass nicht nur der staatliche Sektor, sondern auch der private Sektor durch
exzessive Verschuldung und Wettbewerbsverschlechterungen zum Problemfall werden kann (Buckel
et al 2012, S 14 ff; vgl. auch Eichengreen 2012, S 2)
1992 haben sich, wie bereits erwähnt, die EU-Mitgliedstaaten durch den Vertrag von
Maastricht gegenseitig erstmals zu den EU-Konvergenzkriterien bzw. den MaastrichtKriterien*, die aus fiskalischen und monetären Vorgabewerten bestehen, verpflichtet
(Weindl/Woyke 1999, S 12 ff; vgl. auch http://de.wikipedia.org/wiki/EU-Konvergenzkriterien, S 1).
*Diese Kriterien haben unter anderem das Ziel, in der EU und insbesondere in der Eurozone eine
Angleichung der Leistungsfähigkeit der einzelnen nationalen Wirtschaftsräume in der EU zu befördern
und damit auch eine grundsätzliche wirtschaftliche Stabilität und Solidarität der EU zu gewährleisten.
Die Mehrzahl der sogenannten Konvergenzkriterien sind in Art. 126 und Art. 140 AEU-Vertrag geregelt
(Art. 126 und Art. 140 AEU-Vertrag).
Seite 12
Das sind konkret folgende Kriterien:
-
Die
Preisniveaustabilität:
Die
Inflationsrate
darf
nicht
mehr
als
1,5
Prozentpunkte über derjenigen der drei preisstabilsten Mitgliedstaaten liegen
-
Die Finanzlage der öffentlichen Hand: Der staatliche Schuldenstand darf nicht
mehr
als
60
%
des
Bruttoinlandsprodukts
betragen.
Das
jährliche
Haushaltsdefizit darf nicht mehr als 3 % des Bruttoinlandsprodukts betragen.
-
Die Wechselkursstabilität: Der Staat muss mindestens zwei Jahre lang ohne
Abwertung am Wechselkursmechanismus II teilgenommen haben. Dabei darf
die Währung des Landes nur in einer bestimmten Wechselkursbandbreite
(meist 15 %) vom Eurokurs abweichen. Bei größeren Abweichungen muss die
Zentralbank des Landes intervenieren.
-
Langfristige Zinssätze: Der Zinssatz langfristiger Staatsanleihen darf nicht
mehr als 2 Prozentpunkte über dem Durchschnitt der drei preisstabilen
Mitgliedstaaten liegen (Art. 126 AEU-Vertrag).
Im Bereich der Wissenschaft bzw. der Nationalökonomie ist es allerdings umstritten,
ob diese Konvergenzkriterien auch tatsächlich geeignet sind, um den wirtschaftlichen
Zusammenhalt
der
Euroländer
zu
gewährleisten.
Die
Theorie
optimaler
Währungsräume nimmt zusätzlich noch weitere Kriterien in den Fokus, wie etwa die
Intensität
des
Handels
zwischen
den
verschiedenen
Staaten.
Diese
Konvergenzkriterien sehen
keinerlei gemeinschaftliche Konjunkturpolitik vor, sie zielen ausschließlich auf
Stabilität ab (Art. 126 AEU-Vertrag; vgl. auch http://de.wikipedia.org/wiki/EUKonvergenz- kriterien, S 1 ff).
Diese Thematik bzw. Problematik untersuchten auch die Ökonomen Kevin O’Rourke
und Alan Tayler und publizierten das Ergebnis auch in einem Aufsatz im „Journal of
Economic Perspektives“. Sie sehen in der Euro-Zone keinen einheitlichen
Währungsraum,
besonders
weil
die
Konjunkturzyklen
der
einzelnen
Wirtschaftsräume zu unterschiedlich sind. Für das Funktionieren einer gemeinsamen
Währung über einen so großen Raum, müssten die Wirtschaftszyklen wie
beispielsweise in den USA „Synchron“ verlaufen (http://deutsche-wirtschaftsnachrichten.de2013/08/24/studie-der-zerfall-der-euro-zon...,
S
1
ff;
vgl.
auch
O’Rourke/Tayler, Journal of Economic Perspektives).
Seite 13
4. Der Euro und die Eurozone
4.1. Der Euro:
Gemäß Art. 3 Abs. 4 EUV ist der Euro die Währung der Europäischen Wirtschaftsund Währungsunion, eines in Art. 127-144 AEUV geregelten Politikbereichs der
Europäischen Union (Art. 3 Abs. 4 EUV; Art. 127-144 AEUV).
Der Euro wird von der Europäischen Zentralbank emittiert und ist die offizielle
Währung in jenen Mitgliedstaaten die zusammen die Eurozone bilden, sowie in
weiteren europäischen Staaten. Am 1.Jänner 1999 wurde der Euro als Buchgeld, am
1.Jänner 2002 dann als Bargeld eingeführt. Er ist nach dem US-Dollar die
bedeutendste Reservewährung der Welt. Die gemeinsame Währung hat in ihrer
Gestaltung, ihrer Verwendung und den politischen Strategien auch eine eigene
Geschichte. Die Europäische Zentralbank und die Europäische Kommission wachen
gemeinsam darüber, dass der Euro seinen Wert und seine Stabilität behält (Art. 3
Abs. 4 EUV; Art. 127-144 AEUV).
4.2. Die Eurozone:
Der Begriff Eurozone ist in den Gründungsverträgen der Europäischen Union nicht
vorhanden. Es ist aber für die Mitglieder der EU die Formulierung enthalten
„Mitgliedstaaten deren Währung der Euro ist“ (Art. 136 ff. AEU-Vertrag).
Das Amt für Veröffentlichungen der Europäischen Union verwendet die Begriffe
Euro-Währungsgebiet oder Euroraum. Damit werden die am Euro teilnehmenden
Länder als Ganzes bezeichnet. Im allgemeinen Sprachgebrauch hat sich vielfach
aber die Bezeichnung Eurozone etabliert. Im weitesten Sinne wird Eurozone auch für
alle Staaten verwendet, die den Euro nutzen. Diese Staaten müssen nicht Mitglied
der Europäischen Union sein. Solche Staaten haben aber ein Währungsabkommen
mit einem Mitgliedstaat der Europäischen Union, sie können auch den Euro einseitig
eingeführt haben oder den Kurs ihrer Währung an die Leitwährung Euro gekoppelt
haben
(Länder,
Sprachen,
Währungen,
in:
Internationale
Regeln
für
Veröffentlichungen. Amt für Veröffentlichungen der Europäischen Union, S 1 ff). ,
Im engeren Sinn zählen zur Eurozone aber nur jene Mitgliedstaaten der EU, welche
den Euro als Währung eingeführt haben. Für diese Staaten war es notwendig, dass
Seite 14
sie die EU-Konvergenzkriterien erfüllen. Am 1.Jänner 1999 – Einführung des Euro
als Buchgeld - erfüllten diese Kriterien elf der damals fünfzehn EU-Mitgliedstaaten.
(Länder, Sprachen, Währungen, in: Internationale Regeln für Veröffentlichungen.
Amt für Veröffentlichungen der Europäischen Union, S 1 ff). ,
III. DIE EUROKRISE
1. Ursachen
Vereinfacht dargestellt ist die Euro – Krise eine durch die Welt-Finanzkrise 2007/
2008 verstärkte Haushalts- und Verschuldungskrise mehrerer Mitgliedstaaten der
Eurozone. Grundlegende Ursachen liegen sicher auch in Konstruktionsfehlern der
Währungsunion selbst. Das wird aber kontrovers diskutiert (https://lobbypedia. de/
wiki/eurokrise, S 1).
Eine grundlegende Ursache ist auch, dass ein Währungsraum errichtet wurde und
dadurch eine gemeinsame Geldpolitik erfolgt. Im Bereich der Wirtschafts- und
Fiskalpolitik agiert aber jeder Staat selbstständig. Jeder Staat hat deshalb seine
eigene Lohn- und Steuerpolitik wodurch es auch zu Unterschieden in der
Lohnentwicklung kommt die bereits zu starken Leistungsbilanz Ungleichgewichten*
im Euroraum geführt haben (Grunert 2011, S 1 ff).
*Leistungsbilanzdefizite führten auch zum Verlust der Kreditwürdigkeit der Defizitländer. Ein
Leistungsbilanzdefizit wird grundsätzlich durch massive private Verschuldung von Unternehmen und
Privathaushalten finanziert. Die private Verschuldung mündet wiederum in eine Verschuldung des
Staates weil dieser für die Darlehen haftet. Besonders verschuldet sich der Staat durch
Rettungsprogramme von Banken. In dieser Situation sind Spanien, Irland und Italien, die zwar vor der
Finanzkrise 2007/2008 keine besonders hohe Staatsverschuldung hatten, jedoch aber eine
kreditfinanzierte Immobilienblase (Grunert 2011, S 1 ff).
Akut wurde die Euro-Krise im Jahre 2010 mit der griechischen Finanzkrise. Damals
legte Griechenland die tatsächliche Höhe seiner defizitären Haushaltslage und die
Höhe der Verschuldung offen, konnte sich aber nicht mehr selbst bzw. aus eigener
Kraft im notwendigen Ausmaß refinanzieren. Schulden bzw. Zinsen waren nicht mehr
zu bewältigen. Es stiegen damals auch die Zinsen auf griechische Staatsanleihen im
Zuge der Offenlegung rapide an. Neben Griechenland hatten auch Irland, Portugal,
Seite 15
Spanien und Italien hohe Haushaltsdefizite und Verschuldungsgrade und konnten
sich kaum aus eigener Kraft am Kapitalmarkt finanzieren* (http://lobbypedia.
de/wiki/Eurokrise, S 1).
*Diese Situation betreffend wurde die aktuelle Diskussion in den ersten Jahren der Eurokrise, vor
allem deren Bewältigung, grundsätzlich kontrovers geführt. Überwiegend war und ist der Diskurs aber
von einer einseitigen, allein auf Griechenland bezogenen Problemansicht geprägt. Nach dieser
Ansicht waren (frühere) griechische Regierungen Schuld an dieser Situation, insbesondere weil sie
Jahr für Jahr gegen die Defizitgrenzen des Stabilitätspaktes verstießen (Scharpf 2011, S 324 ff)..
Der drohende Staatsbankrott Griechenlands hätte den Euro gefährdet und
möglicherweise negative Auswirkungen auf die Europäische Union gehabt, weshalb
Griechenland (später auch noch Irland und Portugal) durch Garantien und verbilligte
Kredite des europäischen Rettungsschirmes „gerettet“ werden mussten. Die
Krisenländer mussten drakonische Sanierungspläne akzeptieren die von einer
„Troika“
aus
Europäischer
Kommission,
Europäischer
Zentralbank
und
Internationalem Währungsfonds definiert und im Vollzug überwacht werden (Scharpf
2011, S 324 ff).
2. Eine multiple Krise
Die Eurokrise ist eine multiple Krise. Sie ist nun eine bereits seit dem Jahre 2008
andauernde Krise innerhalb der Eurozone. Sie weist gleichzeitig Aspekte einer
Staatsschuldenkrise, einer Bankenkrise bzw. Finanzkrise und einer Wirtschaftskrise
auf (Buckel et al 2012, S 7 ff; vgl. auch http://de.wikipedia.org/wiki/Eurokrise, S 1).
Mit der im Jahre 2008 beginnenden Eurokrise sind besonders auch drei große
Ungleichgewichte im Euroraum, die sich in der Europäischen Wirtschafts- und
Währungsunion aufgebaut haben, akut geworden. Das
divergierende
Wettbewerbsfähigkeit
und
eine
sind erstens eine
Tendenz
zu
Zahlungsbilanzungleichgewichten, zweitens ein zu gering kapitalisierter und wenig
krisenrobuster Bankensektor und drittens Überschuldung im öffentlichen und in
einigen Ländern auch im privaten Sektor. Die drei Probleme verstärken sich durch
die wechselseitigen Abhängigkeiten und haben bereits auch zu einer Vertrauenskrise
im Bereich der Europäischen Union, vor allem aber auch zu vielen öffentlichen
Diskussionen geführt (Keuschnigg et al 2012, S 1 f).
Seite 16
Im
Bereich
der
wissenschaftlichen
Diskussion
ist
die
Gewichtung
der
unterschiedlichen Krisenfaktoren wesentliches Thema, das wird aber kontrovers
diskutiert. Die im Bereich der Nationalökonomie konventionelle Erklärung für die
Ursachen der Eurokrise ist hier zumindest zweiseitig. Die Eurokrise wird auf
wirtschaftlicher Seite als Währungskrise* der ersten Generation interpretiert. Die
wesentliche Begründung dafür ist, dass in einigen Ländern der Europäischen Union
eine vermehrte staatliche bzw. private Kreditaufnahme zu relativ höherer Inflation als
in
anderen
Ländern
der
Europäischen
Union
geführt
hat
(http://de.wikipedia.org/wiki/Eurokrise, S 2).
*Aufgrund der Euro-Währungsunion war ein Ausgleich der unterschiedlichen Preisentwicklungen
durch die natürliche Wechselkurskorrektur nicht möglich. Dadurch kam es in einigen Euro-Ländern zu
anhaltend
hohen
Leistungsbilanzdefiziten,
Leistungsbilanzüberschüssen.
D.h.,
es
bei
traten
anderen
dagegen
makroökonomische
zu
anhaltend
hohen
Ungleichgewichte
auf
(http://de.wikipedia.org/wiki/ Eurokrise, S 2).
Auf politischer Seite führte die Euro-Währungsunion dazu, dass einzelstaatliche
Geldpolitik nicht möglich ist. Grundsätzlich sei deshalb als schnelle Reaktion auf
Wirtschaftskrisen nur das Instrument der Fiskalpolitik vorhanden. Fiskalpolitik
belastet
aber
jedenfalls
den
Staatshaushalt
stärker
als
Geldpolitik
(http://de.wikipedia.org/ wiki/Eurokrise,, S 2 f).
Zudem sahen Experten als weitere Ursache für die Euro-Krise, dass durch den
Wegfall der Wechselkursunsicherheit aufgrund der Euro-Währungsunion die Zinsen
in Euro-Ländern mit traditionell höherer Inflation stark sanken* (Boyer 2013, S 533 ff
vgl. auch http://de.wikipedia.org/wiki/Eurokrise, S 3).
*Dies verursachte eine gesteigertes Kreditaufnahme- und Investitionsverhalten. Begünstigt wurde
diese Situation auch durch mangelhafte Banken- und Kapitalmarktregulierung, wodurch sogenannte
„Wirtschaftsblasen“ entstanden deren Platzen die Konjunkturprogramme und Rettungsmaßnahmen
auslösten (Boyer 2013, S 533 ff).
3. Die Einleitung von Defizitverfahren
Die ab dem Jahre 2007/2008 beginnende Finanzkrise mit ihren direkten Kosten
sowie die dadurch bewirkten Verwerfungen führte in der Europäischen Union dann
zu sogenannten „Defizitverfahren.“ Die EU-Kommission kündigte bereits im Februar
Seite 17
2009 die Einleitung von Defizitverfahren gegen die fünf Euro-Länder Frankreich,
Spanien, Irland, Griechenland und Malta und gegen das Nicht-Euro Land Lettland
an. Die Vorgaben des Stabilitäts- und Wachstumspaktes erfüllte aber auch das NichtEuro-Land Großbritannien nicht. 2009 folgten Defizitverfahren gegen Polen,
Rumänien und Litauen und die Verlängerung für Ungarn. Ebenfalls 2009 wurden wie
tere Defizitverfahren eröffnet wovon auch Österreich betroffen war. Neben Österreich
auch noch gegen Deutschland, Belgien, Italien, die Niederlande, Portugal, die
Slowakei, Slowenien und Tschechien. Infolge der Finanzkrise hatten damals 20 der
insgesamt
27
Mitgliedstaaten
Wachstumspaktes
nicht
der
EU
erfüllt
die
Kriterien
des
stabilitäts-
und
(http://de.wikipedia.org/wiki/Stabilitäts-
_und_Wachstumspakt, S 1 ff).
IV. HEGEMONIEPROJEKTE IN DER KRISE
1. Der Begriff Hegemonie
Im Bereich der Wissenschaften, hier vor allem in der politikwissenschaftlichen
Forschung, wird der Begriff „Hegemonie“ unterschiedlich definiert und verwendet.
Vielfach wird darunter aber die Vormachtstellung eines Staates verstanden, aktuell
auch im Kontext der globalen Weltordnung. Es ist aber sicher vorteilhaft sich auf
einen
differenzierten
Hegemoniebegriff
unter
Einbeziehung
ökonomischer,
politischer, rechtlicher und kultureller Aspekte zu beziehen, insbesondere im Kontext
von
Analysen
multipler
Krisenparameter
bzw.
Krisenphänomene
in
den
Mitgliedsländern der Europäischen Union* (Gramsci 1991, S 120; GH 1 120).
*Die Hegemoniekrise innerhalb der Europäischjen Union kann an mehreren Parametern festgemacht
werden, beispielsweise auch wenn zwei bedeutende iuristische Institutionen, sich gegenseitig ihr
Macht streitig machen, über einen konkreten Rechtsfall zu entscheiden (Gramsci 1991, S 120; GH 1
120).
2. Das europäische Institutionengefüge in einer Hegemoniekrise
Dass sich das europäische Institutionengefüge in einer Hegemoniekrise befindet ist
vielfach Expert/innenmeinung, wird aber kontrovers diskutiert. Bereits Antonio
Gramsci stellte fest, dass Hegemoniekrisen durch eine Neuzusammensetzung des
Seite 18
„dialektischen Verhältnisses von Zwang und Konsens“ entstehen. Er sah die
„normale“ Ausübung der Hegemonie auf dem klassisch gewordenen Feld des
parlamentarischen Regimes ausgezeichnet durch eine Kombination von Zwang und
Konsens, ohne dass der Zwang den Konsens zu sehr überwiegt, sondern im
Gegenteil vom Konsens der Mehrheit, wie er in den sogenannten Organen der
öffentlichen Meinung zum Ausdruck kommt, getragen werde (Gramsci 1991, S 120;
GH 1 120).
Gegenwärtig fehlt es vielfach aber an diesem Konsens. Verfolgt man den Verlauf der
aktuellen Krise in Europa wird erkennbar, dass die hegemoniale Phase des
Neoliberalismus bereits auch im imperialen Zentrum an ihr Ende zu kommen scheint.
Um die herrschenden Machtverhältnisse aufrechtzuerhalten soll Zwang auch ein
Mittel sein um notfalls die fehlende Zustimmung zu ersetzen. Bisher erfolgte die
Durchsetzung von Projekten des Neoliberalismus (der Binnenmarkt und die
Währungsunion) im Rahmen der Europäischen Union auf Konsens, sie haben nun
an Zustimmung verloren. Die vorhandene große Krise lässt auch die imaginären
Bilder
des
Neoliberalismus
verblassen
(http://arranca.org/ausgabe/46/die-
neuzusammensetzung-von-zwang-und-konsens-in-d.., S 1).
3. Die fünf Hegemonieprojekte in der Krise der Europäischen Union
Grundsätzlich können fünf Hegemonieprojekte in der Krise der Europäischen Union
festgelegt werden. Das sind das neoliberale Hegemonieprojekt, das national-soziale
Hegemonieprojekt, das national-konservative Hegemonieprojekt, das proeuropäischsoziale Hegemonieprojekt und das linksliberal-alternative Hegemonieprojekt. Alle
diese Hegemonieprojekte stehen im wissenschaftlichen Diskurs bzw. im Konflikt um
die Europäische Integration (Buckel et al 2012, S 24 ff).
3.1. Das neoliberale Hegemonieprojekt:
Die Autoren gingen davon aus, dass es grundsätzlich möglich ist, ein über längere
Zeit
relativ
stabiles
neoliberales
Projekt
zu
identifizieren.
In
diesem
Hegemonieprojekt war es grundlegende Strategie, die auch bis zum Ausbruch der
Krise 2008 zentral blieb, den wettbewerbsstaatlichen Umbau vieler gesellschaftlicher
Bereiche* und aller staatlichen Aufgaben zu betreiben (Buckel et al 2012, S 25 f).
Seite 19
Zu diesen gesellschaftlichen Bereichen zählt auch der Agrarbereich. Es wurde hier
aber verabsäumt, so Expert/innen, produktionssteuernde Instrumente einzuführen.
Ideologische Differenzen verschärften sich hier im Laufe der Jahre, so dass bereits in
den 1980er Jahren drei unterschiedliche ideologische Lager erkennbar waren. Das
waren die überzeugten Neoliberalen, die verdeckten Neoliberalen und die
Marktregulierer (Choplin et al 2011, S 41).
*Die überzeugten Neoliberalen vertreten die Ansicht, dass dort produziert werden soll, wo es am
billigsten ist. Der Marktmechanismus und die freie Konkurrenz stellen sicher, dass es zu einem
maximalen Wohlstand der Bevölkerung kommen wird. Liberalisierung bedeutet hier, dass der Staat l
so wenig als möglich eingreifen soll. Das entsprach besonders den Interessen von Import-ExportUnternehmen. Die verdeckten Neoliberalen vertreten ähnliche Ideologien, sie befürworten aber eine
starke Einmischung des Staates. Besonders soll die Modernisierung von Strukturen und Techniken
staatlich gefördert werden (Choplin et al 2011, S 41).
Der Hauptkontext war und ist hier das politische Projekt des Binnenmarktes, dessen
vier Grundfreiheiten die Grundlage ist. Adressaten der Grundfreiheiten sin
hauptsächlich die Mitgliedstaaten (Buckel et al 2012, S 25 f).
Der Europäische Binnenmarkt wird aber nicht alleine durch die genannten vier
Grundfreiheiten vollendet. Diesbezüglich wurden auf europäischer Ebene auch
bereits verschiedene Maßnahmen gesetzt (Europäischer Binnenmarkt-Wikipedia).
Die Flexibilisierung von Produktions- und Arbeitsverhältnissen, die Finanzialisierung
der Ökonomie und der Abbau staatlicher Regelungen waren die politischen Leitlinien
des Binnenmarktes*. Es ging hier im Wesentlichen um die Internationalisierung von
Kapital, Handel, Produktions- und Versorgungsketten und auch um die Mobilität des
Produktionsfaktors
Arbeit
im
Kontext
einer
neokolonialen
internationalen
Arbeitsteilung, die von der Ausnutzung von Niedriglohnsektoren profitierte (Buckel et
al 2012, S 25).
*Soziale Basis dieses Projekts sind die Schlüsselsektoren des globalisierten, postfordistischen
Akkumulationsregimes (Buckel et al 2012, S 25).
Dieses
Hegemonieprojekt
wird
getragen
von
den
Schlüsselbranchen
des
gegenwärtigen Akkumulationsregimes, den transnationalen Industriekonzernen* und
der Finanzindustrie, die gleichzeitig auch auf ideologisch-diskursiver Ebene eine
Seite 20
Dominanz aufweisen. Think Tanks sind hier wesentlich sowie auch die neoklassisch
dominierten Wirtschaftswissenschaften (Buckel et al 2012, S 24).
*Der
Umsatz
transnationaler
Konzerne
entspricht
etwa
dem
Bruttosozialprodukt
mittlerer
Volkswirtschaften. Grundsätzlich werden auch Milliardengewinne in extensive Lobbyisten Netzwerke
investiert wodurch staatliche politische Entscheidungen beeinflusst werden können (Buckel et al 2012,
S 25 f).
Die
vorhandenen
Ressourcen
des
neoliberalen
Hegemonieprojektes
zur
Zielerreichung sind sehr hoch. Aufgrund dessen und der politischen Stellung sind die
Akteur/innen auch in der Lage eine „systemrelevante Leistungsverweigerung
wirkungsvoll anzudrohen“. Das bedeutet beispielsweise auch Entscheidungen und
Investitionen von der Akzeptanz ihrer Forderungen abhängig zu machen. Zudem
verfügen sie auch über große materielle Ressourcen (Buckel et al 2012, S 25).
3.2. Das national-soziale Hegemonieprojekt:
Bei diesem Hegemonieprojekt steht sozialer Ausgleich und soziale Umverteilung im
Mittelpunkt der politischen Strategie. Das europäische Sozialmodell, das hier keine
gesamteuropäische Perspektive verfolgt, steht im Mittelpunkt. Bestehende nationale
Systeme sollen aufrecht bleiben und sozialpolitische Errungenschaften geschützt
werden*. Hauptargument dafür ist der existente neoliberale Globalisierungsdruck.
Man vertritt die Ansicht, dass eine Strategie der Europäisierung kaum Aussicht auf
Erfolg hat (Buckel et al 2012, S 26).
*Schwerpunkte
dieses
Projekts
sind
der
nationale
Wohlfahrtsstaat,
die
nationale
Arbeitsgesetzgebung, die staatliche Unterstützung einheimischer Unternehmen, korporatistische
Strukturen usw. (Buckel et al “2012, S 26).
Die mit dieser Thematik befasste gegenständliche Forschungsgruppe vertritt zudem
auch die Ansicht, dass die sozialstrukturelle Basis dieses Projekts in den Resten des
hegemonialen Blocks der fordistischen Produktions- und Lebensweise liegt (Buckel
et al 2012, S 26).
Diese fordistische Produktions- und Lebensweise* war für Jahrzehnte dominierend.
Im Fordismus hatten die Arbeiter/innen, die mit vielen ihrer Kolleg/innen in großen
Gruppen arbeiteten, nur geringe Qualifikationen benötigt. Dies führte aber auch
Seite 21
dazu, dass untereinander die Solidarität bzw. der Zusammenhalt gestärkt wurde
(http://de.wikipedia.org/wiki/Postfordismus, S 1).
*Der Postfordismus löste dann in den 1970er Jahren den Fordismus ab, der sich als bestimmende
Wirtschaftsform im Kapitalismus durchgesetzt hatte. Im Bereich der Politikwissenschaft geht man
davon aus, dass der Fordismus nicht in der Lage war, seine Produktionsreserven auszuschöpfen.
Begründet wird dies damit, dass der Fordismus nach seiner Durchsetzung in der Triade (Nordamerika ,
Westeuropa, Japan) nicht mehr fähig war, die Hegemonie der USA, als treibende Kraft des westlichen
Kapitalismus, auf Dauer zu sichern (http://de.wikipedia.org/wiki/Postfordismus, S 1 f).
Im Fordismus nach tayloristischer Prägung war das Produktionswissen in der
Maschine die von Arbeiter/innen nur bedient wurde, eingebaut. Die Maschine war
sozusagen nur das Investitionsobjekt, welchem mechanisch das Wissen* um die
Produktion eingeschrieben war (http://de.wikipedia.org/wiki/Postfordismus, S 2).
*In modernen Produktionsprozessen und unter dem grundsätzlich schnellen Wechsel der
Produktionszyklen ist der Wert um das Wissen – in unserer Wissensgesellschaft - zur Herstellung der
Produktionsmittel nun von größerem Wert als die Produktionsmittel selbst (http://de.wikipedia.org/wiki/
Postfordismus, S 2).
3.3. Das national-konservative Hegemonieprojekt:
Dieses Hegemonieprojekt befürwortet ein Europa der souveränen Nationen.
Grundlegender Bezugspunkt ist die Nation selbst und wird als Selbstzweck und als
Eigenwert gesehen. Im Unterschied dazu sieht das national-soziale Projekt eine
Solidargemeinschaft. Kleine und mittelständische Sektoren und Unternehmen bilden
hier die Basis, die Mitarbeiter/innen bilden auch die politische Landschaft (Buckel et
al 2012, S 27).
Die Ressourcen dieses Projektes liegen besonders in der Verankerung in einem
nationalen, konservativen Milieu und der Fähigkeit, dieses über rechtspopulistische
Kampagnen, Wahlkämpfe, Debatten usw. zu mobilisieren. Zudem sind auch
ökonomische Ressourcen vorhanden bzw. wesentlich wie etwa die direkte
Unterstützung von regional und national ausgerichteten Kapitalfraktionen. Dieses
Projekt geht aber auch in vielen Ländern im Rahmen konservativer Parteien und
Stiftungen Bündnisse
Seite 22
mit Akteuren des neoliberalen Hegemonie-projektes ein und profitiert auch von deren
Ressourcen* (Buckel et al 2012, S 28).
*Beispielsweise haben die drei konservativen Parteien der EU, Deutschland (CDU/CSU),
Großbritannien (Conservative Party) und Spanien (Partido Popular) jeweils neoliberal ausgerichtete
Wirtschaftsflügel und stärker national-konservative Strömungen, sie haben auch wichtige Ressourcen
diesbezüglich zur Verfügung (CDU/CSU; Conservative Party; Partido Popular).
3.4. Das Proeuropäisch-soziale Hegemonieprojekt:
Akteur/innen dieses Projektes verfolgen eine Strategie die auf Rettung des
europäischen Sozialmodells durch eine gesamteuropäische Sozialpolitik gerichtet ist.
Dieses Projekt, das weniger Gewicht auf den Nationalstaat legt, ist in der Suche nach
sozialem
Ausgleich
dem
national-sozialen
Hegemonieprojekt
ähnlich.
Die
Grundannahme lautet: Die Krise des Wohlfahrtsstaates im Kontext neoliberaler
Globalisierungsprozesse kann nur durch eine Europäisierung der Wirtschafts- und
Sozialpolitik und einer europäischen Tarifpolitik begegnet werden (Buckel et al 2012,
S 28).
Das zentrale Argument lautet: Wenn sich Kapitalakteure internationalisieren und
politische
und
ökonomische
Prozesse
bereits
auf
Scales
oberhalb
des
Nationalstaates stattfinden, dann könne eine sozial ausgleichende Politik sich nicht
auf die nationale Ebene beschränken. Zu den Argumenten gehört auch die Stärkung
der europäischen Wirtschaft und ihrer Institutionen zu unterstützen. Dadurch soll in
der geopolitischen Konkurrenz zwischen Europa, USA und Asien eine bessere
Position erreicht werden und so die Voraussetzungen für Erhaltung und Ausbau des
europäischen Sozialmodells gesichert werden* (Buckel et al 2012, S 28).
*Seit der Krise des Fordismus ist die soziostrukturelle Positionierung dieses Projekts aber durch die
Schwächung der organisierten Arbeiter/innen gekennzeichnet. Faktum ist, dass sich die EU-Arbeitgeberverbände weigern Koordinierungsregeln für Lohnpolitik einzuführen und die Prekarisierung der
Arbeitsverhältnisse in den nationalen Gesellschaften negative Auswirkungen haben. Viele
Kompetenzen und Einflussmöglichkeiten verbleiben auf der nationalen Ebene. Wesentlich ist auch,
dass die Ressourcen des proeuropäisch-sozialen Hegemonieprojekts dadurch begrenzt sind, weil
Akteure und Fraktionen noch zu unverbunden sind. Eine europäische Zivilgesellschaft mit
europäischer Öffentlichkeit ist kaum vorhanden (Buckel et al 2012, S 29).
Seite 23
3.5. Das linksliberal-alternative Hegemonieprojekt:
Bei diesem Projekt ist ein liberaler normativer und politischer Citizenship Ansatz, der
Träger eines politischen Liberalismus ist, wesentlich. Dieser Liberalismus umfasst
Toleranz mit Menschen- und Bürger/innenrechten, mit Minderheitenrechten und
sozialem Ausgleich. Die Autoren vertreten hier die Ansicht, dass sich in diesem
Hegemonieprojekt die Ziele jener zivilgesellschaftlichen Kräfte verdichten, die nicht
primär an ökonomischen Fragen im engeren Sinn ansetzen. Akteur/innen kommen
aus der Richtung des politischen Liberalismus und der neuen Linken* (Buckel et al
2012, S 29f).
*Viele davon kommen aus der dritten Welle der Frauenbewegung und setzen sich beispielsweise für
Antirassismus, für Umweltschutz und die Rechte von Kindern, alten Menschen usw. ein. Die
wesentliche soziale Basis dieses Projektes kommt von den Grünen. Vertreten wird eine
ausgesprochen
proeuropäische
Strategie,
die
EU
wird
als
Konstellation
postnationaler
Bürger/innenschaft gesehen. Über europäische Richtlinien wird beispielsweise versucht progressive
Veränderungen durchzusetzen, die auf nationaler Ebene nicht möglich wären (Buckel et al 2012, S
30).
Die ökonomischen Ressourcen sind im Vergleich mit anderen Projekten aber
schwach. Besondere Ressourcen liegen im hohen sozialen und kulturellen Kapital
der Akteur/innen und auch in der Unterstützung aus diesem Bereich wie etwa der
Wissenschaft usw. (Buckel et al 2012, S 30).
4 Das Vertrauen in die Europäische Union ist durch die Krise betroffen
Auch das Vertrauen in die Europäische Union ist durch die Krise betroffen. Ursachen
eines allgemeinen Vertrauensverlustes in die Politik sind insbesondere im
Krisenmanagement der vergangenen Jahre begründet. Vor allem hat die Eurokrise
und Reaktionen der Politik auf diese das Vertrauen vieler Menschen in die
gemeinsame
Währung
negativ
beeinflusst.
Dazu
haben
auch
die
Bankenrettungspakete und die sinkenden Einnahmen durch die Rezession
beigetragen. Sie haben Schuldenstände explodieren lassen und damit auch die
Spielräume für materielle Zugeständnisse erheblich reduziert.
Seite 24
Die Subalternen der EU-Mitgliedstaaten sind nun auch im Fokus von Austeritätsbzw. Sparprogrammen, welche durch das europäische Institutionengefüge verordnet
wurden (http://arranca.org/ ausgabe/46/ die-neuzusammensetzung-von-zwang-undkonsens-in-d..., S 2).
Diese Maßnahmen und Projekte haben Auswirkungen auf das Vertrauen der
Bevölkerung in die Europäische Union. Das steht auch in Zusammenhang damit,
dass die Eurokrise viel umfassender ist als nur eine Staatsschuldenkrise. Eine
Staatsschuldenkrise kann grundsätzlich mittels kurzfristiger Rettungsmechanismen,
mittelfristiger Sparmassnahmen und langfristiger Strukturreformen bewältigt werden.
Die gegenwärtige Krise ist auch eine Vertrauenskrise in die Politik, vor allem in den
Euro als gemeinsame Währung* (Heinen 2012, S 1 ff).
*Dass die Eurokrise auch eine Vertrauenskrise ist kann durch Ergebnisse von Umfragen, wie
beispielsweise durch jene des Bankenverbandes, wo 91 % der Befragten angaben nicht daran zu
glauben, dass die Staatsverschuldung in den kommenden zehn bis fünfzehn Jahren sinken werde
(Bankenverband 2012).
Vor allem kann eine Vertrauenskrise auch durch das Eurobarometer belegt werden.
Im Jahre 2012 zeigt Eurobarometer, dass 59 % der deutschen Bevölkerung
europäischen Institutionen misstrauen (EU 57 %). Ein Vergleich mit dem Jahre 2007
zeigt den Trend auf, hier waren es 36 % (EU 32 %) (Eurobarometer 2007/2012).
Im letzten erschienenen ARD-Deutschland-Trend gaben 75 % der befragten
Personen an, dass sie glauben, der schlimmste Teil der Eurokrise stehe noch bevor.
Besondere Sorgen zeigten sie bezüglich ihrer Ersparnisse, das gaben damals 75 %
der Befragten an (Infratest –Dimap 2013).
V. DIE STRATEGISCHE NEUORIENTIERUNG IN DER KRISE DER
EUROPÄISCHEN UNION
1. Eine Krise des neoliberalen Projektes
Die aktuelle Krise der Europäischen Union stellt sich hegemonietheoretisch gesehen
als Krise des neoliberalen Projekts dar. Wesentlich ist hier die einseitig ökonomische
Integrationsweise der EU. Diese fokussiert auf die ökonomische Vergemeinschaftung
Seite 25
über Binnenmarkt, Währungsunion und Austeritätspolitiken gemäß den MaastrichtKriterien und auch auf die periphere Integration Osteuropas (Forschungsprojekt
„Staatsprojekt Europa“ 2012, S 30).
Die Maastricht-Kriterien bzw. die Konvergenzkriterien wurden im Vertrag von
Maastricht festgelegt. Demnach kann ein Staat nur an der Europäischen Wirtschaftsund Währungsunion teilnehmen, wenn er die fiskalischen und monetären Maastricht
Kriterien* erfüllt (Statistik Austria – Maastricht-Indikatoren).
*Folgende fiskalische Maastricht Kriterien sind zu erreichen: Das öffentliche Defizit darf 3% des BruttoInlandsproduktes (BIP) nicht übersteigen. Der öffentliche Schuldenstand darf maximal 60 % des BIP
erreichen. Folgende monetären Maastricht – Kriterien sind zu erreichen: Die nationale Inflationsrate
darf maximal eineinhalb (1,5) Prozentpunkte über derjenigen der drei preisstabilsten EU-Staaten
liegen. Der langfristige Zinssatz darf höchstens zwei (2) Prozentpunkte höher als in den preisstabilsten
EU-Staaten liegen (Statistik Austria-Maastricht-Indikatoren).
Gleichzeitig mit diesen Zielen wurde aber die Wirtschafts- und Sozialpolitik nicht in
derselben Weise auf die Europäische Ebene verlagert. Daher ist die EU gegenwärtig
auch institutionell nicht in der Lage durch makroökonomische Steuerungs- und
Ausgleichsmechanismen auf die Staatsschuldenkrise der Mitgliedstaaten zielführend
zu reagieren. Die neoliberale Politik ist auch gegenwärtig im Bereich der EU aktuell.
Es ist aber hier zu beachten, dass gesellschaftliche Konflikte zunehmen und auch die
Bereitschaft vorhanden ist Elemente neoliberaler Krisenlösungsstrategien auch
autoritär gegen die Bevölkerungen durchzusetzen (Buckel et al 2012, S 30f).
2. Die vier strategischen Suchprozesse innerhalb des bisherigen neoliberalen
Hegemonieprojektes
1) Besonders verfolgen die starken neoliberalen Strömungen der europäischen
sozialdemokratischen Parteien nach wie vor eine proeuropäisch-neoliberale
Strategie. Ein Beispiel dafür ist bzw. war Peer Steinbrück (Buckel et al 2012, S 31).
Diese proeuropäisch-neoliberale Strategie steht momentan aber vor der Situation,
dass die gegenwärtige Krise die europäische Integration auch in der Richtung
beeinträchtigt hat, dass der Nationalismus in Europa grundsätzlich zunimmt (http://
www. bpb..de/apuz/154378/halbe-hegemonie-das-deutsche-dilemma?p=all, S 3).
Seite 26
Konkrete Entwicklungen sind hier aber noch nicht vorhersehbar. Die Strategie der
Regulierung ist bei diesen Strömungen wesentlich. Sie verbindet sich mit Strategien
der Versicherungsbranchen und der Vermögensbesitzer, die besonders den Zerfall
des Euro verhindern wollen. Um die Gemeinschaftswährung zu erhalten verfolgen
die Akteur/innen die Strategie, neue europäische Institutionen zu etablieren. Das
wären beispielsweise eine Wirtschaftsregierung, ein europäisches Finanzministerium
oder ein ausgebauter europäischer Rettungsschirm oder auch ein europäischer
Währungsfonds. Eurobonds* stehen hier nicht zur Diskussion (Buckel et al 2012, S
32).
*Eurobonds stehen in keinem Zusammenhang mit der europäischen Gemeinschaftswährung Euro. Es
sind Anleihen mittlerer und längerer Laufzeit, die für den internationalen Kapitalmarkt (Euromarkt)
errichtet wurden. Sie werden aber von einem anderen Land emittiert als jenem Land, aus dem die
konkrete Währung stammt. In der diese aufgelegt werden. Die Emission von Eurobonds erfolgt
grundsätzlich in Form von Inhaberschuld-verschreibungen durch internationale Bankkonsortien. Die
gängigsten Anleihewährungen sind der US-Dollar, der Yen, Schweizer Franken, Pfund Sterling, sowie
auch der Euro. Schuldner sind private Unternehmen von hoher Bonität, Staaten usw. (http://de.
wikipedia.org/ wiki/ Eurobond_(Euromarkt-Anleihe), S 1).
2)
Die
autoritär-neoliberale
Strategie
wird
besonders
von
der
deutschen
Exportindustrie und von transnationalen Konzernen verfolgt. Sie sind zudem auch im
European Round Table of Industrialists und Business Europe organisiert. Der
Binnenmarkt ist das entscheidende politische Projekt. Eurobonds werden hier
befürwortet.
Diese
Strategie
versucht
das
alte
neoliberale
Projekt,
den
„disziplinierenden Neoliberalismus“ zu retten (Gill 1998, S 1 ff).
Der „disziplinierende Neoliberalismus“ unterwirft aber zunehmend viele Bereiche des
Lebens der Marktdisziplin. Auf politisch – institutioneller Ebene wird dieser
disziplinierende Neoliberalismus durch einen neuen Konstitutionalismus, der versucht
politische Entscheidungen zu entdemokratisieren und eine neue neoliberale Politik
durch
internationale
Abkommen
zu
zementieren,
durch
einen
neuen
Konstitutionalismus verankert. Ein wesentliches Beispiel dafür ist das bei den EUKonvergenzkriterien
bereits dargestellte
Maastricht Kriterium. Damit werden
nationale Regierungen zu fiskalischer Disziplin gezwungen und auch eine alternative
Wirtschaftspolitik beinahe unmöglich gemacht (Neogramscianismus-Wikipedia; vgl.
auch http://de.wikipedia. org/wiki/Neogramscianismus, S 3).
Seite 27
3) Die national-neoliberale Strategie wird grundsätzlich verfolgt von Österreich,
Deutschland, Finnland und den Niederlanden, sie sind Gegner bzw. radikale
Ablehner proeuropäischer Krisenlösungen. Sie sind gegen jede Form von Eurobonds
und gegen eine expansive Geldpolitik der EZB (Buckel et al 2012, S 30 ff).
4) Die Strategie der peripheren Statthalter ist die Position der Regierungen in
Staaten im Bereich der europäischen Peripherie. Dazu zählen Spanien, Portugal,
Italien, Irland und Griechenland. Sie implementieren unabhängig von ihrer
Parteizugehörigkeit seit langem neoliberale Politiken. Sie sind mittlerweile aber durch
ihre Notlage in eine politische Abhängigkeit von den beiden großen Mitgliedstaaten
Frankreich und Deutschland geraten (Buckel et al 2012, S 30 ff).
VI. DIE DEMOKRATISCHE FRAGE
1. Die Demokratie wurde zur Disposition gestellt
Die Finanzinstitutionen Europäische Zentralbank (EZB) und der Internationale
Währungsfonds (IWF) stehen ausserhalb jedes Einflussbereiches demokratiacher
Wahlen. Sie werden im Kontext der Rettungspolitik jedoch zu konkreten Akteuren
innenpolitischer Maßnahmen. Die beiden anderen beteiligten Institutionen sind nur
indirekt demokratisch legitimiert, sie werden von gewählten Regierungen entsandt.
Die Regierungen der Euroländer beschlossen die verschuldeten Staaten durch
Gewährung von Krediten (Darlehen) vor ‚Zahlungsunfähigkeit oder auch vor einem
eventuellen Ausstieg zu bewahren. Dazu musste die „Nichtbeistandsklausel“ –
welche die Haftung für Schulden einzelner Mitgliedstaaten ausschließt - außer Kraft
gesetzt werden* (Art. 125 AEU-Vertrag).
*Im Meorandum of understanding wurde festgehalten, daß die Kreditnehmer bzw. die Schuldenländer
zu Sparmaßnahmen verpflichtet werden (Memorandum of underständing).
Zusammengefasst haben die Euroländer konkrete innenpolitische Bereiche in die
Sphäre des europäischen Projekts gegeben. Als eine Folge muss im Schuldenfall
jeder Mitgliedstaat Sparmaßnahmen ergreifen, für einen Ausstieg aus dem Euro gibt
es keine Regelung. Dafür ist aber keine demokratische Basis vorhanden. Mehr
Seite 28
Demokratie bzw. mehr Freiheit für die Mitgliedstaaten der EU zur Zeit der Krise sind
Ziele die nicht zu verwirklichen sind. Weil Interessen der Herrschenden in der Krise
gefährdet sind, wird die bürgerliche Demokratie sogar zur Disposition gestellt.
Beispielsweise wurden in den Defizitstaaten die üblichen demokratischen Spielregeln
zur Durchsetzung der massiven Kürzungspolitik weitgehend außer Kraft gesetzt.
Regierungen von Defizitstaaten unterschrieben für die Zusage von Hilfszahlungen
der anderen Euroländer sogar Memoranden womit der sogenannten „Troika“, die aus
der
Europäischen
Kommission,
der
Europäischen
Zentralbank
und
dem
Internationalen Währungsfonds besteht, weitreichende Kontrollrechte eingeräumt
wurden. Wie weit hier Werte der Demokratie beeinträchtigt werden steht zur
Diskussion*
(http://
www.andreas-wehr.eu/von-der-euro-krise-zur-krise-der-
demokratie-202.html, S 2).
*Die deutsche Bundeskanzlerin Angela Merkel proklamierte in Anspielung auf die Worte von Willi
Brandt „Mehr Demokratie wagen“* in ihrer ersten Regierungserklärung vor etwa nun bereits mehreren
Jahren den Satz: „Lassen sie uns mehr Freiheit wagen“. Beide Aussagen richtig verstanden bedeuten
aber eigentlich dasselbe. Merkel erklärte damals auch, dass für sie ein Volk mehr als eine
Ansammlung von Individuen sei, nämlich eine „Schicksalsgemeinschaft“ (Willy Brandt-Wikipedia;
Regierungserklärung: mehr Freiheit wagen/ZEIT ONLINE-Die Zeit).
Unter diesem Motto setzte damals Willy Brandt innenpolitische Reformen durch, die Staat und
Gesellschaft weiter liberalisierten und viele Bürger/innen auch ermutigten sollte selbst politisch aktiv
zu werden. Das ist auch für eine funktionierende Zivilgesellschaft in der Europäöischen Union
wesentlich (Willy Brandt-Wikipedia; Bundeskanzler Willy Brandt Stiftung: Willy Brandt).
2. Das Fehlen einer europäischen Zivilgesellschaft
Solche Kontrollrechte bedeuten aber auch eine Einschränkung der Freiheit. Bezogen
auf die Hegemonieprojekte ist es zum aktuellen Zeitpunkt auch nicht vorhersehbar,
welche Konstellation sich durchsetzen wird, welches Staatsprojekt sich dabei
herausbildet und vor allem auch, wie das institutionelle Gefüge des europäischen
Staatsapparate-Ensembles verändern wird. Nach Ansicht der Forschungsgruppe
lässt sich nicht einmal sagen, ob das europäische Staatsprojekt die Krise überleben
wird. In diesem Staatsprojekt ist eine europäische Zivilgesellschaft kaum noch
vorhanden (Buckel et al 2012, S 42).
Besonders das Fehlen einer europäischen Zivilgesellschaft macht die EU aber
anfällig für wirtschaftliche Krisen. Ein Vergleich der Wachstumsraten mit der
Seite 29
Akzeptanz der EU in der Bevölkerung weist eine deutliche Parallele auf. Sinken die
Wachstumsraten in der EU, dann nimmt in der Regel auch ihre Akzeptanz bei der
Bevölkerung ab. Das Staatsprojekt Europa ist in seiner inneren Struktur, die zu einer
Distanzierung der Bevölkerung von den Entscheidungsträgern führt, grundlegend
undemokratisch verfasst (Buckel et al 2012, S 42).
3. Die Demokratie in Zeiten der Eurokrise: Politische Reaktionen von Vertretern
der Politik
3.1. Diskussionsveranstaltung im österreichischen Parlament:
Die geänderten Entscheidungsprozesse in der EU vor dem Hintergrund der Finanzund Schuldenkrise und damit auch die demokratische Frage standen bereits im
Jahre 2011 im Rahmen einer Diskussionsveranstaltung im Österreichischen
Parlament auf der Tagesordnung. Anlass war besonders der Umstand, dass die
aktuelle Krise eine politische Reaktion notwendig macht, die sich nicht an bewährten
Mustern orientieren kann, weil die von den Märkten erzeugte Dynamik zunehmend
raschere, bisher auch nicht erprobte Interventionen erfordert. EU-Kommissar a.D.
Franz Fischler, Universitätsprofessorin Sonja Puntscher-Riekmann, der Abgeordnete
Ewald Stadler und der Abgeordnete zum Europäischen Parlament, Hannes
Swoboda, suchten im Rahmen dieser Veranstaltung nach Antworten auf die Fragen:
Wer entscheidet tatsächlich? Wie ist es um die Mitwirkung des Parlaments bestellt?
Kommt die Demokratie unter die Räder? Sind wir am Weg zur Eurokratur?
(Parlamentskorrespondenz Nr. 1192 vom 05.12. 2011).
3.2. Reden bzw. Aussagen von Abgeordneten zum Thema (Auswahl):
Die Hauptaussage von Franz Fischler lautete: „Die Europäische Kommission muss
demokratischer werden. Er gab grundsätzlich zu bedenken, dass Demokratie nicht
von einem Tag auf den anderen funktionieren könne, sie lebe von einem Dialog mit
der Bevölkerung“. Eine Änderung des EU-Vertrages, die sich ausschließlich auf
einen Sanktionsmechanismus für das Schuldenmachen reduziert lehnte er jedenfalls
ab (Parlamentskorrespondenz Nr. 1192 vom 05.12. 2013).
Seite 30
Sonja Puntscher-Rieckmann betonte besonders, dass die EU Solidarität brauche.
Der Vertrag von Lissabon habe zwar mehr Demokratie geschaffen, er liefere ihrer
Ansicht nach aber zu wenig Handhabe für eine Krise dieses Ausmaßes. Die EU sei
eine große Währungsunion und überlasse die Wirtschaftspolitik aber den
Mitgliedstaaten,
die
von
gegenseitigem
Misstrauen
geprägt
sind
und
bei
Lösungsmodellen nach intergouvernementalen Mechanismen außerhalb der EUVerträge greifen. Sie umriss so das Wesentliche der Ausgangslage für die aktuelle
Krise und deren möglichen Lösungsversuchen (Parlamentskorrespondenz Nr. 1192
vom 05.12. 2011.
Der Nationalratsabgeordnete Ewald Stadler sah in der EU in erster Linie ein
Demokratieproblem und stellte fest, die Union fürchte derzeit nichts stärker als die
Bevölkerungen. Er sah im Euro von Anfang an einen Geburtsfehler und trat dafür ein,
die
Weiterentwicklung der EU zu „entschleunigen“. Man solle sich mehr Zeit nehmen und
die Menschen einbinden, zumal man an einer demokratischen Diskussion nicht
vorbeikommen werde (Parlamentskorrespondenz Nr. 1192 vom 05.12. 2011).
Hannes Swoboda, der Abgeordnete zum Europäischen Parlament, betonte
besonders, dass eine Euro-Kernunion die EU zerstören würde. Er führte den
Übergang der Macht auf die Märkte auch auf die reale Politik zurück, die sich seiner
Meinung nach durch ständige Deregulierungen selbst entmachtet habe. Er trat für die
Schaffung einer echten Währungsunion ein, erteilte aber jedenfalls dem Konzept
einer Euro-Kernzone eine klare Absage (Parlamentskorrespondenz Nr. 1192 vom
05.12. 2011).
Zur demokratischen Frage sei nun abschließend auch festgestellt: In der
demokratischen Frage laufen die unterschiedlichen Stränge alternativer Projekte
zusammen. Sie muss der Ausgangspunkt für eine Auseinandersetzung mit der Krise
und zugleich der Krisenlösung sein. Der Kampf um Demokratie muss der
Ausgangspunkt für eine Transformation sein. Für einen radikalen Transformismus,
der darauf abzielt, die bestehenden Kräfteverhältnisse so zu verschieben, dass die
Kämpfe um Emanzipation auch weiter vorangetrieben werden können (Buckel et al
2012, S 42).
Seite 31
VII. MASSNAHMEN GEGEN DIE EUROKRISE
1. Die Institutionen „European Finacial Stability Facility“ (EFSF) und „European
Financial Stabilisation Mechanism“ (EFSM).
Um bestmöglich sicherzustellen, dass den Euro-Mitgliedstaaten nicht das Geld
ausgeht, wurde die Institution „European Finacial Stability Facility“ (EFSF) gegründet.
Im Bereich der öffentlichen Diskussion bzw. in den Medien wurde diese Institution
auch als „Rettungsschirm“ bekannt. In Not geratenen Euroländern wird durch den
EFSF dadurch geholfen, indem auf dem internationalen Finanzmarkt Kredite bzw.
Darlehen aufgenommen werden, die das konkrete Land nicht mehr erhalten würde.
Diese
werden
dann
an
dieses
Land
weiterleitet
(http://www.bpb.de./
internationales/europa/ europa-kontrovers/47840/einleitung, S 2).
Alle Eurostaaten stehen hinter dem EFSF* und bürgen mit einer Summe von 440
Milliarden Euro für die Anleihen. Zusätzlich haften noch weitere 250 Milliarden Euro
vom Internationalen Währungsfonds. Dazu kommen noch weitere 60 Milliarden Euro,
die von der Europäischen Kommission auf dem Kreditmarkt aufgenommen und dem
Rettungsschirm bei Bedarf zur Verfügung gestellt werden können. Das ist der
sogenannte
„European
Financial
Stabilisation
Mechanism“
(EFSM).
Beide
Institutionen, der EFSF und der EFSM waren nur vorübergehend etabliert und
wurden 2013 durch den „European Stability Mechanism“ (ESM), einer Art
Europäischer
Währungsfonds,
abgelöst
(http://www.
bpb.de./internationales/
europa/europa-kontrovers/47840/ einleitung, S 2).
*Noch vor Gründung des EFSF zur Kreditgewährung von Staaten erhielt Griechenland im Jahre 2010
Kredite vom IWF und den Euro-Mitgliedstaaten im Rahmen von zwei Hilfspaketen. Ab 2013 sollte
dann auch der dauerhafte Stabilitätsmechanismus ESM funktionieren (http://lobbypedia.de/wiki/
Eurokrise, S 2 vgl. auch http://www.taz.de/Glossar-zur-Eurorettung/I79059/).
Der Europäische Stabilitätsmechanismus ESM, als Teil des „Euro-Rettungsschirms“,
ist eine internationale Finanzinstitution die ihren Sitz in Luxemburg hat. Der ESM soll
überschuldete
Mitgliedstaaten
der
Eurozone
durch
Notkredite
und
durch
Bürgschaften unterstützen. Dadurch soll besonders die Zahlungsunfähigkeit dieser
Länder verhindert werden (Europäischer Stabilitätsmechanismus-Wikipedia).
Seite 32
Neben EFSF und ESM hat die EU-Kommission auch fünf Verordnungen und eine
Richtlinie erlassen, das ist die sogenannte „Six Pack Maßnahme“ zur Erneuerung
des Stabilitäts- und Wachstumspaktes. Es sind hier schärfere Strafen für
Budgetsünder vorgesehen, die auch schneller verhängt werden können* (EUInfothek vom 29.09.2011).
*Diese Maßnahmen der EU basieren aber nicht auf einem Interessenausgleich zwischen den
Mitgliedstaaten, sondern auf einer marktkonformen Durchsetzung eines radikalen Sparpakets. Zu
diesem Zweck wird auch über Rechtsakte verfügt, wie beispielsweise dem Fiskalpakt oder die Six
Pack Maßnahme. Auf Ebene der EU wurde ein Exekutivföderalismus errichtet, der strenge
Durchgriffsmöglichkeiten auf die nationalen Haushalte schafft (http://www.freitag. de/autoren/
henrihaiti/europaeische-integration-in-der-hegemoniekr..., S 1).
Zu den hier dargestellten Maßnahmen gegen die Euro-Krise gibt es auch noch
sogenannte „Alternativvorschläge“. Beispielsweise ist ein solcher Alternativvorschlag
die Einführung eines Süd-Euros. Experten gehen davon aus, dass bei einer bereits
bei Einführung des Süd-Euros erfolgten Abwertung (etwa zwischen 30 und 40 %)
gegenüber dem verbleibenden Nord – Euro die Wettbewerbsfähigkeit schon
ausgeglichen wäre (Flassbeck/Spieker 2010, S 3 ff).
Dass die Euro-Krise nicht nur eine Staatsschuldenkrise ist, sondern eine viel tiefere
Krise, die besonders durch Leistungsbilanzungleichgewichte entstanden ist, ist
mittlerweile überwiegende Meinung. Außenhandelsdefizite von Staaten stehen mit
Außenhandelsüberschüssen von anderen Staaten im Zusammenhang. Südliche
Krisenländer Europas haben daher nur dann eine reale Möglichkeit ihr staatliches
Budgetdefizit zu senken, wenn sie ihre Leistungsbilanz verbessern. Bei einem
unveränderten Leistungsbilanzdefizit bedeutet eine Senkung des staatlichen
Budgetdefizits automatisch ein steigendes Finanzierungsdefizit des privaten Sektors.
Das sind Unternehmen und Haushalte. In diesem Fall werden öffentliche durch
private Defizite ersetzt die langfristig gesehen wieder zu staatlichen Defiziten werden
können bzw. werden (http://lobbypedia.de/wiki/Eurokrise, S 2).
Seite 33
2. Maßnahmen der Europäischen Union und ihrer Mitgliedstaaten
Die Europäische Union reagiert auf die globale Wirtschaftskrise mit Maßnahmen auf
verschiedenen Ebenen. Das sind:
-
eine
Haushaltskonsolidierung
und
eine
verstärkte
wirtschaftspolitische
Steuerung
-
eine Reform und Korrektur des Finanzsektors
-
der Förderung von Wachstum und der Schaffung von Arbeitsplätzen
-
die wirtschaftliche Lage in den einzelnen Ländern (http://europa. eu/
newsroom/highlights/finacial-crisis/index_de.htm, S 1).
Die 2011 beschlossene „Economic Governance“ und der „Fiskalpakt“ lassen auch
den Schluss zu, dass der Neoliberalismus trotz Einbußen seiner führenden Position
noch
immer
vorhanden
ist.
Diese
Einbußen
erfolgten
besonders
durch
Zwangsmaßnahmen auf nationalstaatlicher Ebene, aber auch auf Ebene der EU.
Dadurch
soll
die
europäische
Wirtschaftspolitik
mit
einer
europäischen
Schuldenbremse, einem Verfahren zur wettbewerblichen Restrukturierung und einem
automatischen Austeritätsmechanismus positiv beeinflusst werden. Es ist auch
beabsichtigt, die derzeitigen Austeritäts- und Restrukturierungsprogramme der EUProblemstaaten auf alle Mitgliedstaaten auszudehnen und durch Rechtsgrundlagen
dauernd zu sichern. Diese Maßnahmen sollen auch gegen den Widerstand der
Bevölkerung
durchgesetzt
werden
können
(http://arranca.org/ausgabe/46/die-
neuzusammensetzung-von-zwang-und-konsens-in-d..., S 3).
VIII. EIN AUSBLICK
1. Die Ansichten von Viviane Reding und Olli Rehn zur Krise
Nach Ansicht von Viviane Reding, Vizepräsidentin der Europäischen Kommission,
und Olli Rehn, Mitglied der Europäischen Kommission, kann seit Ende des Jahres
2013 festgestellt werden, dass die EU begonnen hat die aktuelle Krise zu
überwinden. Für viele EU-Bürger seien die schwierigen Zeiten aber noch nicht
vorbei. Viele hielten das Auseinanderbrechen der Eurozone für eine reale
Seite 34
Möglichkeit. Seit 1. Jänner 2014 verwenden aber sogar mehr Länder den Euro.
Lettland* ist nun als achtzehntes Land der gemeinsamen Währung beigetreten (Die
Presse, Donnerstag 2.Jänner 2014, S 22).
*Lettland kämpfte sich noch vor zwei Jahren aus einer tiefen Rezession heraus. Es wurde unterstützt
durch ein EU-IWF-Programm und hat gegenwärtig die am schnellsten wachsende Wirtschaft in der EU
(Die Presse, Donnerstag 2.Jänner 2014).
Nach Ansicht der beiden Autoren ist auch Irland nach Jahren der Krise – verursacht
durch
den
katastrophalen
Zusammenbruch
seiner
Banken
und
seines
Immobilienmarkts im Jahre 2008 - durch ein Reformprogramm gestärkt worden.
Irland konnte am 15. Dezember 2013 den Euro-Rettungsschirm verlassen. Lettland
und Irland würden zeigen, dass Europas Strategie* zur Bekämpfung der Krise
wirksam ist (Die Presse, Donnerstag 2.Jänner 2014).
*Das Kernelement dieser Strategie ist, dass es Solidarität nur im Gegenzug für Solidarität gibt.
Mitgliedstaaten mit finanziellen Schwierigkeiten wird von anderen Staaten geholfen. Der politische
Wille ist die kumulierten Ungleichgewichte mittels Reformen zu beseitigen und die Finanzlage auf eine
tragfähige Grundlage zu stellen (Die Presse, Donnerstag 2.Jänner 2014).
Neben diesen beiden Ländern gäbe es auch in anderen Ländern positive
Entwicklungen. Beispielsweise werde Spanien ab Jänner 2014 keine finanzielle
Unterstützung mehr benötigen. Nach Ansicht der Autoren sind drei Punkte
entscheidend um aus der Krise gestärkt hervorzugehen. Erstens müsse Europa
seine Strukturreformen fortsetzen, zweitens braucht Europa ein gut funktionierendes
Bankensystem um Investitionen zu fördern und den notwendigen Strukturwandel zu
finanzieren und drittens seien solide Rahmenregeln für eine europäische Wirtschaftsund Finanzpolitik notwendig
2. Die unterschiedlichen Wirtschaftsmodelle Europas werden durch eine
Einheitswährung nicht harmonisiert
2.1. Studie: Vergleich mit den USA
Neben dieser beispielsweise positiven Perspektive der beiden EU-Kommissionsmitglieder gibt es allerdings auch sehr gegenteilige, die Krise betreffende Studien.
Seite 35
Beispielsweise eine von Ökonomen durchgeführte und am 24.08. 2013 in den
Deutschen Wirtschafts-Nachrichten veröffentlichte Studie. Ein Vergleich mit den USA
zeigte hier, dass die unterschiedlichen Wirtschaftsmodelle Europas durch eine
Einheitswährung nicht harmonisiert werden. Die Geldpolitik der EZB hätte die
immense Verschuldung der Euro-Staaten verstärkt. Die Löhne in den einzelnen
Ländern
könnten
gar
nicht
genug
sinken,
um
die
Krisenländer
wieder
wettbewerbsfähig zu machen. Es sei nun für Reformen zu spät (Deutsche
Wirtschafts Nachrichten, 24.08. 2013).
2.2. Förderprogramme zur Forcierung der Wirtschaft:
Im
Jahr der Veröffentlichung dieser
Studie
hat
die EU jedenfalls
auch
Förderprogramme, besonders zur Forcierung der Wirtschaft, beschlossen. Für das
Jahr 2014 bzw. grundsätzlich für die Zukunft ist auch „Mehr Erfolg weniger
Bürokratie“ ein Schlagwort der Europäischen Union. Im November 2013 hat das
Europäische Parlament die Programme „Horizon 2020“ und „COSME“ beschlossen.
Diese Förderprogramme sollen es besonders Klein- und Mittelbetrieben bzw.
Unternehmen (KMU) ermöglichen mehr in Forschung und Innovation zu investieren*
(Horizon 2020; COSME).
*Das Programm „Horizon 2020“ soll mit etwa 70 Milliarden Euro Forschung und Innovation innerhalb
der EU fördern. Künftig bekommen Europas Wissenschaftler zwischen 70 und 100 Prozent der
direkten Kosten rückerstattet, zudem sollen Förderanträge schneller abgewickelt werden. Neu ist das
KMU-Instrument innerhalb der Forschungsförderung das speziell auf die Anforderungen von kleinen
und mittleren Unternehmen im Forschungsbereich zugeschnitten ist (Rübig 2013).
*Das Programm „COSME“ soll mit etwa zwei Milliarden Euro die Wettbewerbsfähigkeit von KMU
stärken. Neben finanzieller Unterstützung sollen auch politische Maßnahmen wie Bürokratieabbau und
leichterer Zugang zu Finanzierung vorangetrieben werden. Es soll auch das Programm „Erasmus für
Jungunternehmer“ im Rahmen von COSME ausgebaut werden (Rübig 2013).
3. Die Vergabe von Firmenkrediten (Darlehen) durch Banken
Zu diesen dargestellten Förderprogrammen für die Wirtschaft bzw. für Unternehmen
ist die ergänzende Feststellung notwendig, dass Banken derzeit so wenig
Firmenkredite vergeben wie dies bisher noch nie der Fall war. Was die Konjunktur
betrifft sehen manche Experten die Zinssenkung der Europäischen Zentralbank
Seite 36
(EZB) sogar als wirkungslos. Die Europäische Zentralbank hat den Leitzins* auf ein
Rekordtief von 0,25 Prozent gesenkt um dadurch auch die Wirtschaft anzukurbeln
(Die Presse Samstag, 4.Jänner 2014).
*Durch diese Maßnahme sollen Wachstum, ein Konjunkturaufschwung und mehr Arbeitsplätze
geschaffen werden. Beispielsweise sind Darlehen im November 2013 im Vergleich zum
Vorjahrsmonat um 3,9 Prozent gesunken. In den südeuropäischen Krisenstaaten ist die Situation
besonders dramatisch. Firmenkredite gingen in Spanien um 13, 5 Prozent zurück, in Italien um 5,9
Prozent (Die Presse Samstag, 4. Jänner 2014).
Die nationalen Banken in den diversen Ländern geben aber das günstige EZB-Geld*
nicht an die Unternehmen weiter, sondern kaufen vielfach Staatsanleihen. Ein Grund
dafür ist, dass Banken im Gegensatz zu Firmenkrediten Eurostaatsanleihen in ihrer
Bilanz mit einem Risikogewicht von null Prozent darstellen dürfen. Die Forderung des
Internationalen Währungsfonds, Staatshaushalte und Banken zu entflechten, wird
dadurch nicht erfüllt, sondern genau der gegenteilige Effekt bewirkt (Die Presse
Samstag, 4.Jänner 2014).
*Die EZB hat bereits mehrfach erklärt, dass sie die Kreditvergabe ankurbeln könnte, indem sie von
Banken mit solcher Praxis eine Art Strafzins „für das Parken von Geld“ einführen wolle. Die Banken
lehnen solche Absichten jedoch grundsätzlich ab (Die Presse Samstag, 4.Jänner 2014).
4. Die Wahl zum Europäischen Parlament am 25. Mai 2014
Im Jahre 2014 wird besonders der 25.Mai ein entscheidender Tag für Europa
werden. An diesem Tag findet auch in Österreich die Wahl zum Europäischen
Parlament statt. In der gesamten Europäischen Union sind etwa 360 Millionen
Bürger/innen aufgerufen, ihre Volksvertretung zu wählen. Das Europäische
Parlament, gestärkt durch den Vertrag von Lissabon 2009, ist die demokratisch
legitimierte
Kontrollinstanz
Gesetzgebungsbereichen.
und
zudem
Besonders
beim
mitentscheidend
EU-Budget
–
in
mit
fast
allen
mehrjährigem
Finanzrahmen – spielt das Parlament eine entscheidende Rolle, es handelt hier auf
Augenhöhe mit dem Rat* (Vertrag von Lissabon 2009).
*EU-Wahlumfrage Hajek vom 12.12.2013: Als Ergebnis erster Umfragen zur Wahl zum Europäischen
Parlament am 25. Mai 2014 ist ein Trend in Richtung konservative Parteien feststellbar.
Seite 37
Konservative und auch Rechte könnten demnach gegenüber Links-Parteien einen Vorteil haben. Das
soll zumindest in Österreich so sein. Die ÖVP habe hier die meisten Wählerstimmen zu erwarten, die
FPÖ läge etwa gleich mit der SPÖ. Die Grünen stagnieren eher. Für eine Überraschung könnten hier
aber die NEOS sorgen. Das Team Stronach, Hans Peter Martin u.a. werden sehr wahrscheinlich
keinerlei Rolle spielen. Zu sehr ähnlichen Ergebnissen kam auch Karmasin mit der Umfrage vom
7.12.2013 (Quelle: Hajek/ATV/FORMAT)
IX. ZUSAMMENFASSUNG, BEMERKUNGEN
Bereits 1922 begannen die ersten Ansätze ein gemeinsames Europa zu schaffen.
Aus der Idee von Coudenhove-Kalergi entstand dann sehr viel für dieses
gemeinsame Europa bzw. die Europäischen Gemeinschaften bis zur Gründung der
Europäischen Union (EU) und deren Erweiterungen. Als Staatenbund bzw. als
(teilweise) supranationale Organisation wollte die Europäische Union sich nicht durch
Gewalt ausdehnen sondern durch Überzeugung. Die sogenannte Euro-Krise, für
deren Ursachen besonders ökonomische Ungleichgewichte im EU-Binnenmarkt
gesehen werden, hat die Europäische Union aber vom Vorbild – lange Zeit waren
besonders
auch
die
Erweiterungs-
und
Nachbarschaftspläne
Europas
ein
Vorzeigeprojekt - zum Unterstützungsfall des Weltwährungsfonds gemacht.
Vereinfacht dargestellt ist die Euro – Krise eine durch die Welt – Finanzkrise
2007/2008 verstärkte Haushalts- und Verschuldungskrise mehrerer Mitgliedstaaten
der Eurozone. Grundlegende Ursachen liegen auch in „Konstruktionsfehlern“ der
Währungsunion selbst. Durch die griechische Finanzkrise im Jahre 2010 wurde sie
dann besonders akut. Sie kann als multiple Krise bezeichnet werden, weil zu dem
bereits
dargestellten
Institutionengefüges
auch
eine
vorhanden
ist.
Hegemoniekrise
Die
fünf
des
grundsätzlich
europäischen
möglichen
Hegemonieprojekte in der Krise mit unterschiedlichen politischen Strategien lassen
zum gegenwärtigen Zeitpunkt nicht erkennen, welches Projekt sich letztendlich
durchsetzen wird.
Die aktuelle Krise der Europäischen Union stellt sich hegemonietheoretisch gesehen
aber jedenfalls als Krise des neoliberalen Projektes dar. Wesentlich ist hier die
einseitig ökonomische Integrationsweise der EU. Diese fokussiert auf die
ökonomische
Vergemeinschaftung
über
Binnenmarkt,
Währungsunion
und
Austeritätspolitiken gemäß den Maastricht Kriterien und auch die periphere
Integration Osteuropas.
Seite 38
Die Krise der EU als Hegemoniekrise in Europa und die Bemühungen zur
Problemlösung
erfüllen
jedenfalls
auch
den
Begriff
„autoritärer
Wettbewerbsetatismus“. Alle Lösungsversuche müssen auch auf eine Stärkung bzw.
Wiedererlangung der ursprünglichen neoliberalen Gesellschaftsformation gerichtet
sein bzw. diese jedenfalls mitberücksichtigen. Bei Betrachtung der fünf dargestellten
Hegemonieprojekte ist es auch Erkennbar, dass sich der Kampf um Hegemonie im
Unterschied zum klassischen Gramscianismus nicht mehr alleine auf nationaler
Ebene abspielt, sondern auf mehreren Ebenen. Das sind vor allem die Europäische
Gemeinschaft und die Weltordnung. Von besonderer Bedeutung sind hier die
Produktionsmittel bzw. die materiellen Kapazitäten, Ideologien und Theorien bzw.
Ideen und Institutionen und Organisationen. Die „Marktdisziplin“ ist hier besonders
stark ausgeprägt und führt auch zu massiven Nachteilen für die Natur bzw. unseren
Lebensraum. Die Hegemonie des Neoliberalismus beruht in zunehmender Weise
nicht mehr nur auf Konsens, sondern auch auf der Ausübung von Zwang. Die
Forderung nach Demokratie ist aber im Bereich der Nationalstaaten und auch auf
Ebene der Europäischen Union von erheblicher Bedeutung.
Für den Euroraum wird es von besonderer Bedeutung werden die Zahlungsfähigkeit
der
„Eurostaaten“
zu
gewährleisten
und
das
verlorene
Vertrauen
wieder
zurückzugewinnen. Mit welchen Mitteln diese Ziele zu erreichen sind ist aber relativ
unklar. . Beispielsweise sind hier Eurobonds, Europäische Währungsfonds usw. in
Diskussion. Für alle Lösungsversuche gibt es Befürworter, aber auch Gegner, sie
werden jedenfalls kontrovers diskutiert. Nach Ansicht von Viviane Reding und Olli
Rehn kann seit Ende des Jahres 2013 festgestellt werden dass die EU begonnen hat
die aktuelle Krise zu überwinden. Das ist aber zumindest sehr differenziert zu
betrachten.
Die Auswirkungen der gegenständlichen Eurokrise müssen politikfeldspezifisch
fokussiert und beurteilt werden. Die Eurokrise hat bereits politikfeldspezifische
Diskurse bewirkt und beispielsweise auch zu Prognosen über eine (mögliche)
Abschwächung der Bedeutung der Europäischen Union im weltweiten Mächtespiel
geführt. Ein wesentlicher Bedeutungsverlust der Europäischen Union, als globaler
Akteur mit unterschiedlichen Bereichen und Intensitäten der Macht, ist mit dieser
Krise aber nicht erfolgt. Für die politischen Akteure bzw. die Entscheidungsträger ist
es sehr wesentlich die Ursachen, alle möglichen Zusammenghänge, vor allem auch
die kausalen Folgen sehr genau zu untersuchen. Es sollte alles überlegt und getan
Seite 39
werden um in Zukunft solche Krisen zu verhindern oder zumindest abzuschwächen.
Europa galt viele Jahre als Erfolgsgeschichte, in diese Richtung sollte gemeinsam
gearbeitet werden. Das erfordert neben den Akteuren der Europäischen Union auch
eine starke, (politisch) gebildete und interessierte Zivilgesellschaft mit der Einstellung
„Wir sind Europäer“.
Mag.Franz Zeilner
(Jänner 2014)
Seite 40
X. VERWENDETE LITERATUR
- Artikel 3 Abs. 4 EUV.
- Artikel 125 AEU-Vertrag.
- Artikel 126 und 140 AEU-Vertrag.
- Artikel 136 ff. AEU-Vertrag
- Artikel 3 des Vertrages über die Europäische Union (EUV); Artikel 3,5,119,144,219
und 282 bis 284 des Vertrages über die Arbeitsweise der Europäischen Union
(AEUV).
- Art. 127-144 AEUV.
- Bankenverband (2012). Euro, Banken und Politik im Spiegel der Öffentlichkeit. Ber
lin, Oktober 2012.
- Buckel Sonja/Cuevas Romero Manuel Jose/Eberhardt Pia/Georgi Fabian/Huke
Nikolai/Kannankulam John/Kaspakrek Bern/Krämer Anna/Lüddemann Da
na/Oberndorfer Lukas/Pichl Maximilian/Ressel Saida/Tsianos S. Vassilis/Wissel
Jens/Wolff Sebastian, Forschungsgruppe „Staatsprojekt Europa“ (Hrsg.), Die EU
in der Krise. Zwischen autoritärem Etatismus und europäischem Frühling, Müns
ter 2012.
- Bundeskanzler Willy Brandt Stiftung: Willy Brandt.
- Der Standard vom 16.August 2009. „Die Paneuropäische Union“
- Deutsche Wirtschafts Nachrichten, 24.08. 2013.
- Die Presse Donnerstag, 2.Jänner 2014.
- Die Presse Samstag, 4.Jänner 2014.
- CDU/CSU, Conservative Party, Partido Popular.
- Choplin Gerard/Strickner Alexandra/Trouve Aurelie (Hg.), Ernährungssouveränität.
Für eine andere Agrar- und Lebensmittelpolitik in Europa, Wien 2011.
- Eichengreen B. J. et al, Right-wing political extremism in the Great Depression, El.
R. 2012.
- EU-Infothek vom 29.09.2011.
- Eurobarometer 2007/2012.
- Europäischer Binnenmarkt - Wikipedia.
- Flassbeck/Spiecker, Der Staat als Schuldner – Quadratur des Bösen? Wirtschafts
dienst 91. Jahrgang Heft 7, Wien New York 2011.
- Frankfurter Allgemeine Zeitung (FAZ) vom 21.10.2004.
Seite 41
- Gill Bernhard, paradoxe Natur. Zur Vieldeutigkeit der Unterscheidung von Natur und
Gesellschaft, Opladen 1998.
- Gramsci Antonio, Gefängnishefte – Kritische Gesamtausgabe, Hrg. Von Klaus
Bochmann & Wolfgang Fritz Haug, Hamburg (GH), 1991.
- Grunert Günter, Politik Unterrichten, 1/2011.
- Gutschner Peter/Rohr Christian (2008). Geschichte.aktuell2 für die BHS, 2.Auflage,
Veritas Verlag, Linz.
- Habermas Jürgen, Zur Verfassung Europas, Berlin 2011.
- Hajek/ATV/FORMAT.
- Heinen N. (2012). Mission Vertrauen. Wege aus der Eurokrise. Halle.
- Heinrich Böll Stiftung.
- Horizon 2020/COSME.
- Illing Falk, Die Euro-Krise, Analyse der europäischen Strukturkrise, Springer VS,
Wiesbaden 2013 (e-book).
- Infratest-Dimap (2013). ARD-DeutschlandTrend April 2013. Berlin.
- Keller Horst (1999). Werte statt Grenzen. Der Europarat – Wegbereiter und Vor
denker. NDV Neue Darmstädter Verlagsanstalt, Rheinbreitbach.
- Keuschnigg Christian/Weyerstraß Klaus/Hofer Helmut/Schwarzbauer Wolf
gang//Skriner Edith, Szenarien für die Krise des Euroraums und die Folgen für Ös
terreich, Institut für Höhere Studien/Institut for Advanced Studies, Studie im Auf
trag der Wirtschaftskammer Österreich,Vienna 2012.
- Länder, Sprachen, Währungen, in: Internationale Regeln für Veröffentlichungen.
Amt für Veröffentlichungen der Europäischen Union.
- Memorandum of understanding (MoU) bzw. Letter of Intent („LoI“) (Grundsatzver
einbarung).
- Mundell R. (1961). A Theory of Optimum Currency Areas, in: The American Eco
nomic Review, 1961.
- Obstfeld Maurice/Rogoff Kenneth (1996). Foundations of international macrooeco
nomics, MIT Press, Cambridege et al. 1996.
- O’Rourke/Tayler (1987), in: American Economic Association, The journal of eco
nomic perspektives, Nashville Tenn. 1987.
- Regierungserklärung: Mehr Freiheit wagen/ ZEIT – ONLINE - Die Zeit.
- Republik Österreich Parlament. Parlamentskorrespondenz Nr. 1192 vom 05.12.
2011.
Seite 42
- Richter Emmanuel (1993). Die Paneuropa-Idee. Die aristokratische Rettung des
Abendlandes, in: Jürgen Nautz (Hrsg.): Die Wiener Jahrhundertwende. Einflüsse,
Umwelt, Wirkungen. Böhlau, Wien.
- Rübig Paul EU Parlamentarier, Straßburg 2013.
- Scharpf Fritz W.(2011). Die Eurokrise: Ursachen und Folgerungen, in: Zeitschrift für
Staats- und Europawissenschaften 9 (3). The MPIFG Journal Articles series fea
tures articles by MPIFG researchers and visiting scholars published in peerreviewed journals. Max Planck Institute for the Study of Societies (MPIFG) Colog
ne/www.mpifg.de.
- Statistik Austria-Maastricht - Indikatoren, letzte Änderung 22.10.2013.
- Weindl Josef/Woyke Wichard (1999). Europäische Union, Institutionelles System,
Binnenmarkt sowie Wirtschafts- und Währungsunion auf der Grundlage des Maas
trichter Vertrages, 4., aktualisierte und erweiterte Auflage, München 1999.
Internetquellen
-
http://de.wikipedia.org/wiki/Europakrise, abgerufen am: 29.11.2013.
-
http://wikipedia.org/wiki/neogramscianismus, 20.12. 2013.
-
http://de.wikipedia.org/wiki/Postfordismus, 26.12.2013.
-
http://de.wikipedia.org/Wiki/Eurobond_(Euromarkt-Anleihe), 26.12.2013.
-
http://de.wikipedia.org/wiki/EU-Konvergenzkriterien, 26.12.2013.
-
http://arranca.org/ausgabe/46/die-neuzusammensetzung-von-zwang-undkonsens-in-d..., 26.12.2013.
-
http://3071.nibis.de/inhalte/PU/1_2011/Grunert.pdf., 26.12.2013.
-
http://lobbypedia.de/wiki/Eurokrise, 27.12.2013.
-
http://europa.eu/newsroom/highlights/financial-crisis/index_de.htm,
27.12.2013.
-
http://www.freitag.de/autoren/henrihaiti/europaeische-integration-in-derhegemoniekr..., 27.12.2013.
-
http://www.bpb.de/internationales/europa/europa-kontrovers/47840/einleitung,
27.12.2013.
-
http://deutsche-wirtschafts-nachrichten.de/2013/08/24/studie-der-zerrfall-dereuro-zon..., 27.12.2013.
-
http://de.wikipedia.org/wiki/Stabilitäts_undWachstumspakt, 02.01.2014.
Seite 43
-
http://www.andreas-wehr.eu/von-der-euro-krise-zur-krise-der-demokratie202.html, 02.01.2014.
-
http://www.bpb.de/apuz/154378/halbe-hegemonie-das-deutschedilemma?p=all, 03.01.2014.
-
http://www.taz.de/Glossar-zur-Eurorettung/179059, 03.01.2014.
-
Europäischer Binnenmarkt-Wikipedia.
-
Europäischer Stabilitätsmechanismus-Wikipedia.
-
EU-Konvergenzkriterien-Wikipedia.
-
Willy Brandt-Wikipedia.
Mag.Franz Zeilner
(Jänner 2014)
Seite 44
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https://openalex.org/W2619338960
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https://figshare.com/ndownloader/files/8504801
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Structural features of PhoX, one of the phosphate-binding proteins from Pho regulon of Xanthomonas citri
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cc-by
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S1 Fig S1 Fig S1 Fig S1 Fig
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https://openalex.org/W1994060820
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0066605&type=printable
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English
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Biochemical Characterization of Hypothetical Proteins from Helicobacter pylori
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PloS one
| 2,013
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cc-by
| 10,232
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Abstract Competing Interests: Author Brian P Anton is an employee of New England Biolabs. This does not alter the authors’ adherence to all the PLOS ONE policies on
sharing data and materials. Competing Interests: Author Brian P Anton is an employee of New England Biolabs. This does not alter the authors’ adherence to all the PLOS ONE policies on
sharing data and materials * E-mail: steffen@bu.edu (MS); mferrer@icp.csic.es (MF) Abstract The functional characterization of Open Reading Frames (ORFs) from sequenced genomes remains a bottleneck in our effort
to understand microbial biology. In particular, the functional characterization of proteins with only remote sequence
homology to known proteins can be challenging, as there may be few clues to guide initial experiments. Affinity enrichment
of proteins from cell lysates, and a global perspective of protein function as provided by COMBREX, affords an approach to
this problem. We present here the biochemical analysis of six proteins from Helicobacter pylori ATCC 26695, a focus
organism in COMBREX. Initial hypotheses were based upon affinity capture of proteins from total cellular lysate using
derivatized nano-particles, and subsequent identification by mass spectrometry. Candidate genes encoding these proteins
were cloned and expressed in Escherichia coli, and the recombinant proteins were purified and characterized biochemically
and their biochemical parameters compared with the native ones. These proteins include a guanosine triphosphate (GTP)
cyclohydrolase (HP0959), an ATPase (HP1079), an adenosine deaminase (HP0267), a phosphodiesterase (HP1042), an
aminopeptidase (HP1037), and new substrates were characterized for a peptidoglycan deacetylase (HP0310). Generally,
characterized enzymes were active at acidic to neutral pH (4.0–7.5) with temperature optima ranging from 35 to 55uC,
although some exhibited outstanding characteristics. Citation: Choi H-P, Juarez S, Ciordia S, Fernandez M, Bargiela R, et al. (2013) Biochemical Characterization of Hypothetical Proteins from Helicobacter pylori. PLoS
ONE 8(6): e66605. doi:10.1371/journal.pone.0066605 Editor: Ivo G. Boneca, Institut Pasteur Paris, France Received January 17, 2013; Accepted May 8, 2013; Published June 18, 2013 Copyright: 2013 Choi et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License,
use, distribution, and reproduction in any medium, provided the original author and source are credited. et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
roduction in any medium, provided the original author and source are credited. Funding: The cloning and biochemical testing of recombinant proteins was funded by RC2-GM092602 from the National Institutes of Health (NIGMS), awarded
to COMBREX (SK, MS). Affinity enrichment and testing of native proteins was funded by the Spanish Ministry of Economy and Competitiveness (former MICINN),
within the ERA NET PathoGenoMics2 call, grant number 0315441A and BFU2008-04501-E/BMC (MF). The funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript. Biochemical Characterization of Hypothetical Proteins
from Helicobacter pylori Han-Pil Choi1, Silvia Juarez2, Sergio Ciordia2, Marisol Fernandez2, Rafael Bargiela3, Juan P. Albar2,
Varun Mazumdar4, Brian P. Anton5, Simon Kasif1,4, Manuel Ferrer3*, Martin Steffen1,6* 1 Dept of Biomedical Engineering, Boston University, Boston, Massachusetts, United States of America, 2 Proteomic Facility, CNB-National Centre for Biotechnology, CSIC,
Darwin 3, Madrid, Spain, 3 Spanish National Research Council (CSIC), Institute of Catalysis, Madrid, Spain, 4 Bioinformatics Program, Boston University, Boston,
Massachusetts, United States of America, 5 New England Biolabs, Ipswich, Massachusetts, United States of America, 6 Dept of Pathology and Laboratory Medicine, Boston
University School of Medicine, Boston, Massachusetts, United States of America Biochemistry of Six Proteins from H. pylori The annotations of 1082 proteins are based on sequence
homology of unknown stringency, and without identification of
the original experimental source. Though the number and
percentage of experimentally supported gene annotations will
increase as the GSDB becomes more comprehensive, it is
apparent that H. pylori is an appropriate organism for further
biochemical characterization. The annotations of 1082 proteins are based on sequence
homology of unknown stringency, and without identification of
the original experimental source. Though the number and
percentage of experimentally supported gene annotations will
increase as the GSDB becomes more comprehensive, it is
apparent that H. pylori is an appropriate organism for further
biochemical characterization. then concentrated using centrifugal evaporation under vacuum. Coated nano-particles were stored at –20uC until use. Protein lysate and coated nano-particles were incubated for 5
min, allowing proteins to bind the potential substrates. Nano-
particles with captured protein(s) were separated by ultrafiltration
through low-adsorption hydrophilic 500000 nominal molecular
weight limit (NMWL) cutoff membranes (regenerated cellulose,
Amicon), followed by a wash step with PBS (1:20 diluted). Proteins
which bind the attached substrates with high affinity are expected
to be isolated. We have observed that those proteins that are most
efficiently captured or those with high affinity (Km below 2 mM)
and modest reaction rates (lower than 50 min21), while proteins
with higher reaction rates are captured somewhat less efficiently. The nano-particles with their bound protein were dried under
vacuum, and stored at –20uC. They were then analyzed in two
ways. (1) For protein identification, nano-particles were incubated
with trypsin (Roche, sequencing grade) overnight at 37uC. Tryptic
peptides were collected by ultrafiltration through 10 kDa cutoff
membranes, and evaporated to dryness. Peptides were analyzed
using RP-LC-MALDI TOF/TOF mass spectrometry (see details
below). (2) For biochemical testing of isolated protein material,
proteins are recovered from the nano-particles after incubation in
PBS for 24 h at 4uC. No degradation in enzymatic activity was
observed, when compared to shorter incubations for test enzymes. Released proteins were separated from nano-particles by ultra-
filtration through low-adsorption hydrophilic 500000 NMWL
cutoff membranes. Proteins were purified by high-performance gel
filtration chromatography (FPLC) using a 25 ml Superose-12 pre-
packed HR 10/30 gel-filtration column and PBS buffer (0.4 ml
min21). Protein solutions, at concentrations of at least 0.1 mg
ml21, were stored at –20uC. A full description of the affinity
capture methodology will be presented elsewhere. Biochemistry of Six Proteins from H. pylori The high
specificity of the protein capture method can be observed in Figure
S1. Several efforts to increase the throughput of biochemical
validation have already been quite successful. Yakunin and
coworkers [4,5] developed a set of "entry-level" assays designed
to identify the general activity of a protein (phosphatase,
dehydrogenase, protease etc.), which is then followed by the use
of more specific substrates. A complementary approach uses a
mixture of different substrates simultaneously (substrate cocktails)
to speed up the characterization of new enzymes [6]. Impressively,
Cravatt and coworkers [7,8] have pioneered the use of ‘‘activity-
based protein profiling,’’ enriching enzymes of a particular class
using affinity labels and identifying them by mass spectrometry. They and others have applied this technique to 7 classes of
enzymes. In this work, we utilized new methodology (to be described in
detail in a forthcoming manuscript) to generate hypotheses. The
method utilizes nano-particles coated with substrate analogs to
enrich proteins from cell lysates of H. pylori. The focus on this
paper is the biochemical characterization of the enriched proteins. The isolated proteins were examined in two ways. First, an aliquot
of the isolated material was digested with trypsin, and analyzed by
mass spectrometry. A second aliquot of isolated protein was
utilized in biochemical assays to confirm suspected activities. The
combined results at this stage provide putative functions and
probable protein identities, and were treated as hypotheses, which
we then explored using standard recombinant DNA technology
and traditional in vitro biochemistry: the proteins identified by mass
spectrometry were cloned, expressed in Escherichia coli, purified
using an epitope tag and subjected to in vitro biochemical analysis. Materials and Methods Proteins were analyzed essentially as in [11]. Briefly, trypsin,
proteomics grade (Sigma) in 25% acetonitrile (ACN)/50 mM
ammonium bicarbonate solution was added to the protein
solution, and reactions were stopped after 4 hours by adding
0.5% trifluoroacetic acid (TFA). Tryptic eluted peptides were
dried by speed-vacuum centrifugation and resuspended in 4 ml of
MALDI solution (30% ACN/15% isopropanol/0.1% TFA). A
0.8 ml aliquot of each peptide mixture was deposited onto a 386-
well OptiTOFTM Plate (AB SCIEX, Foster City, CA, USA) and
allowed to dry at room temperature. A 0.8 ml aliquot of matrix
solution (3 mg/mL a-cyano-4-hydro-cinnamic acid in MALDI
solution) was then deposited onto dried digest and allowed to dry
at room temperature. For MALDI-TOF/TOF analysis, data was
automatically acquired using an ABI 4800 MALDI TOF/TOF
mass spectrometer (AB SCIEX, Foster City, CA, USA) in positive
ion reflector mode. Spectra were smoothed and corrected to zero
baseline using ABI 4000 Series Explorer Software v3.6. Spectra
were internally calibrated with the mass signals of trypsin autolysis
to achieve a typical mass measurement accuracy of ,25 ppm. Spectra were analyzed using MASCOT software v.2.2.04 (Matrix
Science, London, UK) using a custom protein database containing
all possible H. pylori protein sequences. The mass tolerance for
precursors was set to 6 50 ppm, and to 6 0.3 Da for MS/MS
fragment ions. Peptide identifications were accepted when scored
at greater than 95.0% probability by the Mascot algorithm [12]. Protein identifications were treated as hypotheses for further
biochemical characterization. Chemicals and strains Chemicals, biochemicals and solvents used for enzymatic tests
were of the purest grade available and were purchased from
Sigma-Aldrich Co. (St. Louis, MO). H. pylori ATCC 26695 was
grown on Trypticase Soy Agar (TSA) plates at 37uC, under 5%
CO2 for 48 hours. Protein lysates were generously provided by Dr. Xuesong Zhang and Dr. Martin Blaser using the BugBuster
Protein extraction reagent (Novagen; Darmstadt, Germany), and
stored at a protein concentration above 0.4 mg ml21 at –80uC
until use. Introduction [3]; (2) traced the annotated functions of 15% of microbial
proteins in COMBREX to their experimental sources; (3)
developed a novel gene recommendation system to encourage
new experiments for those proteins that would have implications
for the largest number of additional proteins; and (4) directly
funded the experimental testing of numerous microbial proteins
using a novel small-grant model. Our ability to accurately assign gene function lags far behind the
tremendous progress made in DNA sequencing. The value of
completed sequence would be significantly enhanced if we were
able to more completely interpret the complement of genes within
genomes. Today, we are typically unable to assign functions to
approximately 30% of genes in a new microbial genome, about
the same fraction that was not annotated in the first sequenced
genome, Haemophilus influenzae Rd in 1995 [1]. Given the rapid
increases in the production of DNA sequence data associated with
microbiomes and meta-genomes, this issue becomes ever more
acute. Based on a community consensus, COMBREX emphasizes the
results from rigorous, direct biochemical experiments, and is
therefore willing to entertain hypotheses for specific gene function
from the broadest spectrum of sources - experimental, computa-
tional, and even ‘‘intuition-based’’ hypotheses based on detailed
experience. This mindset was adopted in recognition of the
difficulties associated with experimentally approaching the ‘‘hy-
pothetical protein.’’ To address this general issue, we initiated COMBREX
(COMputational BRidges to EXperiments, http://combrex.bu. edu) in order to coordinate the efforts of computational and
experimental biologists, and to serve as a standard repository for
protein function data (predictions, hypotheses and experimental
validations) [2]. As part of this effort, COMBREX has: (1) created
the Gold Standard Database of experimentally characterized
proteins (GSDB) in conjunction with UniProt, NCBI and JCVI Helicobacter pylori is a major human pathogen that has been
associated with the development of gastritis, gastric ulcers and
stomach cancer. Despite its clinical importance, and the large
amount of literature devoted to various aspects of its biology,
COMBREX documented experimental support for the functions
of only 399 of the nearly 1600 proteins-coding genes in H. pylori. PLOS ONE | www.plosone.org 1 June 2013 | Volume 8 | Issue 6 | e66605 Biochemistry of Six Proteins from H. pylori Cloning, expression and purification of recombinant
proteins Cloning, expression and purification of recombinant
proteins the range of pH 4.0–9.5, and the temperature dependence in the
range of 30–70uC. The buffers used were: citrate (pH 4.0–5.0),
acetate (pH 5.0–6.0), 2-(N-morpholino) ethanesulfonic acid (MES)
(pH 6.0–7.0), 4-(2-hydroxyethyl)piperazine-1-ethanesulfonic acid
(HEPES)
(pH 7.0–8.0),
Tris-HCl
(pH 8.0–9.0)
and
glycine
(pH 9.0–9.5), all at 100 mM. The pH was adjusted at 25uC. In
all cases, one unit of the enzyme was defined as the amount of
enzyme that catalyzed the formation of 1 mmol of reaction product
per minute at 30uC. Three independent experiments were
performed for each parameter and graphs were plotted using
mean values and standard deviations wherever appropriate. In all
cases, for the characterization of isolated protein material, the
absorbance was measured using a BioTek Synergy HT spectro-
photometer. The following assays were performed. p
Genomic DNA was extracted from H. pylori ATCC 26695 by
DNA Maxi Kit (Qiagen) according to manufacturer’s protocol. The recombinant plasmids for the (His)6-tagged proteins were
constructed by PCR amplification of the corresponding gene from
H. pylori ATCC 26695 genomic DNA. The oligonucleotide
primers used for PCR were designed to complement the
TOPO-Cloning system from Invitrogen or In-Fusion Cloning
system from Clontech and were as follows: HP0267 (Fwd 59-CAC
CAT GCA AGA AAT CAT AGG AGC GTC-39 and Rev 59-
TTA GAT CAC CCT TTT CCC CCC TAA AAA C-39),
HP0310 (Fwd 59-CAC CAT GGC AAA AGA AAT TTT AGT
GG-39 and Rev 59-CTA TTT TTT TCT AGG GTT TCG-39),
HP0959 (Fwd 59-ACC ACG GTG GTC ATA TGG CGT TAG
TTA AGG AAG TGT TGG TAG-39 and Rev 59-GTT AAC
CTT ACT CGA GTT AAA TGA TTT GCA AGG GGT TTT
TAA AAT TCT C-39), HP1037 (Fwd 59-CAC CAT GAA AGG
ATT AGA AAG AGA ATC G-39 and Rev 59-TCA CAA AAG
CTC AGA CCT AGA-39), HP1042 (Fwd 59-CAC CAT GAT
GCA AGT TTA CCA CCT TTC-39 and Rev 59-TTA AGC
GTT GTT GAA GAT TTC-39), and HP1079 (Fwd 59-CAC
CAT GAT TCA GTC TGT TCG CAT C-39 and Rev 59-TTA
ACC AAA AAG ATT CTC TTC-39). The amplified gene inserts
were cloned into the pET200/D-TOPO
vector using the
Champion pET Directional TOPO Expression Kit from Invitro-
gen, or into the pCOATexp mH6 vector (a gift from Shaorong
Chong, New England Biolabs) after digestion with NdeI and XhoI
using the In-Fusion HD cloning. Recombinant plasmids were
transformed into One Shot TOP10 Chemically Competent E. Cloning, expression and purification of recombinant
proteins coli
(Invitrogen) or Stellar Competent E. coli (Clontech). From the
transformed E. coli, recombinant plasmids were purified by
QuickClean II Plasmid Miniprep Kit (GenScript), and sequenced
by GENEWIZ to confirm the identity of the construct. The
purified recombinant plasmids for the (His)6-tagged proteins were
transformed into BL21(DE3) Competent E. coli (New England
Biolabs) or T7 Express lysY/Iq Competent E. coli (New England
Biolabs). Single colonies were grown overnight in LB broth
containing ampicillin or kanamycin at 37uC. Larger volume
cultures were inoculated from the overnight growth. When these
cultures achieved an OD600 value of ,0.6, recombinant protein
expression was induced by 0.5 mM isopropyl-b-D-thiogalactopyr-
anoside (IPTG). After additional incubation at ,20uC, cells were
harvested and stored at –80uC. The frozen cell pellets were
resuspended in lysis buffer (50 mM Tris-HCl, pH 8.0, 300 mM
NaCl, 10 mM imidazole, 10% glycerol, 5 mM b-mercaptoetha-
nol) containing EDTA-free Protease Inhibitor Cocktail (Roche),
lysed via sonication, and then 0.1% Triton X-100 was added. Recombinant proteins were purified from the cell-free supernatant
by using Ni-NTA agarose (Qiagen). After washing, recombinant
proteins were eluted with imidazole (50 mM Tris-HCl, pH 8.0,
300 mM NaCl, 250 mM imidazole, 10% glycerol, 5 mM b-
mercaptoethanol, 0.1% Triton X-100). The purified proteins were
analyzed by SDS-polyacrylamide gel electrophoresis. Protein
concentration was determined using the Bio-Rad Bradford Protein
Assay. Biochemical characterization 1. Acetyl esterase (HP0310) – Esterase kinetic parameters were
initially assayed using p-nitrophenyl (pNP) esters [13] with minor
modifications. Briefly, kinetic parameters were calculated by
adding 0–12 nM enzyme solution and 0–2 mM pNP ester to
190 ml buffer. The reaction was followed spectrophotometrically
measuring the release of p-nitrophenol at 405 nm. Substrates
tested included pNPacetate, pNPpropionate and pNPbutyrate. The
standard acetyl esterase assay was performed in 100 mM sodium
acetate buffer, pH 6.0 and 30uC. Under our experimental
conditions, the absorption coefficient for pNP was measured as
3021 M21 cm21. For other pHs, the absorption coefficient was
calculated. The release of acetate from acetylated polymeric
substrates chitin, chitosan and xylan was measured using phenol
red as pH indicator [14]. Each well in a 96-well microtiter plate
contained 0–12 nM enzyme solution, 0–100 mg ml21 substrate,
and 0.911 mM phenol red in 200 ml of 5 mM N-(2-hydroxyethyl)-
piperazine-N’-(3-propanesulfonic acid (EPPS) buffer (pH 8.0). The
acetate release was colorimetrically monitored at 550 nm. Cloning, expression and purification of recombinant
proteins Stock
solutions (500 mg ml21 in dimethylsulfoxide, DMSO) of substrates
were prepared immediately prior to use. Under our experimental
conditions, the absorption coefficient for phenol red was measured
as 8450 M21 cm21. Acetylated xylan and chitosan were prepared
by incubating the substrates with pyridine:acetic anhydride (1:1) at
25uC for 48 hrs followed by the recovery of acetylated products by
evaporation with ethanol [10]. The standard acetyl esterase assay
contained [E]o = 12 nM, [acetylated xylan] = 10 mg ml21,
5 mM EPPS buffer, pH 8.0, 0.45 mM phenol red in a total
volume of 200 ml, at 30uC. 2. Adenosine deaminase (HP0267) – The deamination of adenine or
adenosine was determined in a 96-well microtiter plate using a
coupled assay with glutamate dehydrogenase (GDH; Roche
Applied Science, Mannheim, Germany) [15], in which the
formation of ammonia was followed at 340nm in the presence of
0–12 nM
enzyme
solution,
0–2 mM adenine
or
adenosine,
0.15 mM NADH, 25 mM R-ketoglutarate and 5 mg ml21 GDH
in a final volume of 200 ml. The standard adenosine aminohy-
drolase assay contained [E]o =
12 nM, [adenosine] 1 mM,
[NADH] 0.15 mM, [R-ketoglutarate] 25 mM, [GDH] 5 mg
ml21,
100 mM
HEPES
(pH
7.5),
at
30uC. For
purified
recombinant protein, biochemical activity was assayed using two
methods, the first being the coupled GDH assay, and second by
following the decrease of absorbance of the substrate adenosine at
265 nm using Infinite M 200 PRO (TECAN) in the presence of
50 mM potassium phosphate, pH 7.6, and 0.045 mM adenosine
or adenine. Kinetic parameters were determined at 25uC using
90 nM of enzyme and various concentrations of adenosine
(ranging from 0 to 1 mM) [16,17]. Protein enrichment via affinity purifications As
the
focus
of this
paper
is
the
in
vitro
biochemical
characterization of recombinant proteins, a full description of
these methods will be described in detail in a forthcoming
publication. Briefly, total cell lysates containing 10 mg total protein
in 100 ml phosphate buffered saline (PBS) were incubated for 5
mins with 10 mg gold nano-particles coated with various substrate
analogs. Nano-particles were produced as indicated [9]. Nano-
particles (,10 mg in 100 ml of PBS) were mixed with 100 ml of a
solution containing potential substrates (0.2 mg ml21 in PBS) in
closed vials and incubated overnight at 4uC in an orbital shaker. The substrates utilized were adenine, acetylated xylan [10],
guanosine-5’-triphosphate (GTP)/dihydroneopterin triphosphate
(both at equal amount), succinyl-Ala-Ala-Ala-p-nitroanilide, cyclic
adenosine monophosphate (cAMP) and GTP. The suspension was June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 2 Biochemistry of Six Proteins from H. pylori Results After 15 min incubation at room temperature, the mixture was
centrifuged and the excess of iodine was eliminated from the
supernatant by the addition of 100 ml of 2.0% ascorbic acid (in the
above buffer), followed by the addition of 120 ml of 1 N NaOH
and alkaline phosphatase (12.5 units; Roche Applied Science,
Mannheim, Germany) at 37uC for 100 min. Reaction product was
detected spectrofluorometrically: lex of 350 nm and lem of
450 nm [22]. The standard GTP cyclohydrolase assay contained
[E]o = 12 nM, [GTP] 0.2 mM, 100 mM sodium citrate (pH 4.0),
at 30uC. For purified recombinant protein, cyclohydrolase activity
was measured by monitoring absorbance at 330 nm, with the
following reaction conditions: 0.2 mM GTP in 100 mM Tris-HCl,
pH 8.0, 100 mM KCl, and 2.5 mM EDTA [23]. y
y
(
)
HP1037 - HP1037 is annotated as a ‘‘hypothetical protein’’ with
a predicted mass of 40.8 kDa, and with two identified domains,
Creatinase_N and Peptidase_M24 (Pfam). HP 1037 has previously
been predicted as an aminopeptidase based on sequence homology
to characterized proteins [24]. This protein was isolated using
nano-particles coated with succinyl-Ala-Ala-Ala-p-nitroanilide. As
shown in Table 1, the protein was able to cleave five different
aminopeptides tested, with N-succinyl-Ala-Ala-Ala-Pro-Phe-p-ni-
troanilide being preferred. This result can be explained by the up
to 9-fold greater kcat value and the up to 5.5-fold lower Km value
for this substrate. Both, p-nitroanilide (PNA) and methylcoumarine
amide derivatives were accepted as substrates, with substrates
containing multiple alanines (i.e. N-succinyl-Ala-Ala-Ala-Pro-Phe-
p-nitroanilide and succinyl-Ala-Ala-Ala-p-nitroanilide) being pre-
ferred (Table 1): kcat values from one to two orders of magnitude
higher. In addition, further tests of enzyme activity with different
peptide
substrates
suggest
cleavage
specificity
for
peptides
containing the following amino acids, Ala, Pro, Phe, Arg Phe,
Leu, Val and/or Tyr. With N-Succinyl-Ala-Ala-Ala-Pro-Phe-p-
nitroanilide, HP1037 demonstrated maximum activity at pH 4.0–
5.0 and about 40uC. Therefore, HP1037 should be considered an
‘‘aminopeptidase’’ (EC 3.4.11.-). 6. Phosphodiesterase (HP1042 assay) – Phosphodiesterase activity
was measured in a 96-well microtiter plate by following the
hydrolysis of the chromogenic substrate bis-p-nitrophenyl phos-
phate (bis-pNPP) in a reaction mixture containing enzyme solution
(0-20 nM) and a substrate solution (1–5 mM), and 1.0 mM MnCl2
in a final volume of 200 ml, at 410 nm. Results Total protein lysate was prepared from H. pylori ATCC 26695
grown on TSA plates, and the clarified lysate was incubated with
six substrate-coated nano-particles as described in Materials and
Methods. Captured proteins were digested with trypsin and
analyzed by mass spectrometry, or, alternatively isolated from
nano-particles and tested for biochemical activities suggested by
the attached substrates. For those cases in which appropriate
biochemical activity was observed, the genes encoding the proteins
identified by mass spectrometry were cloned into a vector
containing sequence for an N-terminal His-tag epitope using
standard recombinant DNA methodology. Proteins were ex-
pressed in E. coli BL21(DE3), and purified using immobilized
metal affinity chromatography. Purified recombinant protein was
tested for the biochemical activity initially observed. The detailed
functional roles of six previously unannotated proteins are
described below. 4. ATPase/GTPase activity (HP1079) 2 The hydrolysis of
nucleotide triphosphates (NTP) was tested in 200 ml mixtures
containing enzyme solution (0–20 nM), NTP (0–5.0mM), 10 mM
MgCl2, and 10% glycerol (v v21) [19]. Reactions were incubated
at the indicated temperature and pH for 30 min, after which
reactions were stopped by the addition of 80 ml of a color reagent
(3:1 ratio of 0.045% malachite green and 4.2% ammonium
molybdate in 4 N HCl) and 100 ml of 34% citric acid solution. After incubation at room temperature for 30 min, the absorbance
was measured at 660 nm. The standard NTPase assay contained
[E]o = 12 nM, [ATP] 3 mM, 100 mM sodium acetate (pH 6.0), at
30uC. For purified recombinant protein, optimal ATP hydrolysis
was observed 20 mM Tris-HCl (pH 8.0), 0.57 mM EDTA, 5 mM
MgCl2, 133 mM NaCl, 3 mM KCl, 3 mM ATP. The mixture
containing enzyme was incubated at 37uC for 1 hr. Liberated Pi
was assayed with Malachite Green Phosphate Assay Kit (BioAssay
Systems) according to manufacturer’s protocol [20,21]. HP0959 - HP0959 is annotated as a ‘‘hypothetical protein’’ with
a predicted mass of 26.8 kDa. This protein was isolated using
nano-particles coated with both GTP and dihydroneopterin
triphosphate, and it was subsequently tested for its ability to
hydrolyze GTP to form dihydroneopterin triphosphate. The
protein did show a high affinity (Km of 0.04060.005 mM) and
activity (kcat of 2593629.0 min21) for the substrate (Table 1); no
product was detected when GTP was replaced by GDP, GMP,
ATP, CTP and UTP. Biochemical characterization Biochemical characterization was performed twice, once on
isolated protein material and once on recombinant purified
protein. Km, Vmax, and kcat values were determined using
nonlinear regression to fit the values for initial velocity and
substrate concentration to the Michaelis-Menten equation. Unless
otherwise indicated, the pH dependence of a reaction was tested in 3. Aminopeptidase (HP1037) – Enzyme activities toward amino
acidic derivatives (Xaa) of p-nitroanilide (Xaa-pNA) derivatives
were determined in a 96-well microtiter plate by adding an 3. Aminopeptidase (HP1037) – Enzyme activities toward amino
acidic derivatives (Xaa) of p-nitroanilide (Xaa-pNA) derivatives
were determined in a 96-well microtiter plate by adding an June 2013 | Volume 8 | Issue 6 | e66605 June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 3 Biochemistry of Six Proteins from H. pylori enzyme solution (0–20 nM) and a substrate solution in DMSO (1–
20 mM) in a final volume of 200 ml and continuously monitored
the increase in absorption at 405 nm caused by the release of p-
nitroaniline [18]. The initial activity rate was determined from the
linear part of the optical density profile (e405nm of 10600 M21
cm21). The hydrolysis of Phe-Arg-methylcoumarine amide and
succinyl-Leu-Leu-Val-Tyr-methylcoumarine amide was recorded
under the same conditions, but monitoring the free amino methyl
coumarine fluorimetrically (lex = 380 nm and lem = 460 nm). Buffer was supplemented with 5 mM calcium chloride and 0.1%
w v21 Brij. The standard aminopeptidase assay contained [E]o =
12 nM, [N-succinyl-Ala-Ala-Ala-Pro-Phe-p-nitroanilide] 3 mM,
100 mM sodium citrate (pH 4.5), at 30uC. For purified recombi-
nant protein, the substrate tested was N-Succinyl-Ala-Ala-Pro-
Phe-p-nitroanilide and the buffer used was 100 mM citrate buffer,
pH 4.5, the observed optimum for the isolated material. All other
aspects of the assay were identical. containing 0–5 mM of substrate, and 0.1 mM MnCl2. After 20
min incubation at the indicated temperature and pH with enzyme
solution (0–20 nM), 1 unit of alkaline phosphatase (Roche Applied
Science, Mannheim, Germany) was added and the reaction was
incubated for an additional 10 min at 30uC. Liberated Pi was
assayed with malachite green reagent, as described above. The
standard phosphodiesterase assay contained [E]o = 12 nM, [bis-
pNPP] 2.0 mM, 100 mM sodium citrate (pH 4.5), at 30uC. Results HP0959 was observed to have peak activity
at about 35uC, and approximately at pH 4.0, with a strong
decrease above those values (Figure 1). Biochemical activity was
also
confirmed
using
the
method
of
[23]
by
monitoring
absorbance at 330 nm. Therefore, HP0959 should be considered
as a ‘‘GTP cyclohydrolase l’’ (EC 3.5.4.16). 5. GTP cyclohydrolase (HP0959) – The conversion of GTP to
dihydroneopterin triphosphate, cyclohydrolase enzymatic activity,
was tested in a 96-well microtiter plate with 500 mM GTP,
2.5 mM ethylenediaminetetraacetic acid (EDTA), 0.05 M KCl,
and 10% glycerin (v v21) in 100 ml. Reactions were carried out for
2 hrs in darkness. The reaction was terminated by adding 1.1 ml
of the above buffer (lacking GTP) and 100 ml ml of an acidic
iodine solution (1% I2 and 2% potassium iodide in 1 N HCl) [22]. After 15 min incubation at room temperature, the mixture was
centrifuged and the excess of iodine was eliminated from the
supernatant by the addition of 100 ml of 2.0% ascorbic acid (in the
above buffer), followed by the addition of 120 ml of 1 N NaOH
and alkaline phosphatase (12.5 units; Roche Applied Science,
Mannheim, Germany) at 37uC for 100 min. Reaction product was
detected spectrofluorometrically: lex of 350 nm and lem of
450 nm [22]. The standard GTP cyclohydrolase assay contained
[E]o = 12 nM, [GTP] 0.2 mM, 100 mM sodium citrate (pH 4.0),
at 30uC. For purified recombinant protein, cyclohydrolase activity
was measured by monitoring absorbance at 330 nm, with the
following reaction conditions: 0.2 mM GTP in 100 mM Tris-HCl,
pH 8.0, 100 mM KCl, and 2.5 mM EDTA [23]. 5. GTP cyclohydrolase (HP0959) – The conversion of GTP to
dihydroneopterin triphosphate, cyclohydrolase enzymatic activity,
was tested in a 96-well microtiter plate with 500 mM GTP,
2.5 mM ethylenediaminetetraacetic acid (EDTA), 0.05 M KCl,
and 10% glycerin (v v21) in 100 ml. Reactions were carried out for
2 hrs in darkness. The reaction was terminated by adding 1.1 ml
of the above buffer (lacking GTP) and 100 ml ml of an acidic
iodine solution (1% I2 and 2% potassium iodide in 1 N HCl) [22]. Results The measurement of
phosphodiesterase activity against several 29,39- and 39,59-cyclic
nucleoside monophosphates was based on the alkaline phospha-
tase-sensitive nucleotide product as follows: 200 ml mixtures June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 4 Biochemistry of Six Proteins from H. pylori Table 1. Kinetic parameters of native pure proteins directly isolated from Helicobacter pylori. Table 1. Kinetic parameters of native pure proteins directly isolated from Helicobacter pylori. Enzyme
Substratea
Km (mM)bc
Vmax (mmol ml21 min21)
kcat (min21)
kcat/Km (s21 mM21)
HP0267
Adenosine (Native protein)
0.3260.19 (0.032–2)
33.7563.99
11016151 (0.3–10800)
57.3 (30–150)
Adenine (Native protein)
2.0460.16 (0.0147–6.6)
0.00360.001
0.4760.13 (330–804)
0.004
6-Chloroadenine
n.d. n.d. n.d. Adenosine (Recombinant protein)
1.2960.24 (0.0147–6.6)
0.0360.001
331610 (0.3–10800)
4.28 (30–150)
HP0310
Chitin
0.8560.14
6.9060.78
775658
15.2
Chitosan
0.8560.11
5.0160.21
968613
18.9
Acetylated xylan
0.4160.03
73.764.5
2549689
103
pNPacetate
0.1860.05 (0.00186–0.9)
37.461.7
1209655 (2856)
112
HP0959
GTP
0.04060.005 (0.004–980)
1.4260.06
2593629 (0.066–0.21)
1080
HP1037
NSAAAPPpNA
1.3860.09
18.261.5
1145639
13.8
PGPApNA
7.5660.27
1.4260.06
23.260.6
0.05
SAAApNA
1.1260.30
1.5460.13
12265
1.8
PAMCA
7.4360.36
0.7560.09
10.260.4
0.02
SLLVTMCA
4.0660.13
0.7860.07
4.660.2
0.02
HP1042
bis-pNPP
0.5360.04
1.1360.10
1085612
34.1
cAMP
0.8860.12 (0.000079–7)
2.0160.07
2008673 (0.0558–34020)
38
cGMP
0.8260.15 (0.00002–1)
5.1360.20
957682 (252–40020)
19.5
HP1079
ATP
1.0260.05 (0.001–0.98)
319621
9.361.2 (1.14–7980)
0.15
GTP
0.5860.05 (0.0008–0.85)
122611
0.5760.12 (0.108–1260)
0.02
aAbbreviations: bis-pNPP, bis-p-nitrophenyl phosphate; NSAAAPPpNA, N-succinyl-Ala-Ala-Ala-Pro-Phe-p-nitroanilide; PGPApNA, pyroglutamyl-Pro-Arg-p-nitroanilide;
SAAApNA, succinyl-Ala-Ala-Ala-p-nitroanilide; PAMCA, Phe-Arg-methylcoumarine amide; SLLVTMCA, succinyl-Leu-Leu-Val-Tyr-methylcoumarine amide. bKinetic parameters determined at 30uC as described in Figure 1 legend and Materials and Methods. cPreviously reported numbers for the kinetic parameters are obtained from Brenda [26], and listed in parentheses. doi:10.1371/journal.pone.0066605.t001 Km (mM)bc
Vmax (mmol ml21 min21)
kcat (min21)
kcat/Km (s21 mM21) aAbbreviations: bis-pNPP, bis-p-nitrophenyl phosphate; NSAAAPPpNA, N-succinyl-Ala-Ala-Ala-Pro-Phe-p-nitroanilide; PGPApNA, pyroglutamyl-Pro-Arg-p-nitroanilide;
SAAApNA, succinyl-Ala-Ala-Ala-p-nitroanilide; PAMCA, Phe-Arg-methylcoumarine amide; SLLVTMCA, succinyl-Leu-Leu-Val-Tyr-methylcoumarine amide. bKinetic parameters determined at 30uC as described in Figure 1 legend and Materials and Methods. cPreviously reported numbers for the kinetic parameters are obtained from Brenda [26], and listed in parentheses. doi:10.1371/journal.pone.0066605.t001 (EC HP1042 - HP1042 is annotated as a ‘‘hypothetical protein’’ with
a predicted mass of 40.2 kDa, and one domain DHH phosphatase
family (Pfam). The protein was isolated using nano-particles
coated with cAMP. The protein showed significant activity (kcat of
1085611.7 min21) towards the synthetic substrate bis-p-nitrophe-
nyl phosphate (bis-pNPP), a general substrate for phosphodiester-
ases and nucleases. The biochemical activity of HP1042 against
naturally occurring phosphodiesters such as cyclic nucleotides and
phospholipids was tested further. Results No phosphohydrolase activity
was found toward various phosphatidylcholine and phosphorylat-
ed sugars, but it was observed for the cyclic nucleotides cAMP and
cyclic guanosine monophosphate (cGMP) (Table 1), with a (kcat/
Km)cAMP/(kcat/Km)cGMP factor of ,2. cAMP was found as the best
substrate tested, mainly due to the about 2-fold greater kcat value as
compared to bis-pNPP and cGMP. In all cases, the protein had an
absolute requirement for Mn2+ (maximum activity was achieved
when [MnCl2] . 5 mM). The apparent dissociation (Kd) constant
for Mn2+, calculated from the dependence of phosphodiesterase
activity of HP1042 on Mn2+ concentration, was determined to be
Kd of 2.2660.15 mM. With bis-pNPP and cAMP as substrates,
HP1042 demonstrated maximum activity at pH from 4.0 to 4.5,
and at temperatures ranging from 30 to 40uC (Figure 1). According to activity features, the protein HP1042 should be considered as a 3’,5’-cyclic-nucleotide phosphodiesterase (EC
3.1.4.17). as a 3’,5’-cyclic-nucleotide phosphodiesterase (EC HP1079 - HP1079 is annotated as a ‘‘hypothetical protein’’ with
a predicted mass of 42.9 kDa, possessing an ATPase domain and
observed to interact with urease [25]. In this assay, it was found to
be able to bind to nano-particles coated with both ATP and GTP
with
most
efficient
capture
by
GTP-coated
nano-particles. However, kcat/Km was found to greater for ATP than GTP by a
factor of ,7.5 (Table 1). Hydrolysis of other nucleotides, CTP,
GTP, TTP and ADP, were also studied, but the activity levels
were too low to be determined adequately. We further analyzed
different divalent metal ions (Mg2+, Cu2+, Co2+, Zn2+, Ca2+, Mn2+
and Ni2+ - 8 mM each) in an ATPase assay to define the cofactor
requirement of HP1079. Only Ca2+ was found to affect enzyme
activity, but contradictory results were observed with the native
protein (slight increase in ATPase activity) and the recombinant
protein (inhibition by Ca2+), which require further clarification. With both substrates, HP1079 demonstrated maximum activity at
pH from 5.5 to 6.5 (being optimal at pH 6.0), and 45uC (Figure 1). Therefore, the protein HP1079 should be considered as an
ATPase/GTPase. HP0267 - HP0267 is annotated as a ‘‘chlorohydrolase’’ with a
predicted mass of 45.5 kDa, and a protein domain Amidohydro_1
from the amidohydrolase family. HP0627 protein was isolated HP0267 - HP0267 is annotated as a ‘‘chlorohydrolase’’ with a
predicted mass of 45.5 kDa, and a protein domain Amidohydro_1
from the amidohydrolase family. Results HP0627 protein was isolated June 2013 | Volume 8 | Issue 6 | e66605 June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 5 Biochemistry of Six Proteins from H. pylori Figure 1. Optimal temperature (upper) and pH (lower) for hypothetical proteins from H. pylori. The heat map colors represent the relative
percentages of activity (in terms of kcat) as compared to the maximum (100%) within each enzyme. kcat values were determined using nonlinear
regression to fit the values for initial velocity and substrate concentration to the Michaelis-Menten equation as described in Materials and Methods. The pH dependence of a reaction was tested in the range of pH 4.0–9.5 at 30uC, and the temperature dependence in the range of 30–70uC at the
optimal pH (4.0 for HP0142 and HP0959; 6.0 for HP0179 and HP0310; 7.5 for HP0267; and 4.5 for HP1037). The buffers used were: citrate (pH 4.0–5.0),
acetate (pH 5.0–6.0), MES (pH 6.0–7.0), HEPES (pH 7.0–8.0), Tris-HCl (pH 8.0–9.0) and glycine (pH 9.0–9.5), all at 100 mM. Reaction conditions: [E]o =
0–12 nM, [substrate: HP0310 (pNPacetate and acetylated xylan), HP0267 (adenosine), HP1037 (N-succinyl-Ala-Ala-Ala-Pro-Phe-p-nitroanilide), HP1079
(ATP), HP0959 (GTP), HP1042 (bis-pNPP)] ranging from 0 to 20 mM. Three independent experiments were performed for each parameter and graphs
were plotted using mean values. doi:10.1371/journal.pone.0066605.g001 Figure 1. Optimal temperature (upper) and pH (lower) for hypothetical proteins from H. pylori. The heat map colors represent the relative
percentages of activity (in terms of kcat) as compared to the maximum (100%) within each enzyme. kcat values were determined using nonlinear
regression to fit the values for initial velocity and substrate concentration to the Michaelis-Menten equation as described in Materials and Methods. The pH dependence of a reaction was tested in the range of pH 4.0–9.5 at 30uC, and the temperature dependence in the range of 30–70uC at the
optimal pH (4.0 for HP0142 and HP0959; 6.0 for HP0179 and HP0310; 7.5 for HP0267; and 4.5 for HP1037). The buffers used were: citrate (pH 4.0–5.0),
acetate (pH 5.0–6.0), MES (pH 6.0–7.0), HEPES (pH 7.0–8.0), Tris-HCl (pH 8.0–9.0) and glycine (pH 9.0–9.5), all at 100 mM. Reaction conditions: [E]o =
0–12 nM, [substrate: HP0310 (pNPacetate and acetylated xylan), HP0267 (adenosine), HP1037 (N-succinyl-Ala-Ala-Ala-Pro-Phe-p-nitroanilide), HP1079
(ATP), HP0959 (GTP), HP1042 (bis-pNPP)] ranging from 0 to 20 mM. Three independent experiments were performed for each parameter and graphs
were plotted using mean values. Results doi:10.1371/journal.pone.0066605.g001 (Table 1) [26]. However, the ratio Kcat/Km is lower for the
recombinant protein than previous observations. While the precise
reasons for the differences in activity are unclear, there does
appear to be slight differences in the catalytic ability of the native
and recombinant proteins, even after confirmation of the cloned
sequence, and they are currently being investigated. We tentatively
suggest that HP0267 be considered as an ‘‘adenosine deaminase’’ (EC
3.5.4.4), with slight ability to hydrolyze adenine (EC 3.5.4.2 - and
see Discussion). using nano-particles coated with adenine. The native protein was
tested for its ability to hydrolyze adenine and a chloro- derivative,
6-chloroadenine, as well as adenosine (Table 1). The protein did
show a high affinity (Km of 0.3260.19 mM) and activity (kcat of
11016151 min21) for adenosine. A very weak activity with
adenine was detected, and a reduction in the catalytic efficiency
with this substrate was mainly due to a 2330-fold reduction in the
kcat as compared to adenosine. No activity toward chloroadenine
was observed. Optimal activity with adenosine was observed
around 45uC and pH 7.5, making it the only protein of the group
tested to show greatest activity at neutral or alkaline conditions
(retaining . 70% maximum activity at pH 9.0, but with only 6%
activity at pH 4.5). However, for the purified recombinant protein,
biochemical activity was only observed using adenosine as a
substrate, but not for adenine. This was observed using two
different assay methods, both of which produced reasonable Km
and Kcat values when compared to other characterized enzymes using nano-particles coated with adenine. The native protein was
tested for its ability to hydrolyze adenine and a chloro- derivative,
6-chloroadenine, as well as adenosine (Table 1). The protein did
show a high affinity (Km of 0.3260.19 mM) and activity (kcat of
11016151 min21) for adenosine. A very weak activity with
adenine was detected, and a reduction in the catalytic efficiency
with this substrate was mainly due to a 2330-fold reduction in the
kcat as compared to adenosine. No activity toward chloroadenine
was observed. Optimal activity with adenosine was observed
around 45uC and pH 7.5, making it the only protein of the group
tested to show greatest activity at neutral or alkaline conditions
(retaining . 70% maximum activity at pH 9.0, but with only 6%
activity at pH 4.5). June 2013 | Volume 8 | Issue 6 | e66605 Discussion The task of experimentally determining the function of genes for
which very little is known is a formidable task, but at the same
time, one of significant scientific need. The magnitude of the
problem increases daily as ever more DNA sequence is deposited
in public databases, and current progress appears slow. For
Mycobacterium tuberculosis H37Rv, when its genome was sequenced
in 1998, there were 912
genes designated
as ‘‘conserved
hypothetical’’ genes [32]. Today, there are still 906 genes with
this annotation. Many of these genes may have well-supported
hypotheses or preliminary data regarding their function in the
hands of experts engaged in their study, but this information is not
readily available to most scientists who might wish to understand
the biology of a particular organism. This highlights the need for
improved technologies and approaches to experimentally validate
protein molecular function. We summarize in Table 2 information related to the function of
the six genes and the corresponding gene products that were
studied in this paper. Prior to these studies, four of the six genes
were annotated as ‘‘hypothetical protein,’’ with one protein
labeled as ‘‘chlorohydrolase’’ based upon very distant sequence
similarity (21% sequence identity) to an experimentally validated
gene, atrazine chlorohydrolase from Pseudomonas sp. strain ADP. The sixth protein, HP0310, had been previously characterized as a
peptidoglycan deacetylase [27–30]. While the individual proteins
were not named informatively, four of the proteins belonged to
protein clusters with descriptive names (HP0267 - PRK08418,
HP0310 - CLSK865125, HP1037 - CLSK872355, and HP1042 -
CLSK872354), three of which were suggestive to the biochemical
activity was eventually observed. Interestingly, these four proteins
also possessed annotated domains (Pfam) [35] that in all four cases
could have been utilized to predict biochemical activity. COMBREX has focused on testing protein function in vitro. Within the framework of the Gene Ontology (GO) hierarchy of
functional descriptors [33], these functions would be classified
under the category of ‘‘molecular function.’’ Predictions of
biochemical function are frequently straightforward to test, and
results can usually be obtained that support or refute the
prediction unambiguously. Furthermore, once a biochemical
function is ascertained, it can directly lead to very specific
hypotheses of gene function in-vivo, allowing an experimentalist to
query those functions classified by the GO hierarchy as falling
under the heading ‘‘biological process.’’ The full computational
methodology underlying the COMBREX framework is described
in a subsequent publication (in review). Biochemistry of Six Proteins from H. pylori Synthetic substrate pNPace-
tate was also efficiently hydrolyzed, at slightly higher efficiency,
mainly due to a higher substrate affinity (about 2-fold lower Km
value) as compared to other acetylated substrates. Using acetylated
xylan and pNPacetate as substrates, the protein showed maximum
activity at 50uC, although it retains about 80% of the activity at
30–55uC, and was active at acidic pH ranging from 5.0 to 6.0,
being optimal at pH 6.0 (Figure 1). Taken together with previous
work, the protein HP0310 should be considered as a peptidogly-
can deacetylase (EC 3.5.1.104), while possessing general ‘‘acet-
ylesterase’’ (EC 3.1.1.6), and specific ‘‘acetylxylan esterase’’
activity (EC 3.1.1.72). was observed for the release of reduced sugars when monitored
using 3,5-dinitrosalicylic acid (DNS) according to Miller [31], nor
by measuring the release of xylose by the D-xylose Rapid Assay
kits (Megazyme, Bray, Ireland). By contrast, the enzyme was able
to efficiently release acetate groups from acetylated xylan,
acetylated chitin and acetylated chitosan (Table 1). Based on the
kcat/Km values, the protein functioned more efficiently with xylan
than chitin-like products by an order of magnitude. This result can
be explained by up to 3.2-fold greater kcat values and about 2-fold
lower Km value for acetylated xylan. Synthetic substrate pNPace-
tate was also efficiently hydrolyzed, at slightly higher efficiency,
mainly due to a higher substrate affinity (about 2-fold lower Km
value) as compared to other acetylated substrates. Using acetylated
xylan and pNPacetate as substrates, the protein showed maximum
activity at 50uC, although it retains about 80% of the activity at
30–55uC, and was active at acidic pH ranging from 5.0 to 6.0,
being optimal at pH 6.0 (Figure 1). Taken together with previous
work, the protein HP0310 should be considered as a peptidogly-
can deacetylase (EC 3.5.1.104), while possessing general ‘‘acet-
ylesterase’’ (EC 3.1.1.6), and specific ‘‘acetylxylan esterase’’
activity (EC 3.1.1.72). Results However, for the purified recombinant protein,
biochemical activity was only observed using adenosine as a
substrate, but not for adenine. This was observed using two
different assay methods, both of which produced reasonable Km
and Kcat values when compared to other characterized enzymes HP0310 - The protein product associated with HP0310 has
previously been identified as a peptidoglycan deacetylase PgdA
[27], and shown to contribute to bacterial survival [28,29]. A
crystal structure of the protein [30] reveals a structure compatible
with this activity, though notes a smaller than expected substrate
binding groove as crystallized. In our assay, this protein was
isolated using nano-particles coated with acetylated xylan. It was
first tested for its ability to hydrolyze acetylated xylan. No activity June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 6 Biochemistry of Six Proteins from H. pylori Biochemistry of Six Proteins from H. pylori When assigning biochemical activity to a protein isolated from
crude lysates, there is always the risk that the observed biochemical
activity is the result of a minor constituent in the isolated sample. For this reason, we cloned each of the identified target genes,
expressed them in E. coli, purified the overexpressed protein using
an epitope tag, and confirmed their biochemical activity in vitro. For testing biochemical activity on recombinant proteins, a
common pitfall is that cofactors or other protein subunits required
for activity will not be present, leading to false negatives. In this
paper, we attempted to minimize the combined risks by testing
biochemical activity on protein isolated from crude total cell
lysates, and on purified recombinant protein. In all cases reported
here, we observed essential agreement on the biochemistry of each
gene from the two protein sources, with one primary exception. When HP0267 is isolated directly from H. pylori lysate, it appears
as a single clean band on a polyacrylamide gel (Figure S1), and is
observed to hydrolyze adenosine very efficiently and to much
lower extent adenine. However with the cloned protein, we were
only able to observe activity towards adenosine, but that was with
a rather low specificity constant. A recent study presents a
metabolic model for purine metabolism in H. pylori [34] which
accounts for, and observes, both activities, but does not identify the
protein(s) responsible. According to the data shown by the isolated
protein, we tentatively favor its assignment as an adenosine
deaminase, capable of activity towards adenine, allowing for the
possibility that both activities may be relevant in vivo, and note that
genetics will likely soon provide clarification. was observed for the release of reduced sugars when monitored
using 3,5-dinitrosalicylic acid (DNS) according to Miller [31], nor
by measuring the release of xylose by the D-xylose Rapid Assay
kits (Megazyme, Bray, Ireland). By contrast, the enzyme was able
to efficiently release acetate groups from acetylated xylan,
acetylated chitin and acetylated chitosan (Table 1). Based on the
kcat/Km values, the protein functioned more efficiently with xylan
than chitin-like products by an order of magnitude. This result can
be explained by up to 3.2-fold greater kcat values and about 2-fold
lower Km value for acetylated xylan. Discussion Locus
COMBREX gene
annotation
COMBREX cluster
annotation
Protein Domains
Function based on
isolated native protein
and recombinant protein
Proposed EC Number
HP0267
Chlorohydrolase
Chlorohydrolase
Amidohydro_1
Adenosine deaminase
3.5.4.4
HP0310
Hypothetical protein
Polysaccharide deacetylase
polysaccharide
deacetylase
Acetyl esterase
3.1.1.6
Acetylxylan esterase
3.1.1.72
HP0959
Hypothetical protein
Hypothetical protein
-
GTP cyclohydrolase
3.5.4.16
HP1037
Hypothetical protein
X-Pro aminopeptidase
Creatinase_N
Aminopeptidase
3.4.11.-
Peptidase_M24
HP1042
Hypothetical protein
Putative phospho-esterase
RecJ-like
DHH phosphatase
Phosphodiesterase
3.1.4.17
HP1079
Hypothetical protein
Hypothetical protein
-
ATPase/GTPase
3.6.-.-
doi:10.1371/journal.pone.0066605.t002 We also explored the potential consequences of our biochemical
assignments on whole-organism H. pylori metabolic models - the
manually curated ilT341 flux balance model [39], and the
biochemical assignments made from automated sequence analysis
from Kyoto Encyclopedia of Genes and Genomes (KEGG) [40]. Three activities are not currently represented, even if their
activities
are
expected:
adenosine
deaminase,
EC
3.5.4.4;
acetylxylan
esterase,
EC
3.1.1.72;
phosphodiesterase,
EC
3.1.4.17. Two of the activities have insufficient specificity, but
peptidase and ATPase activity are well represented. Lastly, GTP
cyclohydrolase I activity, EC 3.5.4.16, is present, assigned to
HP0928, and we have now also assigned that activity to HP0959. Neither protein shares significant sequence similarity, nor do they
have common conserved domains, so it is likely that their in vivo
roles are quite different. The peptidoglycan deacetylase activity of
HP0310 has a documented role in conferring resistance to host
immune responses via reduced degradation by lysozyme [28]. The
acetylxylan esterase activity of this enzyme has not been One of the additional benefits of experimentally validating the
function of a protein annotated as ‘‘hypothetical protein’’ is that it
then can serve as a source of experimental information that
impacts other genes. This is one of the fundamental driving
concepts behind COMBREX’s efforts towards establishing a Gold
Standard Database of protein function (GSDB), identifying all
proteins for which the precise amino acid sequence is known and
its biochemical function has been published in the scientific
literature. These proteins can then serve as the foundation for the
annotation of newly sequenced genes. In Table 3, we highlight the
potential reach of the experimental validations reported here. In
column 4 we identify 725 proteins in COMBREX that have
BLAST E values lower (better) than 1025 over 80% of the query
and target full length sequence. These proteins are members of
clusters (NCBI ProtClustDB [38]) that have a total of over 1200
proteins. Discussion One of the remarkable adaptations of H. pylori is the ability to
thrive in the highly acidic milieu of the gastric environment, with
typical pH values , 3.5. H. pylori maintains an internal pH ,8.0
[36,37] by maintaining high levels of activity of the enzyme urease,
which produces ammonia and carbon dioxide, enabling it to
buffer large amounts of acid. The pH of the periplasmic space is
,6.2 over a range of external pHs, providing a proton motive
force of greater than 100 mV to enable the generation of ATP
[37]. We observe four different profiles for enzyme activity with
varying pH. We observe that HP0267 shows maximal adenosine
deaminase activity at approximately pH 7.5. HP0310 and HP1079
show maximal acetyl esterase and ATPase activity respectively in a
narrow pH range , 6.0. HP1037 exhibits aminopeptidase activity
over a broad range of pH, with significant measurable activity at
pH , 8.0, and maximal activity at pH , 5.0. Lastly, HP0959 and
HP1042 show significant GTP cyclohydrolase and phosphodies-
terase activity only at the very acidic pHs of # 4.0. This may
indicate protein localization in the cellular interior for HP0267, in
the periplasmic space for HP0310 and HP1079, with the enzymes
HP0959 and HP1042 either secreted or at the cellular surface. Our main contribution reported in this paper is deciphering the
function of six proteins that previously lacked functional annota-
tion in the clinically important microorganism, H. pylori ATCC
26695. Initial hypotheses were generated by a high throughput
screen using an affinity-based enrichment methodology to isolate
proteins that might bind/act upon the attached substrates. In our
case, gold-nano-particles are coated with select substrates, and
proteins with affinity toward those substrates can be isolated. Proteins that were isolated in this manner were identified by mass
spectrometry, and also used to test directly the biochemical activity
of interest. June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 7 Biochemistry of Six Proteins from H. pylori Table 2. Genes tested in this paper. References enriched from casts of two earthworm species. Appl Environ Microbiol 76:
5934–5946. 1. Fleischmann RD, Adams MD, White O, Clayton RA, Kirkness EF, et al. (1995)
Whole-genome random sequencing and assembly of Haemophilus influenzae
Rd. Science 269: 496–512. enriched from casts of two earthworm species. Appl Environ Microbiol 76:
5934–5946. 14. Janes LE, Lo¨wendahl C, Kazlauskas RJ (1998) Quantitative Screening of
Hydrolase Libraries Using pH Indicators: Identifying Active and Enantioselec-
tive Hydrolases. Chemistry - A European Journal 4: 2324–2331. 2. Roberts RJ, Chang YC, Hu Z, Rachlin JN, Anton BP, et al. (2011) COMBREX:
a project to accelerate the functional annotation of prokaryotic genomes. Nucleic
Acids Res 39: D11–14. 15. Kamat SS, Bagaria A, Kumaran D, Holmes-Hampton GP, Fan H, et al. (2011)
Catalytic mechanism and three-dimensional structure of adenine deaminase. Biochemistry 50: 1917–1927. 3. Madupu R, Richter A, Dodson RJ, Brinkac L, Harkins D, et al. (2012)
CharProtDB: a database of experimentally characterized protein annotations. Nucleic Acids Res 40: D237–241. 16. Murphy J, Baker DC, Behling C, Turner RA (1982) A critical reexamination of
the continuous spectrophotometric assay for adenosine deaminase. Anal
Biochem 122: 328–337. 4. Kuznetsova E, Proudfoot M, Sanders SA, Reinking J, Savchenko A, et al. (2005)
Enzyme genomics: Application of general enzymatic screens to discover new
enzymes. FEMS Microbiol Rev 29: 263–279. 17. Bergmeyer HU (1983). Methods of Enzymatic Analysis, 3rd ed. Deerfield Beach,
FL: Verlag Chemie. pp. 135–136. y
5. Proudfoot M, Kuznetsova E, Sanders SA, Gonzalez CF, Brown G, et al. (2008)
High throughput screening of purified proteins for enzymatic activity. Methods
Mol Biol 426: 331–341. 18. Hatanaka T, Yamasato A, Arima J, Usuki H, Yamamoto Y, et al. (2011)
Extracellular production and characterization of Streptomyces X-prolyl
dipeptidyl aminopeptidase. Appl Biochem Biotechnol 164: 475–486. 6. Goddard JP, Reymond JL (2004) Enzyme activity fingerprinting with substrate
cocktails. J Am Chem Soc 126: 11116–11117. 19. Rangrez AY, Abajy MY, Keller W, Shouche Y, Grohmann E (2010)
Biochemical characterization of three putative ATPases from a new type IV
secretion system of Aeromonas veronii plasmid pAC3249A. BMC Biochem 11:
10. J
7. Simon GM, Cravatt BF (2010) Activity-based proteomics of enzyme superfam-
ilies: serine hydrolases as a case study. J Biol Chem 285: 11051–11055. ilies: serine hydrolases as a case study. J Biol Chem 285: 11051–11 8. Cravatt BF, Wright AT, Kozarich JW (2008) Activity-based protein profiling:
from enzyme chemistry to proteomic chemistry. Supporting Information Figure S1
SDS-PAGE analysis of Coomassie-stained
proteins isolated using derivatized gold nano-particles. In four of the five instances only a single intense band is observed. In lane 5, two bands were observed, which were identified using
mass spectrometry as HP0803 and HP0959. GTP cyclohydrolase
activity was observed for HP0959, however HP0803 resisted
multiple attempts at cloning and expression in E. coli, it was not
pursued further. HP0803 only has one know protein domain,
DUF3943 (PF13084), and so its reason for binding to the
derivatized nano particle coated with guanosine-5’-triphosphate
(GTP) and dihydroneopterin triphosphate is unexplained. (Data
for HP0310 not shown.). (DOC) Acknowledgments We thank Xuesong Zhang and Martin Blaser for help in preparing protein
lysate from H. pylori, and Richard Roberts and Alexander Yakunin for
helpful discussion. Ultimately, biological understanding of a protein’s function
incorporates information related to the specific role of a protein (its
molecular function) and the biological process, or pathway, which
its molecular function impacts. That is, most biologists desire
information related to both its in vivo and in vitro role. We point out
that once a biochemical or in vitro function of a protein is
determined, genetic methods, such as phenotype observation on
knockout strains, can quickly lead to very specific hypotheses
about in vivo roles proteins may serve. These types of experiments
are frequently amenable to existing high-throughput approaches,
placing the onus on the scientific community of developing higher- Discussion Lastly, in the NR database, there are close to 11,000
proteins that have BLAST E values lower than 1025, many of
which might have their annotations affected by these observations. Table 3. Extended impact of genes identified. Table 3. Extended impact of genes identified. Locus
UniProt
Proposed Function
Similar Proteins in
COMBREXa
# Proteins in clusters with
similar proteinsb
Blast vs NRc
HP0267
O25046
Adenosine deaminase
148
519
646
HP0310
O25080
Acetylesterase
97
108
1374
HP0959
O25613
GTP cyclohydrolase
121
160
1536
HP1037
O25681
Aminopeptidase
290
353
6867
HP1042
O25683
Phosphodiesterase
29
33
172
HP1079
O25711
ATPase/GTPase
40
56
254
Totals:
725
1229
10849
aThe number of proteins in COMBREX which have BLAST E values , 161025, and alignment over 80% of both the query and target sequence. bThe number of proteins contained in the protein families (from NCBI ProtClustDB [38]) that have at least one BLAST hit, as defined above. cThe number of proteins in the NCBI Non-Redundant database (NR) which have BLAST E values ,161025. doi:10.1371/journal.pone.0066605.t003 Table 3. Extended impact of genes identified. aThe number of proteins in COMBREX which have BLAST E values , 161025, and alignment over 80% of both the query and target sequence. bThe number of proteins contained in the protein families (from NCBI ProtClustDB [38]) that have at least one BLAST hit, as defined above. cThe number of proteins in the NCBI Non-Redundant database (NR) which have BLAST E values ,161025. doi:10.1371/journal.pone.0066605.t003 June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 8 Biochemistry of Six Proteins from H. pylori documented to date for H. pylori, but it has been reported in
eukaryotic and prokaryotic organisms. Acetylxylan esterases are
important enzymes influencing the digestibility of plant cell-wall
material by cleaving the ester bonds and thus removing the acetyl
moieties from complex carbohydrates. It is possible that this
enzyme might play a role during infection, considering that xylan-
containing carbohydrate structures are among those commonly
consumed
by
humans
[41]. HP1042
was
identified
as
a
phosphodiesterase with EC number 3.1.4.17, an activity found
widely in the annotations of multi-cellular, eukaryotic, and
prokaryotic organisms, and plays an important role in purine
metabolism. Purine nucleotide salvage pathways are an integral
part of genome scale metabolism, required for utilizing purine
compounds from the environment. This pathway has been
demonstrated in H. Discussion pylori [34], but the proteins responsible for
adenosine deaminase and adenine deaminase activity were not
known. We find that HP0267 has strong adenosine deaminase
activity, and much weaker adenine deaminase activity, and could
potentially be responsible for one or both of these activities in vivo. A protein that possesses adenine deaminase activity exclusively
could be a potential drug target, since interference with the purine
nucleotide salvage pathway reduces growth, and the activity is not
observed in humans. throughput biochemical approaches in hopes of enabling our
knowledge of gene function to keep pace with our ability to
identify new genes through DNA sequencing. Author Contributions Conceived and designed the experiments: MS M. Ferrer. Performed the
experiments: HPC SJ SC MF RB JPA. Analyzed the data: HPC SJ SC MF
RB JPA M. Ferrer MS VM. Wrote the paper: MS M. Ferrer. Performed
the experiments on recombinant protein: HPC MS. Performed the
experiments on native protein: SJ SC M. Fernandez RB JPA. Provided
oversight of the informatics database used to derive the protein clusters and
sequence homology for the studied proteins: SK BA. Contributed the
conceptual implementation of COMBREX: SK MS. Biochemistry of Six Proteins from H. pylori 25. Stingl K, Schauer K, Ecobichon C, Labigne A, Lenormand P, et al. (2008) In
vivo interactome of Helicobacter pylori urease revealed by tandem affinity
purification. Mol Cell Proteomics 7: 2429–2441. 34. Miller EF, Vaish S, Maier RJ (2012) Efficiency of purine utilization by
Helicobacter pylori: roles for adenosine deaminase and a NupC homolog. PLoS
One 7: e38727. p
26. Scheer M, Grote A, Chang A, Schomburg I, Munaretto C, et al. (2011)
BRENDA, the enzyme information system in 2011. Nucleic Acids Res 39:
D670–676. 35. Punta M, Coggill PC, Eberhardt RY, Mistry J, Tate J, et al. (2012) The Pfam
protein families database. Nucleic Acids Res 40: D290–301. p
36. Sachs G, Meyer-Rosberg K, Scott DR, Melchers K (1996) Acid, protons and
Helicobacter pylori. Yale J Biol Med 69: 301–316. 36. Sachs G, Meyer-Rosberg K, Scott DR, Melchers K
Helicobacter pylori. Yale J Biol Med 69: 301–316. 27. Wang G, Olczak A, Forsberg LS, Maier RJ (2009) Oxidative stress-induced
peptidoglycan deacetylase in Helicobacter pylori. J Biol Chem 284: 6790–6800. 37. Sachs G, Scott DR, Weeks DL, Rektorscheck M, Melchers K (2001) Regulation
of Urease for Acid Habitation. In: Mobley HLT, Mendz GL, Hazell SL, editors. Helicobacter pylori: Physiology and Genetics. Washington (DC): ASM Press. 28. Wang G, Maier SE, Lo LF, Maier G, Dosi S, et al. (2010) Peptidoglycan
deacetylation in Helicobacter pylori contributes to bacterial survival by
mitigating host immune responses. Infect Immun 78: 4660–4666. 38. Klimke W, Agarwala R, Badretdin A, Chetvernin S, Ciufo S, et al. (2009) The
National Center for Biotechnology Information’s Protein Clusters Database. Nucleic Acids Res 37: D216–223. 29. Wang G, Lo LF, Forsberg LS, Maier RJ (2012) Helicobacter pylori
peptidoglycan modifications confer lysozyme resistance and contribute to
survival in the host. MBio 3: e00409–00412. 39. Thiele I, Vo TD, Price ND, Palsson BO (2005) Expanded metabolic
reconstruction of Helicobacter pylori (iIT341 GSM/GPR): an in silico
genome-scale characterization of single- and double-deletion mutants. J
Bacteriol 187: 5818–5830. 30. Shaik MM, Cendron L, Percudani R, Zanotti G (2011) The structure of
Helicobacter pylori HP0310 reveals an atypical peptidoglycan deacetylase. PLoS
One 6: e19207. 31. Miller GL (1959) Use of Dinitrosalicylic Acid Reagent for Determination of
Reducing Sugar. Analytical Chemistry 31: 426–428. 40. Kanehisa M, Goto S, Sato Y, Furumichi M, Tanabe M (2012) KEGG for
integration and interpretation of large-scale molecular data sets. Nucleic Acids
Res 40: D109–114. g
g
y
y
32. References Annu Rev Biochem 77: 383–
414. 20. Taussky HH, Shorr E (1953) A microcolorimetric method for the determination
of inorganic phosphorus. J Biol Chem 202: 675–685. 9. Abad JM, Mertens SF, Pita M, Fernandez VM, Schiffrin DJ (2005)
Functionalization of thioctic acid-capped gold nanoparticles for specific
immobilization of histidine-tagged proteins. J Am Chem Soc 127: 5689–5694. 21. Bonting SL, Simon KA, Hawkins NM (1961) Studies on sodium-potassium-
activated adenosine triphosphatase. I. Quantitative distribution in several tissues
of the cat. Arch Biochem Biophys 95: 416–423. 10. Fonseca Silva TC, Habibi Y, Colodette JL, Lucia LA (2011) The influence of the
chemical and structural features of xylan on the physical properties of its derived
hydrogels. Soft Matter 7: 1090–1099. p y
22. He A, Rosazza JP (2003) GTP cyclohydrolase I: purification, characterization,
and effects of inhibition on nitric oxide synthase in nocardia species. Appl
Environ Microbiol 69: 7507–7513. 11. Varela C, Mauriaca C, Paradela A, Albar JP, Jerez CA, et al. (2010) New
structural and functional defects in polyphosphate deficient bacteria: a cellular
and proteomic study. BMC Microbiol 10: 7. 23. Bracher A, Eisenreich W, Schramek N, Ritz H, Gotze E, et al. (1998)
Biosynthesis of pteridines. NMR studies on the reaction mechanisms of GTP
cyclohydrolase I, pyruvoyltetrahydropterin synthase, and sepiapterin reductase. J
Biol Chem 273: 28132–28141. 12. Perkins DN, Pappin DJ, Creasy DM, Cottrell JS (1999) Probability-based
protein identification by searching sequence databases using mass spectrometry
data. Electrophoresis 20: 3551–3567. 24. Zheng Y, Roberts RJ, Kasif S (2004) Segmentally variable genes: a new
perspective on adaptation. PLoS Biol 2: E81. 13. Beloqui A, Nechitaylo TY, Lopez-Cortes N, Ghazi A, Guazzaroni ME, et al. (2010) Diversity of glycosyl hydrolases from cellulose-depleting communities June 2013 | Volume 8 | Issue 6 | e66605 June 2013 | Volume 8 | Issue 6 | e66605 June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 9 Biochemistry of Six Proteins from H. pylori Cole ST, Brosch R, Parkhill J, Garnier T, Churcher C, et al. (1998) Deciphering
the biology of Mycobacterium tuberculosis from the complete genome sequence. Nature 393: 537–544. 41. Gill SR, Pop M, Deboy RT, Eckburg PB, Turnbaugh PJ, et al. (2006)
Metagenomic analysis of the human distal gut microbiome. Science 312: 1355–
1359. 33. (2012) The Gene Ontology: enhancements for 2011. Nucleic Acids Res 40:
D559–D564. PLOS ONE | www.plosone.org June 2013 | Volume 8 | Issue 6 | e66605 PLOS ONE | www.plosone.org 10
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0007743&type=printable
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English
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An Integrated Analysis of Molecular Acclimation to High Light in the Marine Diatom Phaeodactylum tricornutum
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PloS one
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cc-by
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Abstract doi:10.1371/journal.pone.0007743
Editor: Markus Grebe, Umea˚ Plant Science Centre, Sweden
Received July 5 2009; Accepted October 6 2009; Published November 3 2009 Editor: Markus Grebe, Umea˚ Plant Science Centre, Sweden Editor: Markus Grebe, Umea˚ Plant Science Centre, Sweden Received July 5, 2009; Accepted October 6, 2009; Published November 3, 2009 Received July 5, 2009; Accepted October 6, 2009; Published November 3, 2009 Received July 5, 2009; Accepted October 6, 2009; Published November 3, 2009 Nymark et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which pe
ribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2009 Nymark et al. This is an open-access article distributed under the terms of the Creative Commons Attribut
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by the Functional Genomics (FUGE) program of the Norwegian Research Council (grant # 184146/S10) and a PhD grant from
the Norwegian University of Science and Technology. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of
the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: atle.bones@bio.ntnu.no Marianne Nymark, Kristin C. Valle, Tore Brembu, Kasper Hancke, Per Winge, Kjersti Andresen, Geir
Johnsen, Atle M. Bones* Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway PLoS ONE | www.plosone.org An Integrated Analysis of Molecular Acclimation to High
Light in the Marine Diatom Phaeodactylum tricornutum Marianne Nymark, Kristin C. Valle, Tore Brembu, Kasper Hancke, Per Winge, Kjersti Andresen, Geir
Johnsen, Atle M. Bones* Abstract Photosynthetic diatoms are exposed to rapid and unpredictable changes in irradiance and spectral quality, and must be
able to acclimate their light harvesting systems to varying light conditions. Molecular mechanisms behind light acclimation
in diatoms are largely unknown. We set out to investigate the mechanisms of high light acclimation in Phaeodactylum
tricornutum using an integrated approach involving global transcriptional profiling, metabolite profiling and variable
fluorescence technique. Algae cultures were acclimated to low light (LL), after which the cultures were transferred to high
light (HL). Molecular, metabolic and physiological responses were studied at time points 0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h
after transfer to HL conditions. The integrated results indicate that the acclimation mechanisms in diatoms can be divided
into an initial response phase (0–0.5 h), an intermediate acclimation phase (3–12 h) and a late acclimation phase (12–48 h). The initial phase is recognized by strong and rapid regulation of genes encoding proteins involved in photosynthesis,
pigment metabolism and reactive oxygen species (ROS) scavenging systems. A significant increase in light protecting
metabolites occur together with the induction of transcriptional processes involved in protection of cellular structures at
this early phase. During the following phases, the metabolite profiling display a pronounced decrease in light harvesting
pigments, whereas the variable fluorescence measurements show that the photosynthetic capacity increases strongly
during the late acclimation phase. We show that P. tricornutum is capable of swift and efficient execution of photoprotective
mechanisms, followed by changes in the composition of the photosynthetic machinery that enable the diatoms to utilize
the excess energy available in HL. Central molecular players in light protection and acclimation to high irradiance have been
identified. Citation: Nymark M, Valle KC, Brembu T, Hancke K, Winge P, et al. (2009) An Integrated Analysis of Molecular Acclimation to High Light in the Marine Diatom
Phaeodactylum tricornutum. PLoS ONE 4(11): e7743. doi:10.1371/journal.pone.0007743
Editor: Markus Grebe, Umea˚ Plant Science Centre, Sweden
Received July 5, 2009; Accepted October 6, 2009; Published November 3, 2009 Citation: Nymark M, Valle KC, Brembu T, Hancke K, Winge P, et al. (2009) An Integrated Analysis of Molecular Acclimation to High Light in the Marine Diatom
Phaeodactylum tricornutum. PLoS ONE 4(11): e7743. Introduction The high
photosynthetic flexibility of diatoms is strongly related to their high
capacity of NPQ, which can reach a 5-fold higher level than in
plants [14]. In addition, the intensity dependence of a rise in
variable fluorescence in P. tricornutum suggests that light absorbed
by the light-harvesting Chl a/c-Fucoxanthin complex is not
preferentially delivered to PSII, but is more equally distributed
between the photosystems. These results described by Owens [15]
imply that, under both low and high irradiances, adjustments are
made in the transfer of excitation energy to the PSII reaction
centre which prevents prolonged loss of photosynthetic capacity. These differences in the photosynthetic mechanism of diatoms
compared to higher plants may be central to the ecological success
of diatoms in a variable light environment. Despite the different
photoprotective mechanisms evolved by photosynthetic organisms,
light above the saturation point for photosynthesis (the light-
saturation index, Ek) can cause fatal oxidative damage to the PSII
reaction centre and result in a decrease in photosynthetic
efficiency or photoinhibition [16–18]. Photoinhibition occurs
when the rate of damage exceeds the capacity of the PSII repair
mechanisms [19]. The reaction centre-binding D1 protein is the
PSII component most prone to photooxidative damage [20]. The
complex mechanisms behind the degradation and repair of PSII
and its components have been a subject of investigation for several
decades [19, 21). Damaged D1 proteins must be removed and
replaced by newly synthesized molecules for the PSII to recover,
and an increased rate of D1 synthesis has been reported for several
photosynthetic organisms in conditions of HL [19,22,23]. significant acclimation to HL conditions were apparent some 12 h
after start of the HL treatment. The acclimation processes
continued during the next 36 h of exposure to HL conditions. We have identified and categorised transcripts involved in the
various phases of light acclimation at a genomic scale. Introduction a molecular one. The whole-genome sequencing of Thalassiosira
pseudonana [4] and Phaeodactylum tricornutum [5] has made possible
detailed studies of the genetic basis of the unique properties
underlying the ecological and evolutionary success of diatoms. Functional genomics have currently made it possible to investigate
the molecular processes behind acclimation to changing environ-
mental conditions in marine organisms. Genomic approaches to
this field of investigation are expected to provide new and essential
information for studying and monitoring biodiversity, acclimation
and adaptations to life in the ocean. The planktonic diatoms (Bacillariophyceae) account for ap-
proximately 40% of the primary production in the world oceans
[1]. They are the dominant group of phytoplankton in cold waters
[2] and have to cope with highly unpredictable and rapid changes
in irradiances (PAR) and spectral quality (El). In low light it is
necessary to collect photons as efficiently as possible, and when the
light intensity becomes supersaturating for photosynthesis, it
becomes necessary to protect the organism from potential photo-
oxidative damage to the photosynthetic machinery. In order to
optimize growth and reproduction and to minimize photodamage,
phytoplankton has developed a number of mechanisms to
modulate the rate of photosynthesis in situ. The photoacclimational
mechanisms describe the short-term adjustments in response to
changing light climate (physiological acclimation), while the
photoadaptational mechanisms indicate a long-term evolutionary
outcome based on the genes of the given species (genetic
adaptation). Both processes work together to maximize evolution-
ary fitness under a given set of environmental conditions [3]. Over
the last four decades, progress in understanding photosynthesis is
gradually moving from a descriptive and physiological approach to Important and well-known short-term acclimational mecha-
nisms include photochemical quenching (PQ) related to fraction of
open reaction centres in PSII [6] and non-photochemical
quenching (NPQ) of chlorophyll fluorescence related to pH and
photoprotective carotenoids (PPCs), changes in the distribution of
excitation energy between photosystems I (PSI) and II (PSII), and
damage and repair of PSII [7]. NPQ is the most important short-
term ‘‘safety valve’’ that is activated by a sudden increase in
irradiance, and can be measured by a decrease in chlorophyll a
(Chl a) fluorescence intensity under HL [8]. In this process,
harmful excess energy is dissipated as heat radiation. Introduction It is
established that NPQ occurs in the light harvesting system of PLoS ONE | www.plosone.org PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 1 Genomics of Light Acclimation PSII, is triggered by DpH and modulated by de-epoxidation of
xanthophylls [9–11]. In diatoms, the main xanthophyll cycle is the
diadinoxanthin (DD) cycle, which involves a forward reaction that
converts DD, a carotenoid with low light energy transfer efficiency
[12,13] into diatoxanthin (DT) under conditions of HL. The high
photosynthetic flexibility of diatoms is strongly related to their high
capacity of NPQ, which can reach a 5-fold higher level than in
plants [14]. In addition, the intensity dependence of a rise in
variable fluorescence in P. tricornutum suggests that light absorbed
by the light-harvesting Chl a/c-Fucoxanthin complex is not
preferentially delivered to PSII, but is more equally distributed
between the photosystems. These results described by Owens [15]
imply that, under both low and high irradiances, adjustments are
made in the transfer of excitation energy to the PSII reaction
centre which prevents prolonged loss of photosynthetic capacity. These differences in the photosynthetic mechanism of diatoms
compared to higher plants may be central to the ecological success
of diatoms in a variable light environment. Despite the different
photoprotective mechanisms evolved by photosynthetic organisms,
light above the saturation point for photosynthesis (the light-
saturation index, Ek) can cause fatal oxidative damage to the PSII
reaction centre and result in a decrease in photosynthetic
efficiency or photoinhibition [16–18]. Photoinhibition occurs
when the rate of damage exceeds the capacity of the PSII repair
mechanisms [19]. The reaction centre-binding D1 protein is the
PSII component most prone to photooxidative damage [20]. The
complex mechanisms behind the degradation and repair of PSII
and its components have been a subject of investigation for several
decades [19, 21). Damaged D1 proteins must be removed and
replaced by newly synthesized molecules for the PSII to recover,
and an increased rate of D1 synthesis has been reported for several
photosynthetic organisms in conditions of HL [19,22,23]. PSII, is triggered by DpH and modulated by de-epoxidation of
xanthophylls [9–11]. In diatoms, the main xanthophyll cycle is the
diadinoxanthin (DD) cycle, which involves a forward reaction that
converts DD, a carotenoid with low light energy transfer efficiency
[12,13] into diatoxanthin (DT) under conditions of HL. Results To study the mechanisms of protection and acclimation to high
irradiances in diatoms, LL acclimated cells were subjected to HL for
0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. Global transcriptional
regulation, change in pigment metabolites and efficiency and
capacity of photosynthesis were analyzed in the material harvested
from the six time-points. Based on the resulting measurements, the
cells seemed to respond to the treatment in three different phases
designated the initial response phase (0–0.5 h), the intermediate
acclimation phase (3–12 h) and the late acclimation phase (12–48 h). PLoS ONE | www.plosone.org Transcriptional profiling of nuclear and plastid transcripts Transcriptional profiling of nuclear and plastid transcripts
In addition to the signals from probes representing nuclear-
encoded genes, signals from all probes representing chloroplast
genes were also detected on the microarrays. This observation
indicates that the oligo dT-promoter primer used during the
cDNA
synthesis
step
included
in
the
cRNA
amplification
procedure has been able to hybridize to the poly(A)-rich tail
added to endonucleolytically cleaved mature transcripts from
chloroplast genes [29]. The poly(A) tail stabilizes nuclear-encoded
mRNAs in eukaryotic cells, whereas the poly(A)-rich tail serves as a
degradation signal in the chloroplast [29]. The ability to hybridize
not only to the poly(A)-tails of the nuclear-encoded mRNAs, but
also to the poly(A)-rich tails of the chloroplast-encoded mRNAs
has thereby facilitated the generation of cDNA from both types of
transcripts. Several chloroplast genes were found to be differen-
tially
regulated
based
on
the
microarray
analyses. If
the
degradation rates of the chloroplast-encoded mRNAs are the
same in cells grown in LL and HL, the expression ratios calculated
from probes representing chloroplast genes will be indicative of the
regulation of these genes. Established long-term acclimation responses to shifts in light
conditions include adjustments of the amount and ratios of light
harvesting pigments (LHPs) and alterations of the size of the
photosynthetic unit (PSU), which are reflected in changes of the
maximum photosynthetic capacity of the organism. HL-acclimat-
ed cells generally have a low LHP content and a high amount of
photoprotective carotenoids; the relationship is inversed for LL-
acclimated cells [7,12,24,25]. Some species of phytoplankton
acclimate to low irradiances by increasing the size of the PSU [26],
defined as the ratio of light-harvesting pigments to P700 reaction
centre Chl a [27]. Diatoms tend to have large PSU sizes when
grown at high, growth-rate-saturating irradiances; in contrast to
the smaller units reported for green algae [28] grown at optimal
irradiances. When rates of photosynthesis are not limited by light
[26], the larger PSU sizes observed for diatoms could represent an
evolutionary adaptation to large, daily fluctuating light environ-
ments in the ocean. Species with large PSU size growing in HL
should respond rapidly when mixed vertically down to low light in
deeper water. To determine the reliability of the microarray data from the
chloroplast genes, a two-step qRT-PCR was performed on the
RNA material used in the microarray analyses for time points
0.5 h, 3 h, 12 h and 24 h. Transcriptional profiling of nuclear and plastid transcripts The gene encoding Mg-protoporphyrin IX monomethyl e
protoporphyrin IX monomethyl ester to divinyl protochlorophyllide a in higher plants [30] is absent in
question mark in the figure. The abbreviations used are: GLURS: glutamyl-tRNA synthetase; HEMA: g
semialdehyde 2,1-aminomutase, HEMB: porphobilinogen synthase; HEMC: hydroxymethylbilane syn
HEME: uroporphyrinogen decarboxylase; HEMF: coproporphyrinogen III oxidase; PPO: protoporphyrin
CHLM: Mg-protoporphyrin IX methyl transferase; POR: protochlorophyllide oxidoreductase; DVR: div
CHLG: chlorophyll synthase; DXS: deoxyxylulose-5-phosphate synthase; DXR: 1-deoxy-D-xylulose 5-pho
erythritol 4-phosphate cytidylyltransferase; CMK: 4-diphosphocytidyl-2-C-methyl-D-erythritol kinase;
sphate synthase; HDS: 1-hydroxy-2-methyl-2-(E)-butenyl 4-diphosphate synthase; HDR: 4-hydroxy-3-m
farnesyl diphosphate synthase; GGPS: geranylgeranyl pyrophosphate synthase; IDI: isopentenyl
isomerise; CHLP: geranylgeranyl reductase. Figure 1. Hypothesized chlorophyll a and steroid biosynthetic pathways in P. tricornutum. Colored squares indicate the regulation pattern
of genes encoding putative enzymes functioning in the two pathways after exposure to HL for 0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. Squares with a
diagonal line inside indicate genes with an expression ratio greater than +/20.5 that are not significantly regulated. The asterisk marking the
expression pattern of subunit I of Mg-chelatase (MgCh) indicates that the gene is chloroplast encoded. The scale on the right represents gene
expression ratio values, log2 transformed. The gene encoding Mg-protoporphyrin IX monomethyl ester cyclase responsible for converting Mg-
protoporphyrin IX monomethyl ester to divinyl protochlorophyllide a in higher plants [30] is absent in P. tricornutum, and this step is marked with a
question mark in the figure. The abbreviations used are: GLURS: glutamyl-tRNA synthetase; HEMA: glutamyl-tRNA reductase; HEML: glutamate-1-
semialdehyde 2,1-aminomutase, HEMB: porphobilinogen synthase; HEMC: hydroxymethylbilane synthase; HEMD: uroporphyrinogen-III synthase;
HEME: uroporphyrinogen decarboxylase; HEMF: coproporphyrinogen III oxidase; PPO: protoporphyrinogen oxidase; MgCh: magnesium chelatase;
CHLM: Mg-protoporphyrin IX methyl transferase; POR: protochlorophyllide oxidoreductase; DVR: divinyl protochlorophyllide a 8-vinyl reductase;
CHLG: chlorophyll synthase; DXS: deoxyxylulose-5-phosphate synthase; DXR: 1-deoxy-D-xylulose 5-phosphate reductoisomerase; ISPD: 2-C-methyl-D-
erythritol 4-phosphate cytidylyltransferase; CMK: 4-diphosphocytidyl-2-C-methyl-D-erythritol kinase; ISPF: 2-C-methyl-D-erythritol 2,4-cyclodipho-
sphate synthase; HDS: 1-hydroxy-2-methyl-2-(E)-butenyl 4-diphosphate synthase; HDR: 4-hydroxy-3-methylbut-2-enyl diphosphate reductase; FDPS:
farnesyl diphosphate synthase; GGPS: geranylgeranyl pyrophosphate synthase; IDI: isopentenyl pyrophosphate:dimethylallyl pyrophosphate
isomerise; CHLP: geranylgeranyl reductase. doi:10.1371/journal.pone.0007743.g001 Figure 1. Hypothesized chlorophyll a and steroid biosynthetic pathways in P. tricornutum. Colored squares indicate the regulation pattern
of genes encoding putative enzymes functioning in the two pathways after exposure to HL for 0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. Transcriptional profiling of nuclear and plastid transcripts The relative expression levels of eight
chloroplast-encoded genes considered to be of great importance
during the photoacclimation process were investigated by qRT-
PCR using random primers during the cDNA synthesis. The
results showed that relative expression levels obtained from the
qRT-PCR analysis correlated well with those produced by the
microarray analysis (Supplementary Figure S1). These results
imply that the expression ratios obtained from probes representing
chloroplast genes actually reflect the relative amounts of the
chloroplast gene products. Axenically cultured P. tricornutum was used to investigate the
processes of light acclimation in diatoms. We hypothesised that
algae should have a dynamic and fast responding regulatory
system that make acclimation to changing light conditions swift
and consistent. To study the molecular mechanisms of light
acclimation, we performed an integrated analysis combining time
series studies of pigment metabolites, fluorometry-based analyses
of activity and efficiency of photosystems, and studies of global
transcriptional regulation through genome wide transcriptional
profiling. The photoprotective carotenoids DD and DT were
detected and transcriptional profiles changed dramatically after
exposure to HL for only 0.5 h. Pulse Amplitude Modulated (PAM)
fluorometry analyses of the photosynthetic capacity showed that Synthesis of chlorophyll a and steroids. An immediate
response after transfer to HL conditions was a dramatic reduction
in expression of transcripts encoding enzymes in the Chl a
biosynthesis. In higher plants, Chl a is synthesized from glutamate
in a 15 step biosynthetic pathway [30] through the cooperative
action of a range of different enzymes. Transcripts for all genes
encoding enzymes involved in the Chl a synthesis of higher plants,
except for the gene encoding Mg-protoporphyrin IX monomethyl
ester cyclase (MgCy), were identified in P. tricornutum (Figure 1). MgCy is also absent in Thalassiosira pseudonana [31]. In higher
plants, MgCy is responsible for converting Mg-protoporphyrin IX
monomethyl ester to divinyl protochlorophyllide. The majority of
the enzymes involved in the Chl a biosynthetic pathway are PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 2 Genomics of Light Acclimation Figure 1. Hypothesized chlorophyll a and steroid biosynthetic pathways in P. tricornutum. C
of genes encoding putative enzymes functioning in the two pathways after exposure to HL for 0.5 h,
diagonal line inside indicate genes with an expression ratio greater than +/20.5 that are not sign
expression pattern of subunit I of Mg-chelatase (MgCh) indicates that the gene is chloroplast enco
expression ratio values, log2 transformed. Transcriptional profiling of nuclear and plastid transcripts During the intermediate
acclimation phase, the transcript levels of the above mentioned
nuclear encoded genes gradually recovered, and after 12 h most
genes were back to LL levels. The majority of these genes were
found to be moderately up-regulated in the late acclimation phase. Photosystems and electron transport chain. Oxidative
photosynthesis is catalyzed by the four multi-subunit complexes
PSI, PSII, the cytochrome b6f complex and F-ATPase [34]. In P. tricornutum the vast majority of the genes encoding subunits of the
mentioned membrane-protein complexes are localized to the
chloroplast genome [35], while some genes have been transferred
to the nucleus. The transcript levels of eight genes localized to the
chloroplast genome were analyzed by qRT-PCR, including two
PSII genes (psbA and psbV), two PSI genes (psaA and psaE), and an
ATP-dependent metalloprotease (ftsH_2). Both chloroplast- and
nuclear-encoded
genes
representing
proteins
involved
in
photosynthesis
and
repair
of
photo-damaged
PSII
were
differentially
expressed
during
the
acclimation
period,
as
indicated on Figure 3. The nuclear-encoded genes PSBO, OEE3 (PSBQ’) and PSBU and
the chloroplast encoded psbV, encoding putative subunits of the
oxygen evolving complex of PSII [36], were all found to be
constitutively repressed under HL conditions (Figure 3). This was
also evident for the nuclear-encoded PSBM gene, encoding one of
the small transmembrane proteins of the PSII reaction center [36]. The microarray data based on signals from polyadenylated
chloroplast transcripts also indicated that PSII genes like psbE,
psbH, psbY and psbX were down-regulated as a response to the HL
treatment during some or all of the acclimation phases. These
genes are all predicted to encode small transmembrane proteins
located in the reaction center of PSII [36]. In addition, a
conserved open-reading frame named ycf66 [35], positioned in a
gene cluster between the chloroplast-encoded psbV and psbX genes,
displayed the same regulation pattern as the two psb genes, being
down-regulated at all times (data not shown). Two genes assumed
to encode the PSB27 and the HCF136 proteins that function in
assembly and repair of PSII in both chloroplasts [37,38] and
cyanobacteria [39,40) showed an increase in expression level at the
initial response phase. During the intermediate phase, the PSB27
and HCF136 genes both displayed a slight down-regulation,
whereas the expression levels at the late acclimation phase was
back to LL levels. Transcriptional profiling of nuclear and plastid transcripts Squares with a
diagonal line inside indicate genes with an expression ratio greater than +/20.5 that are not significantly regulated. The asterisk marking the
expression pattern of subunit I of Mg-chelatase (MgCh) indicates that the gene is chloroplast encoded. The scale on the right represents gene
expression ratio values, log2 transformed. The gene encoding Mg-protoporphyrin IX monomethyl ester cyclase responsible for converting Mg-
protoporphyrin IX monomethyl ester to divinyl protochlorophyllide a in higher plants [30] is absent in P. tricornutum, and this step is marked with a
question mark in the figure. The abbreviations used are: GLURS: glutamyl-tRNA synthetase; HEMA: glutamyl-tRNA reductase; HEML: glutamate-1-
semialdehyde 2,1-aminomutase, HEMB: porphobilinogen synthase; HEMC: hydroxymethylbilane synthase; HEMD: uroporphyrinogen-III synthase;
HEME: uroporphyrinogen decarboxylase; HEMF: coproporphyrinogen III oxidase; PPO: protoporphyrinogen oxidase; MgCh: magnesium chelatase;
CHLM: Mg-protoporphyrin IX methyl transferase; POR: protochlorophyllide oxidoreductase; DVR: divinyl protochlorophyllide a 8-vinyl reductase;
CHLG: chlorophyll synthase; DXS: deoxyxylulose-5-phosphate synthase; DXR: 1-deoxy-D-xylulose 5-phosphate reductoisomerase; ISPD: 2-C-methyl-D-
erythritol 4-phosphate cytidylyltransferase; CMK: 4-diphosphocytidyl-2-C-methyl-D-erythritol kinase; ISPF: 2-C-methyl-D-erythritol 2,4-cyclodipho-
sphate synthase; HDS: 1-hydroxy-2-methyl-2-(E)-butenyl 4-diphosphate synthase; HDR: 4-hydroxy-3-methylbut-2-enyl diphosphate reductase; FDPS:
farnesyl diphosphate synthase; GGPS: geranylgeranyl pyrophosphate synthase; IDI: isopentenyl pyrophosphate:dimethylallyl pyrophosphate
isomerise; CHLP: geranylgeranyl reductase. doi:10.1371/journal.pone.0007743.g001 y
y
doi:10.1371/journal.pone.0007743.g001 PLoS November 2009 | Volume 4 | Issue 11 | e7743 PLoS ONE | www.plosone.org 3 Genomics of Light Acclimation represented in the P. tricornutum genome by a single gene. The
enzymes encoded by multi-gene families are glutamyl-tRNA
synthetase (two genes, GLURS_1-2), uroporphyrinogen decar-
boxylase(HEME_1-2), coproporphyrinogen III oxidase (HEMF_1-
3), protochlorophyllide oxidoreductase (POR_1-4), and the H
subunit (CHLH_1-2) of Magnesium-chelatase (MgCh). All genes
encoding enzymes in the Chl a pathway are found in the nucleus,
with the exception of the CHLI gene encoding the MgCh I
subunit, which is chloroplast-encoded. The expression of all
nuclear single copy genes and at least one of each type of the
nuclear-encoded multi-copy genes involved in Chl a biosynthesis
dropped dramatically after 0.5 h (Figure 1), indicating a strong
down-regulation of every step in the synthesis of Chl a at this initial
response phase. The gene encoding CHLI was not significantly
affected by the HL treatment. Phytyl diphosphate produced by the
steroid biosynthesis pathway functions together with monovinyl
chlorophyllide a from the Chl a biosynthesis pathway as a substrate
for chlorophyll synthetase in the last step in the formation of Chl a. Transcriptional profiling of nuclear and plastid transcripts Two genes encoding ATP-dependent metallo-
proteases (FTSH1 and FTSH2) found to be involved in the
degradation of photodamaged D1 protein in plants and cyano-
bacteria [21], were also significantly induced immediately after
transfer to HL. At the two latest phases of the acclimation period
the FTSH genes were unaffected or slightly up-regulated. The psbA
and psbD genes, encoding the D1 and D2 proteins that together
form the core of the PSII reaction center [34], showed no
significant response to the HL treatment. This heterodimer binds
several cofactors, including chlorophylls, pheophytin a molecules
and the plastoquinones QA and QB involved in the electron
transfer in PSII. y p
g
p
Synthesis
of
carotenoids. A
hypothetical
carotenoid
biosynthetic pathway is presented in Figure 2, according to
Coesel et al. [32]. The genes identified and proposed to be involved
in the synthesis of carotenoids in P. tricornutum by Coesel et al. are
indicated on the figure. With a few intriguing exceptions the
transcript levels of these genes were in general little affected by the
exposure to HL. The most interesting and specific responses were
the immediate regulation of genes that might be involved in
controlling the forward reactions of the two xanthophyll cycles in
P. tricornutum. The P. tricornutum genome has been found to contain
three genes encoding zeaxanthin epoxidase (ZEP1-3), but it is not
known whether these genes encode enzymes involved in the
violaxanthin cycle, the diadinoxanthin cycle or possible both
cycles. After exposure to HL for 0.5 h, the expression level of
ZEP1 was clearly down-regulated, while ZEP3 gene expression
was clearly up-regulated, indicating that these two genes encode
enzymes with different functions. One possibility is that the ZEP1
gene encodes the enzyme responsible for converting zeaxanthin to
violaxanthin in LL, while the ZEP3 gene encodes the enzyme that
converts DD to DT in HL. ZEP1 and ZEP3 both showed little or
no regulation
during the intermediate
phase. At the late
acclimation phase, the ZEP1 gene expression was moderately
increased, while the ZEP3 gene expression level was maintained at
LL levels. Synthesis
of
carotenoids. A
hypothetical
carotenoid
biosynthetic pathway is presented in Figure 2, according to
Coesel et al. [32]. The genes identified and proposed to be involved
in the synthesis of carotenoids in P. tricornutum by Coesel et al. are
indicated on the figure. PLoS ONE | www.plosone.org Transcriptional profiling of nuclear and plastid transcripts The genes encoding putative geranylgeranyl diphosphate synthase
(GGPS) and geranylgeranyl reductase (CHLP), responsible for
converting isopentenyl diphosphate through several possible
intermediates to phytyl diphosphate, were also strongly down-
regulated at the initial phase (Figure 1). During the intermediate
acclimation phase, the transcript levels of the above mentioned
nuclear encoded genes gradually recovered, and after 12 h most
genes were back to LL levels. The majority of these genes were
found to be moderately up-regulated in the late acclimation phase. handful of transcripts in the same families are strongly up-
regulated, especially at the initial phase, indicating a role in
photoprotection. The most strongly induced genes, LHCR6,
LHCR8,
LHCX2
and
LHCX3,
increased
dramatically
after
exposure to HL and were up-regulated as much as 13-36 times
already after 0.5 h. The expression of the LHCX2 gene remained
at almost the same high level during the entire length of the
experiment, while the expression of LHCR6 and LHCR8 dropped
during the intermediate phase and stabilized at a lower level. The
LHCX3 transcript level decreased gradually with time and was
back to LL levels at the late acclimation phase. represented in the P. tricornutum genome by a single gene. The
enzymes encoded by multi-gene families are glutamyl-tRNA
synthetase (two genes, GLURS_1-2), uroporphyrinogen decar-
boxylase(HEME_1-2), coproporphyrinogen III oxidase (HEMF_1-
3), protochlorophyllide oxidoreductase (POR_1-4), and the H
subunit (CHLH_1-2) of Magnesium-chelatase (MgCh). All genes
encoding enzymes in the Chl a pathway are found in the nucleus,
with the exception of the CHLI gene encoding the MgCh I
subunit, which is chloroplast-encoded. The expression of all
nuclear single copy genes and at least one of each type of the
nuclear-encoded multi-copy genes involved in Chl a biosynthesis
dropped dramatically after 0.5 h (Figure 1), indicating a strong
down-regulation of every step in the synthesis of Chl a at this initial
response phase. The gene encoding CHLI was not significantly
affected by the HL treatment. Phytyl diphosphate produced by the
steroid biosynthesis pathway functions together with monovinyl
chlorophyllide a from the Chl a biosynthesis pathway as a substrate
for chlorophyll synthetase in the last step in the formation of Chl a. The genes encoding putative geranylgeranyl diphosphate synthase
(GGPS) and geranylgeranyl reductase (CHLP), responsible for
converting isopentenyl diphosphate through several possible
intermediates to phytyl diphosphate, were also strongly down-
regulated at the initial phase (Figure 1). Transcriptional profiling of nuclear and plastid transcripts With a few intriguing exceptions the
transcript levels of these genes were in general little affected by the
exposure to HL. The most interesting and specific responses were
the immediate regulation of genes that might be involved in
controlling the forward reactions of the two xanthophyll cycles in
P. tricornutum. The P. tricornutum genome has been found to contain
three genes encoding zeaxanthin epoxidase (ZEP1-3), but it is not
known whether these genes encode enzymes involved in the
violaxanthin cycle, the diadinoxanthin cycle or possible both
cycles. After exposure to HL for 0.5 h, the expression level of
ZEP1 was clearly down-regulated, while ZEP3 gene expression
was clearly up-regulated, indicating that these two genes encode
enzymes with different functions. One possibility is that the ZEP1
gene encodes the enzyme responsible for converting zeaxanthin to
violaxanthin in LL, while the ZEP3 gene encodes the enzyme that
converts DD to DT in HL. ZEP1 and ZEP3 both showed little or
no regulation
during the intermediate
phase. At the late
acclimation phase, the ZEP1 gene expression was moderately
increased, while the ZEP3 gene expression level was maintained at
LL levels. Light harvesting antenna proteins. The P. tricornutum
genome is predicted to encode at least 40 genes belonging to the
light-harvesting
complex
(LHC)
superfamily. These
gene
transcripts were all detected by the whole-genome array, and 37
out of the 40 genes were found to be significantly regulated at least
at one time point (Figure 3). The diatom light harvesting genes are
divided into three main groups [33]: the LHCF’s, encoding the
major fucoxanthin Chl a/c proteins, the red algal-like LHCR’s and
the LI818-like LHCX’s. Among the chloroplast-localized psa genes encoding subunits of
PSI, the psaE gene was confirmed by qRT-PCR to be continuously
repressed when subjected to HL. PsaE is one of the subunits of the
PSI core complex and functions as a binding site for soluble
ferredoxin, and is also involved in cyclic electron transport [41]. From the results presented in Figure 3 it is evident that most of
the transcripts encoding putative light harvesting antenna proteins
are continuously down-regulated during all three phases, reflecting
the expected acclimation to higher light irradiances. However, a PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 4 Genomics of Light Acclimation Figure 2. Hypothesized carotenoid biosynthetic pathway in P. tricornutum according to Coesel et al. [32]. Transcriptional profiling of nuclear and plastid transcripts The color code indicates expression values. Squares with a
diagonal line inside indicate genes with an expression ratio (log2 transformed) greater than +/20.5 that are not significantly regulated. Genes where
at least one of the probes representing the genes were significantly regulated by .2-fold at least at one time point during the acclimation period,
were included in the figure. The expression patterns of genes marked with an asterisk are chloroplast encoded. The scale on the right represents gene
expression ratio values, log2 transformed. The abbreviations used are LHCF: major fucoxanthin Chl a/c proteins; LHCR: red algal-like proteins; LHCX:
LI818-like proteins; LHC#: unclassified light harvesting proteins; Psa: PSI proteins; PETJ: cytochrome c6; Psb: PSII proteins; HCF: high Chl fluorescence;
FtsH: Filamentation temperature sensitive H; AUR: aureochrome; CRYL: cryptochrome-like protein; CPF: cryptochrome; SKP3: Sensor Kinase Protein 3;
PPDK: pyruvate-phosphate dikinase; PEPCase: phosphoenolpyruvate carboxylase; MDH: malate dehydrogenase; PEPCK: phosphoenolpyruvate
carboxykinase; PK: pyruvate kinase; PYC: pyruvate carboxylase; CA: carbonic anhydrase; SLC4A: bicarbonate transporter; OMT: oxoglutarate/malate
transporter; FBPC: fructose-1,6-bisphosphatase; FBAC: fructose-1,6-bisphosphate aldolase; GPI: glucose-6-phosphate isomerase; TPI: triosephosphate
isomerase; GLRXC: glutaredoxin; TRX: thioredoxin; TRXLl: thioredoxin-like; PRX: peroxiredoxin; GPX: glutathione peroxidase; APX: ascorbate
peroxidise; SOD: superoxide dismutase; GST: glutathione S-transferase; TMT: gamma-tocopherol methyltransferase; TYPA: tyrosine phosphorylation
protein A. doi:10.1371/journal.pone.0007743.g003 Figure 3. Regulation pattern of HL affected genes during the acclimation period. The differentially regulated genes encode proteins
involved in light sensing, antenna proteins, photoreceptors, components involved in oxidative photosynthesis, carbon metabolism, Calvin cycle and
ROS scavenging systems after exposure to HL for 0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. The color code indicates expression values. Squares with a
diagonal line inside indicate genes with an expression ratio (log2 transformed) greater than +/20.5 that are not significantly regulated. Genes where
at least one of the probes representing the genes were significantly regulated by .2-fold at least at one time point during the acclimation period,
were included in the figure. The expression patterns of genes marked with an asterisk are chloroplast encoded. The scale on the right represents gene
expression ratio values, log2 transformed. Transcriptional profiling of nuclear and plastid transcripts Colored squares indicate the
regulation pattern of genes encoding putative enzymes involved in the synthesis of carotenoids after exposure to HL for 0.5 h, 3 h, 6 h, 12 h, 24 h
and 48 h. Squares with a diagonal line inside indicate genes with an expression ratio (log2 transformed) greater than +/20.5 that are not significantly
regulated. The scale on the right represents gene expression ratio values, log2 transformed. The violaxanthin cycle (A) and the diadinoxanthin cycle
(B) are boxed. Dashed arrows indicate the hypothetical conversion of violaxanthin to diadinoxanthin and the formation of fucoxanthin from
diadinoxanthin, as proposed by Lohr and Wilhelm [52,53]. The abbreviations used are PSY: phytoene synthase; PDS: phytoene desaturase; ZDS: f-
carotene desaturase, CRTISO: carotenoid isomerase; crtI: bacterial-like desaturase; LCYB: lycopene b-cyclase; LUT: lutein deficient-like; ZEP: zeaxanthin
epoxidase; VDE: violaxanthin de de-epoxidase; VDL: violaxanthin de de-epoxidase-like; VDR: violaxanthin de de-epoxidase related. doi:10.1371/journal.pone.0007743.g002
PLoS ONE | www.plosone.org
5
November 2009 | Volume 4 | Issue 11 | e7743 Figure 2. Hypothesized carotenoid biosynthetic pathway in P. tricornutum according to Coesel et al. [32]. Colored squares indicate the
regulation pattern of genes encoding putative enzymes involved in the synthesis of carotenoids after exposure to HL for 0.5 h, 3 h, 6 h, 12 h, 24 h
and 48 h. Squares with a diagonal line inside indicate genes with an expression ratio (log2 transformed) greater than +/20.5 that are not significantly
regulated. The scale on the right represents gene expression ratio values, log2 transformed. The violaxanthin cycle (A) and the diadinoxanthin cycle
(B) are boxed. Dashed arrows indicate the hypothetical conversion of violaxanthin to diadinoxanthin and the formation of fucoxanthin from
diadinoxanthin, as proposed by Lohr and Wilhelm [52,53]. The abbreviations used are PSY: phytoene synthase; PDS: phytoene desaturase; ZDS: f-
carotene desaturase, CRTISO: carotenoid isomerase; crtI: bacterial-like desaturase; LCYB: lycopene b-cyclase; LUT: lutein deficient-like; ZEP: zeaxanthin
epoxidase; VDE: violaxanthin de de-epoxidase; VDL: violaxanthin de de-epoxidase-like; VDR: violaxanthin de de-epoxidase related. doi:10.1371/journal.pone.0007743.g002 November 2009 | Volume 4 | Issue 11 | e7743 PLoS ONE | www.plosone.org 5 Genomics of Light Acclimation Figure 3. Regulation pattern of HL affected genes during the acclimation period. The differentially regulated genes encode proteins
involved in light sensing, antenna proteins, photoreceptors, components involved in oxidative photosynthesis, carbon metabolism, Calvin cycle and
ROS scavenging systems after exposure to HL for 0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. Transcriptional profiling of nuclear and plastid transcripts In higher plants, the PsaF protein
binds the electron donor plastocyanin and an antenna protein
dimer, whereas PsaI stabilizes another core subunit [41]. Photoreceptors. Genes predicted to encode photoreceptors
like blue-light sensing aureochromes and cryptochromes, and red/
far-red perceiving phytochromes have been identified in P. tricornutum [5]. As indicated on Figure 3, most of the regulated
photoreceptor genes displayed a moderate response to the HL
treatment, with the exception of one of the cryptochromes (CPF2). CPF2 expression levels increased up to 4–5 fold in HL compared
to LL cultures cells at the beginning of the intermediate phase and
also during the late acclimation phase. Carbon metabolism and Calvin cycle. Kroth et al. [42] has
identified 16 genes putatively involved in a C4-like photosynthesis
in P. tricornutum. The protein products of these genes were
predicted to be localized to three different cell compartments;
endoplasmatic reticulum (ER), mitochondria and plastid. In our
experiment, 13 of the mentioned genes were found to be
significantly regulated by HL at one or several time points
(Figure 3). Among the most pronounced down-regulated genes
were
PYC1,
encoding
a
mitochondrial-localized
pyruvate
carboxylase, and SLC4A_1, encoding a bicarbonate transporter
predicted to be localized to the plastid [42]. PYC1 and SLC4A_1
displayed a decrease in expression levels during the entire
acclimation period as a response to the HL treatment. The gene
encoding
phosphoenolpyruvate
carboxylase
(PEPCase_2),
predicted to be targeted to the ER, mitochondrial-localized
malate dehydrogenase (MDH), a pyruvate kinase (PK6), an
oxoglutarate/malate transporter (OMT1), and the chloroplast-
targeted pyruvate carboxylase (PYC2) all showed a similar
regulation pattern after being subjected to HL conditions. These
genes were all unaffected or only slightly regulated during the first
hours of HL exposure, and up-regulated 2–11 times at the late
acclimation phase. y
g
[
]
p
Based on experiments with the halophytic plant Suaeda salsa,
Wang et al. [48] has suggested that a member of the TypA/BipA
GTPase family named SsTypA1 might play a crucial role in the
defence against ROS damage, possibly functioning as a transla-
tional regulator of the stress-responsive proteins involved in ROS
scavenging in chloroplast. Two genes identified in P. tricornutum
(designated TypA1-2) encoding putative TypA GTP-binding
proteins were up-regulated for all, or all but one time-point
during the HL experiment. Transcriptional profiling of nuclear and plastid transcripts The transcriptional analyses of the
TypA genes revealed that the expression of the TypA1 gene reached
its maximum level during the late acclimation phase, where the
transcription was up-regulated almost 15 times in the HL-cultures
compared to the LL-cultures, whereas the TypA2 gene peaked
after only 0.5 h in HL (Figure 3). Pigment analysis Kroth et al. [42] has also identified 26 genes possibly encoding
Calvin cycle enzymes, which are predicted to be distributed
between the plastid, mitochondria and the cytosol. These genes,
including the chloroplast-encoded subunits of ribulose-bispho-
sphate carboxylase oxygenase (RUBISCO), showed in general
little or no response to the HL treatment. A gene presumed to
encode a triosephosphate isomerase (TPI_2) predicted to be
targeted to the plastid, was among the most regulated Calvin cycle
genes. The TPI_2 gene displayed a 3–6 fold up-regulation in HL
at the late acclimation phase (Figure 3). The pigmentation in P. tricornutum comprises the major light
harvesting pigments (LHPs) Chl a, Chl c1 and c2, Fucoxanthin
(Fuco), the photoprotective carotenoid diadinoxanthin (DD) which
can be de-epoxidized to diatoxanthin (DT) in addition to the
ubiquitous b -carotene found in all photosynthetic organisms [49]. As expected, the HPLC analyses showed that Chls a and c, Fuco,
DD and DT (the latter not found in the LL cultures) were the
dominating pigments in the algae. Violaxanthin, bb-carotene and
a few derivatives of Chl a and Fuco were present in trace amounts. ROS scavenging systems. Reactive oxygen species (ROS)
form as by-products during photosynthesis and can result in
significant damage to cellular components [43]. Genes encoding
known
enzymatic
antioxidants
like
catalases,
superoxide
dismutases (SOD), ascorbate peroxidases (APX), gluthatione S-
transferases (GST) and glutathione peroxidases (GPX) were
unaffected, slightly up-regulated or even down-regulated during
the two first response and acclimation phases (Figure 3). At the late
acclimation phase, only a few of these genes showed a significant
increase in expression levels. SOD3, encoding a CuZn superoxide
dismutase, APX2, GPX1, GST3 and GST4 displayed a 2–3 fold up-
regulation at these time points. A gene encoding a putative
gamma-tocopherol
methyltransferase
(TMT)
responsible
for
converting gamma-tocopherol to the non-enzymatic antioxidant
alpha-tocopherol [44] was also moderately up-regulated at the
latest time points. Chlorophyll and Fucoxanthin. The concentration of Chl a
per cell ([Chl a]) remained unchanged during the initial response
phase, after which [Chl a] decreased gradually during the next two
acclimation phases (Figure 4). Although present in much lower
concentrations, the measurements of Chl c per cell ([Chl c])
showed a similar pattern. Concentrations of Fuco per cell ([Fuco])
showed an immediate decline from the onset of HL and
throughout
the
experiment. The
ratio
between
the
LHPs
[Fuco+Chl c] and [Chl a] was stable during the experiment,
ranging between 0.8 and 0.9. Transcriptional profiling of nuclear and plastid transcripts The abbreviations used are LHCF: major fucoxanthin Chl a/c proteins; LHCR: red algal-like proteins; LHCX:
LI818-like proteins; LHC#: unclassified light harvesting proteins; Psa: PSI proteins; PETJ: cytochrome c6; Psb: PSII proteins; HCF: high Chl fluorescence;
FtsH: Filamentation temperature sensitive H; AUR: aureochrome; CRYL: cryptochrome-like protein; CPF: cryptochrome; SKP3: Sensor Kinase Protein 3;
PPDK: pyruvate-phosphate dikinase; PEPCase: phosphoenolpyruvate carboxylase; MDH: malate dehydrogenase; PEPCK: phosphoenolpyruvate
carboxykinase; PK: pyruvate kinase; PYC: pyruvate carboxylase; CA: carbonic anhydrase; SLC4A: bicarbonate transporter; OMT: oxoglutarate/malate
transporter; FBPC: fructose-1,6-bisphosphatase; FBAC: fructose-1,6-bisphosphate aldolase; GPI: glucose-6-phosphate isomerase; TPI: triosephosphate
isomerase; GLRXC: glutaredoxin; TRX: thioredoxin; TRXLl: thioredoxin-like; PRX: peroxiredoxin; GPX: glutathione peroxidase; APX: ascorbate
peroxidise; SOD: superoxide dismutase; GST: glutathione S-transferase; TMT: gamma-tocopherol methyltransferase; TYPA: tyrosine phosphorylation
protein A. p
doi:10.1371/journal.pone.0007743.g003 PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 6 Genomics of Light Acclimation consistent up-regulated genes of the entire data set. PRX Q showed
an immediate response to the HL treatment and was up-regulated
as much as 24 times after just 0.5 h in HL. During the
intermediate phase the expression levels dropped, but increased
again after 12 hours and stayed high at the late acclimation phase. The A. thaliana PRX Q is targeted to the plastid and has been
suggested to be involved in protection of ROS generated in
photosynthesis [45]. PRX Q reduces H2O2 using a thiol and is
reactivated by thioredoxins. Other peroxiredoxins have been
shown to be reactivated by glutaredoxins [46]. Genes encoding a
glutaredoxin (GLRXC2), a thioredoxin (TRX Y) and several
genes possibly encoding thioredoxin-like (TRXL_1-3) proteins
were differentially regulated as a response to HL. GLRXC2 are
predicted to be targeted to the plastid [42], and showed a similar
regulation pattern as PRX Q. GLRXC2 displayed a 20-fold increase
in expression level at the initial response phase, a drop in the
expression level during the next hours and a subsequent increase
at the late acclimation phase. TRXL_2 and TRXL_3 were also up-
regulated at several time points. TRX Y, predicted to be plastid
localized [42], and TRXL_1 were down-regulated and might be
involved in enzyme regulation [47] instead of stress response. The microarray data indicated that the expression of the psaF and
psaI genes, encoding two additional core proteins, was also down-
regulated in the HL cultures. PLoS ONE | www.plosone.org Pigment analysis The late
acclimation phase showed a new peak in cellular DD after 24 h,
indicating cell division. As the algae acclimated to HL (48 h) [DT]
per cell was reduced. From onset of HL the cellular Fuco fraction
started
to
decrease,
and
continued
to
do
so
during
the
experimental period. This suggests that DD might be the
precursor of both DT and Fuco. shift from the intermediate to the late acclimation phase there was
a decrease in DES, after which the algae seemed to have
acclimated to the increased irradiance, reflected by the small
decrease in DES from 24 to 48 h. The changes in the fractions of
cellular DD, DT and Fuco from the original LL pool sizes as a
function of HL exposure time is shown in Figure 5B. From the
decrease in the DD fraction and the increase of the DT fraction
measured in cultures that had been subjected to HL for 0.5 h, it is
evident that these two pigments are in an inverse relationship with
each other (Figure 5B). In the intermediate acclimation face the
3 h HL exposure time resulted in increased production of DD as a
response to an increased need for photoprotection. From 3 h to
12 h the cellular [DD] pool size decreased while cellular [DT],
from de-epoxidation of DD, increased simultaneously. The late
acclimation phase showed a new peak in cellular DD after 24 h,
indicating cell division. As the algae acclimated to HL (48 h) [DT]
per cell was reduced. From onset of HL the cellular Fuco fraction
started
to
decrease,
and
continued
to
do
so
during
the
experimental period. This suggests that DD might be the
precursor of both DT and Fuco. Figure 5. De-epoxidation state index (DES) and change in
[Fuco], [DD] and [DT] per cell. A) De-epoxidation state index (DES)
index calculated from the HPLC pigment data. The 0 h sample value is
the mean of the 18 LL control samples (blue symbol). HL exposure
values are the mean of three biological parallels. Incubations as in
Figure 4. Values are presented with6SD bars. (B) Change in
Fucoxanthin, Diadinoxanthin and Diatoxanthin cell concentration as a
function of high light exposure time. Change in pigment concentration
for Fuco (normalized to LL, t = 0 h), DD (as for Fuco) and DT (normalized
to HL at 0.5 h) as a function of time after HL exposure. Pigment analysis Values are
average of three parallel HPLC samples. Incubations as in Figure 4. doi:10.1371/journal.pone.0007743.g005 markedly increased during the late acclimation phase (.12 h)
compared to the control (LL treatment, Figure 7A). The
maximum rETR express the maximum amount of electrons
generated in PSII that is available to the ATP and NADPH2
synthesis at ambient light, and thus is an estimate of the maximum
photosynthetic capacity. At 48 h, the maximum rETR had
increased .2 fold in the HL treatment culture compared to the
LL acclimated culture. PLoS ONE | www.plosone.org Pigment analysis These results imply a highly effective
acclimation to changed light climate, as the concentration of LHPs
are down-regulated to adjust to the Chl a concentration. Chlorophyll and Fucoxanthin. The concentration of Chl a
per cell ([Chl a]) remained unchanged during the initial response
phase, after which [Chl a] decreased gradually during the next two
acclimation phases (Figure 4). Although present in much lower
concentrations, the measurements of Chl c per cell ([Chl c])
showed a similar pattern. Concentrations of Fuco per cell ([Fuco])
showed an immediate decline from the onset of HL and
throughout
the
experiment. The
ratio
between
the
LHPs
[Fuco+Chl c] and [Chl a] was stable during the experiment,
ranging between 0.8 and 0.9. These results imply a highly effective
acclimation to changed light climate, as the concentration of LHPs
are down-regulated to adjust to the Chl a concentration. Diadinoxanthin, diatoxanthin and NPQ. 0.5 h after HL
exposure of LL acclimated cells, de-epoxidation of DD to form DT
had started to take place, thereby facilitating the dissipation of
excess light energy by NPQ. The increasing de-epoxidation state
(DES) index during the initial and intermediate acclimation phases
describes the rapid conversion of DD to DT (Figure 5A). At the In contrast, a gene similar to the antioxidant peroxiredoxin Q
(PRX Q) in Arabidopsis thaliana was among the strongest and most PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 7 Genomics of Light Acclimation shift from the intermediate to the late acclimation phase there was
a decrease in DES, after which the algae seemed to have
acclimated to the increased irradiance, reflected by the small
decrease in DES from 24 to 48 h. The changes in the fractions of
cellular DD, DT and Fuco from the original LL pool sizes as a
function of HL exposure time is shown in Figure 5B. From the
decrease in the DD fraction and the increase of the DT fraction
measured in cultures that had been subjected to HL for 0.5 h, it is
evident that these two pigments are in an inverse relationship with
each other (Figure 5B). In the intermediate acclimation face the
3 h HL exposure time resulted in increased production of DD as a
response to an increased need for photoprotection. From 3 h to
12 h the cellular [DD] pool size decreased while cellular [DT],
from de-epoxidation of DD, increased simultaneously. Pigment analysis The late
acclimation phase showed a new peak in cellular DD after 24 h,
indicating cell division. As the algae acclimated to HL (48 h) [DT]
per cell was reduced. From onset of HL the cellular Fuco fraction
started
to
decrease,
and
continued
to
do
so
during
the
experimental period. This suggests that DD might be the
precursor of both DT and Fuco. markedly increased during the late acclimation phase (.12 h)
d
h
l (LL
Fi
A)
Th
Figure 4. Main [LHPs] per cell and their ratio as a function of HL
exposure time. The Chl a, Chl c and Fuco concentrations per cell and
the ratio of Fuco plus Chl c to Chl a as a function of high-light
(500 mmol m22s21) exposure time. Incubation was performed in a LL
(35 mmol m22s21) exponentially growing 10L batch culture 3 weeks
prior to HL exposure. The 0 h sample value is the mean of the 18 LL
control samples (blue symbol). HL exposure values are the mean of
three biological parallels. Values are presented with6SD bars. doi:10.1371/journal.pone.0007743.g004
Figure 5. De-epoxidation state index (DES) and change in
[Fuco], [DD] and [DT] per cell. A) De-epoxidation state index (DES)
index calculated from the HPLC pigment data. The 0 h sample value is
the mean of the 18 LL control samples (blue symbol). HL exposure
values are the mean of three biological parallels. Incubations as in
Figure 4. Values are presented with6SD bars. (B) Change in
Fucoxanthin, Diadinoxanthin and Diatoxanthin cell concentration as a
function of high light exposure time. Change in pigment concentration
for Fuco (normalized to LL, t = 0 h), DD (as for Fuco) and DT (normalized
to HL at 0.5 h) as a function of time after HL exposure. Values are
average of three parallel HPLC samples. Incubations as in Figure 4. doi:10.1371/journal.pone.0007743.g005 Figure 4. Main [LHPs] per cell and their ratio as a function of HL
exposure time. The Chl a, Chl c and Fuco concentrations per cell and
the ratio of Fuco plus Chl c to Chl a as a function of high-light
(500 mmol m22s21) exposure time. Incubation was performed in a LL
(35 mmol m22s21) exponentially growing 10L batch culture 3 weeks
prior to HL exposure. The 0 h sample value is the mean of the 18 LL
control samples (blue symbol). HL exposure values are the mean of
three biological parallels. November 2009 | Volume 4 | Issue 11 | e7743 Pigment analysis Values are presented with6SD bars. doi:10.1371/journal.pone.0007743.g004 Figure 5. De-epoxidation state index (DES) and change in
[Fuco], [DD] and [DT] per cell. A) De-epoxidation state index (DES)
index calculated from the HPLC pigment data. The 0 h sample value is
the mean of the 18 LL control samples (blue symbol). HL exposure
values are the mean of three biological parallels. Incubations as in
Figure 4. Values are presented with6SD bars. (B) Change in
Fucoxanthin, Diadinoxanthin and Diatoxanthin cell concentration as a
function of high light exposure time. Change in pigment concentration
for Fuco (normalized to LL, t = 0 h), DD (as for Fuco) and DT (normalized
to HL at 0.5 h) as a function of time after HL exposure. Values are
average of three parallel HPLC samples. Incubations as in Figure 4. doi:10.1371/journal.pone.0007743.g005 Figure 4. Main [LHPs] per cell and their ratio as a function of HL
exposure time. The Chl a, Chl c and Fuco concentrations per cell and
the ratio of Fuco plus Chl c to Chl a as a function of high-light
(500 mmol m22s21) exposure time. Incubation was performed in a LL
(35 mmol m22s21) exponentially growing 10L batch culture 3 weeks
prior to HL exposure. The 0 h sample value is the mean of the 18 LL
control samples (blue symbol). HL exposure values are the mean of
three biological parallels. Values are presented with6SD bars. doi:10.1371/journal.pone.0007743.g004 shift from the intermediate to the late acclimation phase there was
a decrease in DES, after which the algae seemed to have
acclimated to the increased irradiance, reflected by the small
decrease in DES from 24 to 48 h. The changes in the fractions of
cellular DD, DT and Fuco from the original LL pool sizes as a
function of HL exposure time is shown in Figure 5B. From the
decrease in the DD fraction and the increase of the DT fraction
measured in cultures that had been subjected to HL for 0.5 h, it is
evident that these two pigments are in an inverse relationship with
each other (Figure 5B). In the intermediate acclimation face the
3 h HL exposure time resulted in increased production of DD as a
response to an increased need for photoprotection. From 3 h to
12 h the cellular [DD] pool size decreased while cellular [DT],
from de-epoxidation of DD, increased simultaneously. Discussion In this study, we set out to investigate the mechanisms behind
photo-acclimation to high-light conditions in diatoms by combin-
ing molecular and physiological methods. Physiological methods
have been utilized for several decades to investigate how diatoms
process the sudden changes in irradiance that they are exposed to
in nature. Small scale analyses of photoregulated gene expression
have previously been performed [33,50,51]. However, this is the
first time global transcriptional profiling has been utilized to
investigate these mechanisms in a diatom. The results show that
exposure to HL results in dramatic changes in the transcriptional
profiles. The measurements indicated that the responses could be
divided into three distinct phases; an initial response phase (0–
0.5 h), an intermediate acclimation phase (3–12 h) and a late
acclimation phase (12–48 h), which will be discussed below. A
summary of the most important processes in protection and
acclimation to HL in Phaeodactylum tricornutum is given in Table 1. Figure 7. The photosynthetic capacity and the light-saturation
index. The A) maximum photosynthetic capacity ( i.e. maximum light-
saturated rETR) and B) the light-saturation index versus time after
exposure to HL (500 mmol m22 s21, red squares, solid line) and LL
(35 mmol m22 s21, blue circles, dashed line), calculated from the
photosynthesis vs. irradiance relationship measured using variable Chl a
fluorescence (PAM). Bars are S.D. (n = 3). doi:10.1371/journal.pone.0007743.g007 NPQ is the most important short-term photoprotection mecha-
nism in diatoms, where it involves the conversion of DD into DT
under conditions of HL [14] and is recognized by the increasing
DES index at this initial response phase. In our study, a marked
decrease of DD and an increase of DT occurred together with a
decrease in Fuco content after 0.5 h in HL (Figure 5B), supporting
earlier suggestions that DD is also a precursor of Fuco [52,53]. In
this way, the conversion of DD to DT not only leads to dissipation of
excess energy, but the decrease in cellular [Fuco] also suppresses
light harvesting and thereby light energy transfer for photosynthesis. The P. tricornutum genome contains three candidate genes that might
encode the enzyme responsible for the conversion of DD to DT in
HL. Based on the specific up-regulation seen only for the ZEP3 gene
at this early stage, we suggest that the product from this gene
performs the de-epoxidation reaction (Figure 2). In higher plants, a
PSII protein, PsbS, is important for NPQ [8]. Variable Chl fluorescence The maximum quantum yield after HL exposure. The
maximum quantum yield (Fv/Fm) as a function of time after exposure
to HL (500 mmol m22 s21, red squares, solid line) and LL (35 mmol
m22 s21, blue circles, dashed line) measured using variable fluorescence
(PAM) after keeping the samples for 3 min in the dark. Bars are S.D. (n = 3). doi:10 1371/journal pone 0007743 g006 doi:10.1371/journal.pone.0007743.g006 Variable Chl fluorescence The Chl a variable fluorescence illustrate the overall physiolog-
ical response of P. tricornutum, and the data can be read as a proxy
for the photosynthetic efficiency and capacity of the cell. The
photosynthetic (PSII) efficiency, measured from the maximum
quantum yield, Fv/Fm, showed a decrease in the initial and
intermediate phase (,12 h) after exposure to HL, illustrating that
the ratio of electrons generated in PSII to photons absorbed by
light-harvesting pigments decrease (Figure 6). During the late
acclimation phase (.12 h), Fv/Fm increased again to a level
similar to the initial phase. The HL treated culture overall showed
a lower Fv/Fm than the LL samples. The light-saturation index, which is an indicator for the photo-
acclimation status of the cell, showed a linear increasing trend as a
function of time after HL exposure (Figure 7B). Data indicated
that the physiological acclimation status of P. tricornutum increased
from the initial phase throughout the late acclimation phase, with
no sign of reaching an upper limit within the investigated 48 h
time frame. The light saturation index is a proxy for the irradiance
that is needed to saturate photosynthesis, i.e. the threshold
irradiance that separates light-limited and light-saturated photo-
synthesis. The maximum photosynthetic capacity (i.e. the maximum
relative light-saturated electron transfer rate, rETR) calculated
from the P vs. E relationship was not significantly altered by HL
treatment during the initial and intermediate phase; however, it November 2009 | Volume 4 | Issue 11 | e7743 November 2009 | Volume 4 | Issue 11 | e7743 8 Genomics of Light Acclimation Figure 6. The maximum quantum yield after HL exposure. The
maximum quantum yield (Fv/Fm) as a function of time after exposure
to HL (500 mmol m22 s21, red squares, solid line) and LL (35 mmol
m22 s21, blue circles, dashed line) measured using variable fluorescence
(PAM) after keeping the samples for 3 min in the dark. Bars are S.D. (n = 3). doi:10.1371/journal.pone.0007743.g006 Figure 7. The photosynthetic capacity and the light-saturation
index. The A) maximum photosynthetic capacity ( i.e. maximum light-
saturated rETR) and B) the light-saturation index versus time after
exposure to HL (500 mmol m22 s21, red squares, solid line) and LL
(35 mmol m22 s21, blue circles, dashed line), calculated from the
photosynthesis vs. irradiance relationship measured using variable Chl a
fluorescence (PAM). Bars are S.D. (n = 3). doi:10.1371/journal.pone.0007743.g007 Figure 6. Discussion No homolog for this
gene has been identified in diatoms [4,5], but one or several of the
antenna proteins classified as LHCX’s might serve the role of PsbS
in photoprotecion [33]. The LHCX’s are the diatom homologs of
the LI818 proteins first identified in Chlamydomonas [54]. Members of
this group of proteins are known to be induced in response to HL
stress and are suggested to have photoprotective properties PLoS ONE | www.plosone.org The initial response phase Level
Initial response phase
Intermediate acclimation
phase
Late acclimation phase
Molecular
Genes encoding antenna proteins possibly
involved in photoprotection
+ + +
+ +
+ +
Genes encoding proteins involved in degrad-
ation, assembly and repair of PSII components
+
Genes encoding specific proteins involved
in ROS scavenging
+ + +
+
+ +
Genes encoding additional proteins involved
in ROS scavenging
+
Zeaxanthin epoxidase gene possibly encoding the
enzyme responsible for conversion of DD to DT
+ +
Genes encoding enzymes involved in Chl a
biosynthesis
4 4 4
+
Genes encoding components of the light
harvesting and photosynthetic apparatus
4
4 4
4
Metabolic
DES index
+
+ + +
+ +
Fuco content per cell
4
4 4
4 4 4
Chl a content per cell
4 4
4 4 4
Physiological
Photosynthetic efficiency and capacity
+ +
Summary
Photoprotection mechanisms
Execution of
photoprotection
mechanisms
Photoprotection mechanisms still
active, but not as pronounced as
in the early phase
Photoprotection mechanisms still
active, but not as pronounced as
in the early phase
HL acclimation processes
HL acclimation processes
initiated at the transcrip-
tional level. HL acclimation processes
observed at the transcriptional
and metabolic level, but not at
the physiological level
HL acclimation processes observed
at all levels. Changes in the com-
position of the photosynthetic
apparatus enable the diatoms to
perform highly efficient
photosynthesis in HL
Plus (+) and minus (4) symbols indicate an increase or decrease in HL compared to LL levels. The abbreviations used are PSII: photosystem II; ROS: reactive oxygen
species; DD: diadinoxanthin; DT: diatoxanthin; Chl: chlorophyll; DES de-epoxidation state; Fuco: fucoxanthin. doi:10.1371/journal.pone.0007743.t001 Photoprotection mechanisms still
active, but not as pronounced as
in the early phase Plus (+) and minus (4) symbols indicate an increase or decrease in HL compared to LL levels. The abbreviations used are PSII: photosystem II; ROS: reactive oxygen
species; DD: diadinoxanthin; DT: diatoxanthin; Chl: chlorophyll; DES de-epoxidation state; Fuco: fucoxanthin. doi:10.1371/journal.pone.0007743.t001 proteases functioning in degradation of photodamaged D1 protein
[21], and also of two genes (HCF136 and PSB27) encoding proteins
involved in assembly and repair of PSII [37–40] implies that the HL
treatment has caused photodamage to the complex and that
mechanisms necessary for the PSII to recover have been executed. Another protection mechanism initiated in the HL subjected cells is
the severe induction of the H2O2 peroxidase gene PRX Q, encoding
a protein similar to the A. The initial response phase thaliana peroxiredoxin Q that is suggested
to be involved in protection of PSII [45]. The up-regulation of the
PRX Q gene was accompanied with an almost equally strong
increase in the transcription level of a glutaredoxin (GLRXC2)
predicted to be targeted to the chloroplast [42]. The expression of
PRX Q and GLRXC2 displays a similar regulation pattern
throughout the entire length of the experiment. This observation
indicates that the diatom PRX Q might be reduced and thereby
reactivated by glutaredoxin instead of thioredoxins, which is the
case in A. thaliana [45]. [33,50,55]. The transcription of the P. tricornutum LHCX2 and
LHCX3 genes were found to be strongly induced after only 0.5 h in
HL, suggesting that there might be a connection between these
results and the other mechanisms involved in NPQ in diatoms
(Figure 3). The expression level of both LHCX’s peaked at this initial
response phase. The transcription of the LHCX2 gene stayed high
throughout the experiment, whereas the LHCX3 expression
decreased with time. The fast and drastic up-regulation of two of
the LHCX’s and also two of the LHCR’s at this early time-point are
in sharp contrast to the decrease in transcription level observed for
almost all other genes encoding diatom antenna proteins, implying
different roles for these proteins in protection and acclimation to HL
(Figure 3). [33,50,55]. The transcription of the P. tricornutum LHCX2 and
LHCX3 genes were found to be strongly induced after only 0.5 h in
HL, suggesting that there might be a connection between these
results and the other mechanisms involved in NPQ in diatoms
(Figure 3). The expression level of both LHCX’s peaked at this initial
response phase. The transcription of the LHCX2 gene stayed high
throughout the experiment, whereas the LHCX3 expression
decreased with time. The fast and drastic up-regulation of two of
the LHCX’s and also two of the LHCR’s at this early time-point are
in sharp contrast to the decrease in transcription level observed for
almost all other genes encoding diatom antenna proteins, implying
different roles for these proteins in protection and acclimation to HL
(Figure 3). Although photosynthetic organisms are in the possession of
numerous light sensing and acclimation mechanisms [56], excess
light can generate ROS, causing damage especially to the PSII,
where the D1 core protein is particularly vulnerable [20]. Excess
light usually leads to an enhanced synthesis of D1 protein to replace
the damaged ones [19]. The initial response phase At the molecular level, the initial response phase is character-
ized by a fast and strong regulation of several genes encoding
members of the light harvesting machinery and a few components
of the ROS scavenging systems. One striking feature of this initial
phase is a severe repression of nuclear-encoded genes involved in
all steps of the Chl a metabolism, suggesting a light dependent and
synchronised regulation of the transcription of these genes
(Figure 1). The regulation of Chl a biosynthesis is only partly
understood in plants, and it is generally believed that the
regulation
of
enzyme
activity
is
more
important
than
a
transcriptional regulation in terms of controlling the amount of
Chl a produced [30]. Chl a and most intermediate molecules of the
Chl a synthesis produce ROS under illumination if present in
excess amounts [30], and it is therefore critical to accurately
control the levels of these compounds. The down-regulation of Chl
a metabolism at the transcriptional level was not reflected by the
measurements of Chl a concentration at this early stage (Figure 4). PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 PLoS ONE | www.plosone.org 9 Genomics of Light Acclimation Table 1. Summary of the most important processes in protection and acclimation to high light (HL) in P. tricornutum. Table 1. Summary of the most important processes in protection and acclimation to high light (HL) in P. tricornutum. The initial response phase In our study, several genes encoding
subunits of PSII was continuously down-regulated as a response to
HL, whereas the psbA gene encoding the D1 protein was maintained
at LL levels, indicating a greater demand for this PSII transcript. In
green algae the increase in D1 protein synthesis far exceeded the
accumulation of the corresponding mRNA [22], suggesting that the
D1 protein synthesis might also be up-regulated by HL in our study
despite the lack of regulation at the transcriptional level. The early
phase specific up-regulation of the two ftsH genes encoding At the initial response phase, neither the maximum rETR
(Figure 7A) nor the light-saturation index (Figure 7B) changed
significantly in the HL exposed cultures compared to the LL
cultures. This shows that the P. tricornutum cells are able to maintain
their photosynthetic efficiency despite the HL stress and that their
capability to utilise incoming photons remain unchanged. PLoS ONE | www.plosone.org Materials and Methods An axenic culture of P. tricornutum Bohlin clone Pt 1 8.6
(CCMP632) was obtained from the culture collection of the
Provasoli-Guillard
National
Center
for
Culture
of
Marine
Phytoplankton, Bigelow Laboratory for Ocean Sciences, USA. Cultures were grown in f/2 medium [58] made with 0.2 mm-
filtered and autoclaved local seawater supplemented with f/2
vitamins and inorganic nutrients [58], filter sterilized and added
after autoclaving. Cultures were incubated at 15uC under cool
white fluorescent light at scalar irradiance (EPAR) of approximately
35 mmol m22s21 (LL) on a rotary table in continuous light (control
conditions), and were kept in exponential growth phase under
these conditions for 3 weeks to ensure that all cells were
acclimated. Scalar irradiance (Photosynthetic Active Radiance,
400–700 nm) in culture flasks was measured with a Biospherical
QSL-100 irradiance sensor (San Diego, US). According to the
growth curve based on cell counting and in vivo Chl a fluorescence
with and without addition of DCMU (3-(3,4-dichlorophenyl)-1,1-
dimethylurea), the cells divided once a day under these conditions. Sterility was monitored by occasional inoculation into peptone-
enriched f/2 medium to check for bacterial growth [59]. Cells for
the experiments were grown in batch cultures, and growth was
monitored by cell counting using a Bu¨rker-Tu¨rk counting
chamber, counting 4–500 cells per volume-unity. The cells were
first grown axenically in a 10-litre batch culture to reach an
approximate density of 106 cells mL21, then volumes of 250 ml
were transferred to 75 cm2 sterile Falcon polystyrene flasks to
reach cell densities of 0.15–1.06106 cells mL21 on the day of the
experiment. The cultures were transferred to EPAR irradiance
conditions of 500 mmol m22s21 (HL = high light) and sampled at
incubation times of 0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. In
addition, LL control cultures were kept for each of the HL
exposures and parallels. Three biological replica and two parallels
for each treatment and control culture were harvested (6 samples)
to ensure statistical validation. The two parallels for each of the
biological replicas destined to be used for isolation of RNA were
merged during harvesting to get enough starting material for the
microarray analyses. The maximum cell density of 1.06106 cells
mL21 was chosen and carefully monitored and diluted to
minimize effects like intercellular shading, rapid depletion of
nutrients and increase in pH above 9. Materials and Methods Material from the same cell
cultures were utilized in the different analyses described below. The continuous up-regulation of the LHCX’s that might
function in the role of psbS and the still increasing DES index
implies that the diatoms continues to dissipate the excess light
energy as heat dissipation by NPQ at this intermediate phase. The intermediate acclimation phase The global transcriptional profiling revealed a strong and rapid
response to the change in irradiance already after 0.5 h, whereas November 2009 | Volume 4 | Issue 11 | e7743 10 Genomics of Light Acclimation most physiological responses first became apparent at the
intermediate acclimation phase (Figure 7A and B). This phase is
characterised by a marked decline in cellular LHPs, where the
decrease in Fuco levels observed after 0.5 h in HL continues, and
is now also followed by a significant fall in Chl a level. The
expression of the genes involved in the synthesis of Chl a return to
LL levels during this period (Figure 1). This observation suggests
that the reduction of the amount of Chl a might be caused not only
by the down-regulation at the transcriptional level seen at the
initial response phase, but also by other mechanisms like
repression
of
the
corresponding
enzyme
activity [30]
and
regulation of Chl a degradation. The decrease in LHPs also
lowers the need for the antenna proteins that bind Chls and Fuco
and thereby anchor them to the thylakoid membranes. This is
reflected at the transcriptional level by the repression of most genes
encoding antenna proteins seen throughout the experiment
(Figure 3). Down-regulation of members of the LHC family have
also been observed in several other HL experiments with diatoms,
green
algae
and
higher
plants
[33,56,57]. Several
of
the
continuously repressed genes involved in the light harvesting
machinery, including components of the photosystems, display the
strongest down-regulation at the beginning of this phase. genes believed to be involved in the Calvin cycle does not bring
greater insight into this question, especially since most genes of the
Calvin cycle are also involved in other pathways. The late acclimation phase is recognized by low levels of light-
harvesting pigments (Fuco and Chl a+c) occurring together with a
pronounced increase in the photosynthetic capacity compared to
the LL acclimated cultures (Figure 7). These measurements
indicate that although the light-harvesting machinery has been
downsized during the acclimation period, the adjustments made at
the transcriptional and metabolic levels facilitate highly effective
photosynthesis in HL-acclimated diatoms. The late acclimation phase During the first 12 hours of the HL treatment, the diatom cells
seem to protect and adjust the photosynthetic apparatus to the
new light regime without being able to make use of the increased
amounts of light energy available for photosynthesis and growth. After 12 hours in HL, the acclimation mechanisms observed at the
molecular level are replaced or supplemented with changes
supporting the shorter generation time (data not shown) and
thereby an accelerated protein synthesis, and responses charac-
teristic for the late acclimation phase. The characteristic responses
include an increase of the transcript levels of genes involved in the
removal of potentially harmful ROS (Figure 3), in particular a
strong induction of TypA1 encoding a member of the TypA/BipA
GTPase family suggested to function as a translational regulator of
stress-responsive proteins involved in ROS scavenging in chloro-
plast [48]. ROS are inevitable by-products of photosynthesis, and
the increased demand of antioxidants might be explained by the
strongly increasing maximum rETR measured in this late phase of
acclimation (Figure 7A). A moderate increase in expression levels
of several genes encoding enzymes functioning in xanthophyll and
Chl a metabolism was also observed during the late acclimation
phase (Figure 1). The rise in expression levels of the genes
connected to the formation of pigments is not reflected at the
metabolic level, but might be explained by an increased demand of
newly synthesized pigments in the HL cultures due to the shorter
generation time at these light conditions (data not shown). The vast majority of the genes predicted to be involved in
carbon metabolism were affected by HL, and showed the strongest
regulation during the late phase. Kroth et al. [42] suggested that a
futile and energy demanding C4-like cycle might occur in P. tricornutum that possibly functions as a way to dissipate excess light
energy. The results achieved in this experiment support a light
regulated carbon metabolism; however, the complexity of the
proposed model and the uncertainties connected to the localiza-
tion of the proteins involved make interpretation of single gene
regulation difficult. The regulation mechanisms of the Calvin cycle
in diatoms are largely unknown. The modest regulation of a few PLoS ONE | www.plosone.org Quantitative real-time PCR A
two-step
quantitative
real-time
PCR
(qRT-PCR)
was
performed on total RNA isolated from three biological replicas
of diatom cultures grown in LL and HL at time points 0.5 h, 3 h,
12 h and 24 h. Reverse transcription of the RNA was performed
with the PrimeScriptTM 1st strand cDNA Synthesis Kit (TaKaRa)
following the recommended protocol for synthesis of real-time
PCR template using random primers. 300 ng of total RNA was
used in each reaction. 20 ml qRT-PCR mixtures were prepared
containing forward and reverse primers listed in Supplementary
Table S2, with a final concentration of 0.5 mM each, 5 ml cDNA
template diluted 1:10 and 2x LightCyclerH 480 SYBR Green I
Master mix (Roche). The qRT-PCR reactions were run in a
LightCyclerH 480 Multiwell Plate 96 (Roche) in a LightCycler 480
instrument (Roche). No template controls, where the cDNA
template was replaced with PCR-grade water, were included in
each run to ensure that no reagents were contaminated with DNA. To detect the level of genomic DNA still present in the 24 RNA
samples after the DNase I treatment, qRT-PCR was performed
using 7.5 ng of isolated RNA as template, and three different
primer pairs listed in Supplementary Table S2. The PCR
parameters were programmed according to the manufacturer’s
instructions for a LightCycler 480 System PCR run with the
LightCyclerH 480 SYBR Green I Master: 5 min preincubation at
95uC, followed by 35 cycles with 10 s at 95uC, 10 s at 55uC and
10 s at 72uC. After 35 cycles the specificity of the amplified PCR
products was tested by heating from 65uC up to 95uC with a ramp
rate of 2.2uC/s, resulting in melting curves. The Second
Derivative Maximum Method of the LightCycler 480 software
was used to identify the crossing points (CPs) of the samples. LinRegPCR software [62] was used to determine the PCR
efficiency for each sample. The primer set efficiency was
determined by calculating the mean of the efficiency values
obtained from the individual samples. Relative expression ratios of
the target genes normalized to a reference gene encoding a
putative hiv-1 rev binding protein (Phatr2_42776) were calculated
using the REST 2005 software [63]. The primer efficiencies
determined by LinRegPCR were included in the calculations. REST 2005 was also used to test significance of the expression
ratio results of the investigated transcripts by a Pair Wise Fixed
Reallocation Randomisation Test. Pigment analysis HPLC pigment analyses were performed as described in
Rodriguez et al. [25] using a Hewlett-Packard HPLC 1100 Series
system. The pigment values from the HPLC analyses were
calculated as femtogram (fg) pigment per cell. De-epoxidation state
index (DES) was calculated as in Ruban et al. [14]: DES = (DT)/
((DD)+(DT)). Quantitative real-time PCR The gene encoding the hiv-1
rev binding protein that was chosen to function as a reference gene
is represented by five different probes on the microarray and
showed no response to the HL treatment at any time point. RNA isolation and processing Diatom cultures were centrifuged at 4000 g for 10 min at 15uC. The supernatant was removed and the cell pellet was resuspended
in 1 ml f/2 medium. The suspension was transferred to 2 ml tubes
and centrifuged at 18000 g for 1 min at 4uC. Supernatants were
removed and the cell pellets were flash frozen in liquid nitrogen
and stored at 280uC. Precooled (280uC) 5 mm stainless steel
beads (QIAGEN) were added to the tubes with frozen cell pellets, November 2009 | Volume 4 | Issue 11 | e7743 11 Genomics of Light Acclimation and the samples were mechanically disrupted and homogenized
using the TissueLyser system (QIAGEN). Disruption was carried
out for 262 min at 25 Hz. The samples were placed in a
precooled (280uC) adapter set for the first shaking step. Before the
second shaking step, the samples were transferred to a room
temperate adapter set and 0.5 ml lysis buffer (SpectrumTM Plant
Total RNA kit, Sigma-Aldrich) was added to each tube. Total
RNA was isolated from the homogenized lysate using the
SpectrumTM Plant Total RNA kit (Sigma-Aldrich). On-column
digestion of DNA with DNase I (QIAGEN) was included for all
RNA preparations. The concentration of the RNA was deter-
mined by measuring the absorbance at 260 nm with the
NanoDrop ND-1000 Spectrophotometer (NanoDrop Technolo-
gies), and the purity of the RNA was estimated by the OD260/
OD280 nm absorption ratio (all ratios were .2.0). The integrity of
the RNA was verified by denaturing agarose gel electrophoresis
and ethidium bromide staining following the protocol described in
the RNeasy Mini handbook (QIAGEN). representing the genes in question. Supplementary information on
the P. tricornutum genes are given in Table S1. The study is
MIAME compliant. Raw data has been deposited in GEO
(accession GSE 17237). DNA microarray experiments Total RNA was isolated from three biological replicas of
diatoms cultured under LL and HL conditions at time points
0.5 h, 3 h, 6 h, 12 h, 24 h and 48 h. The RNA (0.36–1 mg) was
reverse transcribed, amplified and labelled using the Quick Amp
Labelling Kit, Two-Color (Agilent p/n 5190-0444). Hybridization
was performed with the Gene Expression Hybridization Kit
(Agilent p/n 5188-5242). 825 ng cRNA from HL exposed cells
were mixed with 825 ng cRNA from low light acclimated cells
from the corresponding time point. The cRNA mixture was
fragmented and hybridized on 4x44K Phaeodactylum tricornutum
whole-genome 60-mer oligonucleotide microarrays (Agilent Tech-
nologies) in a rotary oven (10 rpm, 65uC, 17 h). The slides were
washed with Gene Expression Wash Buffer 1 (Agilent p/n 5188-
5325), Gene Expression Wash Buffer 2 (Agilent p/n 5188-5326),
acetonitrile (VWR International) and Stabilization and Drying
Solution (Agilent Technologies) according to the manufacturer’s
instructions. The slides were scanned at 5 mm resolution on an
Agilent DNA microarray scanner (Agilent Technologies). The
resulting images were processed using GenePix 5.1 software (Axon
Instruments, Union City, USA). Statistical analysis. The GenePix processed data were
filtered to remove spots that had been flagged ‘Absent’, ‘Not
Found’ or ‘Bad’, by the GenePix program or by manual flagging. Spots with more than 50% saturated pixels, or had median
foreground intensity less than the local median background
intensity were excluded from the analysis. No background
subtraction was performed. For making statistical inference
about differentially regulated genes the limma package [60] and
the R statistical data analysis program package (R 2.7.1) was used. The limma approach is based on fitting a linear model to the
expression data of each probe on a microarray. In this experiment
each time point consists of 3 sets of biological replicates (test and
control samples) which are dye swapped and adjusted for probe-
specific dye effects. Due to some scale differences in the responses
between samples, identified as differences in spread of M-values
between the arrays, scale normalization between the arrays was
performed. The Benjamini and Hochberg’s method to control the
false discovery rate (fdr) was used to identify differentially
regulated genes [61]. Genes with adjusted P-values less than
0.05
were
regarded
as
statistical
significantly
differentially
expressed. If a gene was identified by less than 3 spots it was
excluded from the result tables. Genes are represented by 1–5
different probes on each microarray. DNA microarray experiments Expression ratios discussed in
the text are an average of values obtained from all probes Statistical analysis. The GenePix processed data were
filtered to remove spots that had been flagged ‘Absent’, ‘Not
Found’ or ‘Bad’, by the GenePix program or by manual flagging. Spots with more than 50% saturated pixels, or had median
foreground intensity less than the local median background
intensity were excluded from the analysis. No background
subtraction was performed. For making statistical inference
about differentially regulated genes the limma package [60] and
the R statistical data analysis program package (R 2.7.1) was used. The limma approach is based on fitting a linear model to the
expression data of each probe on a microarray. In this experiment
each time point consists of 3 sets of biological replicates (test and
control samples) which are dye swapped and adjusted for probe-
specific dye effects. Due to some scale differences in the responses
between samples, identified as differences in spread of M-values
between the arrays, scale normalization between the arrays was
performed. The Benjamini and Hochberg’s method to control the
false discovery rate (fdr) was used to identify differentially
regulated genes [61]. Genes with adjusted P-values less than
0.05
were
regarded
as
statistical
significantly
differentially
expressed. If a gene was identified by less than 3 spots it was
excluded from the result tables. Genes are represented by 1–5
different probes on each microarray. Expression ratios discussed in
the text are an average of values obtained from all probes References 13. Brunet C, Johnsen G, Lavaud J, Roy S (2009) Pigments and photoacclimation
processes. In: Roy S, Egeland E, Johnsen G, Llewellyn C, eds. Pigments in
Oceanography. Cambridge: Cambridge University Press, In press. 1. Field CB, Behrenfeld MJ, Randerson JT, Falkowski P (1998) Primary production
of the biosphere: integrating terrestrial and oceanic components. Science 281:
237–240. 14. Ruban AV, Lavaud J, Rousseau B, Guglielmi G, Horton P, Etienne AL (2004)
The super-excess energy dissipation in diatom algae: comparative analysis with
higher plants. Photosynth Res 82: 165–175. 2. Long S, Humphries S, Falkowski P (1994) Photoinhibition of photosynthesis in
nature. Annu Rev Plant Physiol Plant Mol Biol 45: 633–662. 3. Raven JA, Geider RJ (2003) Adaptation, acclimation and regulation in algal
photosynthesis. In: Larkum AW, Douglas SE, Raven JA, eds. Photosynthesis in
algae. Dordrecht: Kluwer academic publ. pp 386–412. 15. Owens TG (1986) Light-harvesting function in the diatom Phaeodactylum
tricornutum. II. Distribution of excitation energy between the photosystems. Plant
Physiol 80: 739–746. 4. Armbrust V, Berges JA, Bowler C, Green B, Martinez D, et al. (2004) The
genome of the diatom Thalassiosira pseudonana: ecology, evolution, and
metabolism. Science 306: 79–85. y
16. Horton P, Ruban AV (1992) Regulation of photosystem II. Photosynth Res 34:
375–385. 17. Barber J (1995) Molecular basis of the vulnerability of photosystem-II to damage
by light. Aust J Plant Physiol 22: 201–208. 17. Barber J (1995) Molecular basis of the vulnerabilit
by light. Aust J Plant Physiol 22: 201–208. 5. Bowler C, Allen AE, Badger JH, Grimwood J, Jabbari K, et al. (2008) The
Phaeodactylum genome reveals the evolutionary history of diatom genomes. Nature 456: 239–244. y
g
J
y
18. Niyogi KK (1999) Photoprotection revisited: genetic and molecular approaches. Annu Rev Plant Physiol Lant Mol Biol 50: 333–359. y
g
y
18. Niyogi KK (1999) Photoprotection revisited: genetic a
Annu Rev Plant Physiol Lant Mol Biol 50: 333–359. Annu Rev Plant Physiol Lant Mol Biol 50: 333–359 6. Genty B, Briantais JM, Baker NR (1989) The relationship between the quantum
yield of photosynthetic electron-transport and quenching of chlorophyll
fluorescence. Biochim Biophys Acta 990: 87–92. 19. Adir N, Zer H, Shochat S, Ohad I (2003) Photoinhibition – a historical
perspective. Photosynth Res 76: 343–370. 20. Ohad I, Adir N, Koike H, Kyle DJ, Inoue Y (1990) Mechanism of
photoinhibition in vivo. Variable Chl fluorescence Found at: doi:10.1371/journal.pone.0007743.s001 (0.69 MB EPS) Found at: doi:10.1371/journal.pone.0007743.s001 (0.69 MB EPS) Table S1
Information on P. tricornutum genes discussed in the
text. Parameters given are the protein identification number (ID),
chromosome location, best NCBI hit (BLASTP search) outside the
Bacillariophyceae, the identity/similarity with respect to the
corresponding P. tricornutum protein and respective NCBI
accession numbers. Found
at:
doi:10.1371/journal.pone.0007743.s002
(0.13
MB
XLS) Found
at:
doi:10.1371/journal.pone.0007743.s002
(0.13
MB
XLS) Table S2
Primers used for quantitative real-time PCR. Table S2
Primers used for quantitative real-time PCR. Found
at:
doi:10.1371/journal.pone.0007743.s003
(0.03
MB
XLS) Author Contributions Figure S1
Regulation pattern of eight chloroplast-encoded
genes during the HL acclimation period. Expression ratios are
investigated by both microarray analyses (A) and qRT-PCR (B). The color code indicates expression values and squares with a
diagonal line inside indicate genes with an expression ratio (log2
transformed) greater than +/2 0.5 that are not significantly
regulated. The scale on the right represents gene expression ratio Figure S1
Regulation pattern of eight chloroplast-encoded
genes during the HL acclimation period. Expression ratios are
investigated by both microarray analyses (A) and qRT-PCR (B). Conceived and designed the experiments: MN KCV TB GJ AMB. Performed the experiments: MN KCV TB KH KA GJ. Analyzed the data:
MN KCV KH PW KA AMB. Contributed reagents/materials/analysis
tools: GJ AMB. Wrote the paper: MN KCV TB KH PW AMB. Initiated
and started the project: AMB. The color code indicates expression values and squares with a
diagonal line inside indicate genes with an expression ratio (log2
transformed) greater than +/2 0.5 that are not significantly
regulated. The scale on the right represents gene expression ratio Acknowledgments The custom made Agilent microarrays was made available by Dr. Chris
Bowler and colleagues, which we also thank for generously sharing
methods and materials used in their laboratories. The authors would also
like to thank Torfinn Sparstad and Bente U. Halvorsen for help with the
microarray hybridization and Mari-Ann Østensen for great help with the
axenic cultures. Variable Chl fluorescence Variable Chl a fluorescence was measured using a PhytoPAM
(System I, Walz, Germany), equipped with a sensitive Photo-
multiplier-Detector (PM-101P, Walz). Fluorescence was excited by
a weak and nonactinic modulated light supplied by a LED (light
emitting diode, Array-Cone PHYTO-ML, Walz, Germany) and a PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 12 Genomics of Light Acclimation saturating flash by a strong red LED (.2000 mmol m22 s21,
Actinic LED-Array-Cone PHYTO-AL, Walz) to ensure that all
reaction centres of PSII were closed during the flash period. The
instrument light source excites fluorescence at four different
wavelengths; however, only results from 665 nm excitation were
used. Nomenclature of van Kooten and Snell [64] was used. The
minimum (F0) and maximum fluorescence (Fm) was measured at
the end of a dark-acclimation period (3 min) and the maximum
quantum yield (the PSII efficiency) was calculated from Fv/Fm,
where Fv is the variable part of fluorescence emission and equal to
Fm–F0. The photosynthesis vs. irradiance (P vs. E) relationship was
obtained
by exposing
the samples
(after
the 3 min
dark-
acclimation)
to
12
step-wise
increasing
irradiances
(1
and
1200 mmol photons m22 s21) at intervals of 30 s each. The
operational quantum yield of PSII (WPSII) was calculated from the
steady-state fluorescence (Fs) at each irradiance and the maximum
fluorescence measured after a saturation pulse (Fm9) at the end of
each irradiance interval, from (Fm9–Fs)/Fm9 [6]. The relative
electron
transport
rates
(rETR)
was
then
calculated
from
multiplying
WPSII with
the incubation
irradiance, and
the
relationship was fitted using the build-in hyperbolic fitting routine
in the PhytoWin software package (ver. 2.00a) to determine the
maximum light utilization coefficient (a) and the maximum rETR. The light saturation index was calculated from rETR divided by a
[65,66]. A Peltier cell (US-T/S, Walz) kept the temperature
constant (60.2uC) during incubations. values, log2 transformed. The abbreviations used are NA: not
assessed; ChlI: subunit I of magnesium chelatase; FtsH: Filamen-
tation temperature sensitive H; Psa: PSI proteins; Psb: PSII
proteins; RbcS:
ribulose-bisphosphate
carboxylase
oxygenase
small subunit; RbcL: ribulose-bisphosphate carboxylase oxygenase
large subunit. values, log2 transformed. The abbreviations used are NA: not
assessed; ChlI: subunit I of magnesium chelatase; FtsH: Filamen-
tation temperature sensitive H; Psa: PSI proteins; Psb: PSII
proteins; RbcS:
ribulose-bisphosphate
carboxylase
oxygenase
small subunit; RbcL: ribulose-bisphosphate carboxylase oxygenase
large subunit. Genomics of Light Acclimation J Phycol 40: 732–741. 31. Wilhelm C, Bu¨chel C, Fisahn J, Goss R, Jakob T, et al. (2006) The regulation of
carbon and nutrient assimilation in diatoms is significantly different from green
algae. Protist 157: 91–124. 52. Lohr M, Wilhelm C (1999) Algae displaying the diadinoxanthin cycle also
possess the violaxanthin cycle. Proc Natl Acad Sci U S A 96: 8784–8789. g
32. Coesel S, Obornik M, Varela J, Falciatore A, Bowler C (2008) Evolutionary
origins and functions of the carotenoid biosynthetic pathway in marine diatoms. PLoS ONE 3: e2896. 53. Lohr M, Wilhelm C (2001) Xanthophyll synthesis in diatoms: quantification of
putative intermediates and comparison of pigment conversion kinetics with rate
constants derived from a model. Planta 212: 382–391. 33. Zhu SH, Green B (2008) Light-harvesting and photoprotection in diatoms:
identification and expression of L818-like proteins in photosynthesis. In: Allen JF,
Gantt E, Golbeck JH, eds. Energy from the Sun, 14th International Congress on
Photosynthesis. Dordrecht: Springer. pp 261–264. 54. Savard F, Richard C, Guertin M (1996) The Chlamydomonas reinhardtii LI818 gene
represents a distant relative of the cabI/II genes that is regulated during the cell
cycle and in response to illumination. Plant Mol Biol 32: 461–473. 55. Richard C, Ouellet H, Guertin M (2000) Characterization of the LI818
polypeptide from the green unicellular alga Chlamydomonas reinhardtii. Plant Mol
Biol 42: 303–316. 34. Nelson N, Yocum CF (2006) Structure and function of photosystems I and II. Annu Rev Plant Biol 57: 521–565. 35. Oudot-Le Secq MP, Grimwood J, Shapiro H, Armbrust EV, Bowler C,
Green BR (2007) Chloroplast genomes of the diatoms Phaeodactylum tricornutum
and Thalassiosira pseudonana: comparison with other plastid genomes of the red
lineage. Mol Genet Genomics 277: 427–439. 56. Zhirong L, Wakao S, Fischer BB, Niyogi KK (2009) Sensing and responding to
excess light. Annu Rev Plant Biol 60: 239–260. 57. Ballottari M, Dall’Osto L, Morosinotto T, Bassi R (2007) Contrasting behaviour
of higher plant photosystem I and II antenna systems during acclimation. J Biol
Chem 282: 8947–8958. 36. Enami I, Okumura A, Nagao R, Suzuki T, Iwai M, Shen JR (2008) Structures
and functions of the extrinsic proteins of photosystem II from different species. Photosynth Res 98: 349–363. 58. Guillard RRL (1975) Culture of phytoplankton for feeding marine invertebrates. In: Smith WL, Chanley MH, eds. Culture of marine invertebrate animals. New
York: Plenum Press. pp 26–60. y
37. Genomics of Light Acclimation phyceae) and the potential use of its pigment ratios as a quantitative
physiological marker. J Phycol 36: 529–539. 45. Lamkemeyer P, Laxa M, Collin V, Li W, Finkemeier I, et al. (2006)
Peroxiredoxin Q of Arabidopsis thaliana is attached to the thylakoids and functions
in context of photosynthesis. Plant J 45: 968–981. p y
g
J
y
25. Rodriguez F, Chauton M, Johnsen G, Andresen K, Olsen LM, Zapata M (2006)
Photoacclimation in phytoplankton: implications for biomass estimates, pigment
functionality and chemotaxonomy. Mar Biol 148: 963–971. p
y
J
46. Meyer Y, Siala W, Bashandy T, Riondet C, Vignols F, et al. (2008)
Glutaredoxins and thioredoxins in plants. Biochim Biophys Acta 1783: 589–600. y
y
26. Perry MJ, Talbot MC, Alberte RS (1981) Photoadaptation in marine
phytoplankton: Response of the photosynthetic unit. Mar Biol 62: 91–101. 47. Schu¨rmann P, Buchanan BB (2008) The ferredoxin/thioredoxin system of
oxygenic photosynthesis. Antioxid Redox Signal 10: 1235–1273. 27. Clayton RK, Wang RT (1971) Photochemical reaction centers from
Rhodopseudomonas-spheroids. In: Methods in Enzymology, Vol. 23. Photo-
synthesis, part A. New York: Academic Press. pp 696–704. 48. Wang F, Zhong NQ, Gao P, Wang GL, Wang HY, et al. (2008) SsTypA1, a
chloroplast-specific TypA/BipA-type GTPase from the halophytic plant Suaeda
salsa, plays a role in oxidative stress tolerance. Plant Cell Environ 31: 982–994. 49. Brown JS (1988) Photosynthetic pigment organization in diatoms (Bacillar-
iophyceae). J Phycol 24: 96–102. 48. Wang F, Zhong NQ, Gao P, Wang GL, Wang HY, et al. (2008) SsTypA1, a
chloroplast-specific TypA/BipA-type GTPase from the halophytic plant Suaeda
salsa, plays a role in oxidative stress tolerance. Plant Cell Environ 31: 982–994. 28. Nakamura K, Ogawa T, Shibata K (1976) Chlorophyll and peptide
compositions in the two photosystems of marine green algae. Biochim Biophys
Acta 423: 227–236. 49. Brown JS (1988) Photosynthetic pigment organization in diatoms (Bacillar-
iophyceae). J Phycol 24: 96–102. 50. Oeltjen A, Krumbein WE, Rhiel E (2002) Investigations on transcript sizes,
steady state mRNA concentrations and diurnal expression of genes encoding
fucoxanthin chlorophyll a/c light harvesting polypeptides in the centric diatom
Cyclotella cryptica. Plant Biol 4: 250–257. 29. Schuster G, Lisitsky I, Klaff P (1999) Polyadenylation and degradation of mRNA
in the chloroplast. Plant Physiol 120: 937–944. 30. Tanaka R, Tanaka A (2007) Tetrapyrrole biosynthesis in higher plants. Annu
Rev Plant Biol 58: 321–346. 51. Mock T, Valentin K (2004) Photosynthesis and cold acclimation: molecular
evidence from a polar diatom. Genomics of Light Acclimation Chen H, Zhang D, Guo J, Wu H, Jin M, et al. (2006) A Psb27 homologue in
Arabidopsis thaliana is required for efficient repair of photodamaged photosystem
II. Plant Mol Biol 61: 567–575. 59. Andersen RA, Morton SL, Sexton JP (1997) Provasoli-Guillard National Center
for culture of marine phytoplankton 1997 list of strains. J Phycol 33: 1–75. 38. Plu¨cken H, Mu¨ller B, Grohmann D, Westhoff P, Eichacker LA (2002) The
HCF136 protein is essential for assembly of the photosystem II reaction center in
Arabidopsis thaliana. FEBS lett 532: 85–90. 60. Smyth GK (2004) Linear models and empirical Bayes methods for assessing
differential expression in microarray experiments. Statistical Applications in
Genetics and Molecular Biology 3, No. 1, Article 3. p
39. Roose JL, Pakrasi HB (2008) The Psb27 protein facilitates manganese cluster
assembly in photosystem II. J Biol Chem 283: 4044–4050. gy
61. Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical
and powerful approach to multiple testing. J R Statist Soc B 57: 289–300. 40. Komenda J, Nickelsen J, Tichy´ M, Pra´sˇil O, Eichacker LA, et al. (2008) The
cyanobacterial homologue of HCF136/YCF48 is a component of an early
photosystem II assembly complex and is important for both the efficient
assembly and repair of photosystem II in Synechocyctis sp. PCC 6803. J Biol
Chem 283: 22390–22399. 62. Ramakers C, Ruijter JM, Deprez RH, Moorman AFM (2003) Assumption-free
analysis of quantitative real-time polymerase chain reaction (PCR) data. Neurosci Lett 339: 62–66. 63. Pfaffl MW, Horgan GW, Dempfle L (2002) Relative expression software tool
(REST) for group-wise comparison and statistical analysis of relative
expression results in real-time PCR. Nucleic Acids Res 30: e36. 41. Jensen PE, Bassi R, Boekema EJ, Dekker JP, Jansson S, et al. (2007) Structure,
function and regulation of plant photosystem I. Biochim Biophys Acta 1767:
335–352. 64. Van Kooten O, Snell JFH (1990) The use of chlorophyll fluorescence
nomenclature in plant stress physiology. Photosynth Res 25: 147–150. 42. Kroth PG, Chiovitti A, Gruber A, Martin-Jezequel V, Mock T, et al. (2008) A
model for carbohydrate metabolism in the diatom Phaeodactylum tricornutum
deduced from comparative whole genome analysis. PLoS ONE 3: e1426. 65. Hancke K, Hancke TB, Olsen LM, Johnsen G, Glud R (2008) Temperature
effects on microalgae photosynthesis-light responses measured by O2 production,
pulse-amplitude-modulated fluorescence and
14C assimilation. J Phycol 44:
501–514. p
g
y
43. References A reversible light-induced conformational change of
reaction center II is related to an irreversible modification of the D1 protein. J Biol Chem 265: 1972–1979. 7. Falkowski PG, Chen YB (2003) Photoacclimation of light harvesting systems in
eukaryotic algae. In: Green BR, Parson WW, eds. Light harvesting antennas in
photosynthesis. Dordrecht: Kluwer Academic Publ. pp 423–447. p
y
pp
8. Mu¨ller P, Li XP, Niyogi KK (2001) Non-photochemical quenching. A response
to excess light energy. Plant Physiol 125: 1558–1566. 8. Mu¨ller P, Li XP, Niyogi KK (2001) Non-photochemi 21. Yamamoto Y, Aminaka R, Yoshioka M, Khatoon M, Komayama K, et al. (2008) Quality control of photosystem II: impact of light and heat stresses. Photosynth Res 98: 589–608. 9. Horton P, Ruban AV, Walters RG (1996) Regulation of light harvesting in green
plants. Ann Rev Plant Physiol Plant Mol Biol 47: 655–684. 22. Shapira M, Lers A, Heifetz PH, Irihimovitz V, Osmond CB, et al. (1997)
Differential regulation of chloroplast gene expression in Chlamydomonas reinhardtii
during photoacclimation: light stress transiently suppresses synthesis of the
Rubisco LSU protein while enhancing synthesis of the PS II D1 protein. Plant
Mol Biol 33: 1001–1011. 10. Gilmore AM (1997) Mechanistic aspects of xanthophyll cycle-dependent
photoprotection in higher plant chloroplasts and leaves. Physiol Planta 99:
197–209. 11. Lavaud J, Rousseau B, Etienne AL (2004) General features of photoprotection
by energy dissipation in planktonic diatoms (Bacillariophyceae). J Phycol 40:
130–137. 23. Hihara Y, Kamei A, Kanehisa M, Kaplan A, Ikeuchi M (2001) DNA microarray
analysis of cyanobacterial gene expression during acclimation to high light. Plant
Cell 13: 793–806. 12. Johnsen G, Pre´zelin BB, Jovine RVM (1997) Fluorescence excitation spectra
and light utilization in two red tide dinoflagellates. Limnol Oceanogr 42:
1166–1177. 24. Stolte W, Kraay GW, Noordeloos AAM, Riegman R (2000) Genetic and
physiological variation in pigment composition of Emiliania huxleyi (Prymnesio- PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 13 Genomics of Light Acclimation Genomics of Light Acclimation Krieger-Liszkay A, Fufezan C, Trebst A (2008) Singlet oxygen production in
photosystem II and related protection mechanism. Photosynth Res 98: 551–564. 66. Sakshaug E, Bricaud A, Dandonneau Y, Falkowski PG, Kiefer DA, et al. (1997)
Parameters of photosynthesis: definitions, theory and interpretation of results. J Plankton Res 19: 1637–1670. 44. Li Y, Wang Z, Sun X, Tang K (2008) Current opinions on the functions of
tocopherol based on the genetic manipulation of tocopherol biosynthesis in
plants. J Integr Plant Biol 50: 1057–1069. PLoS ONE | www.plosone.org November 2009 | Volume 4 | Issue 11 | e7743 14
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https://openalex.org/W3146275690
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https://bmcgenomics.biomedcentral.com/track/pdf/10.1186/s12864-021-07512-6
|
English
| null |
Telomere-to-telomere assembly of the genome of an individual Oikopleura dioica from Okinawa using Nanopore-based sequencing
|
BMC genomics
| 2,021
|
cc-by
| 13,497
|
Telomere-to-telomere assembly of the
genome of an individual Oikopleura dioica
from Okinawa using Nanopore-based
sequencing Aleksandra Bliznina1*
, Aki Masunaga1, Michael J. Mansfield1, Yongkai Tan1, Andrew W. Liu1, Charlotte West1,2,
Tanmay Rustagi1, Hsiao-Chiao Chien1, Saurabh Kumar1, Julien Pichon1, Charles Plessy1* and
Nicholas M. Luscombe1,2,3 Bliznina et al. BMC Genomics (2021) 22:222
https://doi.org/10.1186/s12864-021-07512-6 Bliznina et al. BMC Genomics (2021) 22:222
https://doi.org/10.1186/s12864-021-07512-6 Open Access * Correspondence: aleksandra.bliznina2@oist.jp; charles.plessy@oist.jp
1Genomics and Regulatory Systems Unit, Okinawa Institute of Science and
Technology Graduate University, Okinawa, Japan
Full list of author information is available at the end of the article Abstract Background: The larvacean Oikopleura dioica is an abundant tunicate plankton with the smallest (65–70 Mbp) non-
parasitic, non-extremophile animal genome identified to date. Currently, there are two genomes available for the
Bergen (OdB3) and Osaka (OSKA2016) O. dioica laboratory strains. Both assemblies have full genome coverage and
high sequence accuracy. However, a chromosome-scale assembly has not yet been achieved. Results: Here, we present a chromosome-scale genome assembly (OKI2018_I69) of the Okinawan O. dioica
produced using long-read Nanopore and short-read Illumina sequencing data from a single male, combined with
Hi-C chromosomal conformation capture data for scaffolding. The OKI2018_I69 assembly has a total length of
64.3 Mbp distributed among 19 scaffolds. 99% of the assembly is contained within five megabase-scale scaffolds. We found telomeres on both ends of the two largest scaffolds, which represent assemblies of two fully contiguous
autosomal chromosomes. Each of the other three large scaffolds have telomeres at one end only and we propose
that they correspond to sex chromosomes split into a pseudo-autosomal region and X-specific or Y-specific regions. Indeed, these five scaffolds mostly correspond to equivalent linkage groups in OdB3, suggesting overall agreement
in chromosomal organization between the two populations. At a more detailed level, the OKI2018_I69 assembly
possesses similar genomic features in gene content and repetitive elements reported for OdB3. The Hi-C map
suggests few reciprocal interactions between chromosome arms. At the sequence level, multiple genomic features
such as GC content and repetitive elements are distributed differently along the short and long arms of the same
chromosome. (Continued on next page) (Continued on next page) Background chromosome counts, ranging between n = 3 [14] and n =
8 [15]. In preparation for this study, we karyotyped the
Okinawan O. dioica by staining centromeres with anti-
bodies targeting phosphorylated histone H3 serine 28
[16], and determined a count of n = 3. This is also in
agreement with the physical map of OdB3 [9]. Larvaceans (synonym: appendicularians) are among the
most abundant and ubiquitous taxonomic groups within
animal plankton communities [1, 2]. They live inside
self-built “houses” which are used to trap food particles
[3]. The animals regularly replace houses as filters be-
come damaged or clogged and a proportion of discarded
houses with trapped materials eventually sink to the
ocean floor. As such larvaceans play a significant role in
global vertical carbon flux [4]. Currently,
the
method
of
choice
for
producing
chromosome-scale sequences is to assemble contigs
using long reads (~ 10 kb or more) produced by either
the Oxford Nanopore or PacBio platforms, and to scaf-
fold them using Hi-C contact maps [17, 18]. To date,
there have been no studies of chromosome contacts in
Oikopleura or any other larvaceans. Oikopleura dioica is the best documented species
among larvaceans. It possesses several invaluable fea-
tures as an experimental model organism. It is abundant
in coastal waters and can be easily collected from the
shore. Multigenerational culturing is possible [5]. It has
a short lifecycle of 4 days at 23 °C and remains free-
swimming throughout its life [6]. As a member of the
tunicates, a sister taxonomic group to vertebrates, O. dioica offers insights into their evolution [7]. Here, we present a chromosome-length assembly of
the Okinawan O. dioica genome sequence generated
with datasets stemming from multiple genomic tech-
nologies and data types, namely long-read sequencing
data from Oxford Nanopore, short-read sequences from
Illumina and Hi-C chromosomal contact maps (Fig. 1). O. dioica’s genome size is 65–70 Mbp [8, 9], making it
one of the smallest among all sequenced animals. Inter-
estingly, genome-sequencing of other larvacean species
uncovered large variations in genome sizes, which corre-
lated with the expansion of repeat families [10]. O. dioica is distinguished from other larvaceans as the only
reported dioecious species [11] with sex determination
system using an X/Y pair of chromosomes [9]. The first
published genome assembly of O. © The Author(s). 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Page 2 of 18 Bliznina et al. BMC Genomics (2021) 22:222 (Continued from previous page) (Continued from previous page)
Conclusions: We show that a hybrid approach of integrating multiple sequencing technologies with chromosome
conformation information results in an accurate de novo chromosome-scale assembly of O. dioica’s highly
polymorphic genome. This genome assembly opens up the possibility of cross-genome comparison between
O. dioica populations, as well as of studies of chromosomal evolution in this lineage. Keywords: Oikopleura dioica, Oxford Nanopore sequencing, Hi-C, Telomere-to-telomere, Chromosome-scale
assembly, Single individual Background dioica (OdB3, B stands
for Bergen) was performed with Sanger sequencing
which allowed for high sequence accuracy but limited
coverage [9]. The OdB3 assembly was scaffolded with a
physical map produced from BAC-end sequences, which
revealed two autosomal linkage groups and a sex
chromosome
with
a
long
pseudo-autosomal
region
(PAR) [9]. Recently, a genome assembly for a mainland
Japanese population of O. dioica (OSKA2016, OSKA de-
notes Osaka) was published, which displayed a high level
of coding sequence divergence compared with the OdB3
reference [12, 13]. Although OSKA2016 was sequenced
with single-molecule long reads produced with the Pac-
Bio RSII technology, it does not have chromosomal
resolution. Genome sequencing and assembly b The assembly was generated using Nanopore and Illumina data, followed by scaffolding using Hi-C chromosomal
capture information data 0.5 mm
a Collection of a single Oikopleura dioica male
gDNA extraction and library preparation
Illumina MiSeq sequencing
Canu
Contig assembly
Self-polishing
Racon
Error-correction
Quality check
Filtration and trimming
FASTX-toolkit
Pilon
Redundancy removal
HaploMerger2
Scaffold assembly
Juicer, 3D-DNA
Hi-C library preparation
Illumina MiSeq sequencing
Quality check and filtration
Hi-C Dovetail Kit
FASTX-toolkit
Quality assessment
QUAST, BUSCO
LG assignment
Collection of 50 males
Genome assembly
Nanopore sequencing
LAST, Circlize
b b a Fig. 1 Genome assembly and annotation workflow used to generate the OKI2018_I69 genome assembly. a Life images of adult male (top) and
female (bottom) O. dioica. b The assembly was generated using Nanopore and Illumina data, followed by scaffolding using Hi-C chromosomal
capture information data Racon, and then with Illumina reads using Pilon. The
initial Okinawa O. dioica assembly length was 99.3 Mbp,
or ~ 1.5 times longer than the OdB3 genome at 70.4
Mbp. Merging haplotypes with HaploMerger2 resulted
in two sub-assemblies (reference and allelic) of 64.3
Mbp with an N50 of 4.7 Mbp. Repeating the procedure
on a second individual from the same culture showed
overall agreement in assembly lengths, sequences and
structures (Fig. 2c). Racon, and then with Illumina reads using Pilon. The
initial Okinawa O. dioica assembly length was 99.3 Mbp,
or ~ 1.5 times longer than the OdB3 genome at 70.4
Mbp. Merging haplotypes with HaploMerger2 resulted
in two sub-assemblies (reference and allelic) of 64.3
Mbp with an N50 of 4.7 Mbp. Repeating the procedure
on a second individual from the same culture showed
overall agreement in assembly lengths, sequences and
structures (Fig. 2c). for the remaining 663 kbp (lengths ranging from 2.9 to
131.6 kbp). One of the small scaffolds is a draft assembly
of the mitochondrial genome that we discuss below. Most of the other smaller scaffolds are highly repetitive
and might represent unplaced fragments of centromeric
or telomeric regions. We annotated telomeres by search-
ing for the TTAGGG repeat sequence and found that
most of the megabase-scale scaffolds have single telo-
meric regions: therefore, we reasoned that they represent
chromosome arms. Indeed, pairwise genome alignment
to OdB3 identified two syntenic scaffolds for each auto-
somal linkage group, two for the pseudo-autosomal re-
gion (PAR) and one for each sex-specific region. Genome sequencing and assembly O. dioica’s genome is highly polymorphic [9], making as-
sembly of its complete sequence challenging. To reduce
the level of variation, we sequenced genomic DNA from
a single O. dioica male. The low amount of extracted
DNA is an issue when working with small-size organ-
isms like O. dioica. Therefore, we optimized the extrac-
tion and sequencing protocols to allow for low-template
input DNA yields of around 200 ng and applied a hybrid
sequencing approach using Oxford Nanopore reads to
span repeat-rich regions and Illumina reads to correct
individual nucleotide errors. The Nanopore run gave 8.2
million reads (221× coverage) with a median length of
840 bp and maximum length of 166 kb (Fig. 2a). Based
on k-mer counting of the Illumina reads, the genome
was estimated to contain ~ 50 Mbp (Fig. 2b) – compar-
able in size to the OdB3 and OSKA2016 assemblies –
and a relatively high heterozygosity of ~ 3.6%. We used
the Canu pipeline [19] to correct, trim and assemble
Nanopore reads, yielding a draft assembly comprising
175 contigs with a weighted median N50 length of 3.2
Mbp. We corrected sequencing errors and local misas-
semblies of the draft contigs with Nanopore reads using Historical
attempts
at
karyotyping
O. dioica
by
traditional
histochemical
stains
arrived
at
different Page 3 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Bliznina et al. BMC Genomics RepeatModeler,
RepeatMasker
Intron hints
STAR
BLAT, GMAP
PASA
AUGUSTUS
AUGUSTUS
Genome browser
ZENBU
Repeat identification and masking
Genome annotation
Collection of a single Oikopleura dioica male
gDNA extraction and library preparation
Illumina MiSeq sequencing
Canu
Contig assembly
Self-polishing
Racon
Error-correction
Quality check
Filtration and trimming
FASTX-toolkit
Pilon
Redundancy removal
HaploMerger2
Scaffold assembly
Juicer, 3D-DNA
Hi-C library preparation
Illumina MiSeq sequencing
Quality check and filtration
Hi-C Dovetail Kit
FASTX-toolkit
Quality assessment
QUAST, BUSCO
LG assignment
Collection of 50 males
Genome assembly
Nanopore sequencing
LAST, Circlize
Quality check and filtration
Transcriptome assembly
Redundancy removal
Assembly quality check
FASTX-toolkit
Trinity
CD-HIT
rnaQUAST,
BUSCO
Collection of 3 developm. stages
cDNA library preparation
Illumina MiSeq sequencing
b
0.5 mm
a
Exon hints
Gene structure annotation and analysis
Training AUGUSTUS
Gene model prediction
Fig. 1 Genome assembly and annotation workflow used to generate the OKI2018_I69 genome assembly. a Life images of adult male (top) and
female (bottom) O. dioica. Genome sequencing and assembly Since
we had previously inferred a karyotype of n = 3 by im-
munohistochemistry [16], we completed the assembly by
pairing the megabase-scale scaffolds into chromosome
arms based on their synteny with the OdB3 physical
map (Fig. 3b). The final assembly named OKI2018_I69 To scaffold the genome, we sequenced Hi-C libraries
from a pool of ~ 50 individuals from the same culture. More than 99% of the Hi-C reads could be mapped to
the contig assembly. After removing duplicates, Hi-C
contacts were passed to the 3D-DNA pipeline to correct
major misassemblies, as well as order and orient the
contigs. The
resulting
assembly
consisted
of
8
megabase-scale scaffolds containing 99% of the total se-
quence (Fig. 3a), and 14 smaller scaffolds that account Page 4 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Bliznina et al. BMC Genomics Genomescope estimated size (Mb)
20
30
40
50
Repetitive
genome
Unique
genome
Haploid
genome
b
Read Length Histogram
a
Estimated Read Length in Bases (kb)
0
32.4
16.2
48.6 64.2 81 97.2 113.4
)
b
G
(
s
e
s
a
B
d
e
t
a
m
its
E
la
t
o
T
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
c
I69 contigs
I28 contigs
Fig. 2 Quality control checks implemented on different steps of genome sequencing and assembly. a Graph showing length distribution of raw
Nanopore reads used to generate the OKI2018_I69 assembly. b Estimated total and repetitive genome size based on k-mer counting of the
Illumina paired-end reads used for polishing the OKI2018_I69 assembly. c Pairwise genome alignment of the contig assemblies of I69 and I28 O. dioica individuals Genomescope estimated size (Mb)
20
30
40
50
Repetitive
genome
Unique
genome
Haploid
genome
b
Read Length Histogram
a
Estimated Read Length in Bases (kb)
0
32.4
16.2
48.6 64.2 81 97.2 113.4
)
b
G
(
s
e
s
a
B
d
e
t
a
m
its
E
la
t
o
T
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5 Genomescope estimated size (Mb)
20
30
40
50
Repetitive
genome
Unique
genome
Haploid
genome
b b Estimated Read Length in Bases (kb) Genomescope estimated size (Mb) Genomescope estimated size (Mb) c
I69 contigs
I28 contigs
Fig. 2 Quality control checks implemented on different steps of genome sequencing and assembly. a Graph showing length distribution of raw
Nanopore reads used to generate the OKI2018_I69 assembly. Genome sequencing and assembly b Estimated total and repetitive genome size based on k-mer counting of the
Illumina paired-end reads used for polishing the OKI2018_I69 assembly. c Pairwise genome alignment of the contig assemblies of I69 and I28 O. dioica individuals c Fig. 2 Quality control checks implemented on different steps of genome sequencing and assembly. a Graph showing length distribution of raw
Nanopore reads used to generate the OKI2018_I69 assembly. b Estimated total and repetitive genome size based on k-mer counting of the
Illumina paired-end reads used for polishing the OKI2018_I69 assembly. c Pairwise genome alignment of the contig assemblies of I69 and I28 O. dioica individuals (Table
1;
Suppl. Table
1)
comprises
telomere-to-
telomere assemblies of the autosomal chromosomes 1
(chr 1) and 2 (chr 2). The sex chromosomes are split
into pseudo-autosomal region (PAR) and X-specific re-
gion (XSR) or Y-specific region (YSR; Fig. 3). We assume
that the sex-specific regions belong to the long arm of
the PAR, as the long arm does not contain any telomeric
repeats (Fig. 4a). Alignment of the Illumina polishing
reads to the OKI2018_I69 assembly estimated an error
rate of 1.3% showing high sequence accuracy. (Table
1;
Suppl. Table
1)
comprises
telomere-to-
telomere assemblies of the autosomal chromosomes 1
(chr 1) and 2 (chr 2). The sex chromosomes are split
into pseudo-autosomal region (PAR) and X-specific re-
gion (XSR) or Y-specific region (YSR; Fig. 3). We assume
that the sex-specific regions belong to the long arm of
the PAR, as the long arm does not contain any telomeric
repeats (Fig. 4a). Alignment of the Illumina polishing
reads to the OKI2018_I69 assembly estimated an error
rate of 1.3% showing high sequence accuracy. haploid status in males. The chromosome arms them-
selves show few interactions between each other, even
when they are part of the same chromosome. Chromosome-level features The genome contains between 1.4 and 2.6 Mbp of tan-
dem repeats (detected using the tantan and ULTRA al-
gorithms respectively with maximum period lengths of
100 and 2000). Subtelomeric regions tend to contain ret-
rotransposons or tandem repeats with longer periods. We also found telomeric repeats in smaller scaffolds. A
possible explanation is that subtelomeric regions display
high heterozygosity, leading to duplicated regions that
fail to assemble with the chromosomes. Alternatively,
these scaffolds could be peri-centromeric regions con-
taining interstitial telomeric sequences. In some species,
high-copy tandem repeats can be utilized to discover the
position of centromeric regions [20]; however, we could
not
find
such
regions. Additional
experimental The genome-wide contact matrix from the Hi-C data
(Fig. 3c) shows bright, off-diagonal spots that suggest
spatial clustering of the telomeres and centromeres both
within the same and across different chromosomes [18]. The three centromeric regions are outside the sex-
specific regions, dividing the PAR and both autosomes
into long and short arms. The two sex-specific regions
have lower apparent contact frequencies compared with
the rest of the assembly which is consistent with their Bliznina et al. BMC Genomics (2021) 22:222 Page 5 of 18 Bliznina et al. BMC Genomics OKI2018_I69 contigs
OKI2018_I69
Size (Mbp)
<1
2
4
6
8
10
12
14
16
a
chr 1
chr 2
PAR
XSR
YSR
b
chr 1
chr 2
PAR
YSR
XSR
N LG 1
N LG 2
N Un d
N Un a
N Un f
N Un f
N Un e
N Un b
N YSR
N XSR
N PAR
OKI2018_I69
OdB3
XSR
PAR
chr 2
chr 1
YSR
c
Fig. 3 OKI2018_I69 assembly of the Okinawan O. dioica. a Treemap comparison between the contig (left) and scaffold (right) assemblies of the O. dioica genome. Each rectangle represents a contig or a scaffold in the assembly with the area proportional to its length. b Comparison between
the OKI2018_I69 (left) and OdB3 (right) linkage groups. The Sankey plot shows what proportion of each chromosome in the OKI2018_I69
genome is aligned to the OdB3 linkage groups. c Contact matrix generated by aligning Hi-C data set to the OKI2018_I69 assembly with Juicer
and 3D-DNA pipelines. Chromosome-level features Pixel intensity in the contact matrices indicates how often a pair of loci collocate in the nucleus OKI2018 I69 contigs
OKI2018 I69
Size (Mbp)
<1
2
4
6
8
10
12
14
16
a
chr 1
chr 2
PAR
XSR
YSR a _
g
b
chr 1
chr 2
PAR
YSR
XSR
N LG 1
N LG 2
N Un d
N Un a
N Un f
N Un f
N Un e
N Un b
N YSR
N XSR
N PAR
OKI2018_I69
OdB3 b XSR
PAR
chr 2
chr 1
YSR
c c Fig. 3 OKI2018_I69 assembly of the Okinawan O. dioica. a Treemap comparison between the contig (left) and scaffold (right) assemblies of the O. dioica genome. Each rectangle represents a contig or a scaffold in the assembly with the area proportional to its length. b Comparison between
the OKI2018_I69 (left) and OdB3 (right) linkage groups. The Sankey plot shows what proportion of each chromosome in the OKI2018_I69
genome is aligned to the OdB3 linkage groups. c Contact matrix generated by aligning Hi-C data set to the OKI2018_I69 assembly with Juicer
and 3D-DNA pipelines. Pixel intensity in the contact matrices indicates how often a pair of loci collocate in the nucleus Fig. 3 OKI2018_I69 assembly of the Okinawan O. dioica. a Treemap comparison between the contig (left) and scaffold (right) assemblies of the O. dioica genome. Each rectangle represents a contig or a scaffold in the assembly with the area proportional to its length. b Comparison between
the OKI2018_I69 (left) and OdB3 (right) linkage groups. The Sankey plot shows what proportion of each chromosome in the OKI2018_I69
genome is aligned to the OdB3 linkage groups. c Contact matrix generated by aligning Hi-C data set to the OKI2018_I69 assembly with Juicer
and 3D-DNA pipelines. Pixel intensity in the contact matrices indicates how often a pair of loci collocate in the nucleus Table 1 Comparison of the OKI2018_I69 assembly with the previously published O. Chromosome-level features dioica genomes
OdB3
OSKA2016
OKI2018_I69
Geographical origin
Bergen, Norway (North Atlantic)
Hyogo, Japan (Western Pacific)
Okinawa, Japan (Ryukyu archipelago)
Assembly length (Mbp)
70.4
65.6
64.3
Number of scaffolds
1260
576
19
Longest scaffold (Mbp)
3.2
6.8
17.1
Scaffold N50 (Mbp)
0.4
1.5
16.2
Number of contigs
5917
746
42
Contig N50 (Mbp)
0.02
0.6
4.7
GC content (%)
39.77
41.34
41.06
Gap rate (%)
5.589
0.585
0.034
Complete BUSCOs (%)
70.8
71.7
73.01 Table 1 Comparison of the OKI2018_I69 assembly with the previously published O. dioica genomes
OdB3
OSKA2016 Bliznina et al. BMC Genomics (2021) 22:222 Page 6 of 18 a
b
chr 1
short arm
chr 2
short arm
chr 2
long arm
PAR
short arm
PAR
long arm
chr 1
long arm
GC
Cov. Rep. Genes
DpnII
0
100
200
300
0
10
20
30
0
40
80
200
600
1000
35
45
40
50
GC
chr 1
. p
e
R
.v
o
C
Genes
44
40
36
250
100
80
40
0
20
0
10
0 Mbp
4.8 Mbp
9.59 Mbp
14.53
Mbp
chr 2
.v
o
C
C
G
Rep. Genes
40
38
36
150
250
80
40
0
0
10
20
0 Mbp
5.33 Mbp
10.66 Mbp
16.16
Mbp
PAR
.v
o
C
C
G
Rep. Genes
46
38
36
200
600
1000
80
40
0
5
15
0 Mbp
5.64 Mbp
11.28 Mbp
17.09
Mbp
XSR
.v
o
C
C
G
Rep. Genes
0 Mbp
4.28 Mbp
8.55 Mbp
12.96
Mbp
50
44
38
120
160
200
80
0
40
0
10
20
YSR
.v
o
C
C
G
Rep. Genes
44
40
36
500
300
100
20
50
80
10
0
0
Mbp
2.92
Mbp
Fig. 4 Chromosome-level features of the Okinawan O. dioica genome. a Visualization of sequence properties across chromosomes in the
OKI2018_I69 assembly. For each chromosome, 50 kbp windows of GC (orange), Nanopore sequence coverage (blue), the percent of nucleotides
masked by RepeatMasker (purple), and the number of genes (yellow) are indicated. Differences in these sequence properties occur near
predicted sites of centromeres and telomeres, as well as between the short and long arms of each non-sex-specific chromosome. Telomeres and
gaps in the assembly are indicated with black and grey rectangles, respectively. Chromosome-level features b Long and short chromosome arms exhibit significant
differences sequence properties, including GC content, repetitive sequence content, and the number of restriction sites recognized by the DpnII
enzyme used to generate the Hi-C library XSR
.v
o
C
C
G
Rep. Genes
0 Mbp
4.28 Mbp
8.55 Mbp
12.96
Mbp
50
44
38
120
160
200
80
0
40
0
10
20
YSR
.v
o
C
C
G
Rep. Genes
44
40
36
500
300
100
20
50
80
10
0
0
Mbp
2.92
Mbp a Genes b chr 2 PAR Fig. 4 Chromosome-level features of the Okinawan O. dioica genome. a Visualization of sequence properties across chromosomes in the
OKI2018_I69 assembly. For each chromosome, 50 kbp windows of GC (orange), Nanopore sequence coverage (blue), the percent of nucleotides
masked by RepeatMasker (purple), and the number of genes (yellow) are indicated. Differences in these sequence properties occur near
predicted sites of centromeres and telomeres, as well as between the short and long arms of each non-sex-specific chromosome. Telomeres and
gaps in the assembly are indicated with black and grey rectangles, respectively. b Long and short chromosome arms exhibit significant
differences sequence properties, including GC content, repetitive sequence content, and the number of restriction sites recognized by the DpnII
enzyme used to generate the Hi-C library centered on their centromeric regions. Most strikingly,
there is a clear difference in sequence content between
chromosome arms (Fig. 4; Supp. Table 3). The short
arms consistently display depleted GC content and ele-
vated repetitive content compared with the correspond-
ing long arms. Although GC content tends to be weakly
negatively correlated with repeat content, it is not cur-
rently possible to ascertain causality and the mechanism techniques such as chromatin immunoprecipitation and
sequencing with centromeric markers might be neces-
sary to resolve the centromeres precisely. Therefore, the
current assembly skips over centromeric regions, repre-
sented as gaps of arbitrary size of 500 bp in the chromo-
somal scaffolds. We studied genome-scale features by visualizing them
along whole chromosomes, from the short to long arm, Page 7 of 18 Page 7 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Bliznina et al. BMC Genomics (2021) 22:222 interspersed nuclear elements (SINEs) make up a smaller
portion of the OKI2018_I69 sequence (< 0.1%) compared
with the OdB3 (0.6%). Chromosome-level features It has been suggested that SINEs
contribute significantly to genome size variation in other
oikopleurids [10], but further analysis is required to de-
termine whether that is the case at shorter evolutionary
distances. Non-LTR LINE/Odin and Penelope-like ele-
ments are large components of most oikopleurid ge-
nomes [10], but they are almost absent from the
OKI2018_I69 assembly. Indeed, 44% of the predicted re-
peats in the Okinawan O. dioica could not be classified
through searches against repeat databases and may ei-
ther represent highly divergent relatives of known repeat
classes, or novel repeats specific to Okinawan O. dioica. behind the marked difference in sequence content be-
tween the short and long chromosome arms remains un-
known. It should be noted that the differences in GC
contents affects the density of the GATC DpnII restric-
tion enzyme recognition sites used for Hi-C library prep-
aration; however, this bias is insufficient to explain the
low degree of intra-chromosomal interaction observed
in the Hi-C contact maps. behind the marked difference in sequence content be-
tween the short and long chromosome arms remains un-
known. It should be noted that the differences in GC
contents affects the density of the GATC DpnII restric-
tion enzyme recognition sites used for Hi-C library prep-
aration; however, this bias is insufficient to explain the
low degree of intra-chromosomal interaction observed
in the Hi-C contact maps. Gene annotation We annotated the OKI2018_I69 assembly using RNA-
Seq-based gene prediction. RNA-Seq reads mapped to
the assembly showed 99.14% agreement between the
genome and transcriptome indicating high sequence ac-
curacy. Annotation of the genome yielded 18,794 tran-
script isoforms distributed among 17,260 protein-coding
genes. The number of predicted genes for the OKI2018_
I69 is slightly lower than what was reported for OdB3
(18,020) [9] and OSKA2016 (18,743) [13] (Table 2). The
rest of the genes are either lost from the Okinawan O. dioica genome or were not assembled and/or annotated
with our pipeline. On the other hand, the higher number
of genes might be artifacts of the OdB3 and OSKA2016
annotations. The completeness of the annotation com-
pares to the genome: BUSCO recovered 75.3% complete
and 4.8% fragmented metazoan genes (Fig. 5a). Like the
OdB3 assembly, gene density is very high at one gene
per 3.7 kbp. OKI2018_I69 has similar gene and exon
length distributions, and very short introns with a me-
dian length of only 49 bp (Table 2). Indeed, we found a
high frequency of the non-canonical (non-GT/AG) in-
trons in the OKI2018_I69 (11%). Previously, Denoeud
et al. reported that 12% of the introns were non-
canonical in the OdB3 [9]. Some of those non-canonical
introns were found in the same genes as in the OdB3. However, more close examination is required to under-
stand if it is the case for the rest of the genes. Therefore,
overall genomic features seem to be conserved among
O. dioica population despite large geographic distance. Quality assessment using BUSCO y
g
To assess the completeness of our assembly, we searched
for 978 metazoan Benchmarking Universal Single-Copy
Orthologs (BUSCOs) provided with the BUSCO tool
[21–23]. To increase sensitivity, we trained BUSCO’s
gene prediction tool, AUGUSTUS [24], with transcript
models generated from RNA-Seq data collected from
the same laboratory culture (see below). We detected
73.0% of BUSCOs (Table 1), which is similar to OdB3
and OSKA2016 (Fig. 5a; Suppl. Table 4). All detected
BUSCOs except one reside on the chromosomal scaf-
folds. As the reported fraction of detected genes is lower
than for other tunicates such as Ciona intestinalis HT
(94.6%) [25] or Botrylloides leachii (89%) [26], we
searched for BUSCO genes in the transcriptomic train-
ing data (83.0% present) and confirmed the presence of
all but one by aligning the transcript sequence to the
genome. We then inspected the list of BUSCO genes
that were found neither in the genome nor in the tran-
scriptome. Bibliographic analysis confirmed that BUSCO
genes related to the peroxisome were lost from O. dioica
[27, 28]. There are two possible explanations for the
remaining missing genes: first is that protein sequence
divergence [29] or length reduction [30] in Oikopleura
complicate detection by BUSCO, and second is gene
loss. In line with the possibility of gene loss, most
BUSCO genes missing from our assembly are also un-
detectable in OdB3 and OSKA2016 (Fig. 5b; Suppl. Table 5). To summarize, the Okinawa assembly achieved
comparable detection of universal single-copy conserved
orthologs compared with previous O. dioica assemblies,
and consistently undetectable genes may have been lost
or diverged extensively in Oikopleura. Repeat annotation b Venn diagram showing the number of BUSCO genes missing in OKI2018_I69, OdB3 and/or OSKA2016 genomes the real number of the tandem rDNA copies could range
between 20 (MiSeq) and 100 (Nanopore) copies. Be-
tween or flanking the rDNA genes, we also found short
tandem repeats made of two to three copies of a 96-bp
sequence. This tandem repeat is unique to the rDNA
genes and to our reference and draft genomes, and was
not found in the OdB3 reference nor in other larvacean
genomes. The 5S rRNA is transcribed from loci distinct
to the rDNA gene tandem arrays. In Oikopleura, they
have the particularity of being frequently associated with
the spliced leader (SL) gene and to form inverted repeats
present in more than 40 copies [31]. We found 27 copies
of these genes on every chromosomal scaffold except
YSR, 22 of which were arranged in inverted tandem re-
peats. Altogether, we found in our reference genome one rDNA gene repeat region assembled at the end of a
chromosome short arm. This sequence might provide
useful markers for phylogenetic studies in the future. the real number of the tandem rDNA copies could range
between 20 (MiSeq) and 100 (Nanopore) copies. Be-
tween or flanking the rDNA genes, we also found short
tandem repeats made of two to three copies of a 96-bp
sequence. This tandem repeat is unique to the rDNA
genes and to our reference and draft genomes, and was
not found in the OdB3 reference nor in other larvacean
genomes. The 5S rRNA is transcribed from loci distinct
to the rDNA gene tandem arrays. In Oikopleura, they
have the particularity of being frequently associated with
the spliced leader (SL) gene and to form inverted repeats
present in more than 40 copies [31]. We found 27 copies
of these genes on every chromosomal scaffold except
YSR, 22 of which were arranged in inverted tandem re-
peats. Altogether, we found in our reference genome Repeat annotation In order to identify repetitive elements in the OKI2018_
I69 genome, we combined the results of several de novo
repeat detection algorithms and used this custom library
as an input to RepeatMasker to identify repeat se-
quences. Interspersed repeats make up 14.4% of the as-
sembly (9.25 Mbp; Fig. 6), comparable to the 15%
reported for OdB3 [9]. Of the annotated elements, the
most abundant type is the long terminal repeat (LTRs;
~ 4.6%) with Ty3/gypsy Oikopleura transposons (TORs)
dominating
2.97
Mbp
of
the
sequence. Short The ribosomal DNA gene encoding the precursor of
the 18S, 5.8S and 28S rRNAs occurs as long tandem re-
peats that form specific chromatin domains in the nucle-
olus. We identified 4 full tandem copies of the rDNA
gene at the tip of the PAR’s short arm, separated by
8738 bp (median distance). As this region has excess
coverage of raw reads, and assemblies of tandem repeats
are limited by the read length (99% of Nanopore reads
in our data are shorter than 42,842 bp), we estimate that Page 8 of 18 Bliznina et al. BMC Genomics (2021) 22:222 b
33
20
21
20
9
11
177
OdB3
OSKA2016
OKI2018_I69
a
Complete and duplicated BUSCOs (D)
Fragmented BUSCOs (F)
Complete and single−copy BUSCOs (S)
Missing BUSCOs (M)
BUSCO Assessment Results
OKI2018_I69
OdB3
OSKA2016
OKI2018_I28
OKI2018_I69
(no training)
OKI2018_I69
(gene models)
Okinawa
Osaka
Oikobase
0%
20%
40%
60%
80%
100%
% BUSCOs
Transcriptome
Genome
Fig. 5 Quality assessment of the OKI2018_I69 genome assembly. a Proportion of BUSCO genes detected or missed in Oikopleura genomes and
transcriptomes. The search on the OKI2018_I69 assembly was repeated with default parameters (“no training”) to display the effect of AUGUSTUS
training. b Venn diagram showing the number of BUSCO genes missing in OKI2018_I69, OdB3 and/or OSKA2016 genomes a
Complete and duplicated BUSCOs (D)
Fragmented BUSCOs (F)
Complete and single−copy BUSCOs (S)
Missing BUSCOs (M)
BUSCO Assessment Results
OKI2018_I69
OdB3
OSKA2016
OKI2018_I28
OKI2018_I69
(no training)
OKI2018_I69
(gene models)
Okinawa
Osaka
Oikobase
0%
20%
40%
60%
80%
100%
% BUSCOs
Transcriptome
Genome BUSCO Assessment Results a 11 20 Fig. 5 Quality assessment of the OKI2018_I69 genome assembly. a Proportion of BUSCO genes detected or missed in Oikopleura genomes and
transcriptomes. The search on the OKI2018_I69 assembly was repeated with default parameters (“no training”) to display the effect of AUGUSTUS
training. Draft mitochondrial genome scaffold We identified a draft mitochondrial genome among the
smaller scaffolds, chrUn_12, by searching for mitochon-
drial sequences using the Cox1 protein sequence and
the ascidian mitochondrial genetic code [32]. Automated
annotation of this scaffold using the MITOS2 server de-
tected the coding genes cob, cox1, nad1, cox3, nad4,
cox2, and atp6 (Fig. 7a), which are the same as in
Denoeud et al., 2010 [9] except for the nd5 gene that is
missing from our assembly. The open reading frames are
often
interrupted
by
T-rich
regions,
in
line
with Bliznina et al. BMC Genomics (2021) 22:222 Page 9 of 18 e
m
o
n
e
g
f
o
t
n
e
c
r
e
P
Kimura substitution level (CpG adjusted)
Interspersed Repeat Landscape
SINE
LINE/Odin1
LINE/Penelope-like
RC/Helitron
DNA/MuDr
DNA/MITE
Unknown
LTR/TOR5
LTR/TOR4B
LTR/TOR4A
LTR/TOR3A
LTR/TOR3B
LTR/TOR2
LTR/TOR1
LTR
0
5
10
15
20
25
30
35
40
45
50
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
85.8%
Non-repetitive
6.3%
Fig. 6 Analysis of repetitive elements. The repeat landscape and proportions of various repeat classes in the genome are indicated and color-
coded according to the classes shown on the right side of the figure. The non-repetitive fraction of the genome is shown in black Kimura substitution level (CpG adjusted) ig. 6 Analysis of repetitive elements. The repeat landscape and proportions of various repeat classes in the genome are ind
oded according to the classes shown on the right side of the figure. The non-repetitive fraction of the genome is shown in etitive elements. The repeat landscape and proportions of various repeat classes in the genome are indicated and color-
he classes shown on the right side of the figure. The non-repetitive fraction of the genome is shown in black Fig. 6 Analysis of repetitive elements. The repeat landscape and proportions of various repeat classes in the genome are indicated and color-
coded according to the classes shown on the right side of the figure. The non-repetitive fraction of the genome is shown in black Denoeud et al. (2010) [9]. However, we cannot rule out
the possibility that these regions represent sequencing
errors, as homopolymers are difficult to resolve with the
Nanopore technology available in 2019. The cob gene is
interrupted by a long non-coding region, but this might
be a missassembly. Draft mitochondrial genome scaffold Indeed, an independent assembly
using the flye software [33] with the --meta option to ac-
count for differential coverage also produced a draft
mitochondrial genome, but its non-coding region was ~
2 kbp longer. Moreover, a wordmatch dotplot shows
tandem repeats in this region (Fig. 7b), and thus this re-
gion is prone to assembly errors, especially with respect
to the number of repeats. Altogether, the draft contig
produced in our assembly shows as a proof of principle
that sequencing reads covering the mitochondrial gen-
ome alongside the nuclear genome can be produced
from a single individual, although it may need support-
ing data such as targeted resequencing in order to be
properly assembled. OKI2018_I69 assembly quality BMC Genomics b
chrUn_12
chrUn_12
1
1001
2001
3001
4001
5001
6001
7001
8001
9001
1
1001 2001 3001 4001 5001 6001 7001 8001 9001
Gene
RNA
Origin of replication
0kb
6kb
8kb
2kb
4kb
9.225kb
OH 1−c
OH 4
OH 2
nad4 0−a
nad4 0−b
nad4 1
rrnL
OH 0
trnA(agc)
OH 1−a
atp6
OH 3
OH 1−b
OH 1−d
cob 2
cox1 0−d
cox1 1
cox1 0−c
lagli
cox1 0−b
cox1 0−a
nad1−b
trnH(gtg)
nad1−a
trnM(tat)
cox2
cob 1
cob 0−b
cob 0−a
trnW(tca)
cox3 1
cox3 0−b
cox3 0-a
Okinawa O. dioica
draft mitochondrial
genome
a
Fig. 7 Draft scaffold of the mitochondrial genome in the OKI2018_I69 assembly. a Predicted gene annotation of the draft mitochondrial genome
sequence. b Self-similarity plot of the draft mitochondrial genome sequence. A tandem repeat can be seen, which complicates the complete
assembly of the mitochondrial genome from whole-genome sequencing data Gene
RNA
Origin of replication
0kb
6kb
8kb
2kb
4kb
9.225kb
OH 1−c
OH 4
OH 2
nad4 0−a
nad4 0−b
nad4 1
rrnL
OH 0
trnA(agc)
OH 1−a
atp6
OH 3
OH 1−b
OH 1−d
cob 2
cox1 0−d
cox1 1
cox1 0−c
lagli
cox1 0−b
cox1 0−a
nad1−b
trnH(gtg)
nad1−a
trnM(tat)
cox2
cob 1
cob 0−b
cob 0−a
trnW(tca)
cox3 1
cox3 0−b
cox3 0-a
Okinawa O. dioica
draft mitochondrial
genome
a Gene
RNA
Origin of replication a b
chrUn_12
chrUn_12
1
1001
2001
3001
4001
5001
6001
7001
8001
9001
1
1001 2001 3001 4001 5001 6001 7001 8001 9001
2kb
he mitochondrial genome in the OKI2018 I69 assembly a Predicted gene annotation of the draft mitochondrial genome b
chrUn 12
chrUn_12
1
1001
2001
3001
4001
5001
6001
7001
8001
9001
1
1001 2001 3001 4001 5001 6001 7001 8001 9001 b Fig. 7 Draft scaffold of the mitochondrial genome in the OKI2018_I69 assembly. a Predicted gene annotation of the draft mitochondrial genome
sequence. b Self-similarity plot of the draft mitochondrial genome sequence. A tandem repeat can be seen, which complicates the complete
assembly of the mitochondrial genome from whole-genome sequencing data assembly errors in OdB3 would not be transferred to
our assembly. Apart from these syntenic relationships,
our karyotyping results and the count of three centro-
meres on the Hi-C contact map supports the presence
of three pairs of chromosomes in the Okinawan O. dioica. OKI2018_I69 assembly quality Previously, different techniques have been used to se-
quence and assemble O. dioica genomes which have
produced assemblies of varying quality. The Sanger-
based OdB3 sequence was published in 2010 [9]. Due to
limitations in sequencing technologies at the time, it is
highly fragmented, comprising 1260 scaffolds with an
N50 of 0.4 Mbp. The recently released OSKA2016 as-
sembly was generated from long-read PacBio data and,
therefore, has a larger N50 and fewer scaffolds (Table 1)
[13]. Both assemblies have high sequence quality and
nearly full genome coverage, but neither of them con-
tains resolved chromosomes. However, Denoeud et al. (2010) [9] released a physical map calculated for OdB3
from BAC end sequences that comprises five linkage
groups
(LGs):
two
autosomal
LGs,
one
pseudo-
autosomal region of sex chromosomes, and two sex spe-
cific regions (X and Y). The use of reference chromosome information from a
closely related species to order contigs or scaffolds into
chromosome-length sequences is a common way to gen-
erate final genome assemblies [34]. However, this ap-
proach precludes discovery of structural variants. In our
study, we first assembled long Nanopore reads de novo
into contigs that we ordered and joined into megabase-
scale scaffolds using long-range Hi-C data. The synteny-
based approach with OdB3’s linkage groups as a refer-
ence was only required to guide final pairing of chromo-
some arms into single scaffolds of chr 1, chr 2 and PAR,
as we found that these scaffolds mostly align to one of
the autosomal LGs or PAR. Therefore, any potential Table 2 Comparison of the annotations of the three O. dioica
genome assemblies
OdB3
OSKA2016
OKI2018_I69
Masked sequence (%)
15.0
–
14.4
Number of genes
18,020
18,743
17,260
Median gene length (bp)
1488
1483
1505
Median exon length (bp)
159
155
152
Median intron length
48
51
49 Table 2 Comparison of the annotations of the three O. dioica
genome assemblies Page 10 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Bliznina et al. Isolation and sequencing of DNA Staged fully mature males were collected prior to spawn-
ing. Each male was washed with 5 ml filtered autoclaved
seawater (FASW) for 10 min three times before resus-
pension in 50 μl 4 M guanidium isothiocyanate, 0.5%
SDS,
50 mM
sodium
citrate
and
0.05%
v/v
2-
mercaptoethanol. This was left on ice for 30 min before
being precipitated with 2 volumes of ice-cold ethanol
and centrifuged at 14,000 rpm 4 °C for 20 min. The pellet OKI2018_I69 assembly quality However, there is a possibility that chromosome
arms might have been exchanged between chromosomes
in the Okinawan population. Additional experimental
evidence is needed to confirm the pairing of chromo-
some arms, such as data generated by the Omni-C method which does not rely on restriction enzyme
fragmentation. Our synteny-based scaffolding is based on the simplest
definition of synteny meaning “on the same chromo-
some”. It does not make assumptions on gene order,
which is why we report our results with a position-
independent Sankey plot in Fig. 3b. We initially assumed
that animals collected from the Atlantic and Pacific
oceans are from the same species and conserve these
chromosomal properties. However, there are visible Page 11 of 18 Page 11 of 18 Bliznina et al. BMC Genomics (2021) 22:222 models, in silico-predicted features such as repeats and
non-coding RNAs, or syntenies with other Oikopleura
genomes. To facilitate the study of known genes, we
screened the literature for published sequences (Suppl. Table 6) and mapped them to the genome with a trans-
lated alignment. The ZENBU track for these alignments
is searchable by gene name, accession number and
PubMed identifier. Chromosome-level visualization of
this track shows that the genes studied so far are distrib-
uted evenly on each chromosome, except for the repeat-
rich YSR (Fig. 8). In line with the observed loss of syn-
teny in the Hox genes noted in Oikopleura [40], we did
not see apparent clustering of genes by function or re-
latedness. The view of the OKI2018_I69 genome assem-
bly can be found here: differences in gene number, gene order and repeat content
compared with the OdB3 and OSKA2016. O. dioica is dis-
tributed all over the world, and all the populations are
classified as a single species owing to the lack of obvious
morphological differences and limited understanding of
population structure. However, the short life span of O. dioica combined with limited mobility and high mutation
rate contribute to an accelerated genome evolution that
might have led to multiple speciation events. Sequence
polymorphism was previously noted when comparing the
OdB3 genome to genomic libraries of a laboratory strain
collected on the North American Pacific coast [9], and
more recently when comparing OdB3 to OSKA2016 [12,
13]. The chromosome-scale OKI2018_I69 assembly opens
up the possibility for further work on cross-comparison
among O. Conclusions The sequence of O. dioica’s chromosomes and their con-
tact map suggest that chromosome arms may be the
fundamental unit of synteny in larvaceans. Hi-C contact
matrices in vertebrates typically display greater intra-
chromosomal than inter-chromosomal interactions. A
similar pattern was reported in the tunicate Ciona ro-
busta (also known as intestinalis type A) [25] and the
lancelet Branchiostoma floridae [35]. By comparison, in
flies and mosquitoes, the degree of contacts between
two arms of the same chromosome appear to be reduced
but nonetheless more frequent than between different
chromosomes [18]. Indeed, in Drosophila, the chromo-
some arms – which are termed Muller elements owing
to studies with classical genetics [36] – are frequently
exchanged
between
chromosomes
across
speciation
events. O. dioica’s genome shares with fruit flies its small
size and small number of chromosomes. However, small
chromosome size is also seen in the tunicate Ciona ro-
busta, which has 14 meta- or sub-meta-centric pairs
[37], with an average length of ~ 8 Mbp [25] that exhibit
a more extensive degree of contacts, particularly for
intra-chromosomal interactions across the centromeres
[25]. As we prepared our Hi-C libraries from adult ani-
mals, where polyploidy is high [38], we cannot rule out
that it could be a possible cause of the low inter-arm in-
teractions in our contact matrix. Further studies such as
investigations of other developmental stages will be
needed to elucidate the mechanism at work for the
similarity between O. dioica and insect’s chromosome
contact maps. We demonstrated that a combination of long- and
short-read sequencing data from a single animal, to-
gether with the long-range Hi-C data and the use of
various bioinformatic approaches can result in a high-
quality de novo chromosome-scale assembly of O. dioica’s highly polymorphic genome. However, further
work is needed to properly resolve the polymorphisms
into separated haplotypes using a different approach,
such as trio-binning. We believe that the current version
of the assembly will serve as an essential resource for a
broad range of biological studies, including genome-
wide comparative studies of Oikopleura and other spe-
cies, and provides insights into chromosomal evolution. OKI2018_I69 assembly quality dioica populations that will elucidate the rela-
tion of the Okinawan populations to the North Atlantic
and North Pacific ones. https://fantom.gsc.riken.jp/zenbu/gLyphs/#config=
0tPT7vwSO1Vm5QV9iKqfAC;loc=OKI2018_I69_1.0::
chr1:677717..880998+ (ZENBU view “OKI2018_I69_1.0
view with tracks (updated)”). Oikopleura sample and culture Wild live specimens were collected from Ishikawa Har-
bor
(26°25′39.3″N
127°49′56.6″E)
by
a
hand-held
plankton net and returned to the lab for culturing [5]. A
typical generation time from hatchling to fully mature
adult is 4 days at 23 °C for the Okinawan O. dioica. Indi-
viduals I28 and I69 were collected at generation 44 and
47, respectively. Visualization and access We prepared a public view of our reference genome in
the ZENBU browser [39], displaying tracks for our gene Page 12 of 18 Bliznina et al. BMC Genomics (2021) 22:222 0
5000000
10000000
15000000
odMT2
Bmp3
hox11
pum1
od-ARNT
Bmp.a
oik16
od-CesA1
otxa
Bmp.b
oik27
otxc
otxb
Aldh2
od-Noto9b
od-PCNA
oik29a
oik29b
od-ASAK
pitx
od-laminin a1
pax6
od-Calumenin2
oik45
oik26
oik5
oik48
oik12
oik44
oik31b
oik20
oik42
oik7
octB
PAR
0
5000000
10000000
15000000
cdk1a
od-prickle
pax2/5/8a
hox1
Cyclin B3a
SoxBb
six3/6b
catenin alpha-1
odiT
od-Noto9c
Aldh8a1
eya
Tis11b
oik22
Adh3
od-CaMK
rpa-interacting protein a
cse1l
six3/6a
od-cdc45
octA2
octA1
hox13
engrailed
ChAT
od-ACL
oik39
hox4
oik3
oik25
oik1
oik11
oik10
od-Noto15a
od-netrin
chr 2
0
5000000
10000000
oik35
od-FCol1
hox2
od-quaking
od-leprecan
gad
six1/2
od-Noto17
hox12
Wnt11
cadherin-6 precursor
od-ERM
oik31a
od-CesA2
alpha_1b_tubulin
Glcm
oik47
oik50
oik13
oik43
oik2
oik21b
oik17b
oik14
oik9
od-thrombospondin3
chr 1
0
1000000
2000000
3000000
YSR
0
5000000
10000000
od-Calumenin1
Tis11a
oik8
SoxBa
oik15
oik23
Nkx2.3/5/6
od-b4-GalT
od-Zipper
od-IQGAP
tubulin_beta_2c
oik32
oik21a
od-Noto9a
actin
ActnM1
Cyclin_Ba
pax2/5/8b
oik37
od-tensin
od-Noto10
oik46
vas4
hox10
oik18
XSR
Fig. 8 Genomic locations of various oikopleurid gene homologs in the OKI2018_I69. The genes are searchable by name and PubMed identifiers
in the ZENBU genome browser. Colours indicate genes from the same family 0
5000000
10000000
15000000
odMT2
Bmp3
hox11
pum1
od-ARNT
Bmp.a
oik16
od-CesA1
otxa
Bmp.b
oik27
otxc
otxb
Aldh2
od-Noto9b
od-PCNA
oik29a
oik29b
od-ASAK
pitx
od-laminin a1
pax6
od-Calumenin2
oik45
oik26
oik5
oik48
oik12
oik44
oik31b
oik20
oik42
oik7
octB
PAR
0
5000000
10000000
15000000
cdk1a
od-prickle
pax2/5/8a
hox1
Cyclin B3a
SoxBb
six3/6b
catenin alpha-1
odiT
od-Noto9c
Aldh8a1
eya
Tis11b
oik22
Adh3
od-CaMK
rpa-interacting protein a
cse1l
six3/6a
od-cdc45
octA2
octA1
hox13
engrailed
ChAT
od-ACL
oik39
hox4
oik3
oik25
oik1
oik11
oik10
od-Noto15a
od-netrin
chr 2
0
5000000
10000000
oik35
od-FCol1
hox2
od-quaking
od-leprecan
gad
six1/2
od-Noto17
hox12
Wnt11
cadherin-6 precursor
od-ERM
oik31a
od-CesA2
alpha_1b_tubulin
Glcm
oik47
oik50
oik13
oik43
oik2
oik21b
oik17b
oik14
oik9
od-thrombospondin3
chr 1
0
1000000
2000000
3000000
YSR
0
5000000
10000000
od-Calumenin1
Tis11a
oik8
SoxBa
oik15
oik23
Nkx2.3/5/6
od-b4-GalT
od-Zipper
od-IQGAP
tubulin_beta_2c
oik32
oik21a
od-Noto9a
actin
ActnM1
Cyclin_Ba
pax2/5/8b
oik37
od-tensin
od-Noto10
oik46
vas4
hox10
oik18
XSR
Fig. 8 Genomic locations of various oikopleurid gene homologs in the OKI2018_I69. The genes are searchable by name and PubMed identifiers
in the ZENBU genome browser. Hi-C library preparation 50 fully matured males were rinsed three times for 10
min each by transferring from well to well in a 6-well
plate filled with 5 ml FASW. Rinsed animals were com-
bined in a 1.5 ml microcentrifuge tube. Tissues were pel-
leted for 10 min at 12,000 rpm and leftover FASW was
discarded. A Hi-C library was then prepared by follow-
ing
the
manufacturer’s
protocol
(Dovetail,
21,004). Briefly, tissues were cross-linked for 20 min by adding 1
ml 1× PBS and 40.5 μl 37% formaldehyde to the pellet. The tubes were kept rotating to avoid tissue settle dur-
ing incubation. Cross-linked DNA was then blunt-end
digested with DpnII (Dovetail) to prepare ends for
ligation. After ligation, crosslinks were reversed, DNA
was purified by AMPure XP Beads (Beckman, A63880)
and quantified by Qubit 3 Fluorometer (Thermo Fisher
Scientific, Q10210). The purified DNA was sheared to a
size of 250–450 bp by sonication using a Covaris M220
instrument (Covaris, Woburn, MA) with peak power 50
W, duty factor 20, and cycles/burst 200 times for 65 s. DNA end repair, adapter ligation, PCR enrichment, and
size selection were carried out by using reagents pro-
vided with the kit (Dovetail, 21,004). Finally, the library
was checked for quality and quantity on an Agilent 4200
TapeStation
(Agilent,
5067–5584)
and
a
Qubit
3
Fluorometer. The library was sequenced on a MiSeq
(Illumina, SY-410-1003) platform using a 300 cycles V2
sequencing kit (Illumina, MS-102-2002), yielding 20,832,
357 read pairs. Contigs were joined into scaffolds based on long-range
Hi-C Dovetail™data using Juicer v1.6 [49] and 3D de
novo assembly (3D-DNA) [18] pipelines. The megabase-
scale scaffolds were joined into pairs of chromosome
arms based on their synteny with the OdB3 physical
map (see below). The candidate assembly was visualized
and reviewed with Juicebox Assembly Tools (JBAT)
v1.11.08 [50]. Whole-genome alignment between OKI2018_I69 and
OdB3 assemblies was performed using LAST v1066 [51]. The sequence of OdB3 linkage groups were recon-
structed as defined in the Supplementary Fig. 2 (“Draft
chromosome scale assembly based on scaffolds of the
reference genome sequence”) in Denoeud et al. 2010 [9]. The resulting alignments were post-processed in R with
a c u s t o m s c r i p t ( h t t p s : / / g i t h u b . Genome assembly
bl Genome assembly was conducted with the Canu pipeline
v1.8 [19] and 32.3 Gb (~ 221.69×) raw Nanopore reads
(correctedErrorRate = 0.105,
minReadLength = 1000). The resulting contig assembly was polished three times
with Racon v1.2.1 [45] using Canu-filtered Nanopore
reads. Nanopore-specific errors were corrected with
Pilon v1.22 [46] using filtered 150-bp paired-end Illu-
mina reads (~ 99.7×). Illumina reads were aligned to the
Canu contig assembly with BWA v0.7.17 [47] and the
corresponding alignments were provided as input to
Pilon. Next, one round of the HaploMerger2 processing
pipeline [48] was applied to eliminate redundancy in
contigs and to merge haplotypes. Genome size estimation Genome size estimation Jellyfish [41] was used to generate k-mer count profiles
for various values of k (17, 21, 25, 29, 33, 37, and 41)
based on the genome-polishing Illumina MiSeq reads,
with a maximum k-mer count of 1000. These k-mer
profiles were subsequently used to estimate heterozygos-
ity and genome size parameters using the GenomeScope
web server [42]. Isolated genomic DNA used for long-reads on Nano-
pore MinION platform were processed with the Ligation
Sequencing Kit (Nanopore LSK109) according to manu-
facturer’s protocol, loading approximately 200 ng total
sample per R9.4 flow-cell. Raw signals were converted to
sequence files with the Guppy proprietary software
(model “template_r9.4.1_450bps_large_flipflop”, version
2.3.5). Approximately 5 ng was set aside for whole gen-
ome amplification to perform sequencing on Illumina
MiSeq platform, using the TruePrime WGA Kit (Sygnis,
370,025) according to manufacturer’s protocol. Magnetic
bead purification (Promega, NG2001) was employed for
all changes in buffer conditions required for enzymatic
reactions and for final buffer suitable for sequencing sys-
tem. Approximately 1 μg of amplified DNA was se-
quenced by our core sequencing facility with a 600-cycle
MiSeq Reagent Kit v3 (Illumina, MS-102-3003) following
the manufacturer’s instructions. These Illumina runs
were used for polishing and error checking of Nanopore
runs. Filtering of Illumina MiSeq raw reads Before using at different steps, all raw Illumina reads
were quality-filtered (−q 30, −p 70) and trimmed on
both ends with the FASTX-Toolkit v0.0.14 [43]. The
quality of the reads before and after filtering were
checked with FASTQC v0.11.5 [44]. Read pairs that
lacked one of the reads after the filtering were discarded
in order to preserve paired-end information. Visualization and access Colours indicate genes from the same family 0
1000000
2000000
3000000
YSR
0
5000000
10000000
od-Calumenin1
Tis11a
oik8
SoxBa
oik15
oik23
Nkx2.3/5/6
od-b4-GalT
od-Zipper
od-IQGAP
tubulin_beta_2c
oik32
oik21a
od-Noto9a
actin
ActnM1
Cyclin_Ba
pax2/5/8b
oik37
od-tensin
od-Noto10
oik46
vas4
hox10
oik18
XSR
Fig. 8 Genomic locations of various oikopleurid gene homologs in the OKI2018_I69. The genes are searchable by name and PubMed identifiers
in the ZENBU genome browser. Colours indicate genes from the same family 0 10000000 and pooled. The pooled aqueous phase was subjected to
a final extraction with chloroform and spun down as
previously described. The aqueous fraction was then re-
moved and precipitated by centrifugation with two vol-
umes of cold ethanol and 10 μg/ml glycogen; washed
with 1 ml of cold 70% ethanol and centrifuged once
more as previously described. The resulting pellet was
allowed to air-dry for 5 min and finally resuspended in
molecular biology grade H2O for quantitation using a
Qubit
3
Fluorometer
(Thermo
Fisher
Scientific, was washed with 1 ml of 70% cold-ethanol, centrifuged
at 14,000 rpm 4 °C for 5 min and air dried briefly before
resuspension in 200 μl 100 mM NaCl, 25 mM EDTA,
0.5% SDS and 10 μg/ml proteinase K. The lysates were
incubated overnight at 50 °C. The next morning, the
total nucleic acids were first extracted and then back-
extracted once more with chloroform:phenol (1:1). Or-
ganic and aqueous phases were resolved by centrifuga-
tion at 13,000 rpm for 5 min for each extraction; both
first and back-extracted aqueous phases were collected Page 13 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Page 13 of 18 Page 13 of 18 Q32850), and the integrity of the genomic DNA was val-
idated using Agilent 4200 TapeStation (Agilent, 5067–
5365). Gene prediction and annotation p
Gene models were predicted using AUGUSTUS v3.3
[62]. AUGUSTUS was trained following the Hoff and
Stanke protocol [24] with the initial RNA-Seq reads and
transcriptome assembly used as intron and exon hints,
correspondingly. Transcript models were generated with
the PASA pipeline v20140417 [63] using BLAT v36 and
GMAP v2018-02-12 to align transcripts to the genome. RNA-Seq reads were mapped to the genome with STAR
v2.0.6a [64]. Running AUGUSTUS using hints resulted
in a set of 17,277 protein-coding genes and 18,811 tran-
script models. Chromosomal coordinates were ported to
our final assembly using the Liftoff tool [65] filtering out
17 genes and corresponding transcripts. The quality of
the predicted gene models was assessed with BUSCO. Hi-C library preparation c o m / o i s t /
oikGenomePaper) and visualized using the R package
“networkD3” (“sankeyNetwork” function). The color
scheme for chromosomes was adopted from R Package
RColourBrewer, “Set2”. The final assembly was checked for contamination by
BLAST
searches
against
the
NCBI
non-redundant Page 14 of 18 Page 14 of 18 Bliznina et al. BMC Genomics (2021) 22:222 were placed in 100 μl of fresh FASW and allowed to
spawn naturally. Staged embryos were initiated by gently
mixing 10 μl of the spawned male sperm to the awaiting
eggs in FASW at 23 °C. Generation 30 developing em-
bryos at 1 h and 3 h post-fertilization were visually veri-
fied by dissecting microscope and collected as a pool for
the mixed staged embryo time point. Immature adults at
generation 31 and sexually differentiated adults at gener-
ation 30 were used for the two adult staged time points. All individuals for each time point were pooled and
washed with FASW three times for 10 min. Total RNA
was extracted and isolated with RNeasy Micro Kit (Qia-
gen, 74,004) and quantitated using Qubit 3 Fluorometer
(Thermo Fisher Scientific, Q10210). Additional quality
control and integrity of isolated total RNA was checked
using Agilent 4200 TapeStation (Agilent, 5067–5576). Further processing for mRNA selection was performed
with Oligo-d(T)25 Magnetic Beads (NEB, E7490) and
the integrity of the RNA was validated once more with
Agilent
4200
TapeStation
(Agilent,
5067–5579). Adapters for the creation of DNA libraries for the Illu-
mina platform were added per manufacturer’s guidance
(NEB, E7805) as were unique indexed oligonucleotides
(NEB, E7600) to each of the three staged samples. Each
cDNA library was sequenced paired-end with a 300-
cycle MiSeq Reagent Kit v2 (Illumina, MS-102-2002)
loaded at approximately 12 pM. sequence database. 12 smaller scaffolds were found to
have strong matches to bacterial DNA (Suppl. Table 2),
as well as possessing significantly higher Nanopore se-
quence coverage (> 500×) than the rest of the assembly,
and were therefore removed from the final assembly. The completeness and quality of the assembly were
checked with QUAST v5.0.2 [52] and by searching for
the
set
of
978
highly
conserved
metazoan
genes
(OrthoDB version 9.1) [23] using BUSCO v3.0.2 [21, 22]. The --sp option was set to match custom AUGUSTUS
parameters [24] trained using the Trinity transcriptome
assembly (see below) split 50% / 50% for training and
testing. Repeat masking and transposable elements A custom library of repetitive elements (RE) present in
the genome assembly was built with RepeatModeler
v2.0.1 that uses three de novo repeat finding programs:
RECON v1.08, RepeatScout v1.0.6 and LtrHarvest/Ltr_
retriever v2.8. In addition, MITE-Hunter v11–2011 [53]
and SINE_Finder [54] were used to search for MITE and
SINE elements, respectively. The three libraries were
pooled together as input to RepeatMasker v4.1.0 [55] to
annotate and soft-mask these repeats in the genomic se-
quence. Resulting sets of REs were annotated by BLAST
searches against RepeatMasker databases and sequences
of transposable elements published for different oiko-
pleurids [10]. After quality assessment and data filtering (see Filter-
ing of Illumina MiSeq raw reads), Illumina RNA-Seq
reads were pooled together and de novo assembled with
Trinity v2.8.2 [59]. Redundancy in the transcriptome as-
sembly was removed by CD-HIT v4.8.1 [60] with a cut-
off value of 95% identity. The quality and completeness
of the transcriptome assembly was verified with rna-
QUAST v1.5.1 [61] and BUSCO. Tandem repeats were detected using two different pro-
grams, tantan [56] and ULTRA [57] using two different
maximal period lengths (100 and 2000). Version 23 of
tantan was used with the parameters -f4 (output repeats)
and -w100 or 2000 (maximum period length). ULTRA
version 0.99.17 was used with -mu 2 (minimum number
of repeats) -p 100 or 2000 (maximum period length) and
-mi 5 -md 5 (maximum consecutive insertions or dele-
tions). ULTRA detected more tandem repeats than tan-
tan, but its predictions include more than 90% of
tantan’s. Both tools detected O. dioica’s telomeric tan-
dem repeat sequence, which is TTAGGG as in other
chordates [58]. Developmental staging, isolation and sequencing of
mRNA, transcriptome assembly Mixed stage embryos, immature adults (3 days after
hatching) and adults (4 days after hatching) were col-
lected separately from our on-going laboratory culture
for RNA-Seq analysis. Eggs were washed three times for
10 min by moving eggs along with micropipette from
well to well in a 6-well dish each containing 5 ml of
FASW and left in a fresh well of 5 ml FASW in the same
dish. These were stored at 17 °C and set aside for
fertilization. Matured males, engorged with sperm, were
also washed 3 times in FASW. Still intact mature males A draft annotation of the mitochondrial genome was
obtained by submitting the corresponding scaffold (chr_
Un12) as input to the MITOS2 mitochondrial genome Bliznina et al. BMC Genomics (2021) 22:222 Page 15 of 18 Page 15 of 18 annotation server [66] (accessed May 28, 2020) with the
ascidian mitochondrial translation table specified [9, 32]. annotation server [66] (accessed May 28, 2020) with the
ascidian mitochondrial translation table specified [9, 32]. regions using LAST’s command maf-convert -J 200000. We then collated syntenic region blocks (sequence
ontology term SO:0005858) that map to the same se-
quence landmark (chromosome, scaffold, contigs) on the
query genome with a distance of less than 500,000 bp
with the custom script syntenic_regions.sh (https://
github.com/oist/oikGenomePaper). In contrast to the
“match” regions, the syntenic ones are not necessarily
colinear and can overlap with each other. The GFF3 file
was then uploaded to the ZENBU genome browser. Nanopore read realignments Nanopore reads were realigned to the genome with the
LAST software [51] as in the whole-genome alignments
above. FASTQ qualities were discarded with the option
–Q0 of lastal. Optimal split alignments were calculated
with last-split. Alignment blocks belonging to the same
read were joined with maf-convert -J 1e6 and the cus-
tom script syntenic_regions_stranded.sh. The resulting
GFF3 files were loaded in the ZENBU genome browser
to visualize the alignments near gap regions in order to
check for reads spanning the gaps. Detection of coding RNAs A translated alignment was used to detect known O. dioica
genes
available
from
GenBank
using
the
TBLASTN software [67] with the options -ungapped
-comp_based_stats F to prevent O. dioica’s small introns
from being incorporated as alignment gaps, and -max_
intron_length 100,000 to reflect the compactness of O. dioica’s genome. The best hits were converted to GFF3
format using BioPerl’s bp_search2gff program [68] be-
fore being uploaded to the ZENBU genome browser
[39]. For some closely related pairs of genes that gave
ambiguous results with that method, we searched for the
protein sequence in our transcriptome assembly with
TBLASTN, located the genomic region where the best
transcript model hit was aligned, and selected the hit
from the original TBLASTN search that matched this
region. We summarized our results in Suppl. Table 6. For both searches, we used an E-value filter of 10−40. Genes marked as not found in the table might be
present in the genome while failing to pass the filter. Analysis of sequence properties across chromosome-scale
scaffolds To validate the results of cmscan on rRNAs, genomic re-
gions were screened with a nucleotide BLAST search
using the O. dioica isolate MT01413 18S ribosomal
RNA gene, partial sequence (GenBank:KJ193766.1). 200-
kbp windows surrounding the hits where then analysed
with the RNAmmer 1.2 web service [69]. RNAmmer did
not detect the 5.8S RNA, but we could confirm its pres-
ence
by
a
nucleotide
BLAST
search
using
the
AF158726.1 reference sequence. The loci containing the
5S rRNA (AJ628166) and the spliced leader RNA
(AJ628166) were detected with the exonerate 2.4 soft-
ware [70], with its affine:local model and a score thresh-
old of 1000 using the region chr1:8487589–8,879,731 as
a query. Each chromosome-scale scaffold was separated into win-
dows of 50 kbp and evaluated for GC content, repeat
content, sequencing depth, and the presence of DpnII
restriction sites. For chr 1, chr 2, and the PAR, windows
corresponding to long and short chromosome arms were
separated based on their positioning relative to a central
gap region (chr 1 short arm: 1–5,191,657 bp, chr 1 long
arm: 5,192,156-14,533,022 bp; chr 2 short arm: 1–5,707,
009, chr 2 long arm: 5,707,508-16,158,756 bp; PAR short
arm: 1–6,029,625 bp, PAR long arm: 6,030,124-17,092,
476). Since none of our assemblies or sequencing reads
spanned both the PAR and either sex-specific chromo-
some, the X and Y chromosomes were excluded from
this analysis. For each of GC content, sequencing depth,
repeat content, gene count, and DpnII restriction sites,
the significance of the differences between long and
short arms was assessed with Welch’s two-sided T test
as well as a nonparametric Mann-Whitney test imple-
mented in R (Suppl. Table 3). The results of the two
tests were largely in agreement, but groups were only in-
dicated as significantly different if they both produced
significance values below 0.05 (p < 0.05). Abbreviations
BUSCOs: Benchmarking Universal Single-Copy Orthologs; chr 1: Autosomal
chromosome 1; chr 2: Autosomal chromosome 2; kbp: Kilobase pairs;
LGs: Linkage groups; Mbp: Megabase pairs; PAR: Pseudo-autosomal regions;
XSR: X-specific region; YSR: Y-specific region Whole-genome alignments Pairs of genomes were mapped to each other with the
LAST software [51] version 1066. When indexing the
reference genome, we replaced the original lowercase
soft masks with ones for simple repeats (lastdb -R01)
and we selected a scoring scheme for near-identical
matches (−uNEAR). Substitution and gap frequencies
were determined with last-train [71], with the alignment
options -E0.05 -C2 and forcing symmetry with the op-
tions --revsym --matsym --gapsym. An optimal set of
pairwise one-to-one alignments was then calculated
using last-split [72]. For visualization of the results, we
converted the alignments to GFF3 format and collated
the colinear “match_part” alignment blocks in “match” Acknowledgements 7. Delsuc F, Brinkmann H, Chourrout D, Philippe H. Tunicates and not
cephalochordates are the closest living relatives of vertebrates. Nature. 2006;
439(7079):965–8. https://doi.org/10.1038/nature04336. We would like to thank the DNA Sequencing Section and the Scientific
Computing and Data Analysis Section of the Research Support Division at
OIST for their support, Danny Miller for advices on Nanopore sequencing,
Dan Rokhsar, Gene Myers, Ferdinand Marlétaz and Konstantin Khalturin for
critical comments, Takeshi Onuma and Hiroki Nishida for sharing the
OSKA2016 genome sequence prior publication, Simon Henriet for the
technical advice on the DNA extraction protocol, and Lin Zhang for helping
with the culture. 8. Seo HC, Kube M, Edvardsen RB, Jensen MF, Beck A, Spriet E, Gorsky G,
Thompson EM, Lehrach H, Reinhardt R, Chourrout D. Miniature genome in
the marine chordate Oikopleura dioica. Science. 2001;294(5551):2506. https://
doi.org/10.1126/science.294.5551.2506. 9. Denoeud F, Henriet S, Mungpakdee S, Aury JM, Da Silva C, Brinkmann H,
Mikhaleva J, Olsen LC, Jubin C, Cañestro C, Bouquet JM. Plasticity of animal
genome architecture unmasked by rapid evolution of a pelagic tunicate. Science. 2010;330(6009):1381–5. https://doi.org/10.1126/science.1194167. Availability of data and materials 13. Wang K, Tomura R, Chen W, Kiyooka M, Ishizaki H, Aizu T, Minakuchi Y, Seki
M, Suzuki Y, Omotezako T, Suyama R. A genome database for a Japanese
population of the larvacean Oikopleura dioica. Develop Growth Differ. 2020;
62(6):450–61. https://doi.org/10.1111/dgd.12689. y
All sequence data presented here, the final OKI2018_I69_1.0 genome
assembly and annotation were deposited to the ENA database under
BioProject ID PRJEB40135 and Zenodo (DOI https://doi.org/10.5281/zenodo. 4604144). Custom scripts used in this study are available in GitHub (https://
github.com/oist/oikGenomePaper). All sequence data presented here, the final OKI2018_I69_1.0 genome
assembly and annotation were deposited to the ENA database under
BioProject ID PRJEB40135 and Zenodo (DOI https://doi.org/10.5281/zenodo. 4604144). Custom scripts used in this study are available in GitHub (https://
github.com/oist/oikGenomePaper). 14. Körner WF. Untersuchungen über die gehäusebildung bei appendicularien
(Oikopleura dioica fol). Z Morphol Okol Tiere. 1952;41(1):1–53. https://doi. org/10.1007/BF00407623. Funding
MJM 12. Wang K, Omotezako T, Kishi K, Nishida H, Onuma TA. Maternal and zygotic
transcriptomes in the appendicularian, Oikopleura dioica: novel protein-
encoding genes, intra-species sequence variations, and trans-spliced RNA
leader. Dev Genes Evol. 2015;225(3):149–59. https://doi.org/10.1007/s00427-
015-0502-7. MJM received funding as an International Research Fellow of the Japan
Society for the Promotion of Science. This work was supported by core
funding from the Okinawa Institute of Science and Technology Graduate
University. Supplementary Information 3. Sato R, Tanaka Y, Ishimaru T. House production by Oikopleura dioica
(Tunicata, Appendicularia) under laboratory conditions. J Plankton Res. 2001;
23(4):415–23. https://doi.org/10.1093/plankt/23.4.415. The online version contains supplementary material available at https://doi. org/10.1186/s12864-021-07512-6. The online version contains supplementary material available at https://doi. org/10.1186/s12864-021-07512-6. 4. Alldredge A. The contribution of discarded appendicularian houses to the
flux of particulate organic carbon from oceanic surface waters. In: Gorsky G,
Youngbluth MJ, Deibel D, editors. Response of Marine Ecosystems to Global
Change: Ecological Impact of Appendicularians: Contemporaty Publishing
International; 2005. p. 309–26. Additional file 1: Table S1. Per-scaffold statistics. Table S2. Contami-
nations found in smaller scaffold of the OKI2018_I69 assembly. Table S3. Statistics results for the analysis of sequence properties across
chromosome-scale scaffolds. Table S4. BUSCO scores. Table S5. List of
missing BUSCO genes in OKI2018_I69, OdB3 and OSKA2016 genome as-
semblies. Table S6. List of oikopleurid gene homologs uploaded to
ZENBU. Additional file 1: Table S1. Per-scaffold statistics. Table S2. Contami-
nations found in smaller scaffold of the OKI2018_I69 assembly. Table S3. Statistics results for the analysis of sequence properties across y
q
p
p
chromosome-scale scaffolds. Table S4. BUSCO scores. Table S5. List of
missing BUSCO genes in OKI2018_I69, OdB3 and OSKA2016 genome as-
semblies. Table S6. List of oikopleurid gene homologs uploaded to
ZENBU. 5. Masunaga A, Liu AW, Tan Y, Scott A, Luscombe NM. Streamlined sampling
and cultivation of the pelagic cosmopolitan larvacean, Oikopleura dioica. JoVE (Journal of Visualized Experiments). 2020;16(160):e61279. 6. Fenaux R. Anatomy and functional morphology of the Appendicularia. In:
Bone Q, editor. The biology of pelagic tunicates: Oxford University Press;
1998. p. 25–34. Consent for publication
Not applicable. 17. Lieberman-Aiden E, Van Berkum NL, Williams L, Imakaev M, Ragoczy T,
Telling A, Amit I, Lajoie BR, Sabo PJ, Dorschner MO, Sandstrom R. Comprehensive mapping of long-range interactions reveals folding
principles of the human genome. Science. 2009;326(5950):289–93. https://
doi.org/10.1126/science.1181369. Received: 21 September 2020 Accepted: 5 March 2021 20. Melters DP, Bradnam KR, Young HA, Telis N, May MR, Ruby JG, Sebra R,
Peluso P, Eid J, Rank D, Garcia JF. Comparative analysis of tandem repeats
from hundreds of species reveals unique insights into centromere
evolution. Genome Biol. 2013;14(1):1–20. Authors’ contributions Conceptualization: AB, CP, NML; data curation: AB, MJM, CP; formal analysis:
AB, MJM, CW, TR, HCC, SK, JP, CP; investigation: AB, AM, MJM, YKT, AWL, CP;
methodology: AB, CP; project administration: AB, CP; software: MJM, CW;
supervision: CP, NML; validation: AB; visualization: AB, AM, MJM, YKT; writing
– original draft: AB, AM, MJM, YKT, CP; writing – review & editing: AB, MJM,
CP, NML. All authors read and approved the final manuscript. 10. Naville M, Henriet S, Warren I, Sumic S, Reeve M, Volff JN, Chourrout D. Massive changes of genome size driven by expansions of non-autonomous
transposable elements. Curr Biol. 2019;29(7):1161–8. https://doi.org/10.1016/
j.cub.2019.01.080. 11. Fredriksson G, Olsson R. The subchordal cells of Oikopleura dioica and O. albicans (Appendicularia, Chordata). Acta Zool. 1991;72(4):251–6. https://doi. org/10.1111/j.1463-6395.1991.tb01203.x. Abbreviations
BUSCO
B
h Page 16 of 18 Page 16 of 18 (2021) 22:222 Bliznina et al. BMC Genomics (2021) Bliznina et al. BMC Genomics Declarations 15. Colombera D, Fenaux R. Chromosome form and number in the Larvacea. Ital J Zool. 1973;40(3–4):347–53. Ethics approval and consent to participate
Not applicable. Ethics approval and consent to participate
Not applicable. 16. Liu AW, Tan Y, Masunaga A, Bliznina A, West C, Plessy C, Luscombe NM. H3S28P Antibody Staining of Okinawan Oikopleura dioica Suggests the
Presence of Three Chromosomes. F1000Research. 2021; 9:780. https://doi. org/10.12688/f1000research.25019.2. Competing interests Competing interests
The authors declare that they have no competing interests. p
g
The authors declare that they have no competing interests. Author details
1 18. Dudchenko O, Batra SS, Omer AD, Nyquist SK, Hoeger M, Durand NC,
Shamim MS, Machol I, Lander ES, Aiden AP, Aiden EL. De novo assembly of
the Aedes aegypti genome using hi-C yields chromosome-length scaffolds. Science. 2017;356(6333):92–5. https://doi.org/10.1126/science.aal3327. Author details
1Genomics and Regulatory Systems Unit, Okinawa Institute of Science and
Technology Graduate University, Okinawa, Japan. 2Francis Crick Institute,
London, UK. 3Department of Genetics, Evolution and Environment, UCL
Genetics Institute, University College London, London, UK. 19. Koren S, Walenz BP, Berlin K, Miller JR, Bergman NH, Phillippy AM. Canu:
scalable and accurate long-read assembly via adaptive k-mer weighting and
repeat separation. Genome Res. 2017;27(5):722–36. https://doi.org/10.1101/
gr.215087.116. Received: 21 September 2020 Accepted: 5 March 2021 References De novo
draft assembly of the Botrylloides leachii genome provides further insight
into tunicate evolution. Sci Rep. 2018;8(1):1–8. 49. Durand NC, Shamim MS, Machol I, Rao SS, Huntley MH, Lander ES, Aiden EL. Juicer provides a one-click system for analyzing loop-resolution hi-C
experiments. Cell Syst. 2016;3(1):95–8. https://doi.org/10.1016/j.cels.2016.07. 002. 27. Žárský V, Tachezy J. Evolutionary loss of peroxisomes–not limited to
parasites. Biol Direct. 2015;10(1):1–0. 50. Durand NC, Robinson JT, Shamim MS, Machol I, Mesirov JP, Lander ES,
Aiden EL. Juicebox provides a visualization system for hi-C contact maps
with unlimited zoom. Cell Syst. 2016;3(1):99–101. https://doi.org/10.1016/j. cels.2015.07.012. 28. Kienle N, Kloepper TH, Fasshauer D. Shedding light on the expansion and
diversification of the Cdc48 protein family during the rise of the eukaryotic
cell. BMC Evol Biol. 2016;16(1):215. https://doi.org/10.1186/s12862-016-
0790-1. 51. Kiełbasa SM, Wan R, Sato K, Horton P, Frith MC. Adaptive seeds tame
genomic sequence comparison. Genome Res. 2011;21(3):487–93. https://doi. org/10.1101/gr.113985.110. 29. Berná L, D’Onofrio G, Alvarez-Valin F. Peculiar patterns of amino acid
substitution and conservation in the fast evolving tunicate Oikopleura dioica. Mol Phylogenet Evol. 2012;62(2):708–17. https://doi.org/10.1016/j.ympev.2
011.11.013. 52. Gurevich A, Saveliev V, Vyahhi N, Tesler G. QUAST: quality assessment tool
for genome assemblies. Bioinformatics. 2013;29(8):1072–5. https://doi.org/1
0.1093/bioinformatics/btt086. 30. Berná L, Alvarez-Valin F. Evolutionary volatile Cysteines and protein disorder in
the fast evolving tunicate Oikopleura dioica. Mar Genomics. 2015;24:47–54. 53. Han Y, Wessler SR. MITE-hunter: a program for discovering miniature
inverted-repeat transposable elements from genomic sequences. Nucleic
Acids Res. 2010;38(22):e199. https://doi.org/10.1093/nar/gkq862. 31. Ganot P, Kallesøe T, Reinhardt R, Chourrout D, Thompson EM. Spliced-leader
RNA trans splicing in a chordate, Oikopleura dioica, with a compact
genome. Mol Cell Biol. 2004;24(17):7795–805. https://doi.org/10.1128/
MCB.24.17.7795-7805.2004. 54. Wenke T, Döbel T, Sörensen TR, Junghans H, Weisshaar B, Schmidt T. Targeted identification of short interspersed nuclear element families shows
their widespread existence and extreme heterogeneity in plant genomes. Plant Cell. 2011;23(9):3117–28. https://doi.org/10.1105/tpc.111.088682. 32. Pichon J, Luscombe NM, Plessy C. Widespread use of the “ascidian”
mitochondrial genetic code in tunicates. F1000Research. 2019;8. 33. Kolmogorov M, Yuan J, Lin Y, Pevzner PA. Assembly of long, error-prone
reads using repeat graphs. Nat Biotechnol. 2019;37(5):540–6. https://doi. org/10.1038/s41587-019-0072-8. 55. Smit A.F.A., Hubley R. & Green P. RepeatMasker at http://repeatmasker.org 56. Frith MC. A new repeat-masking method enables specific detection of
homologous sequences. Nucleic Acids Res. 2011;39(4):e23. https://doi.org/1
0.1093/nar/gkq1212. 34. Drosophila 12 Genomes Consortium, et al. Nature. 2007;450(7167):203. 57. Olson D, Wheeler T. ULTRA: A Model Based Tool to Detect Tandem
Repeats. References 1. Alldredge AL. Discarded appendicularian houses as sources of food, surface
habitats, and particulate organic matter in planktonic environments. Limnol
Oceanogr. 1976;21(1):14–24. https://doi.org/10.4319/lo.1976.21.1.0014. 21. Simão FA, Waterhouse RM, Ioannidis P, Kriventseva EV, Zdobnov EM. BUSCO: assessing genome assembly and annotation completeness with
single-copy orthologs. Bioinformatics. 2015;31(19):3210–2. https://doi.org/1
0.1093/bioinformatics/btv351. 2. Hopcroft RR, Roff JC. Zooplankton growth rates: extraordinary production
by the larvacean Oikopleura dioica in tropical waters. J Plankton Res. 1995;
17(2):205–20. https://doi.org/10.1093/plankt/17.2.205. 2. Hopcroft RR, Roff JC. Zooplankton growth rates: extraordinary production
by the larvacean Oikopleura dioica in tropical waters. J Plankton Res. 1995;
17(2):205–20. https://doi.org/10.1093/plankt/17.2.205. Page 17 of 18 Page 17 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Bliznina et al. BMC Genomics (2021) 22:222 22. Waterhouse RM, Seppey M, Simão FA, Manni M, Ioannidis P, Klioutchnikov
G, Kriventseva EV, Zdobnov EM. BUSCO applications from quality
assessments to gene prediction and phylogenomics. Mol Biol Evol. 2018;
35(3):543–8. https://doi.org/10.1093/molbev/msx319. 44. Andrews S. FastQC: a quality control tool for high throughput sequence
data; 2010. 45. Vaser R, Sović I, Nagarajan N, Šikić M. Fast and accurate de novo genome
assembly from long uncorrected reads. Genome Res. 2017;27(5):737–46. https://doi.org/10.1101/gr.214270.116. 35(3):543–8. https://doi.org/10.1093/molbev/msx319. 23. Zdobnov EM, Tegenfeldt F, Kuznetsov D, Waterhouse RM, Simao FA,
Ioannidis P, Seppey M, Loetscher A, Kriventseva EV. OrthoDB v9. 1:
cataloging evolutionary and functional annotations for animal, fungal, plant,
archaeal, bacterial and viral orthologs. Nucleic Acids Res. 2017;45(D1):D744–
9. https://doi.org/10.1093/nar/gkw1119. 46. Walker BJ, Abeel T, Shea T, Priest M, Abouelliel A, Sakthikumar S, Cuomo CA,
Zeng Q, Wortman J, Young SK, Earl AM. Pilon: an integrated tool for
comprehensive microbial variant detection and genome assembly
improvement. PLoS One. 2014;9(11):e112963. https://doi.org/10.1371/journal. pone.0112963. 24. Hoff KJ, Stanke M. Predicting genes in single genomes with augustus. Curr
Protoc Bioinformatics. 2019;65(1):e57. https://doi.org/10.1002/cpbi.57. 47. Li H. Aligning sequence reads, clone sequences and assembly contigs with
BWA-MEM. arXiv preprint arXiv. 2013;1303:3997. 25. Satou Y, Nakamura R, Yu D, Yoshida R, Hamada M, Fujie M, Hisata K, Takeda
H, Satoh N. A nearly complete genome of Ciona intestinalis type a (C. robusta) reveals the contribution of inversion to chromosomal evolution in
the genus Ciona. Genome Biol Evol. 2019;11(11):3144–57. https://doi.org/1
0.1093/gbe/evz228. 48. Huang S, Kang M, Xu A. HaploMerger2: rebuilding both haploid sub-
assemblies from high-heterozygosity diploid genome assembly. Bioinformatics. 2017;33(16):2577–9. https://doi.org/10.1093/bioinformatics/
btx220. 26. Blanchoud S, Rutherford K, Zondag L, Gemmell NJ, Wilson MJ. References In: Proceedings of the 2018 ACM International Conference on
Bioinformatics, Computational Biology, and Health Informatics; 2018. p. 37–46. 35. Simakov O, Marlétaz F, Yue JX, O’Connell B, Jenkins J, Brandt A, Calef R,
Tung CH, Huang TK, Schmutz J, Satoh N. Deeply conserved synteny resolves
early events in vertebrate evolution. Nat Ecol Evol. 2020;20:1–11. 36. Schaeffer SW. Muller “elements” in Drosophila: how the search for the
genetic basis for speciation led to the birth of comparative genomics. Genetics. 2018;210(1):3–13. https://doi.org/10.1534/genetics.118.301084. 58. Schulmeister A, Schmid M, Thompson EM. Phosphorylation of the histone
H3. 3 variant in mitosis and meiosis of the urochordate Oikopleura dioica. Chromosom Res. 2007;15(2):189. 37. Shoguchi E, Kawashima T, Nishida-Umehara C, Matsuda Y, Satoh N. Molecular cytogenetic characterization of Ciona intestinalis chromosomes. Zool Sci. 2005;22(5):511–6. https://doi.org/10.2108/zsj.22.511. 59. Grabherr MG, Haas BJ, Yassour M, Levin JZ, Thompson DA, Amit I, Adiconis
X, Fan L, Raychowdhury R, Zeng Q, Chen Z. Full-length transcriptome
assembly from RNA-Seq data without a reference genome. Nat Biotechnol. 2011;29(7):644–52. https://doi.org/10.1038/nbt.1883. 38. Ganot P, Thompson EM. Patterning through differential endoreduplication
in epithelial organogenesis of the chordate, Oikopleura dioica. Dev Biol. 2002;252(1):59–71. https://doi.org/10.1006/dbio.2002.0834. 60. Li W, Godzik A. Cd-hit: a fast program for clustering and comparing large
sets of protein or nucleotide sequences. Bioinformatics. 2006;22(13):1658–9. https://doi.org/10.1093/bioinformatics/btl158. 39. Severin J, Lizio M, Harshbarger J, Kawaji H, Daub CO, Hayashizaki Y, Bertin N,
Forrest AR. Interactive visualization and analysis of large-scale sequencing
datasets using ZENBU. Nat Biotechnol. 2014;32(3):217–9. https://doi.org/10.1
038/nbt.2840. 61. Bushmanova E, Antipov D, Lapidus A, Suvorov V, Prjibelski AD. rnaQUAST: a
quality assessment tool for de novo transcriptome assemblies. Bioinformatics. 2016;32(14):2210–2. https://doi.org/10.1093/bioinformatics/
btw218. 40. Seo HC, Edvardsen RB, Maeland AD, Bjordal M, Jensen MF, Hansen A, Flaat
M, Weissenbach J, Lehrach H, Wincker P, Reinhardt R. Hox cluster
disintegration with persistent anteroposterior order of expression in
Oikopleura dioica. Nature. 2004;431(7004):67–71. https://doi.org/10.1038/na
ture02709. 62. Stanke M, Schöffmann O, Morgenstern B, Waack S. Gene prediction in
eukaryotes with a generalized hidden Markov model that uses hints from
external sources. BMC Bioinformatics. 2006;7(1):62. https://doi.org/10.1186/14
71-2105-7-62. 41. Marçais G, Kingsford C. A fast, lock-free approach for efficient parallel
counting of occurrences of k-mers. Bioinformatics. 2011;27(6):764–70. https://doi.org/10.1093/bioinformatics/btr011. 63. Haas BJ, Delcher AL, Mount SM, Wortman JR, Smith RK Jr, Hannick LI, Maiti
R, Ronning CM, Rusch DB, Town CD, Salzberg SL. Improving the Arabidopsis
genome annotation using maximal transcript alignment assemblies. Nucleic
Acids Res. 2003;31(19):5654–66. https://doi.org/10.1093/nar/gkg770. 42. References Vurture GW, Sedlazeck FJ, Nattestad M, Underwood CJ, Fang H, Gurtowski J,
Schatz MC. GenomeScope: fast reference-free genome profiling from short
reads. Bioinformatics. 2017;33(14):2202–4. https://doi.org/10.1093/bioinforma
tics/btx153. 64. Dobin A, Davis CA, Schlesinger F, Drenkow J, Zaleski C, Jha S, Batut P,
Chaisson M, Gingeras TR. STAR: ultrafast universal RNA-seq aligner. Bioinformatics. 2013;29(1):15–21. https://doi.org/10.1093/bioinformatics/
bts635. 43. Gordon A, Hannon GJ. Fastx-toolkit. FASTQ/A short-reads preprocessing
tools (unpublished) http://hannonlab.cshl.edu/fastx_toolkit/. 2010;5. 43. Gordon A, Hannon GJ. Fastx-toolkit. FASTQ/A short-reads preprocessing
tools (unpublished) http://hannonlab.cshl.edu/fastx_toolkit/. 2010;5. Page 18 of 18 Page 18 of 18 Bliznina et al. BMC Genomics (2021) 22:222 Bliznina et al. BMC Genomics (2021) 22:222 65. Shumate A, Salzberg S. Liftoff: an accurate gene annotation mapping tool. bioRxiv. 2020. https://doi.org/10.1101/2020.06.24.169680. 66. Bernt M, Donath A, Jühling F, Externbrink F, Florentz C, Fritzsch G, Pütz J,
Middendorf M, Stadler PF. MITOS: improved de novo metazoan
mitochondrial genome annotation. Mol Phylogenet Evol. 2013;69(2):313–9. https://doi.org/10.1016/j.ympev.2012.08.023. 67. Gertz EM, Yu YK, Agarwala R, Schäffer AA, Altschul SF. Composition-based
statistics and translated nucleotide searches: improving the TBLASTN
module of BLAST. BMC Biol. 2006;4(1):1–4. 68. Stajich JE, Block D, Boulez K, Brenner SE, Chervitz SA, Dagdigian C, Fuellen
G, Gilbert JG, Korf I, Lapp H, Lehväslaiho H. The Bioperl toolkit: Perl modules
for the life sciences. Genome Res. 2002;12(10):1611–8. https://doi.org/10.11
01/gr.361602. 69. Lagesen K, Hallin P, Rødland EA, Stærfeldt HH, Rognes T, Ussery DW. RNAmmer: consistent and rapid annotation of ribosomal RNA genes. Nucleic Acids Res. 2007;35(9):3100–8. https://doi.org/10.1093/nar/gkm160. 69. Lagesen K, Hallin P, Rødland EA, Stærfeldt HH, Rognes T, Ussery DW. RNAmmer: consistent and rapid annotation of ribosomal RNA genes. Nucleic Acids Res. 2007;35(9):3100–8. https://doi.org/10.1093/nar/gkm160. 70. Slater GS, Birney E. Automated generation of heuristics for biological
sequence comparison. BMC Bioinformatics. 2005;6(1):31. https://doi.org/1
0.1186/1471-2105-6-31. 71. Hamada M, Ono Y, Asai K, Frith MC. Training alignment parameters for
arbitrary sequencers with LAST-TRAIN. Bioinformatics. 2017;33(6):926–8. https://doi.org/10.1093/bioinformatics/btw742. 72. Frith MC, Kawaguchi R. Split-alignment of genomes finds orthologies more
accurately. Genome Biol. 2015;16(1):106. https://doi.org/10.1186/s13059-015-
0670-9. 72. Frith MC, Kawaguchi R. Split-alignment of genomes finds orthologies more
accurately. Genome Biol. 2015;16(1):106. https://doi.org/10.1186/s13059-015-
0670-9. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
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Motivating antibiotic stewardship in Bangladesh: identifying audiences and target behaviours using the behaviour change wheel
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Motivating antibiotic stewardship in Bangladesh:
Identifying audiences and target behaviours using
the Behaviour Change Wheel Leanne Unicomb ( leanne.unicomb60@gmail.com )
International Centre for Diarrhoeal Disease Research Motivating antibiotic stewardsh
Identifying audiences and targe
the Behaviour Change Wheel
Leanne Unicomb ( leanne.unicomb60@gmail.com )
International Centre for Diarrhoeal Disease Research
Fosiul Nizame
International Centre for Diarrhoeal Disease Research
Mohammad Ro¦ Uddin
International Centre for Diarrhoeal Disease Research
Papreen Nahar
University of Sussex
Patricia Lucas
University of Bristol
Nirnita Khisa
International Centre for Diarrhoeal Disease Research
S. M. Salim Akter
International Centre for Diarrhoeal Disease Research
Mohammad Aminul Islam
Washington State University
Mahbubur Rahman
International Centre for Diarrhoeal Disease Research
Emily Rousham
Loughborough University
Research Article
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Identifying audiences and targe
the Behaviour Change Wheel
Leanne Unicomb ( leanne.unicomb60@gmail.com )
International Centre for Diarrhoeal Disease Research
Fosiul Nizame
International Centre for Diarrhoeal Disease Research
Mohammad Ro¦ Uddin
International Centre for Diarrhoeal Disease Research
Papreen Nahar
University of Sussex
Patricia Lucas
University of Bristol
Nirnita Khisa
International Centre for Diarrhoeal Disease Research
S. M. Salim Akter
International Centre for Diarrhoeal Disease Research
Mohammad Aminul Islam
Washington State University
Mahbubur Rahman
International Centre for Diarrhoeal Disease Research
Emily Rousham
Loughborough University
Research Article
K
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h Research Article Keywords: Intervention, antibiotic stewardship, Bangladesh, antibiotic resistance
Posted Date: December 17th, 2020
DOI: https://doi.org/10.21203/rs.3.rs-121170/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License License: This work is licensed under a Creative Commons Attribution 4.0 International License. Motivating antibiotic stewardship in Bangladesh: Identifying audiences and target
behaviours using the Behaviour Change Wheel Motivating antibiotic stewardship in Bangladesh: Identifying audiences and target
behaviours using the Behaviour Change Wheel Leanne E. Unicomb1*, Fosiul Alam Nizame1, Mohammad Rofi Uddin1, Papreen Nahar2,
Patricia J. Lucas3, Nirnita Khisa1, S. M. Salim Akter1, Mohammad Aminul Islam4,
Mahbubur Rahman1, Emily K. Rousham5 1. International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). 1. International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). 1. International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). 2. Department of Global Health and Infection, Brighton and Sussex Medical School, Sussex
University, UK 2. Department of Global Health and Infection, Brighton and Sussex Medical School, Sussex
University, UK 2. Department of Global Health and Infection, Brighton and Sussex Medical School, Sussex
University, UK 3. School for Policy Studies, University of Bristol, UK. E-mail: Patricia.lucas@bristol.ac.uk
4 Paul G. Allen School for Global Animal Health, Washington State University, Pullman,
Washington, USA. 3. School for Policy Studies, University of Bristol, UK. E-mail: Patricia.lucas@bristol.ac.uk
4 Paul G. Allen School for Global Animal Health, Washington State University, Pullman,
Washington, USA. 5. Centre for Global Health and Human Development, School of Sport, Exercise and Health
Sciences, Loughborough University, UK. 1 ABSTRACT Background: South Asia is a hotspot for antimicrobial resistance due largely to over-the-counter
antibiotic sales for humans and animals, a lack of compliance with policy among healthcare
providers, high population density and high infectious disease burden. This paper describes
development of social and behavioural change communication (SBCC) to increase appropriate
use of antibiotics. Methods: We used formative research to explore contextual drivers of antibiotic sales, purchase,
consumption/use and promotion among four groups: 1) households, 2) drug shop staff, 3)
qualified physicians and 4) pharmaceutical companies/medical representatives. We used
formative research findings and an intervention design workshop with stakeholders to select
target behaviours, to prioritize audiences and develop SBCC messages, in consultation with a
creative agency, and through pilots and feedback. The behaviour change wheel was used to
summarise findings. Results: Workshop participants identified behaviours considered amenable to change for all four
groups. Household members and drug shop staff were prioritized as target audiences, both of
which could be reached at drug shops. Among household members, there were two behaviours to
change; suboptimal health seeking and ceasing antibiotic courses early. Thus, SBCC target Results: Workshop participants identified behaviours considered amenable to change for all four
groups. Household members and drug shop staff were prioritized as target audiences, both of
which could be reached at drug shops. Among household members, there were two behaviours to
change; suboptimal health seeking and ceasing antibiotic courses early. Thus, SBCC target
behaviours included: seek qualified physician consultations; ask whether the medicine provided
is an antibiotic; ask for instructions on use and timing. Among drug shop staff, several antibiotic
dispensing practices needed to change. SBCC target behaviours included: asking customers for
prescriptions; referring them to qualified physicians and increasing customer awareness by
instructing that they were receiving antibiotics to take as a full course. behaviours included: seek qualified physician consultations; ask whether the medicine provided
is an antibiotic; ask for instructions on use and timing. Among drug shop staff, several antibiotic
dispensing practices needed to change. SBCC target behaviours included: asking customers for
prescriptions; referring them to qualified physicians and increasing customer awareness by
instructing that they were receiving antibiotics to take as a full course. 2 2 Conclusions: We prioritized drug shops for intervention delivery to drug shop staff and their
customers to improve antibiotic stewardship. ABSTRACT Knowledge deficits among these groups were
notable and considered amenable to change using a SBCC intervention addressing improved
health seeking behaviours, improved health literacy on antibiotic use, and provision of
information on policy governing shops. Further intervention refinement should consider using
participatory methods and should address the impact on profit and livelihoods for drug shop staff
for optimal compliance. Keywords: Intervention, antibiotic stewardship, Bangladesh, antibiotic resistance Keywords: Intervention, antibiotic stewardship, Bangladesh, antibiotic resistance 3 BACKGROUND: South and South East Asia are hotspots for antimicrobial resistance (AMR) [1] and newly
evolved AMR organisms from other regions have spread rapidly across the world [2]. South and South East Asia are hotspots for antimicrobial resistance (AMR) [1] and newly
evolved AMR organisms from other regions have spread rapidly across the world [2]. Contributing factors include availability of cheap, locally manufactured over-the-counter
antibiotics for humans and animals, a lack of compliance with standards among healthcare
providers, weak regulatory system, and high population density [3]. While per capita antibiotic
consumption rates in low- and middle-income countries (LMICs) have been lower than those in
high income countries, these are increasing dramatically in line with increases in gross domestic
consumption [4]. Human antibiotic consumption rates are predicted to increase globally by 200%
from 2015-2030 [5]. In Bangladesh, community members access antibiotics for themselves and their animals
through a healthcare system that is pluralistic and less institution-based than elsewhere [6, 7]. Unqualified healthcare providers are a major source of health care for the poor and
disadvantaged [8, 9]. These providers can include drug shop staff that have no recognized
qualification; it is estimated that Bangladesh has 200,000 retail drug shops and approximately
50% of those are unlicensed [10]. While little is known about quantities of antibiotics dispensed
through the various channels in the healthcare system, a recent study reported that 29% of
antibiotic prescriptions came from qualified doctors and 63% from unqualified healthcare
providers [11]. Recent studies conducted by our group suggest that there is a considerable
volume of antibiotics dispensed without a prescription, often by unqualified providers [12]. Antibiotics administered by these groups are shorter courses and not appropriate for the illness
[13], which can contribute to AMR. Antibiotics administered by these groups are shorter courses and not appropriate for the illness
[13], which can contribute to AMR. 4
From the supply-side, previous studies on antibiotic dispensing in Bangladesh have
reported polypharmacy, detected among 25% of prescriptions from rural hospital outpatient 4 clinic doctors [11]. Overprescribing, using unnecessarily expensive drugs and dispensing drugs
without a prescription are common [10, 14]. Additionally, drug sellers and healthcare providers
are exposed to aggressive marketing strategies, especially through pharmaceutical company
representatives [15]. From the demand side, limited data are available on household-level
antibiotic use for humans and their animals/livestock [11, 16]. BACKGROUND: Bangladesh has taken steps to address poor compliance with accepted standards for
antibiotic prescription with the launch of the Bangladesh Pharmacy Model Initiative (BPMI) for
all medication categories in 2016, which also forms a key part of the national action plan on
AMR. It includes standards for drug outlet personnel, premises, dispensing, storage, hygiene,
record keeping, disposal and allowable products. To date there have been 193 model pharmacies
and 154 model medicine shops developed and 154 model medicine shops developed
(http://www.dgda.gov.bd/index.php/pharmacies/whole-sale-pharmacy-view-2/319-list-of-model-
pharmacy; http://www.dgda.gov.bd/index.php/pharmacies/whole-sale-pharmacy-view-2/320-list-
of-model-medicine-shop; accessed December, 2020). The BPMI requires retail outlets to provide
medications only to customers with a prescription, dispensed by staff with pharmacy
qualifications and training (http://www.dgda.gov.bd/index.php/2013-03-31-05-16-29/guidance-
documents/175-guideline-for-model-pharmacy). The National Drug Policy, 2016 [17] provides
legal requirements on drug dispensing: it “prohibits sales and distribution of drugs without
prescription from registered physician to ensure rational use of drugs” and “Retail sales of drugs
is prohibited without prescription by registered physicians/ veterinarians other than the over the
counter drugs”. pharmacy; http://www.dgda.gov.bd/index.php/pharmacies/whole-sale-pharmacy-view-2/320-list-
of-model-medicine-shop; accessed December, 2020). The BPMI requires retail outlets to provide
medications only to customers with a prescription, dispensed by staff with pharmacy Antibiotic stewardship, programmes to optimize antibiotic dispensing and consumption,
have been predominantly implemented in high income countries and in hospitals [18]. A review 5 of programmes/interventions to reduce antibiotic prescribing in LMICs reported that the majority
(n=36) took place in hospitals and 9 in pharmacies, with mixed success [19]. In the review,
authors noted that few stewardship interventions included more than one healthcare provider
group or setting [19]. In Tanzania, a programme to improve antibiotic stewardship targeted drug
shops as part of accreditation in as many as 9,000 premises which included training staff in
appropriate antibiotic dispensing [20]. Ten years after the programme began audit studies have
detected residual needless antibiotic dispensing; however, this was only among one-third of the
shops [21]. Understanding the behaviours, service and economic priorities of healthcare providers,
and the needs of consumers is therefore central to developing an effective strategy to engage in
antimicrobial stewardship to reduce antibiotic resistance [12, 22]. This study is part of a larger
project that aimed to inform government policy and identify pathways to behaviour change
among groups from the antibiotic supply and demand sides [23]. The specific objective of this
paper is to describe the development of social and behavioural change communication (SBCC)
messages aimed to increase appropriate use of antibiotics. BACKGROUND: We explored antibiotic sales, Understanding the behaviours, service and economic priorities of healthcare providers,
and the needs of consumers is therefore central to developing an effective strategy to engage in
antimicrobial stewardship to reduce antibiotic resistance [12, 22]. This study is part of a larger
project that aimed to inform government policy and identify pathways to behaviour change
among groups from the antibiotic supply and demand sides [23]. The specific objective of this
paper is to describe the development of social and behavioural change communication (SBCC)
messages aimed to increase appropriate use of antibiotics. We explored antibiotic sales,
purchase, use/consumption, and promotion to identify contextual drivers among four groups: 1)
households, 2) drug shop staff, 3) qualified physicians and 4) pharmaceutical companies/medical
representatives. We used formative study findings from this research in conjunction with
outcomes from an intervention design workshop with stakeholder to identify target behaviours,
and in consultation with a creative agency, to prioritize audiences and refine SBCC messages. purchase, use/consumption, and promotion to identify contextual drivers among four groups: 1)
households, 2) drug shop staff, 3) qualified physicians and 4) pharmaceutical companies/medical
representatives. We used formative study findings from this research in conjunction with
outcomes from an intervention design workshop with stakeholder to identify target behaviours,
and in consultation with a creative agency, to prioritize audiences and refine SBCC messages. purchase, use/consumption, and promotion to identify contextual drivers among four groups: 1)
households, 2) drug shop staff, 3) qualified physicians and 4) pharmaceutical companies/medical
representatives. We used formative study findings from this research in conjunction with METHODS: The study aim was development of SBCC to increase appropriate use of antibiotics in
Bangladesh and to do this we collected data for integration into the first four steps of the 6 behaviour change wheel, used to formulate behaviour change interventions [24, 25]. These steps
include 1) defining the problem in behavioural terms, identifying who performs the behaviours
and listing all other behaviours that might influence the problem behaviour; 2) selecting the
target behaviour, 3) specifying the target behaviour, and 4) identifying what needs to change
[25]. Formative data collection provided information for step 1 [12, 22] on current key
behaviours. Following the formative research, steps 2 through 4 were undertaken through an
intervention design workshop and the co-creation of intervention resources with a creative
agency. Formative study The objective of the formative study was to a) determine drivers of household decision
making on healthcare consultations and antibiotic purchase and consumption; b) determine
practices among qualified and unqualified healthcare providers (doctors, drug shops); and
examine interactions of drug shops and doctors with pharmaceutical company representatives. We selected one rural community in Tangail district and one urban community in Gazipur
district. Sites were selected where households had access to a range of drug shops and health
care facilities. Formative data collection and data analysis details have been described previously [12,
23]. In brief, between May 2017 to January 2018 data were collected through face-to-face and
in-depth interviews with groups that were identified as key actors in community-level antibiotic
dispensing, use, consumption, and promotion based on review of existing literature. The key
actors for data collection comprised household members (n=48); drug shop staff who were either
unqualified (n=13) or had up to 12 months training (n=14); qualified physicians in human and 7 7 veterinary medicine (n=12); auxiliary healthcare providers (n=7) and key informants including
pharmaceutical company representatives and non-government organisations (e.g. Bangladesh
Druggist and Chemist Association) (n=13). Interviews were audio-recorded and transcribed in
Bangla. A third of all transcripts were translated in full into English by native Bangla-speaking
researchers. The remaining Bangla transcripts were coded in Bangla, and then translated into
English and shared with the research team. Intervention design workshop The objective of the workshop was to obtain stakeholder expert input in selection of key
behaviours and audiences for an intervention. In conjunction with a local creative agency, Visual
Communications Ltd. (VISCOM, https://www.viscombd.com), we invited 60 people to
participate in a one day workshop in February, 2018 including stakeholders from the
Government Directorate General of Health Services, Directorate General of Drug Administration
and the Department of Livestock Services; pharmaceutical industry and medical representatives;
the Bangladesh Chemist and Druggist Association, local non-governmental organisations
(NGOs), drug shop owners, implementing partners, and the research team; 33 attended. We shared emerging findings from the formative studies with the workshop participants
relating to healthcare seeking behaviours and antibiotic supply, dispensing and consumption. Based on research findings and input from the workshop participants the study team, in
association with the design agency, discussed different specific content, target audiences and
behaviour options. Workshop attendees participated in group work focusing on each of the four
possible target audiences (householders, drug shop staff, qualified physicians, pharmaceutical
companies/medical representatives) to a) define the problem in behavioural terms (who performs
behaviours, other behaviours that might influence the problem behaviour); b) select target 8 8 behaviour, specifying target behaviour, identify what needs to change and c) propose SBCC
messages. Each group had a facilitator from the research team and a rapporteur who recorded
discussions on template PowerPoint slides which were presented to workshop participants. Suggestions provided during the group work feedback session were recorded. The workshop
concluded with a voting exercise where each attendee was provided with stickers to vote for the
first and second priority among the four groups/ target audiences. Working with a creative agency to develop key messages in collaboration with the research VISCOM collaborated with the research team to collate the suggested target behaviours
we wished to change and supporting messages from the workshops. Draft intervention resources
were designed in English and Bangla and the research team provided feedback. Further feedback
was obtained through a display session in the Environmental Interventions Unit at the
International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b) to solicit suggestions
from experienced researchers who have worked on a wide range of SBCC interventions. After incorporating initial feedback, intervention resources were piloted in two drug
shops each from one rural and one urban setting (total 4) in July 2018. Interviews with one drug
shop staff and one customer per drug shop were used to explore understanding of messages and
anticipated impact of the materials on behaviour. This feedback was used to revise intervention
materials. Revised intervention resources were subsequently distributed to 95 drug shops in
September 2018 from the same two geographic areas and remained for a month. From the 95
pharmacies, 50 were randomly selected and interviews conducted with one drug shop staff and
one customer from each drug shop one month after intervention resource delivery. Interviews 9 9 followed an open-ended questionnaire like that used in the earlier pilot among 4 shops, collected
demographic information, and sought suggested further changes on appearance or content. followed an open-ended questionnaire like that used in the earlier pilot among 4 shops, collected
demographic information, and sought suggested further changes on appearance or content. Data analysis Data collected from formative studies were analysed using framework analysis, as
described previously [12]. In addition to guiding data collection, data were mapped using the
Behaviour Change Wheel [24] for steps 1 to 4, as described by Munir et al [25]; these are
mapped against study components in Figure 1. For steps 1-3 data analysed from formative
studies and data collected during the workshop were summarised. For step 4, for the prioritised
audiences, we used the Capability, Opportunities, Motivation-Behaviour (Com-B) framework
[24] to summarise data to provide detail on the behaviours that need to change. 10 Figure 1: Schematic of study components
Behaviour change wheel components Figure 1: Schematic of study components
Behaviour change wheel components
Study components
Findings from formative study; 4
population groups
Step 1 Define the problem in
behavioural terms
Design Workshop: presentation of
summary data and group work
*Suggest intervention messages
*Identify priority audiences
Step 2 Select the target behaviour
Step 3 Specify the target behaviour
Working with a creative agency to
develop key messages: for household
members and drug shop staff
Step 4 Identify what needs to change
(Com-B model) for household
members and drug shop staff Study components Findings from formative study; 4
population groups Step 1 Define the problem in
behavioural terms Step 2 Select the target behaviour Step 4 Identify what needs to change
(Com-B model) for household
members and drug shop staff Step 4 Identify what needs to change
(Com-B model) for household
members and drug shop staff 11 Defining the problem in behavioural terms among four groups from formative studies
(Step 1) Defining the problem in behavioural terms among four groups from formative studies
(Step 1) Contextual drivers of antibiotic use among household members, and inappropriate
prescribing and dispensing practices of healthcare professionals and drug shop staff have been
published [12, 22]. Among household members, an important contextual driver was that most did
not what know an antibiotic was or what antibiotics were for. Household members and
healthcare providers reported that antibiotics were stopped when symptoms disappeared. Antibiotics were often purchased by proxies for ill household members/patients. Underage
children and adolescents were also able to purchase antibiotics from drug shops. Drug shop staff,
regardless of training and qualification, in addition to dispensing antibiotics prescribed by
qualified physicians, dispensed antibiotics as they would over-the-counter medications. Counter
to common assumptions, households did not report storing or re-using old antibiotics. A contextual driver of antibiotic dispensing among drug shop staff was that they
regularly sold prescription drugs including antibiotics without a government license, in conflict
with government policy. Drug shop staff advised and dispensed drugs to patients and their
proxies, who were usually family members. Unqualified drug shop staff reported that they
followed antibiotic prescribing patterns of qualified physicians, referred to as elite doctors/boro
(big) doctors. Patients were more likely to consult qualified physicians for more severe diseases, or
after initial treatment had failed. Travel costs and distance to health facilities or clinics were
barriers to seeking earlier consultation with qualified professionals [12]. However, doctors were
reported to give little time during consultation, prescribe drugs including antibiotics over the 12 12 telephone and patients perceived that the additional costs of consulting a doctor or undergoing
recommended tests were to enhance profits and were often viewed as unnecessary [22]. telephone and patients perceived that the additional costs of consulting a doctor or undergoing
recommended tests were to enhance profits and were often viewed as unnecessary [22]. Pharmaceutical companies were reported to provide incentives to doctors for prescribing
their company’s antibiotics. In contrast with qualified doctors and drug shop staff,
pharmaceutical representatives were fully aware of the BPMI policy and had a thorough
understanding of antibiotic resistance. Pharmaceutical companies were reported to provide incentives to doctors for prescribing
their company’s antibiotics. In contrast with qualified doctors and drug shop staff,
pharmaceutical representatives were fully aware of the BPMI policy and had a thorough • Consult qualified doctors or health
workers
• Ask the healthcare provider if they
have been given antibiotics and why
• Buy full course of antibiotic and
continue according to the prescription
• Ask about dose frequency and
duration/instruction on use
• Choose a pharmacy that maintains
quality drugs Selecting and specifying target key behaviours (Steps 2 and 3) Based on data from formative studies on contextual drivers, participants in the
intervention design workshop selected and specified behaviours that were amenable to change
(Table 1). Selecting and specifying target key behaviours (Steps 2 and 3) 13 Table 1: Behaviour change and intervention components for the four groups from the intervention design workshop
Behaviours
Proposed intervention messages**
Current practice/contextual drivers*
Selected behaviours to change Table 1: Behaviour change and intervention components for the four groups from the intervention design w
Behaviours
Proposed interventi
Current practice/contextual drivers*
Selected behaviours to change
Households
• Don't know what an antibiotic is
• Don't know what an antibiotic is for
• Drug shops common first point for health
advice
• Purchase drug without prescription/ without
doctor’s advice; sometimes ask for antibiotics
by name
• Underage purchaser and proxy for patient
• Use peer group prescribed antibiotic
• Antibiotics are stopped when symptoms
disappear or if when patients consider that they
don't work
• Don't reuse drugs for subsequent illnesses
• Have high level knowledge of medicine
expiry
• Consult qualified doctors or health
workers
• Ask the healthcare provider if they
have been given antibiotics and why
• Buy full course of antibiotic and
continue according to the prescription
• Ask about dose frequency and
duration/instruction on use
• Choose a pharmacy that maintains
quality drugs
• Consult with regis
prescription; (who ar
patients know if doc
• Buy full course of
the course; Follow y
recover
• If you don’t follow
cost you more ultima
• If you suffer from
consult your doctor i
• Buy medicines fro
Drug shops
• Most common source of medical advice;
minor illness
• Dispensing without government license
• Unqualified staff dispensing antibiotics,
with short (6 weeks) or no training
• Dispense antibiotic without seeing the
patient/animal, prescribe over phone
• Follow elite doctor prescriptions when asked
for advice
• Do not always give a name to the type of
illness
• Often advise and sell drugs for livestock
• Ask for prescription before
dispensing antibiotics
• Refer customers to qualified doctors
• Increase awareness among patients;
tell purchasers which is an antibiotic-
stress importance of taking full course
• Recruit qualified staff
• Do not change the medicine when
prescribed by a qualified physician
• Stop selling antib
registered doctor’s p
• Tell customer tha
antibiotic
• Dispense full anti
instructions for cons
• Unnecessary antib
• Check expiry date
drugs Table 1: Behaviour change and intervention components fo
Behaviours
Current practice/contextual drivers*
Selected be
Households
• Don't know what an antibiotic is
• Don't know what an antibiotic is for
• Drug shops common first point for health
advice
• Purchase drug without prescription/ without
doctor’s advice; sometimes ask for antibiotics
by name
• Underage purchaser and proxy for patient
• Use peer group prescribed antibiotic
• Antibiotics are stopped when symptoms
disappear or if when patients consider that they
don't work
• Don't reuse drugs for subsequent illnesses
• Have high level knowledge of medicine
expiry
• Consult
workers
• Ask the
have been g
• Buy full
continue ac
• Ask abo
duration/in
• Choose
quality dru
Drug shops
• Most common source of medical advice;
minor illness
• Dispensing without government license
• Unqualified staff dispensing antibiotics,
with short (6 weeks) or no training
• Dispense antibiotic without seeing the
patient/animal, prescribe over phone
• Follow elite doctor prescriptions when asked
for advice
• Do not always give a name to the type of
illness
• Often advise and sell drugs for livestock
• Ask for
dispensing
• Refer cu
• Increase
tell purchas
stress impo
• Recruit q
• Do not c
prescribed Proposed intervention messages** • Consult with registered physician for
prescription; (who are they and how do
patients know if doctor is registered) • Consult with registered physician for
prescription; (who are they and how do
patients know if doctor is registered) • Consult qualified doctors or health
workers • Drug shops common first point for health
advice • Ask the healthcare provider if they
have been given antibiotics and why p
g
• Buy full course of drugs and complete
the course; Follow your prescription to
recover • Buy full course of antibiotic and
continue according to the prescription • If you don’t follow instructions, it will
cost you more ultimately • Ask about dose frequency and
duration/instruction on use • Choose a pharmacy that maintains
quality drugs • If you suffer from any adverse effects,
consult your doctor immediately • Buy medicines from reputable company • Stop selling antibiotic without
registered doctor’s prescription
• Tell customer that you are providing an
antibiotic
• Dispense full antibiotic course and give
instructions for consumption
• Unnecessary antibiotic use is harmful
• Check expiry date before dispensing
drugs • Stop selling antibiotic without
registered doctor’s prescription g
p
p
• Tell customer that you are providing an
antibiotic • Refer customers to qualified doctors • Increase awareness among patients;
tell purchasers which is an antibiotic-
stress importance of taking full course
• Recruit qualified staff • Dispense full antibiotic course and give
instructions for consumption • Unnecessary antibiotic use is harmful • Do not change the medicine when
prescribed by a qualified physician • Check expiry date before dispensing
drugs • Do not always give a name to the type of
illness • Often advise and sell drugs for livestock 14 • Some drug sellers know antibiotic
generation no. p
Pharmaceutical companies/medical representatives
• Have regional offices and numerous staff for
product promotion and distribution
• Are aware of government policy
• Have thorough understanding of antibiotic
resistance
• Purported provision of incentives to doctors
Companies
• Modify business strategy
• Deliver quality training
• Package antibiotics according to
course
• Include warning messages on packet
• Promote full courses of antibiotic for
better health
• Ensure the proper use of antibiotics
• Ensure profit, protect yourself and
others
• Do quality business for community Selecting and specifying target key behaviours (Steps 2 and 3) • Few drug sellers are familiar with antibiotic
resistance”
• No clear idea on consumer rights
•
Qualified physicians
• See patients with more severe disease
• Give little time during consultation
• Prescribe over telephone
• Overprescribe antibiotics and provide
unnecessary tests, to make profit
• Prescribe to keep patients happy
• Prescribe poor quality antibiotics
• Follow prescriptions of senior/renowned
doctors
• Limited knowledge of antibiotic generations
• Don’t request tests before prescribing
antibiotics/prescribe for viral infections
• Don’t counsel on antibiotic use or the
consequences of overuse
• Not up to date on current literature
• Take incentives from pharmaceutical
companies
• Motivated by medical representatives to
prescribe antibiotics
• Do not provide antibiotic
prescription when not necessary;
consult recent recommendation
information
• Resist prescribing later generation
antibiotics
• Reinforce that the full course is
important to complete
• Prescribe only when the patient
presents at the consultation
• Follow knowledge an
date information on anti
• Do not provide antibi
when not necessary
• Provide instructions f
include the need for a fu
Pharmaceutical companies/medical representatives
• Have regional offices and numerous staff for
product promotion and distribution
• Are aware of government policy
• Have thorough understanding of antibiotic
resistance
• Purported provision of incentives to doctors
Companies
• Modify business strategy
• Deliver quality training
• Package antibiotics according to
course
• Include warning messages on packet
• Promote full courses
better health
• Ensure the proper use
• Ensure profit, protect
others
• Do quality business f • Follow knowledge and practice on up to
date information on antibiotic resistance • Follow knowledge and practice on up to
date information on antibiotic resistance • Do not provide antibiotic prescription
when not necessary • Provide instructions for consumption,
include the need for a full course • Ensure the proper use of antibiotics
• Ensure profit, protect yourself and
others 15 to prescribe, drug shop staff to sell
• Range of product quality
• Representatives have monthly visit quotas
for doctors to promote products, distribute
sample medicines to physicians
• Provide products to drug shops sometimes
on credit, some with incentives (e.g. Selecting and specifying target key behaviours (Steps 2 and 3) one free
box)
• Review prescriptions for marketing strategy
Medical representatives
• Motivate the drug seller to sell full
courses of antibiotic
• Don’t review prescriptions at
doctors’ offices, drug shops
• Don’t motivate patients to purchase
drugs in front of doctor’s offices, drug
shops
health
*data from formative studies; **data from workshop working groups; †DGDA: Directorate General Drug Administration; Medical representatives • Representatives have monthly visit quotas
for doctors to promote products, distribute
sample medicines to physicians ‡BPMI: Bangladesh Pharmacy Model Initiative 16 Household members: should be encouraged to consult qualified physicians and be pro-active in
obtaining information about dispensed medications such as whether they are antibiotics. For
those receiving antibiotics, the dose, frequency and duration of the course should be explained. Patients/consumers should be encouraged to take a full course of antibiotics obtained from a
drug shop that sells quality medicines. Drug shop staff: should be encouraged to ask the customer for a prescription before dispensing
antibiotics; referring them to doctors when they do not provide a prescription. Drug shop staff
were considered to have a responsibility to increase awareness among patients, particularly on
the importance of taking a full course of antibiotics. Stakeholders thought that there should be
incentives for drug shops to recruit qualified staff. Qualified physicians: should be encouraged to base practices on current recommendations to
reduce unnecessary prescribing, especially avoiding prescribing multiple and higher generation
antibiotics than is necessary. Doctors were considered as important information sources that
should reinforce the importance of completing a full course of antibiotics. Pharmaceutical companies/medical representatives: Stakeholders acknowledged the potential
for companies and their representatives to maintain a viable business whilst playing a role in
antibiotic stewardship. Suggestions included: modifications to the business strategy of
companies; delivering quality training to all representatives and designing antibiotic packaging
in a way that would encourage sale of a full course. Identifying priority audiences Among 28 participants who voted for first and second priority audiences to target. Nineteen participants voted for household members, 12 of which considered this population as 17 their number one priority and 16 voted for drug shop staff, 8 of which voted for this group as
their first priority. Doctors were third with 13 votes and pharmaceutical
companies/representatives were the lowest priority with 8 votes. During the post-workshop
discussions, the research team and creative agency members concluded that using drug shops as
a venue for intervention delivery had potential to address the first and second priority audiences
thereby providing an opportunity to maximize intervention impact. their number one priority and 16 voted for drug shop staff, 8 of which voted for this group as
their first priority. Doctors were third with 13 votes and pharmaceutical their number one priority and 16 voted for drug shop staff, 8 of which voted for this group as
their first priority. Doctors were third with 13 votes and pharmaceutical
companies/representatives were the lowest priority with 8 votes. During the post-workshop
discussions, the research team and creative agency members concluded that using drug shops as
a venue for intervention delivery had potential to address the first and second priority audiences,
thereby providing an opportunity to maximize intervention impact. Capability, Opportunity and Motivation to improve antibiotic stewardship among priority
audiences (Com-B Model, step 4). In line with government policy and guidelines [17, 26], to improve antibiotic
stewardship, the target behaviours were to sell and purchase fewer antibiotics and to sell and
consume antibiotics as full courses only. Among households, there were two main behaviours that needed to change: suboptimal
health seeking and early cessation of antibiotic treatment. When assessing capabilities, a
recurring theme was knowledge. Most household members could not distinguish a qualified from
an unqualified provider and made decisions on who to visit primarily on disease severity
considerations. They also had limited knowledge about antibiotics and their mode of action. Thus, opportunities exist for developing an SBCC that strengthens knowledge that can empower
household members with potential to impact responsible antibiotic consumption. These include
encouraging household members to ask about the medicines that they receive, and ask about
timing, dosage and course duration. Motivation for this group can be encouraging them to seek
appropriate healthcare advice and medicines by appealing to potential financial burden and
accessibility to qualified physicians. ations. Identifying priority audiences They also had limited knowledge about antibiotics and their mode of action 18 Identifying drug shop staff behaviours that needed to change, there were similar
capability issues evident as limited knowledge of government policy including the BPMI on
licensing, staff qualification and adequate provision of information on antibiotics to customers. They lacked knowledge about antibiotic resistance. Some of these knowledge gaps can be filled
using an educational SBCC. Drug shop staff are likely to remain the first line of access to health
care in many communities, presenting an opportunity to have them serve as an information
source on antibiotic use/dose/timing for customers. For an educational campaign that is located
at drug shops, it must motivate drug shop staff by addressing financial concerns of potential lost
business by encouraging household members to seek care from qualified physicians and by
acknowledging their status in the community. While the BPMI is clear about staff qualifications,
there does not appear to be evidence of enforcement, which could act as a motivator (Table 2). resource development and pilots for household members and drug shop staff The National Drug Policy, 2016 states ‘To prohibit sales and distribution of drugs
without prescription from registered physician to ensure rational use of drugs”. During the pilot
phase of intervention resource development, there was considerable discussion on how to convey
‘qualified physician’. Household members often referred to their local drug shop staff as a doctor
or ‘small doctor’ [12]. Village doctor is also a common term used for a rural health practitioner,
a post that is not considered a qualified physician. To overcome existing ambiguity, we decided
to pilot ‘(Bachelor of Medicine, Bachelor of Surgery) MBBS doctor’ for the intervention
resources and measure understanding of this term among drug shop staff and customers. Among the messages suggested during the intervention design workshop, the research
team and VISCOM team prioritised those that we thought would resonate with the two selected
audiences. For drug shop staff, these were related to asking for prescriptions, referral to qualified
physicians, increase in client/customer awareness when they were receiving an antibiotic, and the
need for a full course. Identifying priority audiences 19 Table 2: Using the Com-B model to inform households/customer and drug shop staff intervention to improve antibiotic
stewardship
Behaviour to change
Capability
Opportunity
Motivation
Households
Suboptimal health seeking
• Purchase drugs without
prescription; sometimes ask
for antibiotics by name since
unqualified healthcare
providers first point for
health
• Use peer group prescribed
antibiotic
Psychological
• Limited knowledge of
difference between qualified
and unqualified physicians
• Self-prescription
• Accessibility, cost,
symptom severity drive
health seeking behaviour
Physical
• Easy access to (free)
health advice from drug
shop staff
Physical
• Need information on who and
where are registered physicians
• Registered
physician/population is low
Social
• Males are decision makers on
expenditure, visit drug shop
• Social norm to visit drug
shop first
Reflective
• Want quality healthcare for
the family at reasonable cost
• Want adequate information
Automatic
• Sometimes question advice
Antibiotics are stopped
• When symptoms
disappear
• When patients consider
that they don't work
Psychological
• Don't know what an
antibiotic is/ its use
• Limited understanding of
how antibiotics work
Physical
• Full course not purchased
Physical
• Need information about the
importance of why drug is
prescribed
• Need information on dosage
and timing, need for full course
• Cost barrier to full course
Social
• Social norm to stop
medications when disease is
‘cured’
Reflective
• Empower to ask about
treatment, cost
Automatic
• Trust drug shop staff
Drug shop staff
Antibiotic dispensing
• Without government
license*
Psychological
• Limited knowledge of the
Physical
• Educate drug sellers on
Reflective
• Respected in the community Table 2: Using the Com-B model to inform households/customer and drug shop staff intervention to improve antibiotic
stewardship 20 • Without prescription from
registered physician**
• Without seeing the
patient/animal, prescribe
over phone
• By unqualified staff/ with
short (6 weeks) or no
training*
• Follow elite doctor
prescriptions when asked for
advice
• Do not always give
dosing instructions*
• Not familiar with
antibiotic resistance
policies, rules and penalties
• Need information on
policy for prescribing and
minimum staff qualification
antibiotic resistance
• Address financial
implications on their businesses
• Intervention can replace
medical representatives as a
source of trusted, unbiased
information on antibiotics
• Policy is specific about staff
qualification
Automatic
• Dispense multiple times
during longer illnesses
*as outlined in the Bangladesh Model Pharmacy initiative (ref); **as outlined in the Bangladesh National Drug Policy, 2016 Automatic
• Dispense multiple times
during longer illnesses 21 Pilot feedback 23 Figure 2: Example intervention resource, English translation of the Bengali version*
* produced as a paper bag for customers to carry dispensed antibiotics and other medicines, provided by
drug retail shops – to raise awareness of when customers were receiving an antibiotic : Example intervention resource, English translation of the Bengali version* glish translation of the Bengali version* * produced as a paper bag for customers to carry dispensed antibiotics and other medicines, provided by
drug retail shops – to raise awareness of when customers were receiving an antibiotic * produced as a paper bag for customers to carry dispensed antibiotics and other medicines, provided by
drug retail shops – to raise awareness of when customers were receiving an antibiotic Pilot feedback Pilot drug shop staff respondents were all male, between 20 and 62 years of age and
education status ranged from Secondary School Certificate (approximately grade 10) to Master’s
degree, with most having a Higher School Certificate (approximately grade 12) qualification. All 50 respondents received and displayed the intervention materials and found them simple,
clear and easy to read. Among the recommendations on antibiotics, 5 thought they would be
difficult, 5 thought they would need time to integrate recommendations and the remainder
thought the recommended behaviours were reasonable. There were suggestions on format (color,
number of messages and font size). 22 Among the customers, 40 were male, 10 were female, ranging in age from 20 to 65 years. Some had no education, and most had attended between grade 5 and Higher School Certificate
with one completing a Master’s degree. The vast majority (45) found that the messages were
simple and easy to understand and were able to repeat the key messages. However, they found
recommendations were different from their usual practices reporting that they buy antibiotics
directly as it is easier and saves money and they did not see a justification for visiting a qualified
physician for simple diseases. The majority (40) reported that medicines were recommended to
them by the drug shop staff. Similar to drug shop staff materials, customers recommended some
format revisions such as using more color, including fewer messages and using a larger font. Revised intervention resources included the following messages (example in Figure 2),
for drug shop staff: tell the customer when you sell them antibiotics, remind them of timing and
completing the full course, always sell antibiotics prescribed by a doctor (MBBS), refer patients
to doctors for appropriate treatment, tell customers to report side effects to doctors. For
customers messages included: antibiotics cure illness by killing germs, take a full course and
follow dose and timing to be cured, not taking a full course may cause your disease to return and
cost more money, antibiotics are not needed for all diseases, only a MBBS doctor can prescribe
antibiotics. DISCUSSION Among the four groups examined, each contributed to poor antibiotic stewardship. Drivers of over-the-counter antibiotic dispensing came from the demand side, such as customers
sometimes asking for specific antibiotics and from the supply side where important influences
included product promotion by pharmaceutical company representatives. Most antibiotic stewardship programmes have centered around institutional settings
where more control can be exerted [19]. However, in Bangladesh and other LMICs, institution
prescriptions for antibiotics likely constitute a small proportion of those consumed [11-13]. 24 24 Based on expert input from stakeholders, for an intervention to address antibiotic stewardship in
Bangladesh, the two priority audiences were household members (customers) and drug shop
staff; delivering an intervention at drug shops can reach both audiences. In Bangladesh and other
LMICs, drug shops are the first point of healthcare contact [27]. A barrier to encourage community members to obtain a prescription is an inability to
convey ‘registered physicians’, the term used in the National Drug Policy, 2016 [17] in simple
terms, largely due to the community’s inability to distinguish between the various labels of
‘doctors’. There are many groups that are referred to as some type of doctor in the absence of
formal qualification in both urban [6] and rural settings [7]. Despite this, community members
likely understand that their local drug shop staff is not a fully qualified, practicing, medical
practitioner that has completed medical school training. Moreover, there is confusion over
training levels for people working in drug shops and almost no knowledge among consumers on
policy. While access and cost remain important motivators to seek health care and relevant
medications from the local drug shop, it seems impossible for drug shop staff and consumers to
adhere to the current policy. Further advocacy among drug policy stakeholders to convey that
several steps are needed to bridge the vast gulf between obtaining medical advice and antibiotics
from drug shops (current practice) and obtaining prescriptions from a registered physician
(policy targeted practice) is imperative for the country to move towards improved antibiotic
stewardship. We detected poor knowledge of relevant policies, including penalties for non-
compliance, especially among drug shop staff, who are those predominantly affected. An
international analysis found that poor governance and poor community infrastructure were both
associated with higher AMR prevalence [28]. In Asia, rates of antibiotic dispensing without a 25 25 prescription have changed little over the last 30 years [29], suggesting weak regulation. DISCUSSION Thus,
interventions that can improve policy knowledge and in turn can impact AMR should be
considered along with lobby and advocacy efforts with relevant government agencies. Policy on antibiotic prescribing needs to be considered along with the lack of an alternate
route to medicines; restricting access to antibiotics purchased through unlicensed drug shops will
have a negative effect on human health in communities where infectious disease rates remain
high [12]. Thus, our expert group suggested that drug shop staff should be included when
addressing antibiotic stewardship, even though government policy specifies that antibiotic
prescriptions are acceptable from ‘registered physicians’ only. Access to registered physicians is
not currently possible for large sectors of the population because the number of qualified doctors
is insufficient to meet demand [30, 31]. Cost and convenience are also important barriers for
patients to seek care from qualified physicians [12, 22], echoed in the findings from piloting the
SBCC materials. These challenges are similar in other settings with over the counter provision of
antibiotics [32, 33]. Drug shop staff have little incentive to comply with government policy. Drug shop staff
need motivation to comply with licensing, the prescribing policy and minimum staff
qualification, all of which are beyond the scope of an education based SBCC. The accredited
drug dispensing outlet (ADDO) programme from Africa includes business incentives [34] which
have the potential to offset perceived loss from compliance with a stewardship intervention. Knowledge deficits were notable, and these are amendable to change using a SBCC
intervention to improve health seeking behaviours, improve health literacy on antibiotic use and
action and to inform drug shop staff about legal requirements. Training based programmes for
drug shops have been conducted in Asia on dispensing medications for specific illnesses, with 26 mixed results [29]. The ADDO programme that permits groups other than registered physicians
to prescribe and dispense antibiotics may be a model that the Government of Bangladesh could
consider. The cadre of government employed auxiliary healthcare providers (persons with 1–4
years of medical-related training) who are permitted to prescribe a limited number of drugs,
some of which include antibiotics, could be further trained and mobilised to meet needs that fall
between qualified physicians and unqualified providers. This study has several limitations. Here we describe data collection and synthesis to
complete steps 1-4 outlined by Munir et al. [25] of the behaviour wheel [24] and the Com-B
model for intervention development. CONCLUSIONS This study drew on expert opinion and formative studies to guide development of an
SBCC with priorities audiences; these need further collaboration with target audiences to refine
messages and delivery methods. The study identified the likely poor penetration of relevant
policy and penalties. Policies had limitations of flexibility to respond to the vast gap between
current health seeking and prescribing practices at drug shops compared to recommendation of
dispensing antibiotic only against prescription from qualified physicians. Research that includes
BPMI audit studies similar to those conducted in Africa [20] will further aid collaborative and
advocacy efforts with relevant agencies in the Government of Bangladesh to improve antibiotic
stewardship. DISCUSSION The remaining aspects of step 5 and subsequent steps:
identify behavioural change techniques; use APEASE (Affordability, Practicability, This study has several limitations. Here we describe data collection and synthesis to
complete steps 1-4 outlined by Munir et al. [25] of the behaviour wheel [24] and the Com-B
model for intervention development. The remaining aspects of step 5 and subsequent steps:
identify behavioural change techniques; use APEASE (Affordability, Practicability,
Effectiveness and cost-effectiveness, Acceptability, Side-effects and safety, Equity) criteria to
grade these; identify mode of delivery, need to be explored in future research. Further refinement
of intervention messages to improve antibiotic stewardship among drug shop staff and their
customers could benefit from more interactive development such as using co-design methods. Effectiveness and cost-effectiveness, Acceptability, Side-effects and safety, Equity) criteria to
grade these; identify mode of delivery, need to be explored in future research. Further refinement
of intervention messages to improve antibiotic stewardship among drug shop staff and their
customers could benefit from more interactive development such as using co-design methods. Effectiveness and cost-effectiveness, Acceptability, Side-effects and safety, Equity) criteria to
grade these; identify mode of delivery, need to be explored in future research. Further refinement
of intervention messages to improve antibiotic stewardship among drug shop staff and their
customers could benefit from more interactive development such as using co-design methods. Drug shop staff will be unable to comply with an intervention that severely impacts profit and
their livelihoods and further exploration of the economic aspects of an antibiotic stewardship
intervention, relevant to this context, is necessary. This study focuses on intervention
development for two of the four groups explored, based on priorities suggested by expert
opinion. It may be necessary to involve the remaining groups that may either have greater affect
or be easier to engage with on antibiotic stewardship in the future. Drug shop staff will be unable to comply with an intervention that severely impacts profit and
their livelihoods and further exploration of the economic aspects of an antibiotic stewardship
intervention, relevant to this context, is necessary. This study focuses on intervention
development for two of the four groups explored, based on priorities suggested by expert
opinion. It may be necessary to involve the remaining groups that may either have greater affect
or be easier to engage with on antibiotic stewardship in the future. 27 DECLARATIONS DECLARATIONS Ethical approval and consent to participate Written informed consent was obtained from study respondents. Workshop participants
registered and provided information on their job title and organization. Ethical approval was
obtained through the IRB at icddr,b (PR-16100), Loughborough University Ethics committee
(R17-P081) and Durham University Research Ethics and Data Protection committee. All
methods were performed in accordance with the guidelines and regulations of these committees. Availability of data and materials The datasets used and/or analysed during the current study are available from the corresponding
author on reasonable request. ABBREVIATIONS ADDO: accredited drug dispensing outlet ADDO: accredited drug dispensing outlet AMR: antimicrobial resistance APEASE: Affordability, Practicability, Effectiveness and cost-effectiveness, Acceptability, Side-
effects and safety, Equity MBBS: Bachelor of Medicine, Bachelor of Surgery
BPMI: Bangladesh Pharmacy Model Initiative
Com-B: Capability, Opportunities, Motivation-Behaviour
icddr,b: International Centre for Diarrhoeal Disease Research, Bangladesh
LMICs: low- and middle-income countries
NGOs: non-governmental organisations
SBCC: social and behavioural change communication
VISCOM: Visual Communications Ltd. 28 Competing interests The authors declare that they have no competing interests. Funding This study was funded by the Antimicrobial Resistance Cross-Council Initiative supported by the
seven UK research councils in partnership with the Department of Health, the UK Department of
Environment Food and Rural Affairs and the Global Challenges Research Fund (Economic and
Social Research Council grant ES/ P004563/1 awarded to Dr Emily Rousham). The funding
bodies did not play a role in the design of the study and collection, analysis, and interpretation of
data or in writing the manuscript. Authors’ contributions LEU, EKR, MAI developed the research concept, LEU, EKR, MAI, FAN, PN, PJL, MR
contributed to writing grant applications, LEU, EKR, MAI, FAN, MRU, PN, PJL, NK, SMSA, 29 analysed and interpreted data and all authors made a major contribution and read and approved
the final manuscript. analysed and interpreted data and all authors made a major contribution and read and approved
the final manuscript. Acknowledgements icddr,b acknowledges with gratitude the commitment of the Antimicrobial Resistance Cross-
Council Initiative supported by the seven UK research councils in partnership with the
Department of Health, the UK Department of Environment Food and Rural Affairs and the
Global Challenges Research Fund in its research efforts. icddr,b is also grateful to the
Governments of Bangladesh, Canada, Sweden and the UK for providing core/unrestricted
support.. The authors acknowledge the assistance of Mahbub-ul Alam, Muhammed
Asaduzzaman and Abdullah Al-Masud for workshop facilitation. We acknowledge the
contribution of study participants including local experts who attended the intervention design
Workshop. References: Lucas PJ, Uddin MR, Khisa N, Akter SMS, Unicomb L, Nahar P, Islam MA, Nizame FA, Rousham EK:
Pathways to antibiotics in Bangladesh: A qualitative study investigating how and when households
access medicine including antibiotics for humans or animals when they are ill. PLoS One 2019,
14(11):e0225270. 13. Morgan DJ, Okeke IN, Laxminarayan R, Perencevich EN, Weisenberg S: Non-prescription antimicrobial u
worldwide: a systematic review. Lancet Infect Dis 2011, 11(9):692-701. 14. Ahmed SM, Islam QS: Availability and rational use of drugs in primary healthcare facilities following th
national drug policy of 1982: is Bangladesh on right track? J Health Popul Nutr 2012, 30(1):99-108. 15. Mohiuddin M, Rashid SF, Shuvro MI, Nahar N, Ahmed SM: Qualitative insights into promotion of
pharmaceutical products in Bangladesh: how ethical are the practices? BMC Med Ethics 2015, 16(1):80
16. Roess AA, Winch PJ, Akhter A, Afroz D, Ali NA, Shah R, Begum N, Seraji HR, El Arifeen S, Darmstadt GL et
al: Household Animal and Human Medicine Use and Animal Husbandry Practices in Rural Bangladesh:
Risk Factors for Emerging Zoonotic Disease and Antibiotic Resistance. Zoonoses Public Health 2015,
62(7):569-578. 17. Directorate General Drug Administration: National Drug Policy. In. Dhaka, Bangladesh; 2016. 18. Davey P, Marwick CA, Scott CL, Charani E, McNeil K, Brown E, Gould IM, Ramsay CR, Michie S:
Interventions to improve antibiotic prescribing practices for hospital inpatients. Cochrane Database Sy
Rev 2017, 2:CD003543. 19. Wilkinson A, Ebata A, MacGregor H: Interventions to Reduce Antibiotic Prescribing in LMICs: A Scoping
Review of Evidence from Human and Animal Health Systems. Antibiotics (Basel) 2018, 8(1). 20. Chalker JC, Vialle-Valentin C, Liana J, Mbwasi R, Semali IA, Kihiyo B, Shekalaghe E, Dillip A, Kimatta S,
Valimba R et al: What roles do accredited drug dispensing outlets in Tanzania play in facilitating access
to antimicrobials? Results of a multi-method analysis. Antimicrob Resist Infect Control 2015, 4:33. 1. Gandra S, Joshi J, Trett A, Lamkang AS, Laxminarayan R: Scoping Report on Antimicrobial Resistance in
India. . In. Washington, DC, USA: Center for Disease Dynamics, Economics & Policy. ; 2017. 2. Wang R, van Dorp L, Shaw LP, Bradley P, Wang Q, Wang X, Jin L, Zhang Q, Liu Y, Rieux A et al: The global
distribution and spread of the mobilized colistin resistance gene mcr-1. Nat Commun 2018, 9(1):1179. 3. WHO: Worldwide country situation analysis: response to antimicrobial resistance. In. References: Geneva,
S it
l
d W
ld H
lth O
i
ti
2015 distribution and spread of the mobilized colistin resistance gene mcr-1. Nat Commun 2018, 9(1):1179
3. WHO: Worldwide country situation analysis: response to antimicrobial resistance. In. Geneva,
Switzerland: World Health Organization; 2015. 4. Laxminarayan R, Van Boeckel T, Frost I, Kariuki S, Khan EA, Limmathurotsakul D, Larsson DGJ, Levy-Hara
Mendelson M, Outterson K et al: The Lancet Infectious Diseases Commission on antimicrobial resistan
6 years later. Lancet Infect Dis 2020, 20(4):e51-e60. 5. Klein EY, Van Boeckel TP, Martinez EM, Pant S, Gandra S, Levin SA, Goossens H, Laxminarayan R: Global
increase and geographic convergence in antibiotic consumption between 2000 and 2015. Proc Natl Ac
Sci U S A 2018, 115(15):E3463-E3470. 6. Adams AM, Islam R, Ahmed T: Who serves the urban poor? A geospatial and descriptive analysis of
health services in slum settlements in Dhaka, Bangladesh. Health Policy Plan 2015, 30 Suppl 1:i32-45. 7. Ahmed SM, Hossain MA: Knowledge and practice of unqualified and semi-qualified allopathic provide
in rural Bangladesh: implications for the HRH problem. Health Policy 2007, 84(2-3):332-343. 8. Ahmed SM, Hossain MA, Chowdhury MR: Informal sector providers in Bangladesh: how equipped are
they to provide rational health care? Health Policy Plan 2009, 24(6):467-478. 9. Chowdhury F, Sturm-Ramirez K, Mamun AA, Iuliano AD, Bhuiyan MU, Chisti MJ, Ahmed M, Haider S,
Rahman M, Azziz-Baumgartner E: Factors driving customers to seek health care from pharmacies for
acute respiratory illness and treatment recommendations from drug sellers in Dhaka city, Bangladesh
Patient Prefer Adherence 2017, 11:479-486. 10. SIAPS: Baseline Study of Private Drug Shops in Bangladesh: Findings and Recommendations. In. Arlington, VA, USA: Management Sciences for Health.; 2015. 11. Biswas M, Roy DN, Tajmim A, Rajib SS, Hossain M, Farzana F, Yasmen N: Prescription antibiotics for
outpatients in Bangladesh: a cross-sectional health survey conducted in three cities. Ann Clin Microbio
Antimicrob 2014, 13:15. 12. Lucas PJ, Uddin MR, Khisa N, Akter SMS, Unicomb L, Nahar P, Islam MA, Nizame FA, Rousham EK:
Pathways to antibiotics in Bangladesh: A qualitative study investigating how and when households
access medicine including antibiotics for humans or animals when they are ill. PLoS One 2019, 4. Laxminarayan R, Van Boeckel T, Frost I, Kariuki S, Khan EA, Limmathurotsakul D, Larsson DGJ, Levy-Hara G,
Mendelson M, Outterson K et al: The Lancet Infectious Diseases Commission on antimicrobial resistance:
6 years later. Lancet Infect Dis 2020, 20(4):e51-e60. Authors’ information Leanne Unicomb, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). E-
mail: leanne.unicomb60@gmail.com Leanne Unicomb, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). E-
mail: leanne.unicomb60@gmail.com Fosiul Alam Nizame, International Centre for Diarrhoeal Disease Research, Bangladesh
(icddr,b). E-mail: fosiul@icddrb.org Fosiul Alam Nizame, International Centre for Diarrhoeal Disease Research, Bangladesh
(icddr,b). E-mail: fosiul@icddrb.org Mohammad Rofi Uddin, International Centre for Diarrhoeal Disease Research, Bangladesh
(icddr, b). E-mail: rofi.uddin@icddrb.org Mohammad Rofi Uddin, International Centre for Diarrhoeal Disease Research, Bangladesh
(icddr, b). E-mail: rofi.uddin@icddrb.org Papreen Nahar, Primary Care and Public Health, Brighton and Sussex Medical School,
University of Sussex, UK. E-mail address: P.Nahar@bsms.ac.uk Papreen Nahar, Primary Care and Public Health, Brighton and Sussex Medical School,
University of Sussex, UK. E-mail address: P.Nahar@bsms.ac.uk Papreen Nahar, Primary Care and Public Health, Brighton and Sussex Medical School,
University of Sussex, UK. E-mail address: P.Nahar@bsms.ac.uk Patricia J Lucas, School for Policy Studies, University of Bristol, UK. E-mail:
Patricia.lucas@bristol.ac.uk Patricia J Lucas, School for Policy Studies, University of Bristol, UK. E-mail:
Patricia.lucas@bristol.ac.uk Patricia J Lucas, School for Policy Studies, University of Bristol, UK. E-mail:
Patricia.lucas@bristol.ac.uk 30 Nirnita Khisa, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). E-
mail: nirnikhisa@gmail.com S. M. Salim Akter, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). E-mail: bappi2008@yahoo.com Mohammad Aminul Islam, Paul G. Allen School for Global Animal Health, Washington State
University, Pullman, Washington, USA and International Centre for Diarrhoeal Disease
Research, Bangladesh (icddr,b). E-mail: maislam@icddrb.org Mahbubur Rahman, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b). E-mail: mahbubr@icddrb.org Emily K Rousham, Centre for Global Health and Human Development, School of Sport,
Exercise
and
Health
Sciences,
Loughborough
University,
UK. E-mail:
E.K.Rousham@lboro.ac.uk 31 References: References: References:
1. Gandra S, Joshi J, Trett A, Lamkang AS, Laxminarayan R: Scoping Report on Antimicrobial Resistance in
India. . In. Washington, DC, USA: Center for Disease Dynamics, Economics & Policy. ; 2017. 2. Wang R, van Dorp L, Shaw LP, Bradley P, Wang Q, Wang X, Jin L, Zhang Q, Liu Y, Rieux A et al: The global
distribution and spread of the mobilized colistin resistance gene mcr-1. Nat Commun 2018, 9(1):1179. 3. WHO: Worldwide country situation analysis: response to antimicrobial resistance. In. Geneva,
Switzerland: World Health Organization; 2015. 4. Laxminarayan R, Van Boeckel T, Frost I, Kariuki S, Khan EA, Limmathurotsakul D, Larsson DGJ, Levy-Hara
Mendelson M, Outterson K et al: The Lancet Infectious Diseases Commission on antimicrobial resistanc
6 years later. Lancet Infect Dis 2020, 20(4):e51-e60. 5. Klein EY, Van Boeckel TP, Martinez EM, Pant S, Gandra S, Levin SA, Goossens H, Laxminarayan R: Global
increase and geographic convergence in antibiotic consumption between 2000 and 2015. Proc Natl Aca
Sci U S A 2018, 115(15):E3463-E3470. 6. Adams AM, Islam R, Ahmed T: Who serves the urban poor? A geospatial and descriptive analysis of
health services in slum settlements in Dhaka, Bangladesh. Health Policy Plan 2015, 30 Suppl 1:i32-45. 7. Ahmed SM, Hossain MA: Knowledge and practice of unqualified and semi-qualified allopathic provider
in rural Bangladesh: implications for the HRH problem. Health Policy 2007, 84(2-3):332-343. 8. Ahmed SM, Hossain MA, Chowdhury MR: Informal sector providers in Bangladesh: how equipped are
they to provide rational health care? Health Policy Plan 2009, 24(6):467-478. 9. Chowdhury F, Sturm-Ramirez K, Mamun AA, Iuliano AD, Bhuiyan MU, Chisti MJ, Ahmed M, Haider S,
Rahman M, Azziz-Baumgartner E: Factors driving customers to seek health care from pharmacies for
acute respiratory illness and treatment recommendations from drug sellers in Dhaka city, Bangladesh
Patient Prefer Adherence 2017, 11:479-486. 10. SIAPS: Baseline Study of Private Drug Shops in Bangladesh: Findings and Recommendations. In. Arlington, VA, USA: Management Sciences for Health.; 2015. 11. Biswas M, Roy DN, Tajmim A, Rajib SS, Hossain M, Farzana F, Yasmen N: Prescription antibiotics for
outpatients in Bangladesh: a cross-sectional health survey conducted in three cities. Ann Clin Microbio
Antimicrob 2014, 13:15. 12. References: 5. Klein EY, Van Boeckel TP, Martinez EM, Pant S, Gandra S, Levin SA, Goossens H, Laxminarayan R: Global
increase and geographic convergence in antibiotic consumption between 2000 and 2015. Proc Natl Acad
Sci U S A 2018, 115(15):E3463-E3470. 6. Adams AM, Islam R, Ahmed T: Who serves the urban poor? A geospatial and descriptive analysis of
health services in slum settlements in Dhaka, Bangladesh. Health Policy Plan 2015, 30 Suppl 1:i32-45. 7. Ahmed SM, Hossain MA: Knowledge and practice of unqualified and semi-qualified allopathic providers
in rural Bangladesh: implications for the HRH problem. Health Policy 2007, 84(2-3):332-343. 8. Ahmed SM, Hossain MA, Chowdhury MR: Informal sector providers in Bangladesh: how equipped are
they to provide rational health care? Health Policy Plan 2009, 24(6):467-478. 9. Chowdhury F, Sturm-Ramirez K, Mamun AA, Iuliano AD, Bhuiyan MU, Chisti MJ, Ahmed M, Haider S,
Rahman M, Azziz-Baumgartner E: Factors driving customers to seek health care from pharmacies for
acute respiratory illness and treatment recommendations from drug sellers in Dhaka city, Bangladesh. Patient Prefer Adherence 2017, 11:479-486. 10. SIAPS: Baseline Study of Private Drug Shops in Bangladesh: Findings and Recommendations. In. Arlington, VA, USA: Management Sciences for Health.; 2015. 11. Biswas M, Roy DN, Tajmim A, Rajib SS, Hossain M, Farzana F, Yasmen N: Prescription antibiotics for
outpatients in Bangladesh: a cross-sectional health survey conducted in three cities. Ann Clin Microbiol
Antimicrob 2014, 13:15. 12. Lucas PJ, Uddin MR, Khisa N, Akter SMS, Unicomb L, Nahar P, Islam MA, Nizame FA, Rousham EK:
Pathways to antibiotics in Bangladesh: A qualitative study investigating how and when households
access medicine including antibiotics for humans or animals when they are ill. PLoS One 2019,
14(11):e0225270. 13. Morgan DJ, Okeke IN, Laxminarayan R, Perencevich EN, Weisenberg S: Non-prescription antimicrobial use
worldwide: a systematic review. Lancet Infect Dis 2011, 11(9):692-701. 14. Ahmed SM, Islam QS: Availability and rational use of drugs in primary healthcare facilities following the
national drug policy of 1982: is Bangladesh on right track? J Health Popul Nutr 2012, 30(1):99-108. national drug policy of 1982: is Bangladesh on right track? J Health Popul Nutr 2012, 30(1):99-108. 15. Mohiuddin M, Rashid SF, Shuvro MI, Nahar N, Ahmed SM: Qualitative insights into promotion of
pharmaceutical products in Bangladesh: how ethical are the practices? BMC Med Ethics 2015, 16(1):80. 16. References: Munir F, Biddle SJH, Davies MJ, Dunstan D, Esliger D, Gray LJ, Jackson BR, O'Connell SE, Yates T,
Edwardson CL: Stand More AT Work (SMArT Work): using the behaviour change wheel to develop an
intervention to reduce sitting time in the workplace. BMC Public Health 2018, 18(1):319. 26. Ministry of Health and Family Welfare: Standards for the establishment and operations of model
pharmacies and model medicine shops. In. Dhaka: Directorate General of Drug Administration, Ministry
of Health and Family Welfare; 2016. 27. Khan MM, Grubner O, Kramer A: Frequently used healthcare services in urban slums of Dhaka and
adjacent rural areas and their determinants. J Public Health (Oxf) 2012, 34(2):261-271. 28. Collignon P, Beggs JJ, Walsh TR, Gandra S, Laxminarayan R: Anthropological and socioeconomic factors
contributing to global antimicrobial resistance: a univariate and multivariable analysis. Lancet Planet
Health 2018, 2(9):e398-e405. 29. Miller R, Goodman C: Performance of retail pharmacies in low- and middle-income Asian settings: a
systematic review. Health Policy Plan 2016, 31(7):940-953. 30. Mahmood SS, Iqbal M, Hanifi SM, Wahed T, Bhuiya A: Are 'Village Doctors' in Bangladesh a curse or a
blessing? BMC Int Health Hum Rights 2010, 10:18. 31. WHO: Working together for health: The world health report 2006. In. Geneva, Switzerland: World Healt
Organization; 2006. 32. Barker AK, Brown K, Ahsan M, Sengupta S, Safdar N: What drives inappropriate antibiotic dispensing? A
mixed-methods study of pharmacy employee perspectives in Haryana, India. BMJ Open 2017,
7(3):e013190. 33. Mbonye AK, Buregyeya E, Rutebemberwa E, Clarke SE, Lal S, Hansen KS, Magnussen P, LaRussa P:
Prescription for antibiotics at drug shops and strategies to improve quality of care and patient safety: a
cross-sectional survey in the private sector in Uganda. BMJ Open 2016, 6(3):e010632. 34. Rutta E, Liana J, Embrey M, Johnson K, Kimatta S, Valimba R, Lieber R, Shekalaghe E, Sillo H: Accrediting
retail drug shops to strengthen Tanzania's public health system: an ADDO case study. J Pharm Policy
Pract 2015, 8:23. 21. Embrey M, Vialle-Valentin C, Dillip A, Kihiyo B, Mbwasi R, Semali IA, Chalker JC, Liana J, Lieber R, Johnson K
et al: Understanding the Role of Accredited Drug Dispensing Outlets in Tanzania's Health System. PLoS
One 2016, 11(11):e0164332. 21. 22. Nahar P, Unicomb L, Lucas PJ, Uddin MR, Islam MA, Nizame FA, Khisa N, Akter SMS, Rousham EK: What
contributes to inappropriate antibiotic dispensing among qualified and unqualified healthcare providers
in Bangladesh? A qualitative study. References: BMC Health Serv Res 2020, 20(1):656. 23. Rousham EK, Islam MA, Nahar P, Lucas PJ, Naher N, Ahmed SM, Nizame FA, Unicomb L
antibiotic use in Bangladesh: qualitative protocol for the PAUSE study. BMJ Open 201 24. Michie S, van Stralen MM, West R: The behaviour change wheel: a new method for characterising and
designing behaviour change interventions. Implement Sci 2011, 6:42. 25. Munir F, Biddle SJH, Davies MJ, Dunstan D, Esliger D, Gray LJ, Jackson BR, O'Connell SE, Yates T,
Edwardson CL: Stand More AT Work (SMArT Work): using the behaviour change wheel to develop an
intervention to reduce sitting time in the workplace. BMC Public Health 2018, 18(1):319. 26
Ministry of Health and Family Welfare Standards for the establishment and operations of model 26. Ministry of Health and Family Welfare: Standards for the establishment and operations of model
pharmacies and model medicine shops. In. Dhaka: Directorate General of Drug Administration, Ministry
of Health and Family Welfare; 2016. 27. Khan MM, Grubner O, Kramer A: Frequently used healthcare services in urban slums of Dhaka and
adjacent rural areas and their determinants. J Public Health (Oxf) 2012, 34(2):261-271. 28. Collignon P, Beggs JJ, Walsh TR, Gandra S, Laxminarayan R: Anthropological and socioeconomic factors
contributing to global antimicrobial resistance: a univariate and multivariable analysis. Lancet Planet
Health 2018, 2(9):e398-e405. 29. Miller R, Goodman C: Performance of retail pharmacies in low- and middle-income Asian settings: a
systematic review. Health Policy Plan 2016, 31(7):940-953. 30. Mahmood SS, Iqbal M, Hanifi SM, Wahed T, Bhuiya A: Are 'Village Doctors' in Bangladesh a curse or a
blessing? BMC Int Health Hum Rights 2010, 10:18. 31. WHO: Working together for health: The world health report 2006. In. Geneva, Switzerland: World Health
Organization; 2006. 32. Barker AK, Brown K, Ahsan M, Sengupta S, Safdar N: What drives inappropriate antibiotic dispensing? A
mixed-methods study of pharmacy employee perspectives in Haryana, India. BMJ Open 2017,
7(3):e013190. 33. Mbonye AK, Buregyeya E, Rutebemberwa E, Clarke SE, Lal S, Hansen KS, Magnussen P, LaRussa P:
Prescription for antibiotics at drug shops and strategies to improve quality of care and patient safety: a
cross-sectional survey in the private sector in Uganda. BMJ Open 2016, 6(3):e010632. 34. Rutta E, Liana J, Embrey M, Johnson K, Kimatta S, Valimba R, Lieber R, Shekalaghe E, Sillo H: Accrediting
retail drug shops to strengthen Tanzania's public health system: an ADDO case study. References: Roess AA, Winch PJ, Akhter A, Afroz D, Ali NA, Shah R, Begum N, Seraji HR, El Arifeen S, Darmstadt GL et
al: Household Animal and Human Medicine Use and Animal Husbandry Practices in Rural Bangladesh:
Risk Factors for Emerging Zoonotic Disease and Antibiotic Resistance. Zoonoses Public Health 2015,
62(7):569-578. g p
y
g
g
p
15. Mohiuddin M, Rashid SF, Shuvro MI, Nahar N, Ahmed SM: Qualitative insights into promotion of
pharmaceutical products in Bangladesh: how ethical are the practices? BMC Med Ethics 2015, 16(1):80. 16. Roess AA, Winch PJ, Akhter A, Afroz D, Ali NA, Shah R, Begum N, Seraji HR, El Arifeen S, Darmstadt GL et
al: Household Animal and Human Medicine Use and Animal Husbandry Practices in Rural Bangladesh: 15. Mohiuddin M, Rashid SF, Shuvro MI, Nahar N, Ahmed SM: Qualitative insights into promotion of
pharmaceutical products in Bangladesh: how ethical are the practices? BMC Med Ethics 2015, 16(1):80. 16. Roess AA, Winch PJ, Akhter A, Afroz D, Ali NA, Shah R, Begum N, Seraji HR, El Arifeen S, Darmstadt GL et
al: Household Animal and Human Medicine Use and Animal Husbandry Practices in Rural Bangladesh:
Risk Factors for Emerging Zoonotic Disease and Antibiotic Resistance. Zoonoses Public Health 2015,
62(7):569-578. Directorate General Drug Administration: National Drug Policy. In. Dhaka, Bangladesh; 2016. g
g
y
,
g
;
18. Davey P, Marwick CA, Scott CL, Charani E, McNeil K, Brown E, Gould IM, Ramsay CR, Michie S:
Interventions to improve antibiotic prescribing practices for hospital inpatients. Cochrane Database Syst
Rev 2017, 2:CD003543. 32 21. Embrey M, Vialle-Valentin C, Dillip A, Kihiyo B, Mbwasi R, Semali IA, Chalker JC, Liana J, Lieber R, Johnson
et al: Understanding the Role of Accredited Drug Dispensing Outlets in Tanzania's Health System. PLoS
One 2016, 11(11):e0164332. 22. Nahar P, Unicomb L, Lucas PJ, Uddin MR, Islam MA, Nizame FA, Khisa N, Akter SMS, Rousham EK: What
contributes to inappropriate antibiotic dispensing among qualified and unqualified healthcare provide
in Bangladesh? A qualitative study. BMC Health Serv Res 2020, 20(1):656. 23. Rousham EK, Islam MA, Nahar P, Lucas PJ, Naher N, Ahmed SM, Nizame FA, Unicomb L: Pathways of
antibiotic use in Bangladesh: qualitative protocol for the PAUSE study. BMJ Open 2019, 9. 24. Michie S, van Stralen MM, West R: The behaviour change wheel: a new method for characterising and
designing behaviour change interventions. Implement Sci 2011, 6:42. 25. Figures Figure 1
Schematic of study components References: J Pharm Policy
Pract 2015, 8:23. 33 Figure 1 Schematic of study components Figure 2
Example intervention resource, English translation of the Bengali version* * produced as a paper bag for
customers to carry dispensed antibiotics and other medicines, provided by drug retail shops – to raise Figure 2 Example intervention resource, English translation of the Bengali version* * produced as a paper bag for
customers to carry dispensed antibiotics and other medicines, provided by drug retail shops – to raise
awareness of when customers were receiving an antibiotic
|
https://openalex.org/W4361932128
|
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|
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Table S2 from A Population of Heterogeneous Breast Cancer Patient-Derived Xenografts Demonstrate Broad Activity of PARP Inhibitor in BRCA1/2 Wild-Type Tumors
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Mouse antibody assessment shown in parenthesis. Supplementary Table 1. Reassessment of hormone receptor status in surgical samples and
PDX with rabbit and mouse antibodies. Supplementary Table 1. Reassessment of hormone receptor status in surgical samples and
PDX with rabbit and mouse antibodies. Patient
PDX
ER (%)
PR (%)
HER2
ER (%)
PR (%)
HER2
BCX.006
0 (0)
0 (0)
0
<1 (<1)
0 (0)
0
BCX.009
0 (0)
0 (0)
0
3 (3)
0 (0)
0
BCX.010
0 (<1)
<1 (<1)
0
0 (<1)
40 (0)
0
BCX.011
0 (0)
0 (0)
0
0 (0)
<1 (0)
0
BCX.017
<1 (5)
<1 (0)
1
0 (1)
0 (0)
1
BCX.022
3 (2)
0 (0)
0
<1 (<1)
0 (0)
0
BCX.024
<1 (5)
<1 (<1)
0
<1 (<1)
<1 (<1)
1
BCX.042
0 (<1)
<1 (<1)
0
0 (<1)
30 (<1)
0
BCX.051
0 (<1)
0 (0)
0
0 (0)
0 (0)
0
BCX.055
<1 (<1)
0 (<1)
0
<1 (<1)
0 (0)
0
BCX.060
0 (<1)
0 (0)
0
0 (5)
0 (0)
0
BCX.065
0 (<1)
0 (<1)
1
0 (0)
0 (0)
0
BCX.066
1 (1)
0 (0)
0
7 (8)
40 (<1)
0
BCX.070
0 (<1)
0 (0)
0
0 (0)
0 (0)
1
BCX.080
0 (0)
0 (0)
0
2 (2)
<1 (<1)
1
BCX.084
0 (0)
0 (<1)
0
0 (<1)
7 (0)
0
BCX.087
0 (<1)
0 (0)
0
0 (3)
0 (0)
1
BCX.092
0 (0)
0 (0)
0
0 (8)
0 (<1)
0
BCX.094
<1 (10)
0 (0)
0
0 (8)
0 (0)
0
BCX.095
<1 (1)
0 (0)
0
8 (15)
0 (0)
0
BCX.096
10 (20)
1 (0)
0
8 (35)
10 (0)
0
BCX.099
30 (30)
0 (0)
0
80 (85)
0 (0)
0
BCX.100
0 (<1)
0 (0)
0
1 (4)
0 (0)
0
BCX.102
<1 (4)
0 (0)
1
0 (4)
0 (0)
0
BCX.104
5 (15)
<1 (1)
1
5 (11)
1 (2)
1
BCX.105
0 (<1)
7 (0)
1
0 (0)
0 (0)
1
Mouse antibody assessment shown in parenthesis.
|
https://openalex.org/W2972769596
|
https://europepmc.org/articles/pmc7206116?pdf=render
|
English
| null |
βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1
|
Cell death and differentiation
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|
Cell Death & Differentiation (2020) 27:1200–1213
https://doi.org/10.1038/s41418-019-0406-6 ARTICLE ARTICLE Abstract Cellular DNA is constantly under threat from internal and external insults, consequently multiple pathways have evolved to
maintain chromosomal fidelity. Our previous studies revealed that chronic stress, mediated by continuous stimulation of the
β2-adrenergic-βarrestin-1 signaling axis suppresses activity of the tumor suppressor p53 and impairs genomic integrity. In
this pathway, βarrestin-1 (βarr1) acts as a molecular scaffold to promote the binding and degradation of p53 by the E3-
ubiquitin ligase, MDM2. We sought to determine whether βarr1 plays additional roles in the repair of DNA damage. Here
we demonstrate that in mice βarr1 interacts with p53-binding protein 1 (53BP1) with major consequences for the repair of
DNA double-strand breaks. 53BP1 is a principle component of the DNA damage response, and when recruited to the site of
double-strand breaks in DNA, 53BP1 plays an important role coordinating repair of these toxic lesions. Here, we report that
βarr1 directs 53BP1 degradation by acting as a scaffold for the E3-ubiquitin ligase Rad18. Consequently, knockdown of
βarr1 stabilizes 53BP1 augmenting the number of 53BP1 DNA damage repair foci following exposure to ionizing radiation. Accordingly, βarr1 loss leads to a marked increase in irradiation resistance both in cells and in vivo. Thus, βarr1 is an
important regulator of double strand break repair, and disruption of the βarr1/53BP1 interaction offers an attractive strategy
to protect cells against high levels of exposure to ionizing radiation. Ainhoa Nieto
1
●Makoto R. Hara2,5
●Victor Quereda3
●Wayne Grant4
●Vanessa Saunders4
●Kunhong Xiao2
●
Patricia H. McDonald1
●Derek R. Duckett3 Received: 5 October 2018 / Revised: 6 August 2019 / Accepted: 8 August 2019 / Published online: 10 September 2019
© The Author(s) 2019. This article is published with open access βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase
adaptor for 53BP1 Ainhoa Nieto
1
●Makoto R. Hara2,5
●Victor Quereda3
●Wayne Grant4
●Vanessa Saunder
Patricia H. McDonald1
●Derek R. Duckett3 Ainhoa Nieto
1
●Makoto R. Hara2,5
●Victor Quereda3
●Wayne Grant4
●Vanessa Saunders4
●Kunhong Xiao2
●
Patricia H. McDonald1
●Derek R. Duckett3 Makoto R. Hara2,5
●Victor Quereda3
●Wayne Grant4
●Vanessa Saunders4
●Kunhong Xiao2
●
ld1
●Derek R. Duckett3 Introduction Mammalian cells are continuously bombarded by DNA
damaging insults which threaten cell viability and genomic
integrity [1]. Amongst the most toxic lesions are DNA
double-strand breaks (DSBs), as failure to properly repair
even a single DSB has dire consequences triggering cell
death, cell cycle arrest, or gross chromosomal rearrange-
ments such as deletions, translocations, and amplifications;
all causal drivers of tumorigenesis [2]. Breaks in both
strands of DNA can be induced by numerous sources such
as, the collapse of replication forks, reactive products of
oxidative metabolism, as well as from external sources such
as, ionizing radiation (IR). To repair DSBs cells utilize two
major
pathways namely, nonhomologous end joining
(NHEJ), which occurs throughout the cell cycle and directly
rejoins the broken ends with minimal processing [3], and
homologous recombination (HR), which requires large
stretches of sequence homology necessary for repairing
lesions with high fidelity. Typically, HR requires the sister
chromatid to serve as a template and thus is restricted to
S/G2 phases of the cell cycle [4]. Coordination of these Edited by V. DʼAngiolella Supplementary information The online version of this article (https://
doi.org/10.1038/s41418-019-0406-6) contains supplementary
material, which is available to authorized users. * Patricia H. McDonald
patsy.McDonald@moffitt.org * Patricia H. McDonald
patsy.McDonald@moffitt.org * Patricia H. McDonald
patsy.McDonald@moffitt.org * Derek R. Duckett
derek.Duckett@moffitt.org 1
Department of Cancer Physiology, Moffitt Cancer Center,
Tampa, FL 33612, USA 2
Department of Medicine, Duke University Medical Center,
Durham, NC 27710, USA 3
Department of Drug Discovery, Moffitt Cancer Center, Tampa, FL
33612, USA 4
Department of Molecular Medicine, The Scripps Research
Institute, Jupiter, FL 33458, USA 5
Present address: Novartis Institutes for Biomedical Research,
Cambridge, MA 02139, USA βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 1201 Millipore); Anti-mouse IgG-HRP and anti-rabbit IgG-HRP
(GE Healthcare); Alexa Fluor 647 Donkey anti-rabbit IgG
(Invitrogen);
Alexa
Fluor
555
Donkey
anti-rabbit
IgG (Invitrogen); Alexa Fluor 488 Donkey anti-mouse IgG
(Invitrogen). Rabbit polyclonal βarr1 antibody (A1CT) was
generated as previously described [24]. Millipore); Anti-mouse IgG-HRP and anti-rabbit IgG-HRP
(GE Healthcare); Alexa Fluor 647 Donkey anti-rabbit IgG
(Invitrogen);
Alexa
Fluor
555
Donkey
anti-rabbit
IgG (Invitrogen); Alexa Fluor 488 Donkey anti-mouse IgG
(Invitrogen). Rabbit polyclonal βarr1 antibody (A1CT) was
generated as previously described [24]. repair processes is essential, and tightly regulated to ensure
that the appropriate counter is taken to ameliorate the threat
to the cell [5]. Co-immunoprecipitation Immunoprecipitation analyses were performed as described
[29]. Input samples were run with 5% of the IP lysate. To
detect polyubiquitylation of 53BP1, 20 μM MG132 was
added to plates 4 h prior to harvesting cells, and 10 mM
N-ethylmaleimide and 20 μM MG132 were added to the
lysis buffer (50 mM Tris pH 7.4, 150 mM NaCl, 0.1%
Chaps, 0.1 mg/ml BSA, 1 mM PMSF, 1 mM EDTA, with
Halt protease and phosphatase inhibitor cocktail (Pierce)). Introduction The tumor suppressor protein p53-binding protein 1
(53BP1) is an important modulator of DSB repair [6]. This
is exemplified in mice deficient in 53BP1, which are sen-
sitive to IR and have significant defects in adaptive immune
response due to defective repair of programmed DSBs such
as, class switch recombination and V(D)J recombination in
lymphocytes [7, 8]. Furthermore, 53BP1 knockout mice are
growth retarded and tumor prone [9, 10]. 53BP1 plays
opposing roles to BRCA1 (breast cancer susceptibility
gene-1) during the initial stages of DSB repair by inhibiting
accumulation of BRCA1 at the break site and prevents
degradation of DNA at stalled replication forks [11–15]. This is particularly revealing in the setting of BRCA1
deficiency where HR is markedly reduced and DSBs that
occur during S phase are funneled through 53BP1 for repair
by NHEJ. Accordingly, silencing 53BP1 rescues the chro-
mosomal instability, embryonic lethality and tumorigenicity
in brca1−/−deficient mice [16–18]. Reagents Unless otherwise noted, chemicals were purchased from
Sigma Aldrich. Purified Rad18 and Rad6 proteins were
purchased from Abcam and synthetic siRNAs were obtained
from Dharmacon RNA Technologies. The antibodies used in
this study were obtained from the following sources: 53BP1
(Santa Cruz; Abcam); ubiquitin (Santa Cruz, K4D1); βarr1
(Cell Signaling); βarr2 (Abcam); LDH (BD Biosciences); α-
tubulin
(Cell
Signaling);
γ-H2AX
(Cell
Signaling; Cell culture conditions and treatments Wild-type mouse embryo fibroblasts (MEFs), βarr1−/−
MEFs, and βarr2−/−MEFs were prepared according to the
3T3 protocol [25, 26]. Established MEFs were maintained in
Dulbecco’s Modified Eagle Medium with 10% FBS and 2
mM L-glutamine at 37 °C with a 5% CO2 atmosphere in a
humidified incubator. U2OS and HEK293 cells were
maintained in Modified Eagle Medium with 10% FBS and 2
mM
L-glutamine with the same conditions above. For
knockdown of βarr1 and Rad18, cells were transfected with
GeneSilencer (Gene Therapy Systems, San Diego) as
described [27]. Two different types of control siRNA were
used in this study: CTL1: siGLO control RNAi (catalog #:
D-001620-02) from Thermo Scientific and CTL2 (5′-UUC
UCCGAACGUGUCACGU-3′) [28]. siRNA for Rad18 was
from Thermo Scientific (SMARTpool: ON-TARGETplus
RAD18 siRNA). Lentiviral pLKO1 constructs containing
shRNA sequences directed against βarr1 (CCGGGCCAG
TAGATACCAATCTCATCTCGAGATGAGATTGGTAT
CTACTGGCTTTTTG), 53BP1 (CCGGCGCGTCATCAC
AGATGTTTATCTCGAGATAAACATCTGTGATGACG
CGTTTTTG), Rad18 (GGTTAACATTCCAGAAAGTCA)
and CTL (CCGGCAACAAGATGAAGAGCACCAACTC
GAGTTGGTGCTCTTCATCTTGTTGTTTTT) were pur-
chased from Sigma Aldrich. Retroviral N-Myc-53BP1 WT
pLPC-Puro construct for 53BP1 overexpression was pur-
chased from Addgene (#19836). Lentiviral CRISPR-Cas9
construct containing sgRNA against βarr1(CATCGACCT
CGTGGACCCTG). The molecular events mediated by 53BP1, its recruitment
to sites of DNA damage, and its interactions with other
proteins are tightly controlled [19, 20]. Here, we report a
novel mechanism of 53BP1 regulation. We show that
βarrestin-1 (βarr1), originally identified as a molecule that
desensitizes G protein-coupled receptor signaling but now
known to also have roles in regulating MAPK, PI3K/AKT,
and c-Src signaling [21, 22], plays an essential role in
controlling the levels of basal and DNA damage-inducible
53BP1. Akin to its described function as an MDM2 ubi-
quitin ligase adaptor for controlling p53 destruction [23],
we now show that βarr1 functions as an E3-ubiquitin ligase
adaptor that controls 53BP1 levels and thus influences the
mode of repair of DNA DSBs. Importantly, our studies
establish that disabling βarr1-directed 53BP1 degradation
confers remarkable resistance to IR, both in vitro and
in vivo, underscoring the physiological roles of βarr1 as a
mediator of the DNA damage response (DDR). Real-Time PCR (RT-PCR) MEF and U2OS cells were grown on eight-well chamber
slides (Labtek), coverslips or 96-well Viewplates (Perkin
Elmer) and exposed to increasing levels of γ-irradiation. Cells were allowed to recover for the indicated times,
washed in PBS, fixed with 4% paraformaldehyde for 15 min
at room temperature, permeabilized with 0.1% Triton
X-100/PBS, and blocked for 30 min in blocking buffer (1%
goat serum, 0.3% BSA in PBS). Cells were incubated
overnight at room temperature in primary antibody diluted
as per manufacturer’s recommendation in blocking buffer
overnight at 4 °C, washed three times with 0.05% Tween-
20/PBS, incubated with Alexa Fluor 647 Donkey anti-rabbit
IgG, Alexa Fluor 555 Donkey anti-rabbit IgG, and/or Alexa
Fluor 488 Donkey anti-mouse IgG secondary antibody
diluted 1:1000 in blocking buffer for 1 h at room tempera-
ture. Nuclei were stained for 20 min at room temperature
with 4,6-diamidino-2-phenylindole (Sigma/AppliChem) in
PBS, diluted at 1:5000 from a 1 mg/ml stock. MEF cells
were analyzed by mounting coverslips on microscope slides
in SlowFade (Molecular Probes) and viewed with an
Olympus IX81 Fluoview FV1000 confocal microscope fit-
ted with a 100× objective. To quantify 53BP1 foci, 96-well
samples were imaged with an automated high-content Incell
1000 microscope (GE Healthcare) using a 20× Nikon
objective and analyzed with the Incell Developer Toolbox
version 1.6 software. U2OS cells were imaged using a Leica
SP8 Laser Scanning Confocal Microscope fitted with a 60×
objective to view the cells and the Cytation 5 cell imaging
multimode reader (Biotek) was used for imaging and For RT-PCR, WT, and βarr1−/−MEFs were exposed to IR
(4 Gy). RNA was harvested 1 h post IR as well as from
untreated control samples, using the Qiagen RNeasy Mini
Kit as per manufacturer’s recommendations. Quantification
of RNA was performed using the Nanodrop 1000 Spec-
trophotometer. RNA (2 μg) was reverse transcribed using
the High Capacity Reverse Transcription Kit (Applied
Biosystems) as per manufacturer’s recommendations. RT-
PCR detection with SYBR green was performed with the
resulting cDNA and a 50/50 forward primer: reverse primer
ratio using the ABI 7900HT Fast Real-Time PCR System. The 53BP1 primer sequences were as follows: 53BP1F—
ATTGAACGGTTACCTCAGCCA, 53BP1R—CCCAACT
GTGATGAAGCAGAAT. GAPDH primer sequences were
as follows: GAPDHF—ACACATTGGGGGTAGGAACA,
GAPDHR—AACTTTGGCATTGTGGAAGG. Analysis of
53BP1 as compared with GAPDH was performed using the
delta Ct equation [31]. Real-Time PCR (RT-PCR) The relative expression of 53BP1 in
cells exposed to IR versus untreated controls was deter-
mined using the ΔΔCt method [31] and is expressed as
arbitrary units. For RT-PCR, WT, and βarr1−/−MEFs were exposed to IR
(4 Gy). RNA was harvested 1 h post IR as well as from
untreated control samples, using the Qiagen RNeasy Mini
Kit as per manufacturer’s recommendations. Quantification
of RNA was performed using the Nanodrop 1000 Spec-
trophotometer. RNA (2 μg) was reverse transcribed using
the High Capacity Reverse Transcription Kit (Applied
Biosystems) as per manufacturer’s recommendations. RT-
PCR detection with SYBR green was performed with the
resulting cDNA and a 50/50 forward primer: reverse primer
ratio using the ABI 7900HT Fast Real-Time PCR System. The 53BP1 primer sequences were as follows: 53BP1F— ATTGAACGGTTACCTCAGCCA, 53BP1R—CCCAACT
GTGATGAAGCAGAAT. GAPDH primer sequences were
as follows: GAPDHF—ACACATTGGGGGTAGGAACA,
GAPDHR—AACTTTGGCATTGTGGAAGG. Analysis of
53BP1 as compared with GAPDH was performed using the
delta Ct equation [31]. The relative expression of 53BP1 in
cells exposed to IR versus untreated controls was deter-
mined using the ΔΔCt method [31] and is expressed as
arbitrary units. Immunoblotting Western blot analyses were conducted as previously
described [29]. Briefly, SDS-PAGE gel electrophoresis was 1202 A. Nieto et al. performed using NuPAGE 4–12% Bis-Tris gels (Invitro-
gen) and transferred to nitrocellulose membranes by semi-
dry transfer, using trans-blot transfer medium (Bio-Rad). Blots were blocked with blocking buffer (5% skimmed milk
in PBS with 0.02% Tween-20) then incubated at 4 °C
overnight with primary antibodies, diluted in blocking
buffer. Blots were washed three times in PBS with 0.02%
Tween-20, and then incubated with secondary antibodies
diluted in blocking buffer for 1 h at room temperature. Blots
were then washed three times in PBS with 0.02% Tween-
20, and developed by SuperSignal West Pico/Femto solu-
tion (Pierce). Immunoblots were quantified by densitometry
using the ImageJ [30]. Alternatively, membranes were
blocked in Odyssey blocking buffer (LI-COR Biosciences)
and incubated overnight at 4 °C with primary antibodies. After repeated washes with TBS-T [20 mM tris (pH 7.6),
140 mM NaCl, and 0.1% Tween-20], blots were incubated
with the appropriate IRDye-conjugated secondary antibody
(LI-COR Biosciences) and imaged using the LI-COR
Odyssey. Bands were quantified using the Odyssey soft-
ware (LI-COR Biosciences). quantitative analysis. We determined the frequency of
nuclei with more than five 53BP1 foci. At least 100 nuclei
were analyzed for each sample. Clonogenic cell survival assay MEF cells (500) were plated in six-well dishes (n = 6) and
irradiated with graded doses (0, 1, 2, 4, or 8 Gy) of γ-
radiation using a 137Cs source (Gammacell 40 irradiator;
3.7 Gy/min). After 7–10 days of cell growth, during which
media was changed every 2–3 days, cell colonies were fixed
with 4% paraformaldehyde/PBS, stained with 0.5% crystal
violet in 25% methanol for 20 min at room temperature, and
washed with water. Once the wells had dried, colony for-
mation was document by photography and 10% acetic acid
was
used
to
resolubilize
crystal
violet
for
spectro-
photometry. Absorbance was measured in duplicate at 590
nm. The fraction of surviving colonies was calculated as the
ratio of the absorbance of irradiated cells to that of non-
irradiated cells. Survival curves were constructed by fitting
the average survival levels to a linear quadratic equation
using GraphPad Prism. Mass spectrometry analysis LC/MS/MS analyses were performed on a Thermo Scien-
tific LTQ Orbitrap XL (Thermo Scientific) with a Finnigan
Nanospray II electrospray ionization source. Peptides were
injected onto a 75 μm × 150 mm BEH C18 column (particle
size 1.7 μm, Waters) and separated using a Waters nano
ACQUITY Ultra Performance LC™(UPLC™) System
(Waters, Milford, MA). The LTQ Orbitrap XL was operated
in the data dependent mode using the TOP10 strategy. In
brief, each scan cycle was initiated with a full MS scan of
high mass accuracy [375–1800 m/z; acquired in the Orbi-
trap XL at 6 × 104 resolution setting and automatic gain
control (AGC) target of 106], which was followed by MS/
MS scans (AGC target 5000; threshold 3000) in the linear
ion trap on the ten most abundant precursor ions. Selected
ions were dynamically excluded for 30 s. Singly charged
ions were excluded from MS/MS analysis. MS/MS spectra
were searched against a composite database containing the
IPI Homo sapiens (human) protein sequences and their
reverse sequences using the SEQUEST algorithm. Search
parameters allowed two missed tryptic cleavages, a mass
tolerance of ±10 ppm for precursor ion, a mass tolerance of
±0.02 D for product ion, a static modification of 57.02146 D
(carboxyamidomethylation) on cysteine, and a dynamic
modification of 15.99491 D (oxidation) on methionine. Cycloheximide chase assay New protein synthesis was blocked by the addition of 25 µg/
mL of cycloheximide to tissue culture media. Whole cell
lysates were collected at different time points and analyzed
by immunoblotting. Lentiviral and retroviral transduction Lentiviral particles were produced using HEK293T cells
and a third-generation packaging system, MISSION® Len-
tiviral Packaging Mix, per the manufacturer’s recommen-
dations
(Sigma
Aldrich). To
stably
express
specific βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 1203 shRNAs, MEF, or U2OS cells were transduced with opti-
mized titers of lentiviruses. Next day medium was changed,
and cells were allowed to recover for 24 h before antibiotic
selection (2 µg/mL of puromycin) for 3–6 days. A lentiviral
CRISPR-Cas9 [32–34] construct containing sgRNA against
βarr1 was used to generate U2OS βarr1 KO cell lines,
mRNA expression measured by real-time PCR and western
blot analysis confirmed deletion of βarr1 expression in the
selected clones. reduced by dithiothreitol, alkylated by iodoacetamide, and
then subjected to overnight trypsin (working concentration
10 ng/µL)
digestion
at
37 °C. Tryptic
peptides
were
extracted, lyophilized, resuspended in 40 μL of 5% formic
acid, and then further processed on C18 resin, using
handmade StageTips. Peptides were eluted with 5% formic
acid, 50% acetonitrile, lyophilized with a speed-vac,
reconstituted in 0.1% trifluoroacetic acid, 2% acetonitrile,
and then subjected to LC-MS/MS analysis. Retroviral transduction was performed with ecotropic
viruses. In brief, for the production of virus HEK293T cells
were transiently transfected with pcl ECO vector (which
expresses the viral genes gag, pol, and envEco) and the vector
of interest (1:1 ratio). After 48 h, the supernatant containing
the viral particles was diluted 1:2 with fresh medium, filtered,
and polybrene was added to a final concentration of 5 µg/mL;
MEF cells were transduced with this mix. This procedure was
repeated 3 times, every 4 h. Next day medium was changed,
and cells allowed to recover for 24 h before antibiotic selec-
tion (2 µg/mL of puromycin) for 3–6 days. GST pulldown assay Rat βarr1 was subcloned into pGEX4T1 vector and pre-
pared according to the manufacturer’s recommendations
(Amersham Biosciences). 53BP1-myc (2.3 nM), Rad18
(9 nM) and Rad6 (30 nM) were co-incubated with 17 nM of
GST-βarr1 or 17 nM of GST at 4 °C overnight in 1 ml
binding buffer (50 mM Tris pH = 7.4, 150 mM NaCl, 0.1
mg/mL BSA, 10 μM D-myo-inositol 1,2,3,4,5,6-hexaki-
sphosphate), and then 20 μl of 50% glutathione-sepharose
were added to the mixture. The mixture was further incu-
bated at 4 °C for 1 h with rotation. The beads were washed
five times with 1 ml binding buffer and separated by SDS-
PAGE and analyzed by immunoblotting. In vivo study Wild-type (C57B/6), and Arrb1knockout(βarr1−/−) mice
were exposed to whole-body irradiation (8.75 Gy). Weight
loss and overall survival was monitored for 40 days. Ani-
mals were euthanized and endpoint apoptosis and DNA
damage was assessed in the intestine. All animals used in
these studies were adult male mice of 8–12 weeks of age. Animals were handled according to approved protocols and
animal welfare regulations of the Institutional Review
Board at The Scripps Research Institute. In-gel trypsin digestion Immunoprecipitated proteins in the βarr1 signaling com-
plexes were separated by SDS-PAGE (4–20% gradient gel;
Invitrogen). The gel lane was excised into six fractions. Each gel fraction was chopped into small pieces and
transferred to 1.7 ml Maximum-recovery microcentrifuge
tubes and subjected to in-gel trypsin digestion. In brief, the
gel pieces were destained by 25 mM ammonium bicarbo-
nate in 50% acetonitrile. The proteins in the gel pieces were βarr1 forms a specific complex with 53BP1 To define signaling cascades controlled by βarrestins the
Lefkowitz laboratory (Duke University, NC) previously
conducted global proteomic analyses to identify important
binding partners and protein phosphorylation alterations
induced specifically by βarrestin signaling [35, 36]. Nucleic acid binding emerged as a large functional cate-
gory of βarrestin interacting proteins and 53BP1 was
identified as a βarr1 interacting partner. To corroborate
these
results,
we
performed
co-immunoprecipitation
experiments
from
whole
cell
lysates
derived
from
MEF cells and indeed observed that these proteins
interacted or were present within the same complex
(Fig. 1a). By sequential isolation of proteins associated
with the cytosol, membranes, nucleus, and cytoskeleton
from cell lysates, we observed that βarr1 colocalized with
53BP1 in the cytosol (Fig. 1b), which occurs via scaf-
folding by βarr1 into a multiprotein complex (Supple-
mentary Fig. 1). Loss of βarr1 increases 53BP1 foci and radiation
resistance placed on a Leica BondMax Immunostainer and stained
with the antibody previously optimized. Slides were dehy-
drated and cover-slipped with Cytoseal 60 (Richard-Allan
Scientific) mounting medium. placed on a Leica BondMax Immunostainer and stained
with the antibody previously optimized. Slides were dehy-
drated and cover-slipped with Cytoseal 60 (Richard-Allan
Scientific) mounting medium. Following detection of a DSB, phosphorylation of the his-
tone variant H2AX (γ-H2AX) in chromatin surrounding the
break site initiates a cascade of recruiting repair proteins
into microscopically visible aggregates known as DNA-
repair “foci”. 53BP1 is one member of a large cast of
proteins recruited into repair foci upon DNA damage [6]. Accordingly, βarr1 knockout (βarr1−/−) MEF cells display
an increase in 53BP1 foci size and intensity that results in a
significant increase in overlap with γ-H2AX foci in βarr1−/−
cells compared with WT cells (Fig. 2a). This observation
correlates with significantly increased numbers of 53BP1
foci compared with paired wild type (WT) in response to
DNA damage induced by IR (Fig. 2b, c). Importantly, this
increase in 53BP1 repair foci observed in βarr1−/−MEFs
translates into a remarkably enhanced cell survival follow-
ing
exposure
to
irradiation
(Fig. 2d,
Supplementary
Table 1), suggesting that loss of βarr1 leads to an increased
capacity to repair or tolerate damaged DNA. Statistics Each experiment was repeated at least three times
unless indicated otherwise. P values were calculated
using Student’s t test (two-tailed), for survival data, log-
rank
(Mantel–Cox)
test
was
used
(GraphPad,
San
Diego, CA). Immunohistochemistry Paraffin sections (3 µm) of intestinal tissue were mounted
on Plus slides and dried in a 60 °C oven. The slides were 1204 A. Nieto et al. Loss of βarr1 increases 53BP1 foci and radiation
resistance Loss of βarr1 increases 53BP1 foci and radiation
resistance Fig. 1 βarr1 binds to 53BP1. a
Co-immunoprecipitation (co-IP)
experiments were performed
from cell lysates derived from
MEF cells endogenously
expressing βarr1 and 53BP1.
Clarified lysates were incubated
with either, anti-βarr1 (K-16)
antibody, anti-53BP1 antibody,
or IgG and the resulting products
resolved by SDS-PAGE and
probed by western blot analysis
using antibodies directed against
53BP1 and βarr1. b 53BP1 and
βarr1 expression in cytosol and
nucleus 53BP1 protein levels correlate with cell survival
after irradiation To test whether 53BP1 is required and responsible for the
increased survival of βarr1−/−cells after exposure to IR (4
Gy), we overexpressed (53BP1 OE) or downregulated (Sh
53BP1) 53BP1 in WT MEFs (Fig. 3a). Notably, the 53BP1
protein levels in the 53BP1 OE MEFs were 1.5-fold versus
WT (not as high as those observed in βarr1−/−MEFs),
significantly improving the survival rate after IR (4 Gy)
compared with that of WT MEFs (Fig. 3b, c). Conversely,
knockdown of 53BP1 increased the sensitivity of MEFs to
IR (Fig. 3b, c). Importantly, these data support the
hypothesis that the βarr1-53BP1 signaling axis plays a key A
B
IgG
53BP1
IgG
βarr1
53BP1
βarr1
53BP1
βarr1
GAPDH
190
50
190
50
30
kD
Inputs
Inputs
IP
IP
WT
Cytosol
WT
Nucleus
53BP1
βarr1
GAPDH
βarr1-/-
βarr1-/-
Histone
190
50
10
30
kD
Fig. 1 βarr1 binds to 53BP1. a
Co-immunoprecipitation (co-IP)
experiments were performed
from cell lysates derived from
MEF cells endogenously
expressing βarr1 and 53BP1. Clarified lysates were incubated
with either, anti-βarr1 (K-16)
antibody, anti-53BP1 antibody,
or IgG and the resulting products
resolved by SDS-PAGE and
probed by western blot analysis
using antibodies directed against
53BP1 and βarr1. b 53BP1 and
βarr1 expression in cytosol and
nucleus A
IgG
53BP1
190
50
kD
IP IgG
βarr1
53BP1
βarr1
IP B B
WT
Cytosol
WT
Nucleus
53BP1
βarr1
GAPDH
βarr1-/-
βarr1-/-
Histone
190
50
10
30
kD Fig. 1 βarr1 binds to 53BP1. a
Co-immunoprecipitation (co-IP)
experiments were performed
from cell lysates derived from
MEF cells endogenously
expressing βarr1 and 53BP1. Clarified lysates were incubated
with either, anti-βarr1 (K-16)
antibody, anti-53BP1 antibody,
or IgG and the resulting products
resolved by SDS-PAGE and
probed by western blot analysis
using antibodies directed against
53BP1 and βarr1. b 53BP1 and
βarr1 expression in cytosol and
nucleus 53BP1
βarr1
GAPDH
Inputs 190
50
30
Inputs βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 1205 B
C
D
Radiation dose (Gy)
Fractional Survival
0
1
2
3
4
0.01
0.1
1
βarr1-/-
WT
0.0
0.2
0.4
0.6
0.8
1.0
βarr1-/-
WT
No IR
IR
Ratio (53BP1 foci / γ-H2AX foci)
***
WT
βarr1-/-
γ-H2AX
53BP1
DAPI
Merge
IR (4Gy)
No IR
γ-H2AX
53BP1
DAPI
Merge
βarr1-/-
WT
***
***
No IR
IR
53BP1 foci / nucleus
20
40
60
0
A
Fig. 53BP1 protein levels correlate with cell survival
after irradiation 2 Loss of βarr1 augments 53BP1 foci formation and cell survival following ionizing radiation (IR). a Representative confocal immuno-
fluorescence microscopy images of WT and βarr1−/−MEF cells 10 min after 4 Gy IR, probed with anti-53BP1 or anti-γ-H2AX antibodies. Merged
image reveals colocalization of 53BP1 foci with γ-H2AX foci and increased 53BP1-containing DNA-repair foci formation in βarr1−/−MEFs
compared with WT MEFs in response to IR. Scale bar, 5 µm. b Confocal images were used to quantify the number of 53BP1 foci per nucleus in
both βarr1−/−and WT MEF cells (***p < 0.0001). c, d Clonogenic cell survival analysis of WT and βarr1−/−MEFs following exposure to
increasing doses of IR. Experiments (n = 3) were carried out in triplicate (**p < 0.05 at all doses of IR tested) WT
βarr1-/-
γ-H2AX
53BP1
DAPI
Merge
IR (4Gy)
No IR
γ-H2AX
53BP1
DAPI
Merge
A A Merge B
βarr1-/-
WT
***
***
No IR
IR
53BP1 foci / nucleus
20
40
60
0 C
0.0
0.2
0.4
0.6
0.8
1.0
βarr1-/-
WT
No IR
IR
Ratio (53BP1 foci / γ-H2AX foci)
*** D
Radiation dose (Gy)
Fractional Survival
0
1
2
3
4
0.01
0.1
1
βarr1-/-
WT D C B Fig. 2 Loss of βarr1 augments 53BP1 foci formation and cell survival following ionizing radiation (IR). a Representative confocal immuno-
fluorescence microscopy images of WT and βarr1−/−MEF cells 10 min after 4 Gy IR, probed with anti-53BP1 or anti-γ-H2AX antibodies. Merged
image reveals colocalization of 53BP1 foci with γ-H2AX foci and increased 53BP1-containing DNA-repair foci formation in βarr1−/−MEFs
compared with WT MEFs in response to IR. Scale bar, 5 µm. b Confocal images were used to quantify the number of 53BP1 foci per nucleus in
both βarr1−/−and WT MEF cells (***p < 0.0001). c, d Clonogenic cell survival analysis of WT and βarr1−/−MEFs following exposure to
increasing doses of IR. Experiments (n = 3) were carried out in triplicate (**p < 0.05 at all doses of IR tested) between WT and βarr1−/−MEFs (Fig. 4b), suggesting that
βarr1 plays a posttranscriptional role. role in the observed IR tolerance. Furthermore, we observed
a direct correlation between 53BP1 protein levels and
resistance of MEFs (Fig. 3d), Regulation of 53BP1 by βarr1 occurs post
translationally In order to discern if the accumulation of 53BP1 that is
observed in the βarr1−/−MEF cells is due to improved
stability of 53BP1 or an altered steady state rate of turnover,
we blocked new protein synthesis by the addition of
cycloheximide [38]. Comparison of the 53BP1 levels over
time, between the WT and βarr1−/−MEF cells post cyclo-
heximide addition, reveals that 53BP1 protein levels have a
slower rate of turnover in βarr1−/−MEFs cells (Fig. 5). This
is consistent with the proposal that βarr1 controls 53BP1
degradation. To gain mechanistic insight into the radiation resistance
associated with βarr1 silencing, we examined 53BP1
expression levels in WT, βarr1−/−, βarr2−/−, and double
knockout (DKO: βarr1−/−βarr2−/−) MEFs. Both βarr1−/−
and DKO MEFs had increased levels of 53BP1 protein
compared with the WT and βarr2−/−MEFs (Fig. 4a),
indicating a potential role of βarr1 in regulating 53BP1. Interestingly, Kim et al. demonstrated that activation of the
nuclear factor-erythroid 2-related factor 2 by the synthetic
triterpenoid bardoxolone methyl, upregulates 53BP1 gene
expression and acts as an IR protectant [37]. To evaluate
whether regulation of 53BP1 by βarr1 is pre- or post
translational, the levels of 53BP1 mRNA in WT and βarr1
−/−MEFs were assessed by qRT-PCR. There were no
significant differences in the levels of 53BP1 transcripts βarr1 regulates DNA repair by acting as an E3-
ubiquitin ligase adaptor for 53BP1 through a
complex with Rad18/Rad6 d Fractional survival
plot as a function of 53BP1 protein expression levels (r = 0.85) A
0
1
2
3
4
53BP1
βarr1
Relative protein expression
WT
βarr1-/-
53BP1 OE
Sh 53BP1
WT
βarr1-/-
Sh 53BP1
53BP1 OE
53BP1
βarr1
GAPDH
kD
190
50
30 A WT
βarr1-/-
Sh 53BP1
53BP1 OE
53BP1
βarr1
GAPDH
kD
190
50
30 0
1
2
3
4
53BP1
βarr1
Relative protein expression
WT
βarr1-/-
53BP1 OE
Sh 53BP1 B
WT
βarr1-/-
53BP1 OE
Sh 53BP1 B C
D
53BP1 OE
βarr1-/-
Sh 53BP1
WT
Fractional Survival
0.01
1
0.1
1
2
3
4
0
Radiation Dose (Gy)
0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
2
0
1
3
4
Fractional Survival
WT
βarr1-/-
53BP1 OE
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
Fractional Survival
0.8
**
**
**
Fi
3 53BP1
i
i
di
l
l
i h
ll
i
l
53BP1
i h
d
d
l
d i MEF
ll
b i i WT
βarr1-/-
53BP1 OE
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
Fractional Survival
0.8
**
**
** C
53BP1 OE
βarr1-/-
Sh 53BP1
WT
Fractional Survival
0.01
1
0.1
1
2
3
4
0
Radiation Dose (Gy) D
0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
2
0
1
3
4
Fractional Survival C C
D
53BP1 OE
βarr1-/-
Sh 53BP1
WT
Fractional Survival
0.01
1
0.1
1
2
3
4
0
Radiation Dose (Gy)
0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
2
0
1
3
4
Fractional Survival
WT
βarr1-/-
53BP1 OE
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
Fractional Survival
0.8
**
**
**
Fig. 3 53BP1 protein expression directly correlates with cell survival. a 53BP1 was either overexpressed or downregulated in MEF cells obtaining
a range of different expression levels of the protein. Data are mean ± s.e.m of three independent experiments. b The clonogenicity assay images
corresponding to 4 Gy irradiation. c Clonogenic cell survival analysis in MEF cells revealed a significant difference in survival after exposure to IR
in the conditions tested; bar graph for 4 Gy (**p < 0.01 compare with WT). Data are mean ± s.e.m of an experiment run n = 6. d Fractional survival
plot as a function of 53BP1 protein expression levels (r = 0.85) Relative 53BP1 protein expression Fig. 3 53BP1 protein expression directly correlates with cell survival. βarr1 regulates DNA repair by acting as an E3-
ubiquitin ligase adaptor for 53BP1 through a
complex with Rad18/Rad6 a 53BP1 was either overexpressed or downregulated in MEF cells obtaining
a range of different expression levels of the protein. Data are mean ± s.e.m of three independent experiments. b The clonogenicity assay images
corresponding to 4 Gy irradiation. c Clonogenic cell survival analysis in MEF cells revealed a significant difference in survival after exposure to IR
in the conditions tested; bar graph for 4 Gy (**p < 0.01 compare with WT). Data are mean ± s.e.m of an experiment run n = 6. d Fractional survival
plot as a function of 53BP1 protein expression levels (r = 0.85) in the level of 53BP1 protein (Fig. 6b); indicating that
Rad18 is an important regulator of steady state levels of
53BP1. Moreover, Rad18 knockdown decreased levels of
polyubiquitylated 53BP1 (Fig. 6c). Finally, consistent with
the notion that βarr1 facilitates Rad18/53BP1 interaction,
βarr1−/−MEFs had reduced levels of polyubiquitylated
53BP1 compared with WT MEFs (Fig. 6d). Collectively,
these findings support a role for βarr1 as an E3-ubiquitin
ligase adaptor for 53BP1. stability by facilitating MDM2-dependent p53 degradation in
response to stress induced by chronic β2AR signaling [29]. Mass spectrometry of proteins that bind to βarr1 in cells in
response to IR revealed that the E3-ubiquitin ligase Rad18,
which has previously been shown to mono-ubiquitylate
53BP1 and lead to its retention with chromatin [40–44],
associates with βarr1 (Supplementary Fig. 1). Subsequent
in vitro binding studies with purified recombinant proteins
demonstrated that 53BP1 and βarr1 do not directly associate,
but rather require the presence of Rad18 and its E2-ubiquitin-
conjugating enzyme Rad6 (Fig. 6a). Thus, βarr1 may form a
ternary complex comprised of the E3/E2-ubiquitin ligase
Rad18/Rad6 heterodimer and 53BP1. βarr1 regulates DNA repair by acting as an E3-
ubiquitin ligase adaptor for 53BP1 through a
complex with Rad18/Rad6 βarr1 is known to function as an E3-ubiquitin ligase adaptor
[39], which we have demonstrated influences genomic A. Nieto et al. 1206 A
0
1
2
3
4
53BP1
βarr1
Relative protein expression
WT
βarr1-/-
53BP1 OE
Sh 53BP1
B
C
D
53BP1 OE
βarr1-/-
Sh 53BP1
WT
Fractional Survival
0.01
1
0.1
1
2
3
4
0
Radiation Dose (Gy)
0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
2
0
1
3
4
Fractional Survival
WT
βarr1-/-
53BP1 OE
Sh 53BP1
WT
βarr1-/-
53BP1 OE
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
Fractional Survival
0.8
**
**
**
WT
βarr1-/-
Sh 53BP1
53BP1 OE
53BP1
βarr1
GAPDH
kD
190
50
30
Fig. 3 53BP1 protein expression directly correlates with cell survival. a 53BP1 was either overexpressed or downregulated in MEF cells obtaining
a range of different expression levels of the protein. Data are mean ± s.e.m of three independent experiments. b The clonogenicity assay images
corresponding to 4 Gy irradiation. c Clonogenic cell survival analysis in MEF cells revealed a significant difference in survival after exposure to IR
in the conditions tested; bar graph for 4 Gy (**p < 0.01 compare with WT). Data are mean ± s.e.m of an experiment run n = 6. Discussion Fig. 5 Turnover of 53BP1 is dependent on βarr1. Lysates derived from
WT and βarr1−/−MEF cells treated with 25 µg/ml of cycloheximide,
were subjected to western blot analysis and analyzed for 53BP1 levels. Rel. Exp. relative expression The diverse signaling functions of βarr1 were recently
revealed using a global mass spectrometry approach, which
identified numerous βarr1 binding partners [35]. Included
within the cast of proteins that βarr1 interacts with are those
with known functions in DNA repair. We have previously
demonstrated that βarr1 controls p53 levels in response to
catecholamine-induced chronic stress, by acting as a scaf-
fold for the E3-ubiquitin ligase MDM2 that targets p53 for
degradation. This stress-induced genomic instability is
βarr1-mediated, as genetic deletion of βarr1 dramatically
reduces DNA damage in vivo in response to treatment with
the β2-adrenergic receptor agonist, isoproterenol [29]. Fur-
ther, βarr1−/−mice subjected to 2 weeks of chronic restraint
had significantly less DNA damage in the frontal cortex
compared with their wild-type counterparts [46]. Here we
establish an additional role for βarr1 in the response to IR,
where we show βarr1 also controls the destruction of the
DNA-repair protein 53BP1. to model acute radiation syndrome (ARS) [45]. Six days
post IR, WT mice exhibited augmented weight loss
(8–16%) versus βarr1−/−mice (6–11%), and by 8 days post
IR weight loss of βarr1−/−mice (average of 13%) was half
of that of WT mice (26%, Fig. 7a). This was followed by
deaths of the WT mice as early as 6 days after exposure, and
all WT animals were dead by day 9 (Fig. 7b). In contrast, all
the βarr1−/−mice were still alive at day 9 (Fig. 7b). Thus,
the βarr1 deficiency is associated with radiation resistance
in vivo. to model acute radiation syndrome (ARS) [45]. Six days
post IR, WT mice exhibited augmented weight loss
(8–16%) versus βarr1−/−mice (6–11%), and by 8 days post
IR weight loss of βarr1−/−mice (average of 13%) was half
of that of WT mice (26%, Fig. 7a). This was followed by
deaths of the WT mice as early as 6 days after exposure, and
all WT animals were dead by day 9 (Fig. 7b). In contrast, all
the βarr1−/−mice were still alive at day 9 (Fig. 7b). Thus,
the βarr1 deficiency is associated with radiation resistance
in vivo. ARS is associated with severe toxicity and failure of the
hematopoietic, gastrointestinal, and cerebrovascular sys-
tems [45]. βarr1 deficiency increases survival after irradiation
in vivo To test if βarr1-dependent control of 53BP1 influences the
DDR in vivo, WT and βarr1−/−mice were exposed to
whole-body irradiation (8.75 Gy); levels that are sufficient To test if Rad18 influences 53BP1 protein levels in cells,
we performed knockdown studies using Rad18-specific
siRNAs. Efficient knockdown of Rad18 led to an increase βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 1207 53BP1 mRNA Relative fold change
WT
βarr1-/-
B
A
WT
βarr1-/-
DKO
βarr2
tubulin
βarr1
53BP1
βarr2-/-
1
2.35 1.38 2.64
53BP1
Rel. Exp. kD
190
50
50
50
Fig. 4 βarr1 post transcriptionally regulates expression levels of
53BP1. a Cell lysates derived from WT, βarr1−/−, βarr2−/−MEFs, and
βarr1−/−; βarr2−/−double knockout MEFs (DKO) were immuno-
blotted and analyzed using the indicated antibodies. b Real-time PCR
analysis of 53BP1 mRNA levels in paired WT and βarr1−/−MEFs
following exposure to IR A
WT
βarr1-/-
DKO
βarr2
tubulin
βarr1
53BP1
βarr2-/-
1
2.35 1.38 2.64
53BP1
Rel. Exp. kD
190
50
50
50 53BP1 mRNA Relative fold change
WT
βarr1-/-
B A intensity of γ-H2AX staining (Fig. 7c). This correlated with
a reduction in apoptosis in the intestinal crypt cells of IR-
treated βarr1−/−mice compared with IR-treated
WT
mice (Fig. 7d). These findings are consistent with the
notion that increased levels of 53BP1 that are manifest in
βarr1-deficient cells augment DNA repair in IR-treated
βarr1−/−mice. βarr1 forms a complex with 53BP1 in human cells Co-immunoprecipitation experiments performed using cell
lysates from human osteosarcoma (U2OS) cells demon-
strate that 53BP1 is also an interacting partner of βarr1 in
human cells (Fig. 8a), where both proteins colocalize in the
cytosol (Fig. 8b). CRISPR/ Cas9 technology was used to
knockout
βarr1
in
U2OS
cells
(Fig. 8c). Immuno-
fluorescence studies show increased 53BP1 foci (Fig. 8d, e)
after irradiation in βarr1−/−cells compare with WT cells. Moreover, βarr1−/−cells showed a significant increase of
53BP1 protein levels (Fig. 8f), which correlates with
improved survival after IR (4 Gy) compared with that of
WT
U2OS
cells
(Fig. 8g),
suggesting
that
post-
transcriptional regulation of 53BP1 by βarr1 may be a
general response. While further studies are needed, the data
suggest the βarr1 may also play an upstream role in the
DDR in human cells. Fig. 4 βarr1 post transcriptionally regulates expression levels of
53BP1. a Cell lysates derived from WT, βarr1−/−, βarr2−/−MEFs, and
βarr1−/−; βarr2−/−double knockout MEFs (DKO) were immuno-
blotted and analyzed using the indicated antibodies. b Real-time PCR
analysis of 53BP1 mRNA levels in paired WT and βarr1−/−MEFs
following exposure to IR 0
0.5
2
4
Time (hrs)
0
0.5
2
4
53BP1
βarr1
α-tubulin
MEFs WT
MEFs βarr1-/-
1
0.72
1
0.39
1
0.9
0.83
0.6
53BP1
Rel. Exp. kD
190
50
50
Fig. 5 Turnover of 53BP1 is dependent on βarr1. Lysates derived from
WT and βarr1−/−MEF cells treated with 25 µg/ml of cycloheximide,
were subjected to western blot analysis and analyzed for 53BP1 levels. Rel. Exp. relative expression Discussion of three independent
experiments A
GST
GST-βarr1
53BP1-myc
Rad18/Rad6
+
+
+
+
+
+
+
+
+
+
wb:53BP1
wb:Rad18
wb:GST-βarr1
wb:GST
kD
190
80
80
25 B
D
0
0.2
0.4
0.6
0.8
1
1.2
53BP1 ubiquitination
WT
βarr1-/-
*
Total
wb: 53BP1
wb: βarr1
IP: 53BP1
wb: ubiquitin
WT
βarr1-/-
kD
190
80
1
8
βarr1
53BP1
Rad18
GAPDH
Ctrl 2
Rad18 RNAi -
+
+
-
kD
190
30
80
with either control (Ctrl) siRNA or siRNA directed against Rad18 and
treated with 2 µg/mL bleomycin (BLM). Cell lysates were immuno-
precipitated with anti-53BP1 antibody and levels of polyubiquitylated
53BP1 were assessed by western blot using an anti-ubiquitin (P4D1)
antibody. All bars represent mean ± s.e.m of three independent
experiments. d Lysates derived from WT and βarr1−/−MEFs treated
with 2 µg/mL BLM were immunoprecipitated using an anti-53BP1
antibody, immunoblotted, and probed with an anti-ubiquitin (P4D1)
antibody. All bars represent mean ± s.e.m. of three independent
experiments B
53BP1
Rad18
GAPDH
Ctrl 2
Rad18 RNAi -
+
+
-
kD
190
30
80 B A C
D
0
0.2
0.4
0.6
0.8
1
1.2
Ctrl
Rad18
RNAi
53BP1 ubiquitination
**
IP: 53BP1
wb: ubiquitin
Ctrl 2
Rad18
RNAi
wb: 53BP1
wb: Rad18
Total
kD
190
80
Total
kD
190
80 C
D
0
0.2
0.4
0.6
0.8
1
1.2
Ctrl
Rad18
RNAi
53BP1 ubiquitination
**
IP: 53BP1
wb: ubiquitin
Ctrl 2
Rad18
RNAi
wb: 53BP1
wb: Rad18
Total
kD
190
80
0
0.2
0.4
0.6
0.8
1
1.2
53BP1 ubiquitination
WT
βarr1-/-
*
Total
wb: 53BP1
wb: βarr1
IP: 53BP1
wb: ubiquitin
WT
βarr1-/-
kD
190
80 C
IP: 53BP1
wb: ubiquitin
Ctrl 2
Rad18
RNAi
wb: 53BP1
wb: Rad18
Total
kD
190
80 D C Fig. 6 βarr1 forms a complex with Rad18/Rad6 promoting poly-
ubiquitylation of 53BP1. a Immunoblot showing complex formation
of βarr1, Rad18/Rad6, and 53BP1 in vitro. Purified 53BP1-myc was
incubated with either GST or GST-βarr1 in the presence or absence of
Rad18/Rad6. Proteins residing in the precipitates were subjected to
western blot analysis and probed with the indicated antibodies. Pre-
sented data was cropped from the same blot image exposed for an
equal time-period. b HEK293 cells were transfected with either control
(Ctrl 2) siRNA or siRNA directed against Rad18 and 53BP1 levels
were determined by immunoblotting. Discussion Since we observed significant weight loss pre-
ceding the IR-induced death of WT mice, we examined
apoptosis in intestinal crypt cells, which are one of the most
highly replicative cell types and are known to be exquisitely
sensitive to the acute effects of IR [45]. Consistent with the
IR resistant phenotype of βarr1−/−mice, there were sig-
nificant reductions in DNA damage as shown by lower Mass spectrometry and immunoprecipitation experi-
ments demonstrate that βarr1 functions as an E3-ubiquitin
ligase adaptor for 53BP1, promoting ubiquitination and
degradation of 53BP1 by the E3-ubiquitin ligase Rad18 in
complex with the E2-ubiquitin-conjugating enzyme Rad6. 1208 A. Nieto et al. A
B
C
D
0
0.2
0.4
0.6
0.8
1
1.2
Ctrl
Rad18
RNAi
53BP1 ubiquitination
**
IP: 53BP1
wb: ubiquitin
Ctrl 2
Rad18
RNAi
wb: 53BP1
wb: Rad18
Total
kD
190
80
0
0.2
0.4
0.6
0.8
1
1.2
53BP1 ubiquitination
WT
βarr1-/-
*
Total
wb: 53BP1
wb: βarr1
IP: 53BP1
wb: ubiquitin
WT
βarr1-/-
kD
190
80
GST
GST-βarr1
53BP1-myc
Rad18/Rad6
+
+
+
+
+
+
+
+
+
+
wb:53BP1
wb:Rad18
wb:GST-βarr1
wb:GST
kD
190
80
80
25
53BP1
Rad18
GAPDH
Ctrl 2
Rad18 RNAi -
+
+
-
kD
190
30
80
6 βarr1 forms a complex with Rad18/Rad6 promoting poly-
uitylation of 53BP1. a Immunoblot showing complex formation
arr1, Rad18/Rad6, and 53BP1 in vitro. Purified 53BP1-myc was
bated with either GST or GST-βarr1 in the presence or absence of
18/Rad6. Proteins residing in the precipitates were subjected to
ern blot analysis and probed with the indicated antibodies. Pre-
ed data was cropped from the same blot image exposed for an
al time-period. b HEK293 cells were transfected with either control
2) siRNA or siRNA directed against Rad18 and 53BP1 levels
e determined by immunoblotting. c HEK293 cells were transfected
with either control (Ctrl) siRNA or siRNA directed against Rad18 and
treated with 2 µg/mL bleomycin (BLM). Cell lysates were immuno-
precipitated with anti-53BP1 antibody and levels of polyubiquitylated
53BP1 were assessed by western blot using an anti-ubiquitin (P4D1)
antibody. All bars represent mean ± s.e.m of three independent
experiments. d Lysates derived from WT and βarr1−/−MEFs treated
with 2 µg/mL BLM were immunoprecipitated using an anti-53BP1
antibody, immunoblotted, and probed with an anti-ubiquitin (P4D1)
antibody. All bars represent mean ± s.e.m. Discussion c HEK293 cells were transfected with either control (Ctrl) siRNA or siRNA directed against Rad18 and
treated with 2 µg/mL bleomycin (BLM). Cell lysates were immuno-
precipitated with anti-53BP1 antibody and levels of polyubiquitylated
53BP1 were assessed by western blot using an anti-ubiquitin (P4D1)
antibody. All bars represent mean ± s.e.m of three independent
experiments. d Lysates derived from WT and βarr1−/−MEFs treated
with 2 µg/mL BLM were immunoprecipitated using an anti-53BP1
antibody, immunoblotted, and probed with an anti-ubiquitin (P4D1)
antibody. All bars represent mean ± s.e.m. of three independent
experiments The interaction between βarr1 and 53BP1 is indirect, where
it appears that βarr1 scaffolds the Rad18/Rad6 heterodimer,
which then binds to and polyubiquitylates 53BP1 (Fig. 6). Rad18 plays an important role in several DDR processes,
where it monoubiquitylates proliferating cell nuclear anti-
gen at replication forks that are stalled by UV-induced DNA
lesions [47] and facilitates chromatin retention of 53BP1 in
response to IR-induced DSB [40]. In our studies, immu-
nofluorescence analyses demonstrate that formation of the
βarr1-Rad18-Rad6-53BP1 ternary complex is not observed
within the DSB-repair foci (data not shown). Thus, we
hypothesize that this complex maintains steady state levels
of 53BP1, whereby silencing βarr1 or Rad18 raises 53BP1
levels which would be available to promote 53BP1 IR-
induced DNA-repair foci formation. Further, the increase in
the
number
and
duration
of
53BP1-containing
foci correlates with in vitro cellular resistance to IR with a sig-
nificant dose modifying factor observed at each irradiation
dose tested (Supplementary Table 1). This is highlighted by
the correlation comparing 53BP1 protein levels and the
resistance of MEF cells with IR (Fig. 3). Reduction of
53BP1 partially increases the sensitivity to IR while con-
versely, overexpression of this protein provides protection
against it. These data suggest that βarr1 plays an important
role in DNA repair in mice through both modulating p53
[29] as well as post translational control of 53BP1 levels. Moreover, this observations translates in vivo, were βarr1
deficiency
promotes
prolonged
survival
after
whole-
organism irradiation, consistent with reduced IR-induced
γ-H2AX staining and apoptosis in these mice (Fig. 7). Two major pathways of DSB repair are HR and NHEJ. HR requires a homologous DNA template and the process βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 1209 of gene conversion is a high-fidelity process that occurs
during late S and G2 phases of the cell cycle. Discussion By contrast,
NHEJ involves the direct ligation of the break, and
depending upon the extent of processing at the break site,
th
f NHEJ
h
hi h
b bilit
f
multilevel control of 53BP1 regulation in human cells. Since 53BP1 protein levels and chromatin binding differ in
mouse and human systems, control of 53BP1 protein levels
by βarr1-Rad18 might be more important in mouse than
h
ll
F
l
th 53BP1 bi di
t
TIRR
B
0
5
10
15
20
25
30
35
40
0
20
40
60
80
100
Time after IR (Days)
Live Animals (%)
WT (n = 6)
βarr1-/- (n=8)
A
WT (n = 6)
βarr1-/- (n=8)
Time after IR (Days)
% Weight Loss
0
2
4
6
8
0
5
10
15
20
25
30
35
**
0
2
4
6
% Tunel Positive Cells
WT
*
D
TUNEL
DAPI
WT
βarr1-/-
γ-H2AX
WT
βarr1-/-
0
10
20
30
40
50
% Score 3
% Score 2
% Score 1
% Score 0
% of Cells
γ-H2AX Level
WT
βarr1-/-
C
βarr1
-/-
Fig. 7 βarr1 deficiency
augments survival and reduces
intestinal injury in mice exposed
to lethal doses of IR. a Weight
loss in βarr1−/−mice is
decreased as compared with WT
mice in response to 8.75 Gy
total-body irradiation (TBI)
(**p < 0.001). b Increased
survival rate of βarr1−/−mice in
response to 8.75 Gy TBI (***p
< 0.0001). c IR-induced γ-
H2AX staining showed lower
intensity in tissue from βarr1−/−
mice as compared with WT. Pathological scores were given
using Aperio Image Scope
software. d TUNEL analysis
showing reduced apoptosis in
the intestinal crypts of βarr1−/−
mice as compared with WT mice
5 h after 8.75 Gy TBI. Scale bar,
200 µm. High-content image
quantification of TUNEL
staining in WT and βarr1−/−
crypt cells. (*p < 0.05)
βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1
1209 B
0
5
10
15
20
25
30
35
40
0
20
40
60
80
100
Time after IR (Days)
Live Animals (%)
WT (n = 6)
βarr1-/- (n=8)
A
WT (n = 6)
βarr1-/- (n=8)
Time after IR (Days)
% Weight Loss
0
2
4
6
8
0
5
10
15
20
25
30
35
**
ficiency
al and reduces
in mice exposed
of IR. Discussion a Weight
mice is
mpared with WT
e to 8.75 Gy
ation (TBI)
Increased
βarr1−/−mice in
Gy TBI (***p
induced γ- A
WT (n = 6)
βarr1-/- (n=8)
Time after IR (Days)
% Weight Loss
0
2
4
6
8
0
5
10
15
20
25
30
35
** B
0
5
10
15
20
25
30
35
40
0
20
40
60
80
100
Time after IR (Days)
Live Animals (%)
WT (n = 6)
βarr1-/- (n=8) B B Time after IR (Days) Time after IR (Days) Time after IR (Days) γ-H2AX
WT
βarr1-/-
0
10
20
30
40
50
% Score 3
% Score 2
% Score 1
% Score 0
% of Cells
γ-H2AX Level
WT
βarr1-/-
C γ-H2AX Level γ-H2AX Level D 0
2
4
6
% Tunel Positive Cells
WT
*
D
TUNEL
DAPI
WT
βarr1-/-
βarr1
-/- βarr1-/- multilevel control of 53BP1 regulation in human cells. Since 53BP1 protein levels and chromatin binding differ in
mouse and human systems, control of 53BP1 protein levels
by βarr1-Rad18 might be more important in mouse than
human cells. For example, the 53BP1 binding partner TIRR
(Tudor-interacting repair regulator) regulates DNA repair
by sequestering 53BP1 and preventing its loading onto
chromosomes [20]. Moreover, 53BP1 is recruited to DNA
double-strand breaks by histone marks including those
catalyzed and regulated by the RNF8/RNF168/TRIP12/
UBR5 signaling complex [51]. Further studies will be
required to determine whether βarr1 alters the dynamics and
activities of proteins required for 53BP1 chromatin loading. of gene conversion is a high-fidelity process that occurs
during late S and G2 phases of the cell cycle. By contrast,
NHEJ involves the direct ligation of the break, and
depending upon the extent of processing at the break site,
the process of NHEJ may have a higher probability for
reduced fidelity. DNA DSBs are repaired via both fast and
slow kinetics in chromatin, and the majority of IR-induced
repair in mammalian cells occurs via the more efficient
NHEJ pathway [48, 49]. The utilization of NHEJ may be
particularly necessary when a highly proliferative cell suf-
fers an excessive number of DSBs as occurs following IR
exposure [50]. Discussion B
53BP1
βarr1
GAPDH
H4
WT
Cytosol
WT
Nucleus
βarr1-/-
βarr1-/-
kD
190
50
30
10 IgG
53BP1
IgG
βarr1
53BP1
βarr1
53BP1
βarr1
GAPDH
190
50
190
50
30
kD
Inputs
Inputs
190
50
30
A C
50
50
WT
βarr1-/- #1
kD
βarr1-/- #11
βarr1
βactin B B
IgG
53BP1
IgG
βarr1
53BP1
βarr1
53BP1
βarr1
GAPDH
190
50
190
50
30
kD
Inputs
Inputs
190
50
30
A
53BP1
βarr1
GAPDH
H4
WT
Cytosol
WT
Nucleus
βarr1-/-
βarr1-/-
kD
190
50
30
10
WT
βarr1-/-
IR (4Gy)
53BP1
DAPI
γ-H2AX
Merge
No IR
53BP1
DAPI
γ-H2AX
Merge
C
50
50
WT
βarr1-/- #1
kD
βarr1-/- #11
βarr1
βactin
D C A βactin WT
βarr1-/-
IR (4Gy)
53BP1
DAPI
γ-H2AX
Merge
No IR
53BP1
DAPI
γ-H2AX
Merge
D D D F
E
βarr1-/-
WT
*
Ratio (53BP1 foci / γ-H2AX foci)
0.0
0.2
0.4
0.6
0.8
1.0
1.2
R
53BP1
βarr1
GAPDH
WT
βarr1-/-
Sh 53BP1
kD
190
50
30
Relative protein expression
T
1-/-
P1
53BP1
βarr1
0.00
0.25
0.50
0.75
1.00
1.50
1.25
1.75 F
53BP1
βarr1
GAPDH
WT
βarr1-/-
Sh 53BP1
kD
190
50
30
Relative protein expression
WT
βarr1-/-
Sh 53BP1
53BP1
βarr1
0.00
0.25
0.50
0.75
1.00
1.50
1.25
1.75 E
βarr1-/-
WT
*
Ratio (53BP1 foci / γ-H2AX foci)
0.0
0.2
0.4
0.6
0.8
1.0
1.2
IR E IR
G
WT
βarr1-/-
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
0.8
Fractional Survival
***
*** IR
G
0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
1
0.0
0.5
1.5
2
Fractional Survival
WT
βarr1-/-
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
0.8
Fractional Survival
***
***
WT
βarr1
Sh 53BP 0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
1
0.0
0.5
1.5
2
Fractional Survival G may also account for the reduced GI toxicity observed
during IR-induced ARS in βarr1−/−mice (Fig. 7). These
studies suggest that pharmacological blockade of the βarr1-
53BP1 signaling cascade provides a novel strategy for
developing therapeutic agents with radiation protection
properties through enhanced repair of IR-induced DNA may also account for the reduced GI toxicity observed
during IR-induced ARS in βarr1−/−mice (Fig. 7). These
studies suggest that pharmacological blockade of the βarr1-
53BP1 signaling cascade provides a novel strategy for
developing therapeutic agents with radiation protection
properties through enhanced repair of IR-induced DNA DSBs. Discussion We have demonstrated that silencing βarr1 protects
against IR-induced DNA damage in both mouse and human
cells, although the magnitude of the observed response
seems to be larger in mouse cells, likely reflecting the Our
ex
vivo
studies
demonstrate
that
silencing
βarr1 substantially protects cells from IR-induced toxicity. As mentioned before, this protection translates in vivo and B
IgG
53BP1
IgG
βarr1
53BP1
βarr1
53BP1
βarr1
GAPDH
190
50
190
50
30
kD
Inputs
Inputs
190
50
30
A
F
53BP1
βarr1
GAPDH
H4
WT
Cytosol
WT
Nucleus
βarr1-/-
βarr1-/-
kD
190
50
30
10
E
WT
βarr1-/-
IR (4Gy)
53BP1
DAPI
γ-H2AX
Merge
No IR
53BP1
DAPI
γ-H2AX
Merge
βarr1-/-
WT
*
Ratio (53BP1 foci / γ-H2AX foci)
0.0
0.2
0.4
0.6
0.8
1.0
1.2
IR
53BP1
βarr1
GAPDH
WT
βarr1-/-
Sh 53BP1
kD
190
50
30
Relative protein expression
WT
βarr1-/-
53BP1
53BP1
βarr1
0.00
0.25
0.50
0.75
1.00
1.50
1.25
1.75
C
50
50
WT
βarr1-/- #1
kD
βarr1-/- #1
D
1210
A. Nie A. Nieto et al. 1210 may also account for the reduced GI toxicity observed
during IR-induced ARS in βarr1−/−mice (Fig. 7). These
studies suggest that pharmacological blockade of the βarr1-
53BP1 signaling cascade provides a novel strategy for
DSBs. There are several radiation countermeasures under
clinical development which are supported by the Depart-
ment of Defense and the Armed Forces Radiation Research
Institute [52]. While each approach is promising, the
B
IgG
53BP1
IgG
βarr1
53BP1
βarr1
53BP1
βarr1
GAPDH
190
50
190
50
30
kD
Inputs
Inputs
190
50
30
A
F
53BP1
βarr1
GAPDH
H4
WT
Cytosol
WT
Nucleus
βarr1-/-
βarr1-/-
kD
190
50
30
10
E
WT
βarr1-/-
IR (4Gy)
53BP1
DAPI
γ-H2AX
Merge
No IR
53BP1
DAPI
γ-H2AX
Merge
βarr1-/-
WT
*
Ratio (53BP1 foci / γ-H2AX foci)
0.0
0.2
0.4
0.6
0.8
1.0
1.2
IR
G
53BP1
βarr1
GAPDH
WT
βarr1-/-
Sh 53BP1
kD
190
50
30
0.0
0.2
0.4
0.6
0.8
1.0
Relative 53BP1 protein expression
1
0.0
0.5
1.5
2
Fractional Survival
WT
βarr1-/-
Sh 53BP1
0.0
0.2
0.4
0.6
1.0
0.8
Fractional Survival
***
***
Relative protein expression
WT
βarr1-/-
Sh 53BP1
53BP1
βarr1
0.00
0.25
0.50
0.75
1.00
1.50
1.25
1.75
C
50
50
WT
βarr1-/- #1
kD
βarr1-/- #11
βarr1
βactin
D
1210
A. Nieto et al. Discussion There are several radiation countermeasures under
clinical development which are supported by the Depart-
ment of Defense and the Armed Forces Radiation Research
Institute [52]. While each approach is promising, the
mechanisms of action of the current agents act upstream of
the IR-induced DNA break itself. We anticipate that βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 1211 Fig. 8 βarr1 forms a complex with 53BP1 and influences the DNA
damage response also in human cells. a Co-immunoprecipitation (co-
IP) experiments were performed from cell lysates derived from U2OS
cells endogenously expressing βarr1 and 53BP1. Clarified lysates were
incubated with either anti-βarr1 (K-16) antibody, or anti-53BP1 anti-
body or IgG and the resulting products resolved by SDS-PAGE and
probed by western blot analysis using antibodies directed against
53BP1 and βarr1. b 53BP1 and βarr1 expression in cytosol and
nucleus. c Cell lysates derived from WT U2OS, U2OS/Cas9/ARRB1-
gRNA1 clone 1 (βarr1−/−#1) and U2OS/Cas9/ARRB1-gRNA1 clone
11 (βarr1−/−#11) were immunoblotted and analyzed using the indi-
cated antibodies. βarr1−/−#11 was selected for further assays. d Representative confocal immunofluorescence microscopy images of
WT and βarr1−/−U2OS cells 10 min after 4 Gy IR, probed with anti-
53BP1 or anti-γ-H2AX antibodies. Merged image reveals colocaliza-
tion of 53BP1 foci with γ-H2AX foci and increased 53BP1-containing
DNA-repair foci formation in βarr1−/−U2OS compared with WT
U2OS in response to IR. e High-content imaging quantification
comparing the ratio of 53BP1 foci to γ-H2AX foci in both βarr1−/−
and WT U2OS cells (*p < 0.05). f βarr1 and 53BP1 were down-
regulated in U2OS cells obtaining a range of different expression
levels of 53BP1. Data are mean ± s.e.m of three independent experi-
ments. g Clonogenic cell survival analysis in U2OS cells revealed a
significant difference in survival after exposure to IR in the conditions
tested; bar graph for 4 Gy (***p < 0.0001 compare with WT). Data are
mean ± s.e.m of an experiment run n = 3. Fractional survival plot as a
function of 53BP1 protein expression levels (r = 0.93) in U2OS cells Goldstein and L. Wingler for experimental guidance. We also thank Dr
John L. Cleveland and members of the Duckett and McDonald lab for
input and editing of the paper. Goldstein and L. Wingler for experimental guidance. We also thank Dr
John L. Cleveland and members of the Duckett and McDonald lab for
input and editing of the paper. Discussion Funding This work was supported by funds from the State of Florida
to The Scripps Research Institute, Florida, and institutional funds
provided by Moffitt Cancer Center and Research Institute. Author contributions AN and MRH were the primary authors of the
paper and designed and executed experiments, collected, analyzed, and
interpreted data. VS, VQ, and KX collected and contributed data with
contributions from WG. PHM and DRD oversaw the study, con-
tributed experimental design, and interpreted the data. AN, PHM, and
DRD cowrote the paper. Conflict of interest The authors declare that they have no conflict of
interest. Publisher’s note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as
long as you give appropriate credit to the original author(s) and the
source, provide a link to the Creative Commons license, and indicate if
changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not
included in the article’s Creative Commons license and your intended
use is not permitted by statutory regulation or exceeds the permitted
use, you will need to obtain permission directly from the copyright
holder. To view a copy of this license, visit http://creativecommons. org/licenses/by/4.0/. pharmacologically mimicking the βarr1 knockout pheno-
type would act as an effective countermeasure to IR and
may also augment the efficacy of the current molecules
under investigation. BRCA1 is an essential component of HR-mediated
repair, and tumors arising in patients with mutated BRCA1
have evidence of genomic instability and defects in DNA
repair [53–55]. Indeed, this repair defect has been exploited
to develop “synthetic lethal” treatment strategies using
PARP inhibitors. However, the efficacy of PARP inhibitors
has been plagued with resistance mechanisms that restore
the repair capacity of HR, including secondary mutations in
BRCA1, loss of 53BP1, or silencing of the subunits com-
promising the multiprotein Shieldin complex which can
reverse many aspects of the BRCA1 deficient phenotype
[16–18, 56]. Mechanistically, studies indicate that Shieldin,
like 53BP1, blocks DNA end resection, thus playing a role
in directing the choice of pathway for DSB repair [11–
14, 19]. Our current studies demonstrating that βarr1 con-
trols the levels of 53BP1 suggest that this circuit may play
roles in tumor initiation and therapy resistance of BRCA1
deficient breast tumors. Importantly, they also suggest that
the βarr1-53BP1 circuit could be targeted for sensitizing
certain breast cancers to PARP inhibitors, as well as protect
patients from the effects of high doses of IR. Acknowledgements We sincerely thank Dr Robert J. Lefkowitz for
providing materials and advice on the biology of βarrestins. We thank
Drs Jeremy Stark and Maria Jasin for providing reagents and Drs M. References Analysis of relative gene expression
data using real-time quantitative PCR and the 2(-Delta Delta C(T))
method. Methods. 2001;25:402–8. 32. Hsu PD, Lander ES, Zhang F. Development and applications of
CRISPR-Cas9 for genome engineering. Cell. 2014;157:1262–78. 12. Di Virgilio M, Callen E, Yamane A, Zhang W, Jankovic M, Gitlin
AD, et al. Rif1 prevents resection of DNA breaks and promotes
immunoglobulin class switching. Science. 2013;339:711–5. 33. Pierce AJ, Jasin M. Measuring recombination proficiency in
mouse embryonic stem cells. Methods Mol Biol. 2005;291:
373–84. 13. Escribano-Diaz C, Orthwein A, Fradet-Turcotte A, Xing M,
Young JT, Tkac J, et al. A cell cycle-dependent regulatory circuit
composed of 53BP1-RIF1 and BRCA1-CtIP controls DNA repair
pathway choice. Mol Cell. 2013;49:872–83. 34. Pierce AJ, Johnson RD, Thompson LH, Jasin M. XRCC3 pro-
motes homology-directed repair of DNA damage in mammalian
cells. Genes Dev. 1999;13:2633–8. 14. Zimmermann M, Lottersberger F, Buonomo SB, Sfeir A, de
Lange T. 53BP1 regulates DSB repair using Rif1 to control 5′ end
resection. Science. 2013;339:700–4. 35. Xiao K, Sun J, Kim J, Rajagopal S, Zhai B, Villen J, et al. Global
phosphorylation
analysis
of
beta-arrestin-mediated
signaling
downstream of a seven transmembrane receptor (7TMR). Proc
Natl Acad Sci USA. 2010;107:15299–304. 15. Her J, Ray C, Altshuler J, Zheng H, Bunting SF. 53BP1 mediates
ATR-Chk1 signaling and protects replication forks under condi-
tions of replication stress. Mol Cell Biol. 2018;38:e00472–17. 36. Xiao K, McClatchy DB, Shukla AK, Zhao Y, Chen M, Shenoy
SK, et al. Functional specialization of beta-arrestin interactions
revealed by proteomic analysis. Proc Natl Acad Sci USA. 2007;104:12011–6. 16. Bouwman P, Aly A, Escandell JM, Pieterse M, Bartkova J, van
der Gulden H, et al. 53BP1 loss rescues BRCA1 deficiency and is
associated with triple-negative and BRCA-mutated breast cancers. Nat Struct Mol Biol. 2010;17:688–95. 37. Kim SB, Pandita RK, Eskiocak U, Ly P, Kaisani A, Kumar R,
et al. Targeting of Nrf2 induces DNA damage signaling and
protects colonic epithelial cells from ionizing radiation. Proc Natl
Acad Sci USA. 2012;109:E2949–2955. 17. Bunting SF, Callen E, Wong N, Chen HT, Polato F, Gunn A, et al. 53BP1 inhibits homologous recombination in Brca1-deficient
cells by blocking resection of DNA breaks. Cell. 2010;141:
243–54. 38. Schneider-Poetsch T, Ju J, Eyler DE, Dang Y, Bhat S, Merrick
WC, et al. Inhibition of eukaryotic translation elongation by
cycloheximide and lactimidomycin. Nat Chem Biol. 2010;6:
209–17. 18. References 1. Hoeijmakers JH. DNA damage, aging, and cancer. N Engl J Med. 2009;361:1475–85. 2. Bennett CB, Lewis AL, Baldwin KK, Resnick MA. Lethality
induced by a single site-specific double-strand break in a dis-
pensable yeast plasmid. Proc Natl Acad Sci USA. 1993;90:
5613–7. 3. Lieber MR. The mechanism of double-strand DNA break repair
by the nonhomologous DNA end-joining pathway. Annu Rev
Biochem. 2010;79:181–211. 4. Moynahan ME, Jasin M. Mitotic homologous recombination
maintains genomic stability and suppresses tumorigenesis. Nat
Rev Mol Cell Biol. 2010;11:196–207. 5. Ciccia A, Elledge SJ. The DNA damage response: making it safe
to play with knives. Mol Cell. 2010;40:179–204. 6. Wang B, Matsuoka S, Carpenter PB, Elledge SJ. 53BP1, a
mediator of the DNA damage checkpoint. Science. 2002;298:
1435–8. 7. Difilippantonio S, Gapud E, Wong N, Huang CY, Mahowald G,
Chen HT, et al. 53BP1 facilitates long-range DNA end-joining
during V(D)J recombination. Nature. 2008;456:529–33. 8. Reina-San-Martin B, Chen J, Nussenzweig A, Nussenzweig MC. Enhanced intra-switch region recombination during immunoglo-
bulin class switch recombination in 53BP1−/−B cells. Eur J
Immunol. 2007;37:235–9. Acknowledgements We sincerely thank Dr Robert J. Lefkowitz for
providing materials and advice on the biology of βarrestins. We thank
Drs Jeremy Stark and Maria Jasin for providing reagents and Drs M. 1212 A. Nieto et al. 9. Morales JC, Franco S, Murphy MM, Bassing CH, Mills KD,
Adams MM, et al. 53BP1 and p53 synergize to suppress genomic
instability and lymphomagenesis. Proc Natl Acad Sci USA. 2006;103:3310–5. 28. Ahn S, Kim J, Hara MR, Ren XR, Lefkowitz RJ. {beta}-arrestin-2
mediates anti-apoptotic signaling through regulation of BAD
phosphorylation. J Biol Chem. 2009;284:8855–65. 29. Hara MR, Kovacs JJ, Whalen EJ, Rajagopal S, Strachan RT,
Grant W, et al. A stress response pathway regulates DNA damage
through
beta2-adrenoreceptors
and
beta-arrestin-1. Nature. 2011;477:349–53. 10. Ward IM, Difilippantonio S, Minn K, Mueller MD, Molina JR, Yu
X, et al. 53BP1 cooperates with p53 and functions as a hap-
loinsufficient tumor suppressor in mice. Mol Cell Biol. 2005;25:
10079–86. 30. Schneider CA, Rasband WS, Eliceiri KW. NIH Image to ImageJ:
25 years of image analysis. Nat Methods. 2012;9:671–5. 11. Chapman JR, Barral P, Vannier JB, Borel V, Steger M, Tomas-
Loba A, et al. RIF1 is essential for 53BP1-dependent non-
homologous end joining and suppression of DNA double-strand
break resection. Mol Cell. 2013;49:858–71. 31. Livak KJ, Schmittgen TD. References Cao L, Xu X, Bunting SF, Liu J, Wang RH, Cao LL, et al. A
selective requirement for 53BP1 in the biological response to
genomic instability induced by Brca1 deficiency. Mol Cell. 2009;
35:534–41. 39. Shenoy SK, McDonald PH, Kohout TA, Lefkowitz RJ. Regula-
tion of receptor fate by ubiquitination of activated beta 2-
adrenergic receptor and beta-arrestin. Science. 2001;294:1307–13. 19. Callen E, Di Virgilio M, Kruhlak MJ, Nieto-Soler M, Wong N,
Chen HT, et al. 53BP1 mediates productive and mutagenic DNA
repair
through
distinct
phosphoprotein
interactions. Cell. 2013;153:1266–80. 40. Watanabe K, Iwabuchi K, Sun J, Tsuji Y, Tani T, Tokunaga K,
et al. RAD18 promotes DNA double-strand break repair during
G1 phase through chromatin retention of 53BP1. Nucleic Acids
Res. 2009;37:2176–93. 20. Drane P, Brault ME, Cui G, Meghani K, Chaubey S, Detappe A,
et al. TIRR regulates 53BP1 by masking its histone methyl-lysine
binding function. Nature. 2017;543:211–6. 41. Nakanishi K, Yang YG, Pierce AJ, Taniguchi T, Digweed M,
D’Andrea AD, et al. Human Fanconi anemia monoubiquitination
pathway promotes homologous DNA repair. Proc Natl Acad Sci
USA. 2005;102:1110–5. 21. Shukla AK, Xiao K, Lefkowitz RJ. Emerging paradigms of beta-
arrestin-dependent
seven
transmembrane
receptor
signaling. Trends Biochem Sci. 2011;36:457–69. 22. McDonald PH, Chow CW, Miller WE, Laporte SA, Field ME, Lin
FT, et al. Beta-arrestin 2: a receptor-regulated MAPK scaffold for
the activation of JNK3. Science. 2000;290:1574–7. 42. Xie A, Hartlerode A, Stucki M, Odate S, Puget N, Kwok A, et al. Distinct roles of chromatin-associated proteins MDC1 and 53BP1
in mammalian double-strand break repair. Mol Cell. 2007;28:
1045–57. 23. DeWire SM, Ahn S, Lefkowitz RJ, Shenoy SK. Beta-arrestins and
cell signaling. Annu Rev Physiol. 2007;69:483–510. 43. Gunn A, Bennardo N, Cheng A, Stark JM. Correct end use during
end joining of multiple chromosomal double strand breaks is
influenced by repair protein RAD50, DNA-dependent protein
kinase DNA-PKcs, and transcription context. J Biol Chem. 2011;286:42470–82. 24. Attramadal H, Arriza JL, Aoki C, Dawson TM, Codina J, Kwatra
MM, et al. Beta-arrestin2, a novel member of the arrestin/beta-
arrestin gene family. J Biol Chem. 1992;267:17882–90. 25. Kohout TA, Lin FS, Perry SJ, Conner DA, Lefkowitz RJ. beta-
Arrestin 1 and 2 differentially regulate heptahelical receptor sig-
naling and trafficking. Proc Natl Acad Sci USA. 2001;98:1601–6. 44. Gunn A, Stark JM. I-SceI-based assays to examine distinct repair
outcomes of mammalian chromosomal double strand breaks. Methods Mol Biol. 2012;920:379–91. 26. Todaro GJ, Green H. References Quantitative studies of the growth of mouse
embryo cells in culture and their development into established
lines. J Cell Biol. 1963;17:299–313. 45. Waselenko JK, MacVittie TJ, Blakely WF, Pesik N, Wiley AL,
Dickerson WE, et al. Medical management of the acute radiation
syndrome: recommendations of the Strategic National Stockpile
Radiation Working Group. Ann Intern Med. 2004;140:1037–51. 27. Ahn S, Nelson CD, Garrison TR, Miller WE, Lefkowitz RJDe-
sensitization. internalization, and signaling functions of beta-
arrestins demonstrated by RNA interference. Proc Natl Acad Sci
USA. 2003;100:1740–4. 46. Hara MR, Sachs BD, Caron MG, Lefkowitz RJ. Pharmacological
blockade
of
a
beta(2)AR-beta-arrestin-1
signaling
cascade 1213 βarrestin-1 regulates DNA repair by acting as an E3-ubiquitin ligase adaptor for 53BP1 prevents the accumulation of DNA damage in a behavioral stress
model. Cell Cycle. 2012;12:219–24. ubiquitylation
at
damaged
chromosomes. Cell. 2012;150:
697–709. 52. Singh VK, Seed TM. A review of radiation countermeasures
focusing on injury-specific medicinals and regulatory approval
status: part I. Radiation sub-syndromes, animal models and FDA-
approved
countermeasures. Int
J
Radiat
Biol. 2017;93:
851–69. 47. Watanabe K, Tateishi S, Kawasuji M, Tsurimoto T, Inoue H,
Yamaizumi M. Rad18 guides poleta to replication stalling sites
through physical interaction and PCNA monoubiquitination. EMBO J. 2004;23:3886–96. 48. Lobrich M, Rydberg B, Cooper PK. Repair of x-ray-induced DNA
double-strand breaks in specific Not I restriction fragments in
human fibroblasts: joining of correct and incorrect ends. Proc Natl
Acad Sci USA. 1995;92:12050–4. 53. Neuhausen SL, Marshall CJ. Loss of heterozygosity in familial
tumors
from
three
BRCA1-linked
kindreds. Cancer
Res. 1994;54:6069–72. 54. Scully R, Chen J, Ochs RL, Keegan K, Hoekstra M, Feunteun J,
et al. Dynamic changes of BRCA1 subnuclear location and
phosphorylation state are initiated by DNA damage. Cell. 1997;
90:425–35. 49. Lobrich M, Shibata A, Beucher A, Fisher A, Ensminger M,
Goodarzi AA, et al. gammaH2AX foci analysis for monitoring
DNA double-strand break repair: strengths, limitations and opti-
mization. Cell Cycle. 2010;9:662–9. 55. Moynahan ME, Chiu JW, Koller BH, Jasin M. Brca1 controls
homology-directed DNA repair. Mol Cell. 1999;4:511–8. 50. Mao Z, Bozzella M, Seluanov A, Gorbunova V. Comparison of
nonhomologous end joining and homologous recombination in
human cells. DNA Repair. 2008;7:1765–71. 56. Noordermeer SM, Adam S, Setiaputra D, Barazas M, Pettitt SJ,
Ling AK, et al. The shieldin complex mediates 53BP1-dependent
DNA repair. Nature. 2018;560:117–21. 51. Gudjonsson T, Altmeyer M, Savic V, Toledo L, Dinant C, Grofte
M, et al. References TRIP12 and UBR5 suppress spreading of chromatin
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The Method of Silent Substitution for Examining Melanopsin Contributions to Pupil Control
|
Frontiers in neurology
| 2,018
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The Method of Silent Substitution for
Examining Melanopsin Contributions
to Pupil Control
Manuel Spitschan 1* and Tom Woelders 2 1 Department of Experimental Psychology, University of Oxford, Oxford, United Kingdom, 2 Chronobiology Unit, Groningen
Institute for Evolutionary Life Sciences, University of Groningen, Groningen, Netherlands The human pupillary light response is driven by all classes of photoreceptors in the human
eye—the three classes of cones, the rods, and the intrinsically photosensitive retinal
ganglion cells (ipRGCs) expressing the photopigment melanopsin. These photoreceptor
classes have distinct but overlapping spectral tuning, and even a monochromatic light
with a wavelength matched to the peak spectral sensitivity of a given photoreceptor
will stimulate all photoreceptors. The method of silent substitution uses pairs of lights
(“metamers”) to selectively stimulate a given class of photoreceptors while keeping
the activation of all others constant. In this primer, we describe the method of silent
substitution and provide an overview of studies that have used it to examine inputs to
the human pupillary light response. Keywords: pupil, melanopsin, silent substitution, color vision, pupillometry, ipRGC (intrinsically photosensitive
retinal ganglion cell), metamers Edited by:
Andrew J. Zele,
Queensland University of Technology,
Australia INTRODUCTION Reviewed by:
Sei-ichi Tsujimura,
Kagoshima University, Japan
Dingcai Cao,
University of Illinois at Chicago,
United States Reviewed by:
Sei-ichi Tsujimura,
Kagoshima University, Japan
Dingcai Cao,
University of Illinois at Chicago,
United States
*Correspondence:
Manuel Spitschan
manuel.spitschan@psy.ox.ac.uk At the input level, the size of the pupil is controlled by the activity of the different photoreceptors in
the human eye (1). These different photoreceptors differ in many respects: their wavelength tuning
(spectral sensitivity), their temporal properties, their operating range and their distribution across
the retina. The goal of this primer is to describe the method of silent substitution for examining
photoreceptor-specific pupil responses. We start with the fundamentals underlying the method of
silent substitution, provide an overview of studies that have used this method, provide a practical
guide and R code to implement silent substitution and highlight a few challenges to the method of
silent substitution. *Correspondence:
Manuel Spitschan
manuel.spitschan@psy.ox.ac.uk Specialty section:
This article was submitted to
Neuro-Ophthalmology,
a section of the journal
Frontiers in Neurology METHODS
published: 27 November 2018
doi: 10.3389/fneur.2018.00941 METHODS published: 27 November 2018
doi: 10.3389/fneur.2018.00941 FUNDAMENTALS Overlapping Spectral Sensitivities of the Human Photoreceptors
Photoreception in the human retina is based on the signals produced by the three types of
cones—the long[L]-wavelength-sensitive cones, the medium[M]-wavelength-sensitive cones, and
the short[S]-wavelength-sensitive cones—, the rods, and the intrinsically photosensitive retinal
ganglion cells (ipRGCs), which contain the photopigment melanopsin (2–6). ipRGCs receive
synaptic input from cones and rods but, in the absence of those inputs, these cells themselves are
photosensitive due to the expression of the melanopsin photopigment in the cell membrane. The
peak spectral sensitivities (λmax) of the human photoreceptors are distinct. The photopigments
(cone opsins) in the L, M, and S cones peak around 420, 530, and 558 nm, respectively; rhodopsin,
the pigment in rods, has a peak at around 495 nm. Finally, the melanopsin photopigment has a Received: 04 September 2018
Accepted: 17 October 2018
Published: 27 November 2018 Wavelength Exchange peak spectral sensitivity at around 480 nm. Even though these
peaks are spectrally distinct and distant, the spectral sensitivities
overlap quite extensively due to the relative broadband tuning
of photopigments (Figure 1A). One challenge in targeting the
operation of a single class of photoreceptor is that the spectral
sensitivities of the photoreceptors in vivo does not necessarily
correspond to the spectral sensitivity of a pigment. All light
that reaches the retina is filtered by the lens and ocular media
(7), thereby shifting the effective spectral sensitivity. Typically,
this pre-receptoral filtering is accounted for in the spectral
sensitivities for cones, rods, and melanopsin-containing ipRGCs. Because photoreceptors weight input light by their spectral
sensitivity function, in the case of two photoreceptors, it is
possible to find two lights and scale them such that the
excitation of one of the photoreceptors remains constant in this
wavelength exchange, while the other one “sees” a difference. This is shown in Figure 1D: The peak emissions of lights
E1 and E2 have been chosen to match the two 50% points
of the S-cone spectral sensitivity, thereby eliciting the same
responses. This is called silencing the S cones. Because the
spectral sensitivity of melanopsin is different from that of the S
cones, our two lights E1 and E2 necessarily produce a different
response, and in this case we call melanopsin the stimulated
photoreceptor. Wavelength exchange for two photopigments
is the most simple case of silent substitution. But, with the
exception of certain classes of color-blindness such as rod
monochromacy, the human retina contains five photoreceptors. Fortunately, the same principle can be extended to more than two
photoreceptors. Fundamentals To introduce the method of silent substitution we begin with
an example from human color vision. Human color vision
is trichromatic under daylight conditions, i.e., when rods do
not participate: A color-normal observer can match the color
appearance of any light using a combination of three primary
lights (15). Under these conditions, it is assumed that only the
three classes of cones participate in the color match; it follows
that because three photoreceptors participate, three independent
primary lights need to be used. It is impossible to match the
activation of three photoreceptors in one condition using just two
primary lights. Non-specificity of Single-Wavelength
Lights An important desideratum for examining how the different
photoreceptors
contribute
to
the
human
pupillary
light
response is that stimuli produce responses specific to a given
photoreceptor class. One consequence of the extensive spectral
overlap of the photoreceptors is that most light sources activate
all photoreceptors, and therefore, the responses elicited are
largely nonspecific. For example, monochromatic light with
a peak spectral output of 490 nm will activate melanopsin
maximally relative to the other photoreceptors, but it will also
lead to substantial activation of rods and the cones (Figure 1B). The relative amounts by which a monochromatic light of a given
wavelength activates all photoreceptors is directly predicted
from the relative spectral sensitivity of the photoreceptors at
that wavelength. Monochromatic lights have been of great
use in determining the spectral sensitivity of the sustained
pupil constrictions that match that of melanopsin (8–11). This
specific type of measurement is called the “post-illumination
pupil response,” abbreviated PIPR, in which the pupil response
is typically measured in response to a non-specific short-
wavelength light flash and a non-specific long-wavelength light
flash against a dim or no background. THE METHOD OF SILENT SUBSTITUTION In the method of silent substitution, pairs of light are found that
have the property that they stimulate the targeted photoreceptor
class (or classes) whilst not changing the excitation of the other
photoreceptors, the silenced ones. The method has a long history
for determining the properties of the mechanisms of human color
vision (13, 14). Citation: Spitschan M and Woelders T (2018)
The Method of Silent Substitution for
Examining Melanopsin Contributions
to Pupil Control. Front. Neurol. 9:941. doi: 10.3389/fneur.2018.00941 November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org Method of Silent Substitution in Pupillometry Spitschan and Woelders Frontiers in Neurology | www.frontiersin.org Principle of Univariance One property of photoreceptors is the principle of univariance
(12), which states that a given photoreceptor has only scalar
output, namely its photocurrent: It cannot distinguish between
changes in intensity and changes in wavelength. This is shown
in Figure 1C using theoretical lights containing power at only
a single wavelength (monochromatic light): Lights E1, E2, and
E3 all nominally elicit the same photoreceptor excitation. Lights
E1 and E3 have their peak emission at the 50% point of spectral
sensitivity on either side of the peak; light E2 is scaled to be
50% of the emission of lights E1 and E3. To the photoreceptor
(in this case melanopsin), which weights the input light by its
spectral sensitivity, the lights are equally effective. The key insight
is that photoreceptors integrate light of different wavelengths,
weighting the input spectrum by their spectral sensitivity and
summing it up. A consequence of the principle of univariance
is that single photoreceptors are color-blind: Whether two lights
differ in wavelength or intensity cannot be determined from the
photoreceptor output alone. In general, to stimulate one class of photoreceptor classes
out of NR photoreceptor classes while leaving the activation of
the other NR−1 unchanged, at least NR primary lights (Np) are
necessary. When NR = NP (i. e. there are as many primary
lights as photoreceptor classes under consideration), there is
only one algebraic solution to match the activation of the NR−1
photoreceptors under one set of settings for the NP lights to
another other setting that will only stimulate the remaining
photoreceptor class. For the case of four photoreceptor classes in the human
retina (three classes of cones and melanopsin), four lights
are necessary to match the activation of cones and stimulate
melanopsin. When including the rods, five lights are necessary
to match the activation of cones and rods and stimulate
melanopsin. November 2018 | Volume 9 | Article 941 2 Method of Silent Substitution in Pupillometry Spitschan and Woelders A
B
C
D
| (A) Overlapping spectral sensitivities of the human photoreceptors. (B) Non-specificity of single-wavelength lights. Right panel: Pattern of photoreceptor
to the single-wavelength light at 490 nm. (C) Principle of univariance. Right panel: Pattern of photoreceptor responses to the single-wavelength lights E1,
3 designed to elicit the same response in melanopsin. (D) Wavelength exchange between two short-wavelength lights E1 and E2 which stimulate S cones at
evel but yield different photoreceptor responses for melanopsin. Principle of Univariance Right panel: Pattern of excitations for lights E1 and E2. B
C
D
FIGURE 1 | (A) Overlapping spectral sensitivities of the human photoreceptors (B) Non-specificity of single-wavelength lights Right panel: Pattern of photoreceptor B
C B D FIGURE 1 | (A) Overlapping spectral sensitivities of the human photoreceptors. (B) Non-specificity of single-wavelength lights. Right panel: Pattern of photoreceptor
responses to the single-wavelength light at 490 nm. (C) Principle of univariance. Right panel: Pattern of photoreceptor responses to the single-wavelength lights E1,
E2, and E3 designed to elicit the same response in melanopsin. (D) Wavelength exchange between two short-wavelength lights E1 and E2 which stimulate S cones at
the same level but yield different photoreceptor responses for melanopsin. Right panel: Pattern of excitations for lights E1 and E2. unstimulated ones, and enforcing additional constraints on the
optimisation. It is possible to have more primary lights than photoreceptors
under consideration, i.e., NR < NP. This would for example
be the case when there were, e.g., eight independent primaries
and the retina to be studied was a human one. In that case,
there are infinitely many solutions to match the activation of
the NR−1 photoreceptors under one set of settings for the
NP lights to any other setting that will only stimulate the
remaining photoreceptor class. In practice, this is typically
solved by implementing a numerical optimization which
maximizes the contrast seen by the stimulated photoreceptor
while
setting
a
constraint
to
have
no
contrast
on
the Frontiers in Neurology | www.frontiersin.org An Intuitive Example We now describe an example case for the method of silent
substitution corresponding to the stimuli used in Spitschan,
Jain, Brainard and Aguirre (16). These authors used a calibrated
spectrally tuneable light source that modified the output of
a broadband Xenon arc lamp using a digital micromirror
device (DMD) to produce, effectively, arbitrary spectral power
distributions. While this is a special case of light sources,
most experimenters have used a set of discrete lights, the
intensities of which are controlled to produce silent substitution
stimuli. The goal is to produce two lights with spectral power
distributions that do not differ in the amount they activate the
cones, and only yield a change in the amount they activate
melanopsin. Such pairs of stimuli are also called metamers–
they are indistinguishable to the cones, despite having different
spectral power distributions. In this example, we ignore
the rods. 5. g
5. Inverting
the
melanopsin
activation:
The
modulation
spectrum shown in Figure 2E (red line) produces a significant
increase
in
melanopsin
excitation. By
“mirroring”
the
modulation spectrum around the background spectrum
(i.e., an increase in emitted light in the positive modulation
spectrum becomes a decrease by the same amount in emitted
light in the negative modulation spectrum), we can also
generate a negative (rather than a positive) melanopsin
stimulus (Figure 2F, blue line), thereby producing negative,
or decremental, contrast on melanopsin (Figure 2F, right
panel). In practice, negative and positive modulation spectra
are alternated to yield the highest differential activation
possible. 5. Inverting
the
melanopsin
activation:
The
modulation
spectrum shown in Figure 2E (red line) produces a significant
increase
in
melanopsin
excitation. By
“mirroring”
the
modulation spectrum around the background spectrum
(i.e., an increase in emitted light in the positive modulation
spectrum becomes a decrease by the same amount in emitted
light in the negative modulation spectrum), we can also
generate a negative (rather than a positive) melanopsin
stimulus (Figure 2F, blue line), thereby producing negative,
or decremental, contrast on melanopsin (Figure 2F, right
panel). In practice, negative and positive modulation spectra
are alternated to yield the highest differential activation
possible. 1. Background spectrum: In the first instance, we begin with a
background spectrum of known spectral power distribution
(Figure 2A). An Intuitive Example We call this the background spectrum because
the observer is typically light-adapted to this spectrum, and
the silent-substitution stimuli are shown to the observer
“around” this background in the form of pulses or temporal
modulations. This background spectrum elicits a pattern
of photoreceptors responses (Figure 2B, right panel). The
activation of photoreceptors is calculated by weighting the
spectrum by the spectral sensitivities and summing it up for
each photoreceptor class. p
p
2. Increasing melanopsin activation: Pragmatically, we can
increase the amount of light seen by melanopsin by
simply increasing the amount of light emitted near the
melanopsin peak. This is shown in Figure 2B. However,
this is only partly successful: Because of the overlapping
peak spectral sensitivities of the human photoreceptors,
such an increase in emitted light leads to an increase in
activation of all photoreceptors (Figure 2B, middle panel). Rather than considering the absolute amount of activation
of the photoreceptors (which is also dependent on the exact
light level), it is customary to speak of contrast (Figure 2B,
right panel). Contrast here refers to the percentage difference
in activation of photoreceptors between the modulation
spectrum (red line in Figure 2B) and the background
spectrum (Figure 2A and dashed line in Figures 2B–F). As can
be seen in the right panel in Figure 2B, the increase in light
near the melanopsin peak leads to an increase in contrast to all
photoreceptors. To reiterate, the desideratum here is to have
no contrast seen by L, M and S cones, and positive contrast
seen by melanopsin. 2. Increasing melanopsin activation: Pragmatically, we can
increase the amount of light seen by melanopsin by
simply increasing the amount of light emitted near the
melanopsin peak. This is shown in Figure 2B. However,
this is only partly successful: Because of the overlapping
peak spectral sensitivities of the human photoreceptors,
such an increase in emitted light leads to an increase in
activation of all photoreceptors (Figure 2B, middle panel). Rather than considering the absolute amount of activation
of the photoreceptors (which is also dependent on the exact
light level), it is customary to speak of contrast (Figure 2B,
right panel). Contrast here refers to the percentage difference
in activation of photoreceptors between the modulation
spectrum (red line in Figure 2B) and the background
spectrum (Figure 2A and dashed line in Figures 2B–F). A Quantitative Example We provide a quantitative example along with code in
Appendices A1, A2, respectively. We use the stimuli from
Woelders et al. (17) for this example. Contrast The term contrast refers to a specific quantity, which is the
fractional difference of activation of a photopigment around a
background:
I
I I = Imodulation −Ibackground
Ibackground Intuitively, when the light-adapted background activates a given
photoreceptor by some amount, e.g., 100 (arbitrary units), November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 3 Method of Silent Substitution in Pupillometry Spitschan and Woelders and the modulation activates it by a higher amount, e.g.,
120 (arbitrary units), the contrast in that case would be 0.2
or 20%. Contrast can be specified either as fractions or as
percentages. cones (Figure 2C, middle panel). There is no difference in the
absolute activation of S cones, and consequently, the S cone
contrast is zero–they are silent. y
4. Silencing L and M cones: To silence the L and M cones, a
similar trick is applied: Light near the peak spectral sensitivity
of L and M cones is decreased to reduce the overall absolute
activation of L and M cones (Figure 2D). However, we note
that there has been an “overshoot” in the decrease in L and M
cones activation (Figure 2D, middle panel): The modulation
spectrum is now producing less activation in the L and M
cones than the background spectrum. This translates into
a small amount of negative contrast seen by the L and
M cones (Figure 2D, right panel). This can be overcome
by again increasing the amount of long-wavelength light
in the modulation spectrum (Figure 2E), thereby equalizing
the activation of L and M cones relative to the background
spectrum (Figure 2D, middle panel). The L, M and S cones
are now silent (Figure 2E, right panel), and melanopsin
is stimulated at 50%. Because no attempt was taken to
silence the rods, they are also stimulated by this spectral
exchange. 4. An Intuitive Example As can
be seen in the right panel in Figure 2B, the increase in light
near the melanopsin peak leads to an increase in contrast to all
photoreceptors. To reiterate, the desideratum here is to have
no contrast seen by L, M and S cones, and positive contrast
seen by melanopsin. History of Silent Substitution The method of silent substitution has enjoyed use in empirical
work well before the discovery of melanopsin and the ipRGCs. We point the reader to Estévez and Spekreijse (13) for an
exposé of the early history of the method, which indeed
dates back to experiments involving wavelength exchanges
performed in 1906 (18) (see above section “Wavelength
exchange”). From the insight that metameric lights such
as those obtained in color matching experiments are silent
substitution stimuli (i.e., matching the activation of the three
cone types), the extension to experimentally control more
photoreceptors is conceptually straightforward. In the 1990s,
methods to manipulate four photoreceptors independently
(three cone classes and rods) using mixtures of four primary
lights were developed (18, 19). These methods were then
expanded
to
examining
melanopsin
function
either
by 3. Silencing S cones: To zero, or silence, the S cones, we decrease
the amount of short-wavelength light, to which the S cones are
most sensitive (Figure 2C). This indeed leads to a silencing of S November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 4 Method of Silent Substitution in Pupillometry Spitschan and Woelders A
B
C
D
E
F
FIGURE 2 | (A) Background spectrum (left panel) to which the observer is light-adapted, eliciting a pattern of responses in the photoreceptors (right panel). (B)
Increase in emitted light near the melanopsin peak relative to the background spectrum (left panel; dashed line = background spectrum, red line = modulation
spectrum) leads to an increase in the excitation of all photoreceptors (middle panel), or equivalently, positive contrast on the photoreceptors (right panel). (C) To
balance the excitation of the S cones, a decrease in emitted short-wavelength light (left panel) leads to silencing of the S cones (middle panel), or equivalently, zero
contrast on the S cones (right panel). (D) To balance the excitation of the L and M cones, a decrease in emitted medium-wavelength light (left panel) leads to a
reduction in L and M cone activity (middle panel) but not yet zero contrast on the L and M cones (right panel); indeed, the contrast seen by the L and M cones is now
negative. (E) To silence the excitation of the L and M cones, a decrease in emitted long-wavelength light (left panel) leads to balancing of the L and M cones (middle
panel), or equivalently, zero contrast on the L and M cones (right panel). History of Silent Substitution The contrast seen by melanopsin is 50%. (F) The modulation spectrum shown in (E) yields
positive contrast relative to the background spectrum but the spectrum can also be “mirrored” around the background spectrum, thereby leading to a negative
modulation of melanopsin (and rods). A
B
C
D
E
F C FIGURE 2 | (A) Background spectrum (left panel) to which the observer is light-adapted, eliciting a pattern of responses in the photoreceptors (right panel). (B)
Increase in emitted light near the melanopsin peak relative to the background spectrum (left panel; dashed line = background spectrum, red line = modulation
spectrum) leads to an increase in the excitation of all photoreceptors (middle panel), or equivalently, positive contrast on the photoreceptors (right panel). (C) To
balance the excitation of the S cones, a decrease in emitted short-wavelength light (left panel) leads to silencing of the S cones (middle panel), or equivalently, zero
contrast on the S cones (right panel). (D) To balance the excitation of the L and M cones, a decrease in emitted medium-wavelength light (left panel) leads to a
reduction in L and M cone activity (middle panel) but not yet zero contrast on the L and M cones (right panel); indeed, the contrast seen by the L and M cones is now
negative. (E) To silence the excitation of the L and M cones, a decrease in emitted long-wavelength light (left panel) leads to balancing of the L and M cones (middle
panel), or equivalently, zero contrast on the L and M cones (right panel). The contrast seen by melanopsin is 50%. (F) The modulation spectrum shown in (E) yields
positive contrast relative to the background spectrum but the spectrum can also be “mirrored” around the background spectrum, thereby leading to a negative
modulation of melanopsin (and rods). assuming rod saturation at high light levels (20), or using five
primaries (21). authors of this article have published papers using the method of
silent substitution which are included in the table [M.S.: (16, 28),
T.W.: (17)]. The table shows that there is a set of experimental
parameters that are subject to the experimenters’ discretion. We
summarise these here. Number of Primaries (21)
5
473 ± 25 nm
511 ± 33 nm
530 ± 36 nm
595 ± 15 nm
627 ± 20 nm
Light booth
with white
paint
Ganzfeld
Melanopsin-only (cone and
rod silent) [3.4%]
Multiple mixed modulations
35 cd/m2
10
Measurement
after 1 min of
continuous
exposure
Cones: CIEPO2006
Rods: V’(λ)
Melanopsin:
Stockman-Sharpe
shifted to peak at
482 nm; optical density
0.1; lens from Stockman
& Sharpe
Tsijumura
and Tokuda,
(22)
4
468, 524, 599,
and 633 nm (test)
466 nm,
500 nm,
517 nm,
596 nm
(background)
±15–38 nm
Diffusing
screen in front
of integrating
sphere
Annulus id 5 od 18◦
Total field 23◦
8%
612 cd/m2
background
1,109 cd/m2
test field
6
Sinusoidal &
square wave
stimuli
Cones: CIEPO2006,
10◦
Melanopsin: Dartnall
nomogram at 480 nm
Assumes macular and
lens filtering from
CIEPO2006
Optical density 0.4
Spitschan
et al. (16)
128
n/a
Viewing of
surface
through lens
27.5◦circular, central
5◦blocked
S, (L+M), melanopsin,
(L+M+melanopsin) [50%]
382–1,033
cd/m2
16
Sinusoidal,
0.01 – 2 Hz
10◦
Stockman–Sharpe/CIE
cone fundamentals,
melanopsin estimated
by shifting tudies examining human pupil responses with silent substitution. Number of
primaries
Primary
wavelengths
[nm]
Viewing
geometry
Field size
Modulations [max. Number of Primaries We provide an overview of extant studies examining specifically
melanopsin
photoreception
using
the
method
of
silent
substitution in Table 1 and hope that it serves to the reader
as an orientation to the literature. This overview includes
literature available in early September 2018. We note that both As
described
above
(The
method
of
silent
substitution–
Fundamentals), when stimulating melanopsin, at least four
(for matching the cones) or five (for matching both cones and
rods) independent primary lights are necessary. Most silent November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 5 Method of Silent Substitution in Pupillometry Spitschan and Woelders p
p
g
(same as cones, optical
density 0.3). Barrionuevo
et al. (23)
4
442, 516, 594,
and 634 nm (one
set)
466, 514, 590,
and 634 nm
(second set)
Ganzfeld
54◦field
Mixed joint modulations, no
melanopsin-isolaing
modulation
0.002–100
cd/m2
3 (authors)
Sinusoidal,
0.5–8 Hz
Smith–Pokorny cone
fundamentals
Enezi et al. melanopsin
function
(Continued)
N
b
2018 | V l
9 | A ti l 941 TABLE 1 | Studies examining human pupil responses with silent substitution. References
Number of
primaries
Primary
wavelengths
[nm]
Viewing
geometry
Field size
Modulations [max. contrast]
Background
light level
N observers
Temporal
properties
Spectral sensitivities
assumed
Tsujimura
et al. (20)
4
470, 500, 525,
615 nm ±
20–36 nm
Diffusing
screen in front
of integrating
sphere
20◦field size
Melanopsin [−53%]
Luminance [−53%]
Isochromatic [−53%]
301 cd/m2 to
642 cd/m2 to
982 cd/m2
6
10 min stimuli
5 min
background
Cones: CIEPO2006
Melanopsin: Dartnall
nomogram at 482 nm
Assumes macular and
lens filtering from
CIEPO2006
Optical density 0.5
Viénot et al. Frontiers in Neurology | www.frontiersin.org November 2018 | Volume 9 | Article 941 Number of Primaries contrast]
Background
light level
N observers
Temporal
properties
Spectral sensitivities
assumed
4
470, 500, 525,
615 nm ±
20–36 nm
Diffusing
screen in front
of integrating
sphere
20◦field size
Melanopsin [−53%]
Luminance [−53%]
Isochromatic [−53%]
301 cd/m2 to
642 cd/m2 to
982 cd/m2
6
10 min stimuli
5 min
background
Cones: CIEPO2006
Melanopsin: Dartnall
nomogram at 482 nm
Assumes macular and
lens filtering from
CIEPO2006
Optical density 0.5
5
473 ± 25 nm
511 ± 33 nm
530 ± 36 nm
595 ± 15 nm
627 ± 20 nm
Light booth
with white
paint
Ganzfeld
Melanopsin-only (cone and
rod silent) [3.4%]
Multiple mixed modulations
35 cd/m2
10
Measurement
after 1 min of
continuous
exposure
Cones: CIEPO2006
Rods: V’(λ)
Melanopsin:
Stockman-Sharpe
shifted to peak at
482 nm; optical density
0.1; lens from Stockman
& Sharpe
4
468, 524, 599,
and 633 nm (test)
466 nm,
500 nm,
517 nm,
596 nm
(background)
±15–38 nm
Diffusing
screen in front
of integrating
sphere
Annulus id 5 od 18◦
Total field 23◦
8%
612 cd/m2
background
1,109 cd/m2
test field
6
Sinusoidal &
square wave
stimuli
Cones: CIEPO2006,
10◦
Melanopsin: Dartnall
nomogram at 480 nm
Assumes macular and
lens filtering from
CIEPO2006
Optical density 0.4
128
n/a
Viewing of
surface
through lens
27.5◦circular, central
5◦blocked
S, (L+M), melanopsin,
(L+M+melanopsin) [50%]
382–1,033
cd/m2
16
Sinusoidal,
0.01 – 2 Hz
10◦
Stockman–Sharpe/CIE
cone fundamentals,
melanopsin estimated
by shifting
Stockman-Sharpe
nomogram to λmax =
480 nm, corrected for
prereceptoral filtering
(same as cones, optical
density 0.3). 4
442, 516, 594,
and 634 nm (one
set)
466, 514, 590,
and 634 nm
(second set)
Ganzfeld
54◦field
Mixed joint modulations, no
melanopsin-isolaing
modulation
0.002–100
cd/m2
3 (authors)
Sinusoidal,
0.5–8 Hz
Smith–Pokorny cone
fundamentals
Enezi et al. melanopsin
function TABLE 1 | Studies examining human pupil responses with silent substitution. Frontiers in Neurology | www.frontiersin.org November 2018 | Volume 9 | Article 941 Method of Silent Substitution in Pupillometry Spitschan and Woelders |
References
Number of
primaries
Primary
wavelengths
[nm]
Viewing
geometry
Field size
Modulations [max. contrast]
Background
light level
N observers
Spectral sensitivities
assumed
Cao et al. November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org Number of Primaries (25)
5
456, 488, 540,
592, 633
Maxwellian
view
30◦circular, central
10.5◦blocked
Experiment 1: S, M, L, Rod,
Melanopsin [16%]
Experiment 2: CSF
Experiment 1:
200 Photopic
Td
Experiment 2:
2,000
Photopic Td
3
Sinusoidal,
1 Hz
Smith–Pokorny cone
fundamentals applied
for the CIE 1964 10◦
Standard Observer
CIE 1951 scotopic
luminosity function
Enezi et al. melanopsin
function
Barrionuevo
and Cao,
(24)
5
456, 488, 540,
592, 633
Maxwellian
view
30◦circular, central
10.5◦blocked
Experiment 1: S, M, L,
Rods, Melanopsin,
(L+M+S) [17%], red-green
[4% M,−4% L]
Experiment 2: LMS [17%
each], L+M [17% each],
LMS + melanopsin [16%
each], Rods + melanopsin
[9% each], S + melanopsin
[16% each], red-green +
melanopsin [2% M,−2% L,
8% melanopsin]
2–20,000
Photopic Td
3 (2 authors)
Sinusoidal,
1 Hz
Smith–Pokorny cone
fundamentals applied
for the CIE 1964 10◦
Standard Observer
CIE 1951 scotopic
luminosity function
Enezi et al. melanopsin
function
Spitschan
et al. (28)
56
n/a
Viewing of
surface
through lens
64◦circular, central 5◦
blocked
25–400%
100–
200 cd/m2
4
Tapered
pulses (3 s,
14–16 s ISI)
CIE 2006 parametric
model
Woelders
et al. (17)
5
465, 500, 515,
595
Diffusing
screen in front
of LEDs
24.68◦horizontal,
12.13◦vertical
S, M, L, Melanopsin [23%]
Background
or average of
8.5 melanopic
lux
16
Square-wave
(0.25–4 Hz)
α-opic lux (Lucas et al.):
Govardovski
nomograms, λmax from
Dartnall, optical
densities 0.3, 0.38, 0.38
(S, M, L)
Murray et al. (27)
4
460, 524, 590,
635
Ganzfeld
Central 7◦of surface
covered with disk of no
reflective black
material. L, M, (L+M+S) [11%
Weber]
17 cd/m2
5
Square-wave
(1 s
increment/
decrement
followed by
ISI of 2 s)
Stockman Sharpe cone
fundamentals
Zele et al. (26)
5
456, 488, 540,
592, 633
Maxwellian
view
30◦circular, central
10.5◦blocked
Color:[7%, 22% or 24%
Weber]
CFF and pupil: (L+M), S,
melanopsin [17%
Michelson]
2,000
photopic Td
(detection
thresholds
and pupil)
200–5,000 Td
(CFF)
4 (2 authors)
Pupil: 1 Hz
sinusoidal
Smith–Pokorny cone
fundamentals applied
for the CIE 1964 108
Standard Observer CIE
1951 scotopic
luminosity function Enezi
et al. melanopsin
function Frontiers in Neurology | www.frontiersin.org November 2018 | Volume 9 | Article 941 Method of Silent Substitution in Pupillometry Spitschan and Woelders substitution studies that have examined pupil responses to
photoreceptor-specific modulations have employed a finite set
of LEDs (four or five), though using spectrally tuneable light
sources, more effective primaries are possible. Number of Primaries is currently no standard(ised) spectral sensitivity, though by
using a template (also called nomogram) centered at 480 nm and
assuming a low peak optical density, such a spectral sensitivity
can easily be derived (33, 34). Individual Differences in the Cone Spectral
Sensitivities As can be seen in the table, the field sizes used in the field
vary somewhat, and will again depend on constraints set by the
optical apparatus used to deliver the stimuli, as well as theoretical
considerations such as the distribution of the photoreceptor types
across the retina. There are individual differences in the spectral sensitivities of
the cones and this biological variability will affect the degree
to which the cones are truly silenced in a melanopsin-directed
modulation. Inter-observer differences have been a concern in
the accurate specification of cone signals well before the discovery
of melanopsin (37–39). Biological variability arises from inter-
observer variability in lens density, macular pigment density,
taxial density of the pigment (32, 37–39); and the peak spectral
sensitivity due to polymorphisms in the opsin genes (40–43). A given set of cone fundamentals only describes the average
spectral sensitivities within a population and ignoring biological
variability will introduce error. In the field of melanopsin-
mediated pupillometry, some experimenters correct the stimuli
by having the observers perform a color matching procedure
(25, 26), while others (16, 17, 28) simulate the variability of the
stimuli using simulations based on estimates of the biological
variability of parameters of the cones (32). Retinal Inhomogenities The human retina is inhomogeneous. One obvious feature of
the retina making it inhomogeneous is the spatial location
of the macular pigment around the fovea, with a drop-off
toward the periphery. A consequence of macular pigment is
that all light seen by the fovea is filtered through the pigment,
thereby shifting the effective peak spectral sensitivity of the
foveal cones vs. the peripheral cones. In addition, there are also
differences in how much photopigment is expressed in foveal
vs. peripheral cones—the optical densities are different. Another
source of retinal inhomogeneity is that cones that are in the
partial shadow of retinal blood vessels—penumbral cones—have
a different spectral sensitivity than the open-field cones (35). Effectively, for the method of silent substitution, this means
that that there are three additional photoreceptor classes that
need to be silenced, and therefore, more primaries are necessary. Practically, penumbral cones can be desensitized using a white-
noise stimulus (26), or silenced, though with a significant drop in
contrast (36). Viewing Geometry Typical viewing geometries include Ganzfeld viewing conditions
(in which the stimulus is a homogenous field in an integrating
sphere) or Maxwellian view (in which an image is focused on the
entrance pupil of the observer). These again depend on the type
of design used when building the stimulation system. Modulations and Contrast Depending on the spectra of the primary lights, different amounts
of contrast are available to stimulate melanopsin. Typically, the
highest contrast can be achieved when LEDs are chosen of which
the distribution of peak wavelengths is as broad as possible. CHALLENGES TO SILENT SUBSTITUTION g
In the case where the primary lights are discrete (such as
LEDs), the peak emission wavelengths are subject to design
considerations when building the apparatus. Both the choice
of peak wavelengths and primary widths affects the contrast
available for the silent substitution modulations. The contrast
available is also called the gamut. In principle, choosing broader
primaries will reduce also the amount of susceptibility to
individual differences in the cone spectral sensitivities (29). In practice, unless a spectrally tuneable light source is used
allowing to create arbitrary spectral power distributions, the
choices of primary wavelengths and widths is limited by what is
commercially available. When building a system, we recommend
first estimating the gamut for a given configuration of peak
wavelengths and widths. There are various sources of uncertainty when using silent
substitution stimuli. We highlight a few of these here. There are various sources of uncertainty when using silent
substitution stimuli. We highlight a few of these here. Background Light The choice of background light level is again somewhat arbitrary
in many situations, though experimenters typically strive to be
well in photopic conditions, where rods are assumed to be
saturated, and can therefore be ignored (but see Rod intrusion
below). Spectral Sensitivities Assumed The extent to which a given melanopsin-stimulating modulation
silences the cones depends on the spectral sensitivities assumed. Various spectral sensitivities are available (30). Choosing the
wrong spectral sensitivities can lead to artefactual results, unless
care is taken to correct the modulations. We recommend
the use of the CIE 2006 “physiologically relevant” cone
fundamentals (31) as it allows for flexible extensions to simulate
individual differences parametrically (32). For melanopsin, there FUNDING MS is supported by a Sir Henry Wellcome Trust Fellowship
(Wellcome Trust 204686/Z/16/Z). MS is supported by a Sir Henry Wellcome Trust Fellowship
(Wellcome Trust 204686/Z/16/Z). AUTHOR CONTRIBUTIONS All authors listed have made a substantial, direct and intellectual
contribution to the work, and approved it for publication. Scatter The human eye is an imperfect optical system. In cases where
the stimulus is a spatially extended light source and there
is light outside the primary stimulation area (both centrally,
if the macular region is blocked, and in the far periphery),
there will be undesired stimulation of potentially unadapted
photoreceptors (such as the rods). This can be addressed by
adding a light outside the primary stimulation area that light-
adapts the photoreceptors outside of the primary stimulation
area. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fneur. 2018.00941/full#supplementary-material ACKNOWLEDGMENTS We thank Prof. Hannah Smithson for comments on the
manuscript. We have noted in the introduction that the photoreceptors
contributing to pupillary control differ not only in their
spectral sensitivity (as is exploited in the method of silent
substitution) but also in their temporal properties, their
operating range and their distribution across the retina. These
properties might also be exploited to selectively stimulate
melanopsin. For example, the retinal location corresponding Melanopsin Bistability and Tristability The method of silent substitution assumes that melanopsin
the spectral sensitivity of melanopsin can be described by
a single function. There is ample evidence that melanopsin
is a bistable (44–49) or tristable photopigment (50). While
the cone and rod photopigment is regenerated in the retinal
pigment epithelium (RPE), melanopsin, being expressed in November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 8 Method of Silent Substitution in Pupillometry Spitschan and Woelders to the blind spot does not contain rods and cones, but
light might stimulate melanopsin in the axons of ipRGCs. Delivering a stimulus only in the blind spot would therefore
ensure that only melanopsin would be activated (58–60),
but there could be scatter on rod and cone photoreceptors
near the blind spot, and accidental displacement of a small
circumscribed stimulus field would need to be controlled
for. In the temporal domain, melanopsin photoreception is
much slower than cone- and rod-mediated photoreception, and
thus, the temporal properties of a stimulus can be optimized
to bias the measured response toward melanopsin-mediated
properties, e.g., the steady-state pupil size under continuous
light (61). ipRGCs in the inner retina, and therefore removed from the
RPE is thought to rely on a different mechanism for pigment
regeneration. A bistable (or tristable) photopigment relies on
light itself to regenerate the pigment, and that this regeneration
process again is wavelength-dependent and therefore has a
separate spectral sensitivity. It is controversial whether the
multistable photochemistry of melanopsin has physiological
consequences (51–53). Under conditions of adaptating to a
constant background light as employed in silent substitution,
melanopsin will be in photoequlibrium, i.e., the different states
of the pigment will exist in fixed (though possibly unknown)
proportions. Device Uncertainty The light source used may not be stable over time and change
spectral output between operations, or throughout the sessions. These drifts in device output need to be either calibrated, or at
least characterized. CONCLUSION Under daylight conditions, rods are typically thought to be
saturated (54, 55), though the range of light levels in which both
rods and cones are known to be active is substantial (56, 57). Using a five-primary stimulator [e.g., (25, 26)], it is possible to
generate melanopsin-directed stimuli which not only silence the
cones but also silence rods. Typically, when rods are silenced,
the contrast available to melanopsin is typically only around 1/3
relative to a stimulus in which rods are ignored, though this will
depend on the choice of background. The method of silent substitution is a powerful technique to
stimulate a specific photoreceptor class or specific photoreceptor
classes in the living human retina while leaving other classes
un-stimulated. The method has been used successfully to
examine
the
photoreceptor
contributions
to
the
human
pupillary light responses. The method is not failsafe as several
factors
need
to
be
considered
(retinal
inhomogeneities,
individual
differences,
rod
intrusion,
scatter,
and
device
uncertainty), but these can be addressed experimentally or in
simulation. We hope that the method of silent substitution
will gain traction to tease apart the contributions of different
photoreceptors to human vision and to elucidate their role in
the non-invasive assessment of the human visual system using
pupillometry. 1. McDougal DH, Gamlin PD. Autonomic control of the eye. Compr Physiol.
(2015) 5:439–73. doi: 10.1002/cphy.c140014 2. Provencio
I,
Rodriguez
IR,
Jiang
G,
Hayes
WP,
Moreira
EF,
Rollag
MD.
A
novel
human
opsin
in
the
inner
retina.
J
Neurosci.
(2000)
20:600–5.
doi:
10.1523/JNEUROSCI.20-02-00600.
2000 REFERENCES 2. Provencio
I,
Rodriguez
IR,
Jiang
G,
Hayes
WP,
Moreira
EF,
Rollag
MD. A
novel
human
opsin
in
the
inner
retina. J
Neurosci. (2000)
20:600–5. doi:
10.1523/JNEUROSCI.20-02-00600. 2000 1. McDougal DH, Gamlin PD. Autonomic control of the eye. Compr Physiol. (2015) 5:439–73. doi: 10.1002/cphy.c140014 November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 9 Method of Silent Substitution in Pupillometry Spitschan and Woelders 3. Hattar S, Liao HW, Takao M, Berson DM, Yau KW. Melanopsin-
containing retinal ganglion cells: architecture, projections, and intrinsic
photosensitivity. Science
(2002)
295:1065–70. doi:
10.1126/science.10
69609 25. Cao D, Nicandro N, Barrionuevo PA. A five-primary photostimulator suitable
for studying intrinsically photosensitive retinal ganglion cell functions in
humans. J Vis . (2015) 15:15.1.27. doi: 10.1167/15.1.27 26. Zele AJ, Feigl B, Adhikari P, Maynard ML, Cao D. Melanopsin photoreception
contributes to human visual detection, temporal and colour processing. Sci
Rep. (2018) 8:3842. doi: 10.1038/s41598-018-22197-w 4. Berson
DM,
Dunn
FA,
Takao
M. Phototransduction
by
retinal
ganglion cells that set the circadian clock. Science (2002) 295:1070–3. doi: 10.1126/science.1067262 27. Murray IJ, Kremers J, McKeefry D, Parry NRA. Paradoxical pupil responses
to isolated M-cone increments. J Opt Soc Am A Opt Image Sci Vis. (2018)
35:B66–B71. doi: 10.1364/JOSAA.35.000B66 5. Dacey DM, Liao HW, Peterson BB, Robinson FR, Smith VC, Pokorny
J, et al. Melanopsin-expressing ganglion cells in primate retina signal
colour and irradiance and project to the LGN. Nature (2005) 433:749–54. doi: 10.1038/nature03387 28. Spitschan M, Bock AS, Ryan J, Frazzetta G, Brainard DH, Aguirre GK. The human visual cortex response to melanopsin-directed stimulation is
accompanied by a distinct perceptual experience. Proc Natl Acad Sci USA. (2017) 114:12291–6. doi: 10.1073/pnas.1711522114 6. Lucas RJ, Hattar S, Takao M, Berson DM, Foster RG, Yau KW. Diminished
pupillary light reflex at high irradiances in melanopsin-knockout mice. Science
(2003) 299:245–7. doi: 10.1126/science.1077293 (2017) 114:12291–6. doi: 10.1073/pnas.1711522114 29. Ramanath R. Minimizing observer metamerism in display systems. Color Res
Appl. (2009) 34:391–8. doi: 10.1002/col.20523 7. Norren DV, Vos JJ. Spectral transmission of the human ocular media. Vision
Res. (1974) 14:1237–44. doi: 10.1016/0042-6989(74)90222-3 30. Stockman A, Brainard DH. Color vision mechanisms. In: Bass M editor. OSA Handbook of Optics, 3rd Edn. New York, NY: McGraw-Hill (2010). pp. 11.11–11.104. 8. Gamlin PD, McDougal DH, Pokorny J, Smith VC, Yau KW, Dacey
DM. Human and macaque pupil responses driven by melanopsin-
containing
retinal
ganglion
cells. Vision
Res. (2007)
47:946–54. doi: 10.1016/j.visres.2006.12.015 31. CIE. REFERENCES Fundamental Chromaticity Diagram With Physiological Axes–Part
1.Technical Report 170-1, Central Bureau of the Commission Internationale
de l’ Éclairage, (Vienna) (2006). 9. McDougal DH, Gamlin PD. The influence of intrinsically-photosensitive
retinal ganglion cells on the spectral sensitivity and response dynamics
of
the
human
pupillary
light
reflex. Vision
Res. (2010)
50:72–87. doi: 10.1016/j.visres.2009.10.012 32. Asano Y, Fairchild MD, Blondé L. Individual colorimetric observer model. PLoS ONE (2016) 11:e0145671. doi: 10.1371/journal.pone.0145671 33. Enezi JA, Revell V, Brown T, Wynne J, Schlangen L, Lucas R. A
“melanopic” spectral efficiency function predicts the sensitivity of melanopsin
photoreceptors to polychromatic lights. J Biol Rhythms (2011) 26:314–23. doi: 10.1177/0748730411409719 10. Adhikari P, Zele AJ, Feigl B. The post-illumination pupil response (PIPR). Invest Ophthalmol Vis Sci. (2015) 56:3838–49. doi: 10.1167/iovs.14-16233 11. Kankipati L, Girkin CA, Gamlin PD. Post-illumination pupil response in
subjects without ocular disease. Invest Ophthalmol Vis Sci. (2010) 51:2764–9. doi: 10.1167/iovs.09-4717 34. Lucas RJ, Peirson SN, Berson DM, Brown TM, Cooper HM, Czeisler CA, et
al. Measuring and using light in the melanopsin age. Trends Neurosci. (2014)
37:1–9. doi: 10.1016/j.tins.2013.10.004 12. Rushton WA. Pigments and signals in colour vision. J Physiol. (1972)
220:1P-P. 35. Spitschan M, Aguirre GK, Brainard DH. Selective stimulation of penumbral
cones reveals perception in the shadow of retinal blood vessels. PLoS ONE
(2015) 10:e0124328. doi: 10.1371/journal.pone.0124328 13. Estévez O, Spekreijse H. The “silent substitution” method in visual research. Vision Res. (1982) 22:681–91. doi: 10.1016/0042-6989(82)90104-3 36. Spitschan M, Datta R, Stern AM, Brainard DH, Aguirre GK. Human
visual
cortex
responses
to
rapid
cone
and
melanopsin-directed
flicker. J Neurosci. (2016) 36:1471–82. doi: 10.1523/JNEUROSCI.1932-
15.2016 14. Estévez O, Spekrijse H. A spectral compensation method for determining the
flicker characteristics of the human colour mechanisms. Vision Res. (1974)
14:823–30. doi: 10.1016/0042-6989(74)90147-3 15. Brainard DH, and Stockman A. Colorimetry. In: Bass M editor. OSA
Handbook of Optics, 3rd Edn. New York, NY: McGraw-Hill (2010). pp. 10.11–10.56. 37. Smith VC, Pokorny J. Chromatic-discrimination axes, CRT phosphor spectra,
and individual variation in color vision. J Opt Soc Am A Opt Image Sci Vis. (1995) 12:27–35. doi: 10.1364/JOSAA.12.000027 16. Spitschan M, Jain S, Brainard DH, Aguirre GK. Opponent melanopsin and S-
cone signals in the human pupillary light response. Proc Natl Acad Sci USA. (2014) 111:15568–72. doi: 10.1073/pnas.1400942111 38. Golz J, MacLeod DI. Colorimetry for CRT displays. J Opt Soc Am A Opt Image
Sci Vis. (2003) 20:769–81. doi: 10.1364/JOSAA.20.000769 39. Webster MA, MacLeod DI. REFERENCES Factors underlying individual differences in the
color matches of normal observers. J Opt Soc Am A (1988) 5:1722–35. doi: 10.1364/JOSAA.5.001722 17. Woelders T, Leenheers T, Gordijn MCM, Hut RA, Beersma DGM, Wams
EJ. Melanopsin- and L-cone-induced pupil constriction is inhibited by
S- and M-cones in humans. Proc Natl Acad Sci USA. (2018) 115:792–7. doi: 10.1073/pnas.1716281115 40. Neitz J, Jacobs GH. Polymorphism of the long-wavelength cone in
normal human colour vision. Nature (1986) 323:623–5. doi: 10.1038/
323623a0 18. Shapiro AG, Pokorny J, Smith VC. Cone-rod receptor spaces with illustrations
that use CRT phosphor and light-emitting-diode spectra. J Opt Soc Am A Opt
Image Sci Vis. (1996) 13:2319–28. doi: 10.1364/JOSAA.13.002319 41. Neitz
J,
Jacobs
GH. Polymorphism
in
normal
human
color
vision
and
its
mechanism. Vision
Res. (1990)
30:621–36. doi: 10.1016/0042-6989(90)90073-T 19. Pokorny J, Smithson H, Quinlan J. Photostimulator allowing independent
control of rods and the three cone types. Vis Neurosci. (2004) 21:263–7. doi: 10.1017/S0952523804213207 42. Merbs
SL,
Nathans
J. Absorption
spectra
of
the
hybrid
pigments
responsible
for
anomalous
color
vision. Science
(1992)
258:464–6. doi: 10.1126/science.1411542 20. Tsujimura S, Ukai K, Ohama D, Nuruki A, Yunokuchi K. Contribution of
human melanopsin retinal ganglion cells to steady-state pupil responses. Proc
Biol Sci. (2010) 277:2485–92. doi: 10.1098/rspb.2010.0330 43. Sanocki E, Lindsey DT, Winderickx J, Teller DY, Deeb SS, Motulsky
AG. Serine/alanine
amino
acid
polymorphism
of
the
L
and
M
cone
pigments:
effects
on
Rayleigh
matches
among
deuteranopes,
protanopes and color normal observers. Vision Res. (1993) 33:2139–52. doi: 10.1016/0042-6989(93)90012-L 21. Viénot F, Bailacq S, Rohellec JL. The effect of controlled photopigment
excitations on pupil aperture. Ophthalmic Physiol Opt. (2010) 30:484–91. doi: 10.1111/j.1475-1313.2010.00754.x 22. Tsujimura S, Tokuda Y. Delayed response of human melanopsin retinal
ganglion cells on the pupillary light reflex. Ophthalmic Physiol Opt. (2011)
31:469–79. doi: 10.1111/j.1475-1313.2011.00846.x 44. Sexton TJ, Golczak M, Palczewski K, Van Gelder RN. Melanopsin is highly
resistant to light and chemical bleaching in vivo. J Biol Chem. (2012)
287:20888–97. doi: 10.1074/jbc.M111.325969 23. Barrionuevo PA, Nicandro N, McAnany JJ, Zele AJ, Gamlin P, Cao
D. Assessing
rod,
cone,
and
melanopsin
contributions
to
human
pupil flicker responses. Invest Ophthalmol Vis Sci. (2014) 55:719–27. doi: 10.1167/iovs.13-13252 45. Matsuyama T, Yamashita T, Imamoto Y, Shichida Y. Photochemical
properties of mammalian melanopsin. Biochemistry (2012) 51:5454–62. doi: 10.1021/bi3004999 46. Mure LS, Cornut PL, Rieux C, Drouyer E, Denis P, Gronfier C, et al. Melanopsin bistability: a fly’s eye technology in the human retina. PLoS ONE
(2009) 4:e5991. REFERENCES doi: 10.1371/journal.pone.0005991 24. Barrionuevo PA, Cao D. Luminance and chromatic signals interact differently
with melanopsin activation to control the pupil light response. J Vis. (2016)
16:29. doi: 10.1167/16.11.29 November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 10 Method of Silent Substitution in Pupillometry Spitschan and Woelders 47. Mure LS, Rieux C, Hattar S, Cooper HM. Melanopsin-dependent nonvisual
responses: evidence for photopigment bistability in vivo. J Biol Rhythms (2007)
22:411–24. doi: 10.1177/0748730407306043 56. Zele AJ, Cao D. Vision under mesopic and scotopic illumination. Front
Psychol. (2014) 5:1594. doi: 10.3389/fpsyg.2014.01594 57. Shapiro AG. Cone-specific mediation of rod sensitivity in trichromatic
observers. Invest Ophthalmol Vis Sci. (2002) 43:898–905. 48. Melyan Z, Tarttelin EE, Bellingham J, Lucas RJ, Hankins MW. Addition of
human melanopsin renders mammalian cells photoresponsive. Nature (2005)
433:741–5. doi: 10.1038/nature03344 58. Alpern M, Campbell FW. The spectral sensitivity of the consensual light re
J Physiol. (1962) 164:478–507. doi: 10.1113/jphysiol.1962.sp007033 49. Panda S, Nayak SK, Campo B, Walker JR, Hogenesch JB, Jegla T. Illumination of the melanopsin signaling pathway. Science (2005) 307:600–4. doi: 10.1126/science.1105121 59. Saito M, Miyamoto K, Uchiyama Y, Murakami I. Invisible light inside the
natural blind spot alters brightness at a remote location. Sci Rep. (2018) 8:7540. doi: 10.1038/s41598-018-25920-9 60. Miyamoto K, Murakami I. Pupillary light reflex to light inside the natural
blind spot. Sci Rep. (2015) 5:11862. doi: 10.1038/srep11862 50. Emanuel
AJ,
Do
MT. Melanopsin
tristability
for
sustained
and
broadband
phototransduction. Neuron
(2015)
85:1043–55. doi: 10.1016/j.neuron.2015.02.011 61. Bouma H. Size of the static pupil as a function of wavelength and
luminosity of the light incident on the human eye. Nature (1962) 193:690–1. doi: 10.1038/193690a0 51. Mawad K, Van Gelder RN. Absence of long-wavelength photic potentiation of
murine intrinsically photosensitive retinal ganglion cell firing in vitro. J Biol
Rhythms (2008) 23:387–91. doi: 10.1177/0748730408323063 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. y
52. Rollag MD. Does melanopsin bistability have physiological consequences? J
Biol Rhythms (2008) 23:396–9. doi: 10.1177/0748730408323067 53. Brown TM, Allen AE, al-Enezi J, Wynne J, Schlangen L, Hommes V, et al. The melanopic sensitivity function accounts for melanopsin-driven responses
in mice under diverse lighting conditions. PLoS ONE (2013) 8:e53583. doi: 10.1371/journal.pone.0053583 Copyright © 2018 Spitschan and Woelders. Frontiers in Neurology | www.frontiersin.org November 2018 | Volume 9 | Article 941 REFERENCES This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The use,
distribution or reproduction in other forums is permitted, provided the original
author(s) and the copyright owner(s) are credited and that the original publication
in this journal is cited, in accordance with accepted academic practice. No use,
distribution or reproduction is permitted which does not comply with these terms. 54. Aguilar M, Stiles WS. Saturation of the rod mechanism of the retina at high
levels of stimulation. Opt Acta (1954) 1:59–65. doi: 10.1080/713818657 55. Adelson EH. Saturation and adaptation in the rod system. Vision Res. (1982)
22:1299–312. doi: 10.1016/0042-6989(82)90143-2 55. Adelson EH. Saturation and adaptation in the rod system. Vision Res. (1982)
22:1299–312. doi: 10.1016/0042-6989(82)90143-2 November 2018 | Volume 9 | Article 941 Frontiers in Neurology | www.frontiersin.org 11
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Depredación del escorpión Centruroides bicolor por la serpiente alacranera Stenorrhina degenhardtii (Squamata: Dipsadidae)
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NOTA
Depredación del escorpión Centruroides bicolor por la serpiente alacranera
Stenorrhina degenhardtii (Squamata: Dipsadidae)
Alejandro Solórzano
Museo de Zoología, Universidad de Costa Rica, Ciudad Universitaria Rodrigo Facio, 2060 San José, Costa Rica; solorzano29@gmail.com
Recibido 29-I-2018 • Corregido 03-II-2018 • Aceptado 02-IV-2018
ABSTRACT: Predation of the scorpion Centruroides bicolor by
the Scorpion Eater Snake, Stenorrhina degenhardtii (Squamata:
Dipsadidae). I present a photographic sequence of how the snake
Stenorrhina degenhardtii captures and eats the scorpion Centruroides
bicolor.
RESUMEN: Presento una secuencia fotográfica de cómo la serpiente Stenorrhina degenhardtii captura y come al escorpión Centruroides
bicolor.
Palabras clave: alacrán, escorpión bútido, comportamiento depredador de una serpiente, documentación fotográfica.
Key words: Scorpiones, Buthidae, snake predatory behavior, photographic documentation.
Las serpientes alacraneras del género Stenorrhina
(Dipsadidae), que habitan desde el sur de México hasta el
norte de Sudamérica, se caracterizan por sus hábitos alimenticios especializados en organismos invertebrados,
incluyendo principalmente arácnidos (tarántulas y escorpiones) y diversos tipos de insectos (Solórzano, 2004;
Solórzano & Greene, 2011). En Costa Rica, la alacranera
sureña Stenorrhina degenhardtii habita en bosques lluviosos de baja y mediana elevación en el Pacífico central
y sur y en la vertiente del Caribe.
Durante la mañana del 14 de noviembre del 2017
observé un adulto capturando un escorpión bicolor del
Pacífico (Centruroides bicolor, Buthidae) en un parche
de bosque en Tinamastes de Pérez Zeledón, al sur de la
provincia de San José. La serpiente lo muerde y sostiene
por el abdomen hasta que el veneno hace efecto, y luego
lo traga (Fig. 1). Estas serpientes son inmunes a las repetidas picaduras defensivas del escorpión.
REFERENCIAS
Solórzano, A. (2004). Serpientes de Costa Rica: Distribución,
Taxonomía e Historia Natural. Santo Domingo, Heredia:
Editorial Instituto Nacional de Biodiversidad (INBio).
Solórzano, A., & Greene, H. W. (2011). Predation in nature by
a scorpion hunter Stenorrhina freminvillei (Serpentes:
Colubridae). UNED Research Journal, 4(1), 31-32. doi:
10.22458/urj.v4i1.130
Fig. 1. Stenorrhina degenhardtii consumiendo un Centruroides bicolor.
386
UNED Research Journal (ISSN digital: 1659-441X) Vol. 10(2): 386, Diciembre, 2018
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Modelling of damage of a liquid-core microcapsule in simple shear flow until rupture
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Journal of fluid mechanics
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To cite this version: Nicolas Grandmaison, Delphine Brancherie, Anne-Virginie Salsac. Modelling of damage of a liquid-
core microcapsule in simple shear flow until rupture. Journal of Fluid Mechanics, 2021, 914,
10.1017/jfm.2020.652. hal-03274554 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-03274554
https://hal.science/hal-03274554v1
Submitted on 30 Jun 2021 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License 1 This draft was prepared using the LaTeX style file belonging to the Journal of Fluid Mechanics (Received xx; revised xx; accepted xx) Capsules, composed of a liquid core protected by a thin deformable membrane, offer
high-potential applications in many fields of industry such as bioengineering. One of their
limitations comes from the absence of models of capsule damage and/or rupture when
they are subjected to an external flow. To assess when rupture is initiated, we develop a
fluid-structure interaction (FSI) numerical model of a capsule in Stokes flow that accounts
for potential damage of the capsule membrane. We consider the framework of Continuum
Damage Mechanics and model the membrane with an isotropic brittle damage model, in
which the membrane damage state depends on the history of loading. The FSI problem
is solved by coupling the finite element method, to solve for the membrane deformation,
with the boundary integral method, to solve for the inner and outer fluid flows. The
model is applied to an initially spherical capsule subjected to a simple shear flow. Damage
initiates at a critical value of the capillary number, ratio of the fluid viscous forces to
the membrane elastic forces, and rupture at a higher capillary number, when it reaches
a threshold value. The material parameters introduced in the damage model do not
influence the mode of damage but only the values of the critical and threshold capillary
numbers. When the capillary number is larger than the critical value, damage develops
in the two symmetric central regions containing the vorticity axis. It is indeed in these
regions that the internal tensions are the highest on the membrane. : Email address for correspondence: a.salsac@utc.fr Nicolas Grandmaison1, Delphine Brancherie2 and Anne-Virginie
Salsac1: Biomechanics and Bioengineering Laboratory (UMR 7338), Universit´e de technologie de
Compi`egne – CNRS, CS 60319, 60203 Compi`egne cedex, France. 1Biomechanics and Bioengineering Laboratory (UMR 7338), Universit´e de technologie de
Compi`egne – CNRS, CS 60319, 60203 Compi`egne cedex, France. 2Roberval Laboratory (FRE 2012), Universit´e de technologie de Compi`egne – CNRS, CS
60319, 60203 Compi`egne cedex, France. Roberval Laboratory (FRE 2012), Universit´e de technologie de Compi`egne – CNRS, CS
60319, 60203 Compi`egne cedex, France. Modelling of damage of a liquid-core
microcapsule in simple shear flow until
rupture Nicolas Grandmaison1, Delphine Brancherie2 and Anne-Virginie
Salsac1:
1Biomechanics and Bioengineering Laboratory (UMR 7338), Universit´e de technologie de
Compi`egne – CNRS, CS 60319, 60203 Compi`egne cedex, France. 2Roberval Laboratory (FRE 2012), Universit´e de technologie de Compi`egne – CNRS, CS
60319, 60203 Compi`egne cedex, France. Nicolas Grandmaison1, Delphine Brancherie2 and Anne-Virginie
Salsac1: 1. Introduction Increasing the shear rate, rupture typically occurred in the
central region, close to the tips of the flow vorticity axis, which correspond to the zones
of maximum tension. This study corroborated the results by Husmann et al. (2005),
who showed that spherical and non-spherical polysiloxane microcapsules bursted at the
points of maximum elastic tensions, when placed in a spinning-drop apparatus. A similar
breakup mechanism has been obtained in confined environments by Abkarian et al. (2008)
for red blood cells flowing through a 5-µm wide channel, and by Le Goffet al. (2017) for
artificial millimetric capsules and fish eggs trapped at a constriction within a cylindrical
channel under a set pressure difference. In both studies, rupture initiated at the front of
the capsule, where the tensile tension is the highest. Note that, in Le Goffet al. (2017),
rupture could also occur at the point of contact between the capsule and the constriction,
but this mode of rupture is different, as it is induced by contact and not by deformation
under flow. What is currently lacking is a model of capsule deformation under flow, capable of
assessing when and where the initiation of rupture occurs. The objective of the present
study is to develop the first fluid-structure interaction model accounting for membrane
damage induced on a liquid-core microcapsule subjected to a simple shear flow. We
will use Continuum Damage Mechanics (CDM) to model the initiation and growth of
microdiscontinuities (microcavities and microcracks), which lead to the local initiation
of macrocracking as they accumulate and coalesce. Contrary to fracture mechanics,
which accounts explicitly for the inherent geometrical discontinuity and the associated
boundary conditions, the microdiscontinuities are not geometrically modelled in CDM. The local average damage state due to the microdiscontinuities is instead represented
by a continuum variable: the damage variable. CDM has benefited from numerous
contributions to its theoretical development (e.g. Kachanov (1986); Lemaitre & Desmorat
(2005)) since the pioneering work of Kachanov (1958). It is based on the thermodynamics
of irreversible processes with internal variables (Coleman & Gurtin 1967), and has
been applied to model the damage mechanisms of a large spectrum of materials, from
engineering materials (an overview of applications is presented in Lemaitre & Desmorat
(2005)) to biological tissues (Holzapfel & Fereidoonnezhad 2017; Hokanson & Yazdani
1997; Natali et al. 2005). 1. Introduction Capsules consisting of a liquid droplet enclosed by a thin elastic membrane are
commonly encountered in nature in the form of red blood cells, fish eggs and vesicles, and
in numerous industrial processes. The protection and controlled release of active agents
is of great importance for diverse applications in the food, cosmetic, bioengineering and
medical engineering industries, among others. In medicine, encapsulation has opened the
way to new treatment techniques like targeted drug/gene therapy (Bhujbal et al. 2014). New-generation bioartificial organs/cells are being developed, for instance, by encapsu-
lating islets of Langerhans to treat diabetic patients (Su et al. 2010) or hemoglobin to
create artificial blood (Li et al. 2005). But when placed in suspension, capsules are subjected to intense stresses from the
surrounding flow, which may cause the mechanical degradation of the membrane. In
vivo tests have shown that artificial blood cells could be easily damaged in circulation N. Grandmaison, D. Brancherie and A.-V. Salsac 2 depending on the particle shape and deformability (Li et al. 2005): this example illustrates
the importance to control rupture. Depending on the applications, capsule damage is to
be prevented to preserve the inner substance, or, on the contrary, fostered and directed
to allow a targeted release of the encapsulated substance. This necessitates to gain a
good understanding of the capsule damage mechanisms under low-inertia flow conditions
and of the parameters that control the initiation of rupture. p
p
Very few studies have been conducted on the rupture of capsules subjected to hydrody-
namic stresses. The only results that currently exist are experimental. Early experimental
studies showed the possibility of wrinkling formation at low shear rates (Walter et al. 2001), which could lead to fatigue mechanisms, and of capsule burst at high shear (Chang
& Olbricht 1993). The results by Chang and Olbricht (Chang & Olbricht 1993) were
obtained on macroscopic spherical capsules, produced through interfacial polymerization. Flow-induced rupture initiated from one of the major axis tips of the deformed ellipsoidal
shape of the capsule, which corresponds to the point of minimum thickness. The crack
then propagated in the shear plane. Rupture of microcapsules under simple shear flow
was observed by Koleva & Rehage (2012) on thin polysiloxane capsules having a high
degree of crosslinking. It was reached at small deformations indicating a brittle behaviour
of the capsule membrane. 1. Introduction We propose to incorporate a CDM model into a fluid-structure
interaction framework, in order to investigate the time-evolution of damage as the capsule
deforms under flow. Capsule damage in simple shear flow
O
ez
ex
v8, 9γ
Gs
S
ρ, µ
ρ, µ
Figure 1: Capsule suspended in the unbounded simple shear flow. Capsule damage in simple shear flow Capsule damage in simple shear flow Capsule damage in simple shear flow 3 Figure 1: Capsule suspended in the unbounded simple shear flow. In this study, we focus on the damage process of a capsule under intense hydrodynamic
stresses induced by an external flow over a relatively short time. Due to the short time
scale of the phenomena, fatigue or creep damage models are thus not presently relevant. Previous studies have shown that microcapsules may experience ductile (Ghaemi et al. 2016) or brittle (Koleva & Rehage 2012; Le Goffet al. 2017) damage depending on the
material and history of loading (external thermo-mechanical stresses). We derive the
damage model assuming a quasi-brittle behaviour of the capsule membrane, for which
dissipation prior to cracking occurs with negligible irreversible strains (i.e. negligible
plasticity). However, CDM provides a general framework: the present model will thus be
straightforwardly extended to the other damage behaviours (ductile material, creep or
fatigue). After having detailed the formulation of the damage model of a capsule in infinite shear
flow in Section 2, we present the model discretization and numerical solver in Section 3. We first investigate damage of a spherical capsule under isotropic inflation in Section 4,
as it provides insight on capsule damage and allows us to validate the numerical method
by comparison of the results with the corresponding analytical solution. We then study
damage in simple shear flow in section 5, and assess the effect that the dimensionless
parameters of the model have on damage evolution and rupture initiation. We finally
discuss the model and results in Section 6 and analyze the potential of the model to
identify the capsule membrane limit of elasticity by comparison with experiments. Internal and external flows Internal and external flows tial effects being neglected, the fluid problem is governed by the Stokes equations div
`
σ
˘
“ 0,
div pvq “ 0,
(2.1) (2.1) where σ designates the Cauchy stress tensor, v is the velocity vector and divp.q is the
divergence operator. At a given point x of the membrane S, the boundary integral
formulation of the Stokes equations gives the relationship between the velocity vector
v and the stress tensor σ (Pozrikidis 1992): @x P S,
vpxq “ v8pxq ´
1
8πµ
ż
S
Jpx, yq ¨ vσw ¨ npyq dSy ,
(2.2) (2.2) where n is the unit vector normal to S pointing towards the external fluid and vσw ¨ n “
pσext ´σintq¨n is the stress jump across the membrane. We denote as J the second order
Oseen-Burgers tensor defined by: where n is the unit vector normal to S pointing towards the external fluid and vσw ¨ n “
pσext ´σintq¨n is the stress jump across the membrane. We denote as J the second order
Oseen-Burgers tensor defined by: Jpx, yq “ 1
r 1 ` 1
r3 r b r ,
(2.3) (2.3) where r “ x ´ y, r “ ∥r∥and 1 is the identity tensor. where r “ x ´ y, r “ ∥r∥and 1 is the identity tensor. 2. Formulation of the problem We consider a spherical microcapsule of radius a enclosed in an elastic envelope of
very small thickness with respect to its radius. The capsule is thus modelled as a two-
dimensional incompressible membrane with surface shear elastic modulus Gs. It is placed
in an infinite shear flow of shear rate 9γ. The problem is studied in the reference frame of
center O and Cartesian basis pex, ey, ezq corresponding to the barycentric reference frame
of the capsule oriented such that the unperturbed velocity field is given by v8pxq “ 9γzex
(Figure 1). The inner and outer fluids are the same incompressible Newtonian fluids of
dynamic viscosity µ and density ρ. Gravitational and inertial effects being negligible due
to the microscopic capsule size, the fluid-structure interaction problem is governed by
only one non-dimensional parameter: the capillary number Ca “ µ9γa{Gs, ratio of the
viscous to the elastic characteristic forces. N. Grandmaison, D. Brancherie and A.-V. Salsac 4 Wall mechanics The capsule wall is modelled as a membrane of mid-surface S. The curvilinear coor-
dinates pξ1, ξ2q describe the position xpξ1, ξ2, tq on S in the configuration at time t. The
position xpξ1, ξ2, 0q on the initial configuration S0 of S is noted X. It is convenient to
write the membrane equations in local tangent bases. In what follows, if not specified,
indices written with Latin letters take values in t1, 2, 3u, while indices written with Greek
letters are in t1, 2u. The covariant basis paiq attached to S is defined by: aα “ Bx
Bξα
,
a3 “
a1 ˆ a2
∥a1 ˆ a2∥. (2.4) (2.4) The contravariant basis paiq is defined by ai ¨ aj “ δj
i , where δj
i designates the Kronecker
symbol. On S0, the covariant and contravariant bases are denoted pAiq and pAiq, re-
spectively. The metric tensor is g on S and G on S0. The contravariant and covariant
components of g are aαβ “ aα ¨ aβ and aαβ “ aα ¨ aβ, respectively (similar definitions for
the components Aαβ and Aαβ of G). The contravariant basis paiq is defined by ai ¨ aj “ δj
i , where δj
i designates the Kronecker
symbol. On S0, the covariant and contravariant bases are denoted pAiq and pAiq, re-
spectively. The metric tensor is g on S and G on S0. The contravariant and covariant
components of g are aαβ “ aα ¨ aβ and aαβ “ aα ¨ aβ, respectively (similar definitions for
the components Aαβ and Aαβ of G). The wall inertia being negligible (Walter et al. 2010), the motion of the membrane is
governed by the local mechanical equilibrium: @x P S,
∇s ¨ T ` q “ 0,
(2.5) (2.5) where q is the surface external load, T is the tension (resultant of the internal Cauchy
stress over the thickness), ∇s¨ is the surface divergence operator. The dynamic boundary
condition imposes that: where q is the surface external load, T is the tension (resultant of the internal Cauchy
stress over the thickness), ∇s¨ is the surface divergence operator. The dynamic boundary
condition imposes that: @x P S,
q “ vσw ¨ n. Material behaviour The model of the capsule wall behaviour is developed in the standard framework of
CDM (Lemaitre & Desmorat 2005) to account for the progressive degradation of the
membrane while staying in the field of continuum mechanics. More specifically, CDM
is a branch of the thermodynamics of irreversible processes with internal variables, the
focus of which is to model irreversible transformations associated with damage. The
development of a damage model is thus based on four key concepts inherited from
the thermodynamics of irreversible processes: state variables, state potential, damage
criterion and damage evolution law. A short review of these concepts together with the
details of how we developed the model are given hereafter. We specify them in the case of
quasi-brittle damage which corresponds to the membrane deformation until the initiation
of rupture without irreversible strains (see Table 1 for a summary). Wall mechanics (2.6) (2.6) The weak form of the membrane equilibrium equation is obtained applying the principle
of virtual work: For any virtual displacement ˆu P H1pSq,
ż
ż
( For any virtual displacement ˆu P H1pSq,
ż
ż (2.7) ż
S
ˆu ¨ q dS “
ż
S
T : εpˆuq dS ,
(2.7) Capsule damage in simple shear flow 5 Table 1: Summary of the key ingredients of the present associated damage model. State / Associated variables
Green Lagrange strain e / Second Piola-Kirchhofftension π
Damage variable d / Energy release rate Y
State potential
Free energy φpe, dq “ p1 ´ dqφNHpeq
with φNH the isochore neo-Hookean potential
Damage threshold function
f “ Y ´ κpdq
with κpdq “ YD ` YCd,
YD and YC being the model constants Table 1: Summary of the key ingredients of the present associated damage model Green Lagrange strain e / Second Piola-Kirchhofftension π
Damage variable d / Energy release rate Y Free energy φpe, dq “ p1 ´ dqφNHpeq
with φNH the isochore neo-Hookean potential where H1pSq designates the Sobolev space associated to the Lebesgue space L2pSq and
εpˆuq is the symmetric part of g ¨ ∇ˆu, the tensor ∇ˆu being the gradient of ˆu. where H1pSq designates the Sobolev space associated to the Lebesgue space L2pSq and
εpˆuq is the symmetric part of g ¨ ∇ˆu, the tensor ∇ˆu being the gradient of ˆu. In terms of kinematics, the no-slip boundary condition holds on S and gives the
relationship between the fluid velocity and the position x of the corresponding point
of the membrane: v “ dx
dt . (2.8) (2.8) State variables We assume that the transformations of the capsule wall correspond to isothermal
elastic deformation and damage. The damage variable represents the irreversible growth
of microdefects in a representative volume element (RVE) (Figure 2). We assume that the transformations of the capsule wall correspond to isothermal
elastic deformation and damage. The damage variable represents the irreversible growth
of microdefects in a representative volume element (RVE) (Figure 2). To illustrate the definition of the damage variable, we consider a deformed RVE of
the capsule wall containing microdefects in the form of microcavities and microcracks
(Figure 2). We define damage in direction k as the surface ratio δSD{δS, with δSD the
maximum intersection of microdefects in a cross-section δS of normal k of the RVE. The
stresses on this cross-section are thus transmitted on δ ˜S “ δS ´ δSD. We assume that
the microdefects have no preferential orientation: the δSD{δS ratio is thus independent
of the direction k and corresponds to isotropic damage. The state variable is then the 6
N. Grandmaison, D. Brancherie and A.-V. Salsac
S
v8
O
k
δS
δSD
δ ˜S
RVE
Figure 2: Representation of a microcapsule of mid-surface S placed in an infinite shear
flow (left). Zoom on a representative volume element (RVE) containing microcavities
and microcracks (middle). Decomposition of the cross-section δS of normal vector k into
the effective load-bearing cross-section δ ˜S and the total surface of the microdefects δSD
(right). N. Grandmaison, D. Brancherie and A.-V. Salsac N. Grandmaison, D. Brancherie and A.-V. Salsac 6
N. Grandmaison, D. Brancherie and A.-V. Salsac
S
v8
O
k
δS
δSD
δ ˜S
RVE 6 Figure 2: Representation of a microcapsule of mid-surface S placed in an infinite shear
flow (left). Zoom on a representative volume element (RVE) containing microcavities
and microcracks (middle). Decomposition of the cross-section δS of normal vector k into
the effective load-bearing cross-section δ ˜S and the total surface of the microdefects δSD
(right). scalar damage variable d defined as scalar damage variable d defined as d “ δSD
δS “ 1 ´ δ ˜S
δS . (2.9) (2.9) It ranges from 0, for the local sound (undamaged) state of the material, to 1, when a
crack initiates having the size of the RVE. It ranges from 0, for the local sound (undamaged) state of the material, to 1, when a
crack initiates having the size of the RVE. State variables The other state variable is the standard elastic deformation, used in all the mechanical
models. The capsule incompressible wall being modelled as a membrane, the in-plane
deformation tensor on the mid-surface S is given by the Green-Lagrange strain tensor e e “ 1
2pF T ¨ F ´ Gq. (2.10) (2.10) The tensor F is the gradient of the transformation of S F “ Bx
BX “ aα b Aα,
(2.11) (2.11) in which, as in what follows, we adopt the convention of summation over repeated indices. In conclusion, the state variables are d and e, which both depend only on x P S. State potential Following the standard framework of CDM, the constitutive law of the membrane and
the definition of the variable controlling d are derived from a unique state potential
function of the state variables. We note φpe, dq the specific membrane free energy per
unit surface of S0. Knowing φ, one can derive the associated variables dual to e and d,
using the state laws $
’
&
’
%
π “ Bφ
Be ,
Y “ ´Bφ
Bd,
(2.12) (2.12) 7 Capsule damage in simple shear flow Capsule damage in simple shear flow
7
λ
2
λ
2
δS
δ ˜S
δFtrac
δFtrac
δFtrac
δFtrac
˜σ “ δFtrac
δ ˜S
σ “ δFtrac
δS
ô
Real RVE
Equivalent RVE
Undeformed RVE Real RVE Undeformed RVE Equivalent RVE Figure 3: Illustration of the homogenization principle on a representative volume element
(RVE) under an uniaxial traction of intensity δFtrac and of the associated elongation
λ. The heterogeneous damaged material (real RVE) is modelled as a homogeneous
domain (equivalent RVE) with the same cross-section δS and subjected to the same
loading/elongation. The force equilibrium leads to σ “ δ ˜S{δS˜σ “ p1 ´ dq˜σ, where the
effective stress ˜σ is the stress transmitted through the load-bearing cross-section δ ˜S and
determined with the constitutive law of the undamaged material. where π is the second Piola-Kirchhofftension tensor and Y the specific elastic energy
release rate. The Cauchy tension tensor T is related to π through T “ 1
J F ¨ π ¨ F T . (2.13) (2.13) The undamaged wall is chosen to follow the neo-Hookean (NH) law, which was shown
to model well the elastic behaviour of thin artificial proteic membranes (Chu et al. 2011;
Gubspun et al. 2016). The corresponding specific free energy φNH (Barth`es-Biesel et al. 2002) is φNHpeq “ Gs
2
ˆ
I1 ´ 1 `
1
I2 ` 1
˙
,
(2.14) (2.14) where the two invariants of the transformation I1 and I2 are defined by: where the two invariants of the transformation I1 and I2 are defined by: I1 “ trpF T ¨ Fq ´ 2 “ Aαβaαβ ´ 2,
I2 “ detpF T ¨ Fq ´ 1 “ detpAαβqdetpaαβq ´ 1. (2.15) (2.15) What is classical in CDM is to obtain the free energy φ in the damage state using
homogenization, which is based on the principle of strain equivalence. State potential We propose to
illustrate this concept on the 3D RVE shown in Figure 2, in the case of a uniaxial
traction of intensity δFtrac which induces an elongation λ (Figure 3). We look for the 8
N G
d
i
D B
h
i
d A V S l 8 N. Grandmaison, D. Brancherie and A.-V. Salsac equivalent RVE (right) having the same cross-section δS, and being subjected to the
same elongation λ and loading δFtrac as the real RVE. The stress in the equivalent RVE
is thus σ “ δFtrac{δS, which is related to the effective stress ˜σ “ δFtrac{δ ˜S through: equivalent RVE (right) having the same cross-section δS, and being subjected to the
same elongation λ and loading δFtrac as the real RVE. The stress in the equivalent RVE
is thus σ “ δFtrac{δS, which is related to the effective stress ˜σ “ δFtrac{δ ˜S through: σpλ, dq “ δ ˜S
δS ˜σpλq “ p1 ´ dq˜σpλq. (2.16) (2.16) where ˜σ is computed from the constitutive law of the undamaged material. where ˜σ is computed from the constitutive law of the undamaged material. The concept of equation (2.16) can be translated to our 2D membrane and generalized
to any in-plane stress state with: The concept of equation (2.16) can be translated to our 2D membrane and generalized
to any in-plane stress state with: Bφ
Be pe, dq “ p1 ´ dqBφNH
Be
peq. (2.17) (2.17) We thus choose to express the specific free energy φ as: φpI1, I2, dq “ p1 ´ dqφNHpI1, I2q. (2.18) (2.18) Note that the present homogenization process preserves the membrane properties ob-
served in the undamaged case. The state laws defined by equations (2.12) and (2.13)
then have the following expressions: $
’
&
’
%
T αβ “ p1 ´ dqGs
ˆ 1
J Aαβ ´ 1
J3 aαβ
˙
Y “ φNH,
(2.19) (2.19) where the Cauchy tension tensor is given through its contravariant components. where the Cauchy tension tensor is given through its contravariant components. Damage criterion and damage evolution law The last ingredients of the model are the damage criterion and the damage evolution
law. We choose to adopt an associated model (Besson et al. 2010), which is numerically
robust. State potential It only requires the introduction of the damage threshold function fpY ; dq (d
acts as a parameter) to derive the damage criterion and the evolution law through the
admissibility condition (i) and the principle of maximum dissipation (ii). (i) Admissibility condition (i) Admissibility condition
To be admissible, the associated variable Y must satisfy the standard admissibility
condition To be admissible, the associated variable Y must satisfy the standard admissibility
condition fpY ; dq ď 0. (2.20) (2.20) nes a bounded domain for Y , illustrated in Figure 4a. It defines a bounded domain for Y , illustrated in Figure 4a. Principle of maximum dissipation (ii) Principle of maximum dissipation (ii) Principle of maximum dissipation
The damage evolution is accompanied by dissipation. The associated governing laws are
based on the principle of maximum dissipation The damage evolution is accompanied by dissipation. The associated governing laws are
based on the principle of maximum dissipation DpY, 9dq “
max
fpY ˚;dqď0
! DpY ˚, 9dq
)
,
(2.21) (2.21) where DpY, 9dq “ Y 9d, and 9d designates the material temporal derivative of d. The solution of the maximization problem under constrain (2.21) is provided by the
Kuhn-Tucker conditions
B $
&
%
9d “ 9η Bf
BY
f ď 0, 9η ě 0, 9ηf “ 0. (2.22) (2.22) Capsule damage in simple shear flow 9 Table 2: Loading case possibilities as a function of the values of f, 9f and 9η. An illustration
is given in Figure 4 for a loading/unloading cycle. Table 2: Loading case possibilities as a function of the values of f, 9f and 9η. An illustration
is given in Figure 4 for a loading/unloading cycle. ①elastic loading/unloading
f ă 0
9η “ 0
②elastic unloading
f “ 0
9f ă 0
9η “ 0
③neutral loading
f “ 0
9f “ 0
9η “ 0
④loading with damage
f “ 0
9f “ 0
9η ą 0
f ă 0
f ą 0
(non-admissible)
f “ 0
f “ 0
f “ 0
9d
9η “ 0
9η ą 0
9η “ 0
(a)
(b)
(c)
①
④
③
②
①
Figure 4: Illustration in 2D of (a) the admissible domain of the associated variable Y ,
defined by fpY q ď 0, (b) the case of damage evolution ( 9η ą 0) where the yield surface
f “ 0 moves due to hardening and where the rate of damage 9d is along the normal to
the yield surface (normality rule), and (c) the case when damage ceases ( 9η “ 0). The
thick black lines represent one example of loading cycle, which successively contains all
the phases given in table 2: (a) elastic loading ①, (b) loading with damage ④, (c) neutral
loading ③followed by elastic unloading ②+ ①. (ii) Principle of maximum dissipation Damage only occurs when 9η ‰ 0, the value of
which is obtained by solving 9fpY ; dq “ 0 (imposed by equation (2.24)). Different cases of loading may exist (see Table 2 and Figure 4). When 9η “ 0, no damage
occurs regardless the values of f and 9f. Damage only occurs when 9η ‰ 0, the value of
which is obtained by solving 9fpY ; dq “ 0 (imposed by equation (2.24)). y
g fp
q
(
y
(
))
Note that from the inequality of Clausius-Duhem D ě 0, and given that Y ě 0, the
damage variable d can only grow in time 9d ě 0. (2.25) 9d ě 0. (2.25) Thus, during damage (f “ 0) Thus, during damage (f “ 0) Bf
BY ě 0,
(2.26) (2.26) which restrains the choice of f. Since most artificial and natural microcapsules have been shown to be brittle, we
choose to follow the model developed by Marigo (1981) for quasi-brittle damage: fpY ; dq “ Y ´ κpdq ď 0. (2.27) (2.27) We presently define κ as a function of two parameters, the damage threshold YD ě 0
and the hardening modulus YC ě 0, such that: κpdq “ YD ` YCd. (2.28) (2.28) The size of the domain of admissible states f ď 0 increases with damage (Figure 4b). It
is due to the hardening of the material and is controlled by the parameter YC. The damage evolution law eq. (2.22) can be written equivalently in an explicit form: d “ă ζpY maxq ą`, d “ă ζpY maxq ą`,
(2.29) where ă . ą` designates the Macaulay brackets defined by "
ă x ą`“ x if x ě 0
ă x ą`“ 0 otherwise. (2.30) (2.30) The function ζpY q “ pY ´YDq{YC designates the reciprocal of the bijection κ, and Y max
is defined by The function ζpY q “ pY ´YDq{YC designates the reciprocal of the bijection κ, and Y max
is defined by tion ζpY q “ pY ´YDq{YC designates the reciprocal of the bijection κ, and Y max
b Y maxptq “ max
τďt tY pτqu . (2.31) (2.31) (ii) Principle of maximum dissipation ①elastic loading/unloading
f ă 0
9η “ 0
②elastic unloading
f “ 0
9f ă 0
9η “ 0
③neutral loading
f “ 0
9f “ 0
9η “ 0
④loading with damage
f “ 0
9f “ 0
9η ą 0 f ă 0
f ą 0
(non-admissible)
f “ 0
9η “ 0
(a)
① f “ 0
9d
9η ą 0
(b)
④ f “ 0
9η “ 0
(c)
③
②
① (c) (b) (a) 9η “ 0 Figure 4: Illustration in 2D of (a) the admissible domain of the associated variable Y ,
defined by fpY q ď 0, (b) the case of damage evolution ( 9η ą 0) where the yield surface
f “ 0 moves due to hardening and where the rate of damage 9d is along the normal to
the yield surface (normality rule), and (c) the case when damage ceases ( 9η “ 0). The
thick black lines represent one example of loading cycle, which successively contains all
the phases given in table 2: (a) elastic loading ①, (b) loading with damage ④, (c) neutral
loading ③followed by elastic unloading ②+ ①. the four of which constitute the evolution law of damage, where 9η acts as a Lagrange
multiplier. the four of which constitute the evolution law of damage, where 9η acts as a Lagrange
multiplier. The three conditions within equation (2.22)2 are known as the loading/unloading
conditions. They provide the damage criterion #
fpY q ă 0 ñ 9η “ 0
fpY q “ 0 ñ 9η ě 0. (2.23) (2.23) The interior of the admissible domain corresponding to fpY q ă 0 (Figure 4a) is thus
the elastic domain, in which damage remains constant ( 9d “ 0). The domain boundary
corresponds to fpY q “ 0 and thus to cases where damage evolves. The damage evolution
follows equation (2.22)1 which can be interpreted geometrically as 9d being along the
normal to the yield surface f “ 0 (Figure 4b). It is thus referred to as the normality rule. Together, the admissibility condition (2.20) and the damage criterion (2.23) lead to 10 N. Grandmaison, D. Brancherie and A.-V. Salsac the consistency condition 9η 9f “ 0. (2.24) (2.24) 9η 9f “ 0. Different cases of loading may exist (see Table 2 and Figure 4). When 9η “ 0, no damage
occurs regardless the values of f and 9f. 3. Numerical method (2.8) is integrated with
a second-order explicit Runge-Kutta scheme to solve for the position of the membrane
nodes at the next time step. is computed explicitly at each node from eq. (2.2). Finally, eq. (2.8) is integrated with
a second-order explicit Runge-Kutta scheme to solve for the position of the membrane
nodes at the next time step. 3. Numerical method Knowing the current position of the material points of the membrane, we perform a
Lagrangian tracking of the nodes of the capsule to solve the fluid-structure interaction
problem (eq. (2.2), (2.6), (2.7), (2.8), (2.29)). We use the strategy proposed by Walter
et al. (2010) coupling the Finite Element Method to solve for the solid and the Boundary
Integral Method to solve for the fluid (Figure 5). The problem is solved using the
dimensionless forms of the equations, in which the lengths are non-dimensionalized by
a, time by 1{ 9γ and tensions by Gs. The two parameters YD and YC are thus also non-
dimensionalized by Gs. The originality of our work consists in introducing a damage model in the solid problem. At the material level, the evolution of the damage variable d is determined for each
integration point using the explicit equation (2.29). The external load q is then obtained
by solving the global problem (2.7) and transferred to the fluid problem. The velocity Capsule damage in simple shear flow
11
Solid solver
Finite Element Method
1) Find dn solving eq. (2.29)
at the integration points. 2) Find qn at the nodes
solving eq. (2.7)
Fluid solver
Boundary Integral
Method
Find vn solving eq. (2.2)
at the nodes. Kinematical coupling
Find the position xn`1
at the next time step
solving eq. (2.8) at the nodes
using an explicit scheme
Dynamical coupling
Find
´
vσw ¨ n
¯
n using eq. (2.6)
Initial position
x0
xn Ð xn`1
qn, dn
vn
´
vσw ¨ n
¯
n
Figure 5: Numerical method to solve the fluid-structure interaction problem over a time
step. 11 Solid solver
Finite Element Method Fluid solver
Boundary Integral
Method Initial position Find vn solving eq. (2.2)
at the nodes. Figure 5: Numerical method to solve the fluid-structure interaction problem over a time
step. (b) ez
ex
(a)
(b)
Figure 6: Projection on the shear plane of the mesh of a damaged capsule captured (a)
in the initial configuration and (b) at a steady deformed state. P2 elements, NE=1280,
NN=2562. (a) (b) Figure 6: Projection on the shear plane of the mesh of a damaged capsule captured (a)
in the initial configuration and (b) at a steady deformed state. P2 elements, NE=1280,
NN=2562. is computed explicitly at each node from eq. (2.2). Finally, eq. Fluid solver For a given deformed configuration of the capsule and knowing the stress exerted
by the membrane on the fluid, the velocity field v is given explicitly by eq. (2.2). The
velocity field v is computed at each node. The integral on the right-hand side of eq. (2.2)
is computed with 12 Hammer points per element. To handle the singularity of the tensor
J at node x, we use polar coordinates centred on x when integrating on the elements
sharing this node (for more details see e.g. Lac et al. (2004)). We do not use penalty
methods to impose the conservation of the volume of the fluids. Still, the maximum
relative variation of the capsule volume is limited to 0.1% of the initial volume. Solid solver For a given deformed configuration of the capsule, the discrete solid problem consists
in finding the external load q P L2
h and the damage d P L2
h that satisfy eq. (2.7) and
eq. (2.29), where the subscript h indicates the finite element space. The position x and
the virtual displacement ˆu are searched in H1
h. Using isoparametric elements, we restrict
the solution for q in H1
h. A field vpx, tq P H1
h writes: vpx, tq “ N ppqpxqvppqptq, p P r1, NNs,
where N ppq and vppq are the shape function and the nodal coordinates of v associated to
the node p, respectively. Noting vppq
Xj the coordinates of vppq in a Cartesian basis peXjq,
the left-hand side of the discretized form of eq. (2.7) writes: ÿ
el
ˆuppq
Xj
ż
el
N ppqN pqq dS qpqq
Xi “ tˆuppq
XjuT rMstqppq
Xju,
(3.1) (3.1) and the right-hand side writes: and the right-hand side writes: ÿ
el
ż
el
T αβpe, dqχppqXj
αβ
dS ˆuppq
Xj “ tˆuppq
XjuT tRupe, dq,
(3.2) (3.2) where tqppq
Xju and tˆuppq
Xju are the vectors of size 3NN of the nodal coordinates, and χppqXj
αβ
is defined by: χppqXj
αβ
“ 1
2
ˆBN ppq
Bξβ
aα ` BN ppq
Bξα
aβ
˙
¨ eXj,
p P r1, NNs. (3.3) (3.3) Eq. (2.7) being satisfied for any virtual displacement, the discrete solid problem writes: Find q and d, such that,
#
rMs tqu “ tRupe, dq
d “ ă κ´1pYmaxq ą`
(3.4a)
(3.4b) (3.4a) (3.4b) The square and column matrices rMs and tRu are, respectively, computed at each time
step by using 6 Hammer points on each element (Hammer et al. 1956). The new value of
the damage variable is obtained from eq. (3.4b), solved locally at each integration point
while computing tRu. Knowing the deformation, the variable d is computed explicitly as
Y max depends only on the deformation. The computation of d ensures the admissibility
condition (eq. 2.27) at each time step. Finally, q is computed by solving eq. (3.4a) with
the Pardiso solver (Schenk & G¨artner 2004). Mesh A conform mesh is used, the nodes on the capsule S being shared by the fluid and the
solid problems. The mesh is composed of curved triangular elements containing six nodes
with quadratic shape functions (P2 elements). The mesh is generated on the spherical
shape corresponding to the initial configuration (Figure 6). Following a previous study
(Walter et al. 2010), the mesh contains NE “ 1280 P2 elements corresponding to a total
of NN “ 2562 nodes. 12 N. Grandmaison, D. Brancherie and A.-V. Salsac 4. Capsule damage under isotropic inflation We first analyse the damage of a spherical capsule under osmotic inflation. We impose
radial displacements inflating the capsule from radius a to radius ap1 ` αptqq, where the
inflation ratio α is such that α ě 0. We will study two cases: a monotonic increase of α
and cyclic variations of α with successive increase and decrease of the capsule diameter. We compare the solution given by the solid solver to the analytical solution. The problem consists in finding the damage variable d and the external load q that
satisfy the evolution law of damage (eq. 2.29) and the equilibrium of the membrane
(eq. 2.7). An analytical solution of the problem exists. We look for it in the form of
uniform fields that satisfy the spherical symmetry of the problem. The stretch ratio of
the membrane, which is the square root of the isotropic principal value of the dilatation
tensor F T ¨ F, is simply λ “ 1 ` α. The corresponding isotropic principal value T of the
tension is: T “ p1 ´ dqGsp1 ´ 1
λ6 q,
(4.1) (4.1) and the elastic energy release rate Y : Y “ Gs
2 p2λ2 ` 1
λ4 ´ 3q. (4.2) (4.2) As Y increases monotonically with α, the evolution law for damage (2.29) writes: As Y increases monotonically with α, the evolution law for damage (2.29) writes: d “ă κ´1pY pαmaxqq ą`,
(4.3) (4.3) where αmax is defined similarly to Y max in eq. (2.31). Hence, the condition for d to
increase is that α is larger than any of its previous values. where αmax is defined similarly to Y max in eq. (2.31). Hence, the condition for d to
increase is that α is larger than any of its previous values. The external load is q “ pn, where p ě 0 is the difference between the internal and
external pressures. Choosing test functions of the form ˆu “ ˆux in the equilibrium equation
(2.7), we obtain the Laplace relation between T and p: T “ ap1 ` αqp
2
. (4.4) (4.4) We prescribe the radial displacements to the nodes and impose xpmq “ p1`αqXpmq, @m P
r0, NNs. The pressure difference and damage variable d are obtained analytically using
eq. (4.1)-(4.4), and numerically using the solid solver presented in section 3. Coupling Using a conform mesh with isoparametric elements, the loads vσw ¨ n and q are in the
same space H1
h. Hence the dynamic coupling between the fluid and the solid (eq. 2.6) is
verified in its strong form in this space. Considering the kinematic coupling, the no-slip 13 Capsule damage in simple shear flow condition (eq. 2.8) is solved at the nodes with an explicit second order Runge-Kutta
scheme to find the position of the nodes at the next temporal increment. Since the local
problem of damage is solved in the solid problem with an implicit scheme, the condition of
stability of the scheme of temporal integration of the fluid-structure interaction problem
is the same as the one initially developed by Walter et al. (2010). 4. Capsule damage under isotropic inflation For the
numerical solution, we compute p and d as surface averages, the pressure difference p
being given by q ¨ n. Between the numerical and analytical solutions, we always find
relative errors lower than 10´3% for the pressure difference p and 10´4% for damage d. We first compare how ap{Gs (the dimensionless value of p) and d evolve with the
inflation ratio α in the case of a monotonic inflation of the capsule (Figure 7). The nu-
merical and analytical curves are perfectly superimposed (Figures 7 b-c) and comparison
with the analytical solution of the undamaged capsule (d “ 0) shows a clear effect of
damage on the pressure difference (Figure 7 b). Damage is initiated at the critical value
α “ αc, which corresponds to Y pαcq “ YD. The loss in elastic properties of the damaged N. Grandmaison, D. Brancherie and A.-V. Salsac 14 0
0.4
0.6
0.8
αc
αℓ
t
α
(a)
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0
0.4
0.6
0.8
αc
αℓ
ap
Gs
α
(b)
0
0.2
0.4
0.6
0.8
1
0
0.4
0.6
0.8
αc
αℓ
No damage
Analytic
P2 elements
d
α
(c)
Figure 7: Case of a monotonic inflation: for the stretch ratio α shown in (a), corresponding
curves of the dimensionless pressure difference (b) and of the damage variable (c),
computed for YD “ 0.2, YC “ 2.0. 0
0.2
0.4
0.6
0.8
1
1.2
1.4
0
0.4
0.6
0.8
αc
αℓ
ap
Gs
α
(b) 0
0.2
0.4
0.6
0.8
1
0
0.4
0.6
0.8
αc
αℓ
No damage
Analytic
P2 elements
d
α
(c) α Figure 7: Case of a monotonic inflation: for the stretch ratio α shown in (a), corresponding
curves of the dimensionless pressure difference (b) and of the damage variable (c),
computed for YD “ 0.2, YC “ 2.0. capsule leads to a reduction in pressure difference as compared to the undamaged case. The pressure difference returns to zero when d “ 1, which occurs when α “ αℓ. sule leads to a reduction in pressure difference as compared to the undamaged ca
pressure difference returns to zero when d “ 1, which occurs when α “ αℓ. We then compare the evolution of ap{Gs and d with α in the case of a capsule subjected
to cyclic inflations and deflations with increasing maximum sizes (Figure 8). 4. Capsule damage under isotropic inflation Capsule damage in simple shear flow 15 n simple shear flow
15
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0
0.4
0.6
0.8
A
B
C
α
αc
αℓ
ap
Gs
(b) 0
0.4
0.6
0.8
A
B
C
α
αc
αℓ
t
(a) (a) α
0
0.2
0.4
0.6
0.8
1
0
0.4
0.6
0.8
A
B
C
α
αc
αℓ
No damage
Analytic
P2 elements
d
(c) α Figure 8: Case of cycles of inflations and deflations with increasing maximum capsule size:
for the stretch ratio α shown in (a), corresponding curves of the dimensionless pressure
difference (b) and of the damage variable (c), computed for YD “ 0.2, YC “ 2.0. parameter values YD and YC. Following equation (4.3), the values of α initiating damage
and rupture are given respectively by the equations Y pαcq “ YD and Y pαℓq “ YD ` YC,
where the expression of Y pαq is obtained using equation (4.2). The critical inflation ratio
αc thus depends solely on YD, but the limit inflation ratio αℓdepends on both YD and
YC. Furthermore, the higher the parameter values, the higher the two threshold inflation
ratios. 4. Capsule damage under isotropic inflation During the
first cycle corresponding to the inflation of the capsule until point A, the value of α
does not exceed the critical value αc. Hence damage does not initiate and the curves of
ap{Gs for the damaged and undamaged capsules coincide during inflation and deflation. For the second cycle (inflation until point B), the curves of d and ap{Gs coincide with
the corresponding curves obtained for the monotonic size increase (Figures 7b-c). During
deflation from point B, damage remains constant and the curve of pressure difference
ap{Gs stays below the inflation curve when α decreases back to 0. For the third cycle, the
inflation curves of ap{Gs and d overlap the corresponding curves of the previous deflation
until point B. But, between points B and C, damage increases during inflation, and the
curve of ap{Gs again coincides with the corresponding curve obtained for the monotonic
size increase. The deflation from point C is then similar to that of the second cycle with
constant damage and an ap{Gs-curve below the inflation one. During the last inflation,
capsule rupture occurs, when α reaches the limit value αℓ(corresponding to d “ 1). The case of the capsule under isotropic inflation illustrates the effects of damage on the
behaviour of the capsule. For a given value of the inflation ratio α, the more the membrane
is damaged, the lower the pressure difference (Figure 8b), in other words damage reduces
the loading capacity of the membrane. For increasing d, the slope at the origin for the
curve ap{Gs(α) decreases (Figure 8b), which means that damage reduces the stiffness
of the structure. It is interesting to see how the values of αc and αℓdepend on the Capsule damage in simple shear flow
15
0
0.4
0.6
0.8
A
B
C
α
αc
αℓ
t
(a)
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0
0.4
0.6
0.8
A
B
C
α
αc
αℓ
ap
Gs
(b)
0
0.2
0.4
0.6
0.8
1
0
0.4
0.6
0.8
A
B
C
α
αc
αℓ
No damage
Analytic
P2 elements
d
(c)
Figure 8: Case of cycles of inflations and deflations with increasing maximum capsule size:
for the stretch ratio α shown in (a), corresponding curves of the dimensionless pressure
difference (b) and of the damage variable (c), computed for YD “ 0.2, YC “ 2.0. As reference case, we choose YD “ 0.2, YC “ 2.0 and Ca “ 0.7. The value of Ca is
such that Cac ă Ca ă Caℓ. Hence the capsule is damaged but the damage stabilizes and
a steady state is reached. 5.1. Coupled kinetics of motion and damage on a reference case (Ca “ 0.7) 5. Capsule damage under simple shear flow We now study the damage of a capsule in simple shear flow. We first show the typical
motion and evolution of damage of a capsule in a reference case and then study the
influence of the capillary number on the capsule behaviour. We will see that, when the
capillary number is increased, three different regimes are found. The capsule is first
undamaged until a critical capillary number Cac is reached, corresponding to the onset
of damage. Above this value, the capsule reaches a steady-state deformed shape in which
it is partly damaged. When the limit capillary number Caℓis reached, rupture initiates
putting a limit to the damage regime. In the last part of this section, we will finally study
the influence of the material parameters YD and YC on the three identified regimes and
on the values of Cac and Caℓ. N. Grandmaison, D. Brancherie and A.-V. Salsac 16 ,
ey
z
x
v8
e1
e1
e2
L1
L2
L3
β
O
O
P
P 1
Figure 9: Two principal ellipses of the ellipsoid of inertia of the capsule. z
x
v8
e1
e2
L1
L2
β
O ey
e1
L3
O
P
P 1 Figure 9: Two principal ellipses of the ellipsoid of inertia of the capsule. Figure 9: Two principal ellipses of the ellipsoid of inertia of the capsule. Figure 9: Two principal ellipses of the ellipsoid of inertia of the capsule. t “ tc
tc ă t ă t1
t “ t1
t “ t8
Current configuration
ez
ex
P
ey
e1
P
P 1
Reference configuration
ez
ex
d
0.0
0.1
0.2
Figure 10: Map of damage at the instant of initiation of damage tc, at an intermediary
instant between tc and the instant of maximum elongation t1, at time t1, and at steady
state (t8). The map of damage is represented on the current and reference configurations. The current configuration is observed in the shear plane pO, ex, ezq and in the plane
pO, e1, eyq which is defined in Figure 9. The reference configuration of the capsule is
observed in the shear plane pO, ex, ezq. The points P and P 1 correspond to the intersection
of the membrane with the vorticity axis ey. The results are obtained for Ca “ 0.7,
YD “ 0.2 and YC “ 2.0. All the pictures are at the same scale. 5. Capsule damage under simple shear flow Capsule damage in simple shear flow
17
t “ tc
tc ă t ă t1
t “ t1
t “ t8
P
Y
0.6
0
T1
1.5
0
q ¨ n
2.9
0
´4.4
T2
T2 ě 0
´0.24 17 Figure 11: Time evolution of different state quantities: elastic energy release rate Y (first
row), maximum principal tension T1 (second row), normal load q¨n to visualize wrinkling
(third row) and negative part of principal tension T2 (fourth row). The results are shown
in the shear plane pO, ex, ezq at the same instants as in Figure 10, for Ca “ 0.7, YD “ 0.2
and YC “ 2.0. distribution at different stages: at the onset of damage (t “ tc), at an intermediate instant
while damage develops, at maximum elongation (t “ t1) and at steady state (t “ t8). The
capsule states are shown in the current configuration from two view points in the shear
plane and in the transverse inclined plane containing the maximum principal direction
e1 (Figure 9). Damage is initiated, at time tc, at the points P and P 1 which are on the
vorticity axis pO, eyq. As the capsule elongates, two symmetric disjoint damaged areas
form around points P and P 1, which correspond to the locations of maximum damage
dmax at each instant. Due to the irreversibility of damage, the maximum values d8
max are
found at P and P 1 at steady state (t “ t8). In order to see whether preferential direction
of damage exists, we plotted the damage distributions on the initial capsule configuration
(last row of Figure 10). Damage initially develops preferentially along the direction of
maximum elongation e1 but the anisotropy decreases after time t1 to reach a quasi-
isotropic damage distribution at steady state. This may be induced by the tank-treading
of the capsule membrane around the vorticity axis. Figure 11 gives complementary information on the evolution of the state of the capsule
over time until the steady damaged state. The localisation of the energy release rate
Y , and hence of damage, in the regions around the points P and P 1 (see Figure 10)
is correlated with the maximum of the principal tension T1 (first and second rows of
Figure 11). 5. Capsule damage under simple shear flow The capsule is delimited
by a black line. Figure 10: Map of damage at the instant of initiation of damage tc, at an intermediary
instant between tc and the instant of maximum elongation t1, at time t1, and at steady
state (t8). The map of damage is represented on the current and reference configurations. The current configuration is observed in the shear plane pO, ex, ezq and in the plane
pO, e1, eyq which is defined in Figure 9. The reference configuration of the capsule is
observed in the shear plane pO, ex, ezq. The points P and P 1 correspond to the intersection
of the membrane with the vorticity axis ey. The results are obtained for Ca “ 0.7,
YD “ 0.2 and YC “ 2.0. All the pictures are at the same scale. The capsule is delimited
by a black line. Upon the start of the shear flow at t “ 0, the initially spherical capsule rotates and
takes an ellipsoidal deformed shape. It gets flattened while inclining towards the direction
of the flow ex (Figure 9). Figure 10 shows the evolution of the capsule state over time
until steady state. Note that the membrane rotates around the vorticity axis ey and
has a so-called tank-treading motion. We choose to show the capsule shape and damage Capsule damage in simple shear flow
17
t “ tc
tc ă t ă t1
t “ t1
t “ t8
P
Y
0.6
0
T1
1.5
0
q ¨ n
2.9
0
´4.4
T2
T2 ě 0
´0.24
Figure 11: Time evolution of different state quantities: elastic energy release rate Y (first
row), maximum principal tension T1 (second row), normal load q¨n to visualize wrinkling
(third row) and negative part of principal tension T2 (fourth row). The results are shown
in the shear plane pO, ex, ezq at the same instants as in Figure 10, for Ca “ 0.7, YD “ 0.2
and YC “ 2.0. 5. Capsule damage under simple shear flow Damage has no visible consequences on membrane wrinkling: the wrinkles
visible on the normal load maps in the third row of Figure 11 are the same as in Walter
et al. (2010) in the case without damage. They are induced by the presence of negative
T2 tensions transverse to the direction of the wrinkles (fourth row of Figure 11). The
capsule wall being presently modelled as a membrane devoid of bending stiffness, the
wrinkle amplitude and wavelength are purely numerical. But the small amplitude of the
negative part of T2 tensions indicates that they hardly contribute to the energy release N. Grandmaison, D. Brancherie and A.-V. Salsac 18 18
N. Grandmaison, D. Brancherie and A. V. Salsac
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
0
5
10
15
18
9γt
9γtc 9γt1
Li
2a
(a)
L1
L2
L3
0
0.1
0.2
0.3
0.4
0.5
0.6
0
5
10
15
18
9γt
9γtc 9γt1
D12
(b)
0.53
0.55
0.57
12
16
0
0.05
0.1
0.15
0.2
0.25
0
5
10
15
18
9γt
9γtc 9γt1
β
π
(c)
0.09
0.1
0.11
12
16
0
0.05
0.1
0.15
0.2
0.25
0.3
0
5
10
15
18
9γt
9γtc 9γt1
No damage
Damaged
λS
(d)
Figure 12: Temporal evolution of (a) the lengths of the axes of the ellipsoid of inertia,
(b) the Taylor parameter D12, (c) the inclination angle β, and (d) the global surface
expansion λS. Computed for Ca “ 0.7, YD “ 0.2 and YC “ 2.0. 0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
0
5
10
15
18
9γt
9γtc 9γt1
Li
2a
(a)
L1
L2
L3
D 0
0.1
0.2
0.3
0.4
0.5
0.6
0
5
10
15
18
9γt
9γtc 9γt1
D12
(b)
0.53
0.55
0.57
12
16 0
0.05
0.1
0.15
0.2
0.25
0
5
10
15
18
9γt
9γtc 9γt1
β
π
(c)
0.09
0.1
0.11
12
16 0
0.05
0.1
0.15
0.2
0.25
0.3
0
5
10
15
18
9γt
9γtc 9γt1
No damage
Damaged
λS
(d) Figure 12: Temporal evolution of (a) the lengths of the axes of the ellipsoid of inertia,
(b) the Taylor parameter D12, (c) the inclination angle β, and (d) the global surface
expansion λS. Computed for Ca “ 0.7, YD “ 0.2 and YC “ 2.0. rate Y and thus to damage. 5. Capsule damage under simple shear flow Consequently, they do not lead to any numerical artefact
and damage is well predicted by the present model. We now investigate how the capsule shape and deformation is influenced by damage. In
Figure 12, we compare the time evolution of geometric parameters to the case of a capsule
without damage. Since the shape of the capsule can be approximated by an ellipsoid of
inertia, we define the principal lengths L1 and L2 of the major and minor axes (directions
e1 and e2) in the shear plane pO, ex, ezq and L3, the length along the vorticity axis ey (see
Figure 9). The capsule indeed elongates along the directions e1 and ey (L1 ą L3 ą 2a)
and shrinks along the direction of the minor axis (L2 ă 2a) (Figure 12a). We quantify the
deformation of the capsule with the Taylor parameter D12 “ pL1 ´ L2q{pL1 ` L2q which
measures the distortion of the profile of the ellipsoid in the shear plane (Figure 12b). The inclination of the capsule is measured by the angle β between the flow direction ex
and the direction of the major axis e1. Figure 12c represents the temporal evolution of
β showing that the inclination angle decreases from the first measurable value near π{4. Figure 12d shows the evolution of the global surface expansion ratio λS “ pS ´ S0q{S0. Figure 12 globally shows that a steady deformed shape is reached. All the quantities
tend towards a plateau value which will be denoted with the symbol 8 hereafter. It is
interesting to notice in Figure 12a that the onset of damage (t “ tc) is not visible on the
Li curves. It is only close to t “ t1 that the curves slightly diverge from the case without Capsule damage in simple shear flow 19 0
0.2
0.4
0.6
0.8
1
0
0.2
0.4
0.6
0.8
1
Ca
Cac
Caℓ
d8
max
ex
ez
(a)
(b)
Ca “ 0.6, t “ t8
Ca “ 0.7, t “ t8
(c)
d “ 1
Ca “ 0.8, t “ tℓ
0
0.1
d ě 0.2
d
Figure 13: Maximum damage value at steady state d8
max with respect to Ca for YD “ 0.2
and YC “ 2. 5. Capsule damage under simple shear flow The inserted images represent the map of damage in the shear plane at
steady state for Ca “ 0.6 (a), for Ca “ 0.7 (b) and at the instant of initiation of rupture
t “ tℓfor Ca “ 0.8 (c). The colormap for d is saturated for values of d larger than 0.2. 0
0.2
0.4
0.6
0.8
1
0
0.2
0.4
0.6
0.8
1
Ca
Cac
Caℓ
d8
max
ex
ez
(a)
(b)
Ca “ 0.6, t “ t8
Ca “ 0.7, t “ t8
(c)
d “ 1
Ca “ 0.8, t “ tℓ
0
0.1
d ě 0.2
d Ca Figure 13: Maximum damage value at steady state d8
max with respect to Ca for YD “ 0.2
and YC “ 2. The inserted images represent the map of damage in the shear plane at
steady state for Ca “ 0.6 (a), for Ca “ 0.7 (b) and at the instant of initiation of rupture
t “ tℓfor Ca “ 0.8 (c). The colormap for d is saturated for values of d larger than 0.2. damage. But only small differences are observed on the principal lengths Li (Figure 12a),
D12 (Figure 12b) and β (Figure 12c) hereafter. In this reference case, we find that damage
has no significant effects on the motion and deformation of the capsule, suggesting that
damage will be very difficult to detect experimentally. The geometrical parameter that is
the most affected by damage ends up being the global surface expansion ratio λS (Figure
12d). Nevertheless, the difference at steady state is only of a few percent. 5.2. Effect of Ca We now study the effect of Ca for the same values of parameters (YD “ 0.2, YC “
2.0) as in the reference case. The corresponding critical and limit capillary numbers are
Cac “ 0.37 and Caℓ“ 0.73. The maximum value of damage at steady state d8
max is
shown as a function of the capillary number Ca in Figure 13. For Ca ą Cac, it increases
almost linearly with Ca until Ca „ 0.6. Above, d8
max increases more rapidly with Ca
until d8
max “ 0.4. Around Ca “ Caℓ, it finally reaches the value of 1 at points P and
P 1 very sharply, with a slope close to infinity. It is for this reason that it is classical in
damage mechanics to relax the criterion for rupture to d “ 0.9 or even d “ 0.8. Figure
13 indeed shows that they provide the same value for Ca “ Caℓ. The inserted images in Figure 13 show that the damage maxima always lie at points P
and P 1. They also provide an indication of the extent of the damaged zone for increasing
values of Ca. Note that for Ca “ 0.8 the damage distribution is given at the instant of
initiation of rupture t “ tℓand not at steady state, as it no longer exists. In these cases,
the capillary number influences mainly the values of damage in the vicinity of points P
and P 1 and marginally the damaged surface. The capsule deformation and inclination at steady state are compared in Figure 14 with
the non-damaged case for Ca ď Caℓ. No results are shown above Caℓ, since no steady
deformed shape exists any longer (D12 diverges to infinity). Despite the large effect of N. Grandmaison, D. Brancherie and A.-V. Salsac 20 20
N. Grandmaison, D. Brancherie and A.-V. Salsac
0
0.1
0.2
0.3
0.4
0.5
0.6
0
0.1
0.2
0.3
0.5
0.6
Ca
Cac
Caℓ
D8
12
(a)
0.48
0.54
0.58
0.5 0.6 0.7
0
0.05
0.1
0.15
0.2
0.25
0
0.1
0.2
0.3
0.5
0.6
Ca
Cac
Caℓ
No damage
Damaged
β8
π
(b)
0.09
0.1
0.12
0.5 0.6 0.7
Figure 14: Evolution of the values (a) D8
12 and (b) β8, respectively the values of D12
and β at steady state, in relation to Ca. Computed for YD “ 0.2 and YC “ 2.0. 5.2. Effect of Ca 0
0.1
0.2
0.3
0.4
0.5
0.6
0
0.1
0.2
0.3
0.5
0.6
Ca
Cac
Caℓ
D8
12
(a)
0.48
0.54
0.58
0.5 0.6 0.7 0
0.05
0.1
0.15
0.2
0.25
0
0.1
0.2
0.3
0.5
0.6
Ca
Cac
Caℓ
No damage
Damaged
β8
π
(b)
0.09
0.1
0.12
0.5 0.6 0.7 Figure 14: Evolution of the values (a) D8
12 and (b) β8, respectively the values of D12
and β at steady state, in relation to Ca. Computed for YD “ 0.2 and YC “ 2.0. 0
0.1
0.2
0.3
0.4
0.5
0
0.2
0.4
0.6
0.8
Ca
d 8
max
YC “ 2.0
YD “ 0.1
0.2
0.3
(a)
0
0.1
0.2
0.3
0.4
0.5
0
0.2
0.4
0.6
0.8
1
Ca
d 8
max
YD “ 0.2
YC “ 1.0
2.0
3.0
(b)
Figure 15: Influence of the parameters YC and YD on the evolution of the damage value
d8
max at points P and P 1 at steady state with Ca: (a) YC “ 2.0 and YD “ 0.1, 0.2, 0.3,
(b) YC “ 1.0, 2.0, 3.0 and YD “ 0.2. 0
0.1
0.2
0.3
0.4
0.5
0
0.2
0.4
0.6
0.8
1
Ca
max
YD “ 0.2
YC “ 1.0
2.0
3.0
(b) 0
0.1
0.2
0.3
0.4
0.5
0
0.2
0.4
0.6
0.8
Ca
d 8
max
YC “ 2.0
YD “ 0.1
0.2
0.3
(a)
d8 Figure 15: Influence of the parameters YC and YD on the evolution of the damage value
d8
max at points P and P 1 at steady state with Ca: (a) YC “ 2.0 and YD “ 0.1, 0.2, 0.3,
(b) YC “ 1.0, 2.0, 3.0 and YD “ 0.2. Ca on d8
max for Cac ă Ca ă Caℓ, the D8
12 and β8 curves initially remain superimposed
to the non-damaged case, and it is only close to Caℓthat small differences become
visible. No significant influence of damage is, thus, found on these global quantities. It
is a consequence of the localisation of damage around points P and P 1 that occurs in
the case of a shear flow. Although the evolution curve of D12 with Ca does not provide
information on when damage is initiated (i.e. on the value of Cac), it directly provides
the value of Caℓ, which corresponding to when D12 diverges to infinity (initiation of
breakup). 5.3. Effect of YD and YC The only effect of
YC is to shift the Caℓdelimiting curve to higher Ca values as the capsule is then more
resistant. This is what is shown by the dotted lines in Figure 16, which complete the
base case (YC “ 2.0). criterion of initiation of rupture is controlled by YD ` YC, as already shown at the end
of section 4. The results are synthesized in Figure 16, which provides a phase-diagram of the capsule
states for a range of values of YD and YC. For a given YC, the curves CacpYDq and
CaℓpYD; YCq delimit three domains in the parametric space pCa, YDq: undamaged for
Ca ă Cac, damaged for Cac ă Ca ă Caℓ, ruptured for Ca ą Caℓ. The only effect of
YC is to shift the Caℓdelimiting curve to higher Ca values as the capsule is then more
resistant. This is what is shown by the dotted lines in Figure 16, which complete the
base case (YC “ 2.0). 5.3. Effect of YD and YC We finally study the influence of the material parameters YD and YC on the damage
of the capsule. The evolution of d8
maxpCaq is represented for different values of YD and
YC in Figure 15. We observe the same trend as in the reference case (Figure 13). For a fixed value of YC, Cac and Caℓincrease with YD (Figure 15a). However, when
YD is fixed (Figure 15b), increasing YC does not impact when damage initiates (constant
Cac) but delays when the capsule breaks up (increasing value of Caℓ). This relates to
the facts that the criterion of initiation of damage is only a function of YD, whereas the Capsule damage in simple shear flow 21 0
0.2
0.4
0.6
0.8
1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
Ca
YD
Cac
CaℓpYC “ 1.0q
CaℓpYC “ 2.0q
CaℓpYC “ 3.0q
Undamaged
Damaged
Ruptured
Figure 16: Evolution of the critical and limit capillary numbers Cac and Caℓwith YD. The solid lines represent the limit curves of Cac and Caℓfor YC “ 0.2. They delimit
three domains corresponding to three states of the capsule: undamaged, damaged and
ruptured. We also show the limit curves of Caℓfor YC “ 1.0, 3.0 as dotted lines to show
how the three domains evolve with the parameters. 0
0.2
0.4
0.6
0.8
1
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
Ca
YD
Cac
CaℓpYC “ 1.0q
CaℓpYC “ 2.0q
CaℓpYC “ 3.0q
Undamaged
Damaged
Ruptured Figure 16: Evolution of the critical and limit capillary numbers Cac and Caℓwith YD. The solid lines represent the limit curves of Cac and Caℓfor YC “ 0.2. They delimit
three domains corresponding to three states of the capsule: undamaged, damaged and
ruptured. We also show the limit curves of Caℓfor YC “ 1.0, 3.0 as dotted lines to show
how the three domains evolve with the parameters. criterion of initiation of rupture is controlled by YD ` YC, as already shown at the end
of section 4. The results are synthesized in Figure 16, which provides a phase-diagram of the capsule
states for a range of values of YD and YC. For a given YC, the curves CacpYDq and
CaℓpYD; YCq delimit three domains in the parametric space pCa, YDq: undamaged for
Ca ă Cac, damaged for Cac ă Ca ă Caℓ, ruptured for Ca ą Caℓ. 6. Discussion and conclusion In response to the current need for a damage model of microcapsules in flow, we
have developed the first fluid-structure interaction (FSI) numerical model accounting for
the degradation of the capsule membrane till the onset of rupture, when it is deformed
by hydrodynamic forces. We have placed ourselves within the framework of continuum
damage mechanics, and simulated microdefect development by degrading the elastic
material parameters through the introduction of a damage variable d. We have used an
isotropic brittle damage model, in which the damage evolution of the membrane depends
on the history of loading. We have integrated it in a Finite Element method that solves
for the membrane deformation, which we have coupled to a Boundary Integral method
to solve for the Stokes flows inside and outside the capsule. 22 N. Grandmaison, D. Brancherie and A.-V. Salsac N sound fibres
nb broken fibres
λ
2
λ
2
φNH, Pf
nb “ δS ´ δ ˜S
δS
N
“ PfpλmaxqN
δS
δ ˜S N sound fibres
nb broken fibres N sound fibres Figure 17: The RVE consists of a bundle of elastic initially unbroken fibres of specific
elastic energy φNH and probability of rupture Pf (eq. (6.3)). It is subjected to an
elongation λ up to the maximum elongation ratio λmax. The zone where the microdefects
have appeared upon the rupture of the fibres are represented in grey. Figure 17: The RVE consists of a bundle of elastic initially unbroken fibres of specific
elastic energy φNH and probability of rupture Pf (eq. (6.3)). It is subjected to an
elongation λ up to the maximum elongation ratio λmax. The zone where the microdefects
have appeared upon the rupture of the fibres are represented in grey. 6.2. Capsule inflation test We have first applied the model to a capsule under isotropic inflation, case for which we
derived an analytical solution. This has allowed us to validate the numerical simulations
and to show the consequences of damage on the pressure difference p between the internal
and external fluids. The main findings are that a given capsule remains sound up to a
critical value of the inflation ratio αc, at which damage initiates. As the capsule further
inflates above this critical value, the isotropic tension first increases with the isotropic
strain, reaches a maximum and then decreases: it corresponds to what is generally defined
as a softening behaviour. As damage builds up, the pressure difference decreases, as the
global stiffness of the capsule is proportional to the local effective surface shear modulus
p1´dqGs. The pressure difference finally returns to p “ 0, which occurs when the damage
variable reaches d “ 1: it corresponds to the moment when the membrane ruptures. A
given capsule is thus characterized by a limit inflation ration αℓat which it breaks up. The inflation capsule test has shown how excellent the agreement is between the
theoretical solution and the one obtained with the FSI damage model. If the problem
had been solved in displacement (imposed pressure) as classically done in finite element
numerical codes, the material softening behaviour resulting from damage would have
induced a loss of stability of the uniform solution at the beginning of the regime of
strain localization (Rice 1976; Benallal et al. 1993). In this regime, a small perturbation
from the uniform solution would have localized damage and strain in a band of width
of one element: the solution would have been strongly mesh-dependent. To solve this
issue, classical solid solvers require additional methods, called localization limiters, to
obtain more objective solutions (Baˇzant & Pijaudier-Cabot 1988; Simo et al. 1993). However, it is interesting to notice that even for the case of a capsule in simple shear
flow discussed below, where the solution is non-uniform, we did not observe the effect
of strain localization by changing the mesh size (results not shown). This shows how
advantageous it is to implement the damage model within an explicit FSI solver, where
the node displacements are imposed by the fluid and the corresponding external loads
exerted by the fluids on the membrane are solved for in the solid problem. 6.1. Interpretation of the damage evolution law We have explained the physical meaning of the damage model in section 2, but propose
to further detail the interpretation of the damage evolution law eq. (2.29). The capsule
membrane being assumed to have a quasi-brittle behaviour, damage evolution is driven
by Y max. As an illustration, we propose to introduce a toy model (Figure 17), consisting
of a bundle of parallel elastic fibres under uniaxial traction (Krajcinovic 1989; Lemaitre
& Desmorat 2005). The RVE consists of N parallel elastic fibres initially unbroken and
subjected to an elongation ratio λ. Each fibre is associated to the specific elastic energy φNH and has a brittle behaviour
given by the classical energetic criterion of rupture #
φNHpλmaxq ă φu ñ sound fibre
φNHpλmaxq “ φu ñ broken fibre,
(6.1) (6.1) where φu is a specific energy at rupture and λmax is defined similarly to Y max in eq. (2.31). The key ingredient of this model is to consider φu as a random variable with
probability density ppφuq given by the following band-limited and uniform probability
density where φu is a specific energy at rupture and λmax is defined similarly to Y max in eq. (2.31). The key ingredient of this model is to consider φu as a random variable with
probability density ppφuq given by the following band-limited and uniform probability
density ppφuq “
$
&
%
1
YC
@φu P rYD, YD ` YCs
0
@φu R rYD, YD ` YCs. (6.2) (6.2) where YD and YC are the parameters of the damage model introduced in eq. (2.28). Hence, from eqs. (6.1) and (6.2), the probability of rupture of a fibre is given by Pfpλmaxq “
ż φNHpλmaxq
0
ppφuqdφu
(6.3) (6.3) Consistent with eq. (2.9), the damage variable d corresponds to the ratio nb{N, where
nb is the number of broken fibres. For a large number of fibres, we can postulate nb “ Consistent with eq. (2.9), the damage variable d corresponds to the ratio nb{N, where
nb is the number of broken fibres. For a large number of fibres, we can postulate nb “ Capsule damage in simple shear flow
23 Capsule damage in simple shear flow
23 Capsule damage in simple shear flow
23 Capsule damage in simple shear flow
23 23 PfpλmaxqN, and thus d “ Pfpλmaxq. From eq. 6.1. Interpretation of the damage evolution law (6.3), we obtain d “
$
’
’
&
’
’
%
0
if φNHpλmaxq ď YD
φNHpλmaxq ´ YD
YC
if YD ď φNHpλmaxq ď YD ` YC
1
if YD ` YC ď φNHpλmaxq
(6.4) (6.4) where φNHpλmaxq “ Y max (see eq. (2.19)2). We thus retrieve the damage evolution law
(2.29). This toy model thus shows that the damage evolution law (2.29) is dictated by local
phenomena: each fibre has a binary state broken/unbroken (eq. (6.1)), for which the
transition is randomly triggered. By integrating the function of rupture probability over
all the fibres, we obtain a deterministic damage model for the RVE, where d ranges from
0 (all the fibres are unbroken) to 1 (all the fibres are broken). Eq. (6.2) shows that the
model parameters YD and YC delimit the range of dispersion of the specific energy at
rupture in the microstructure. 6.2. Capsule inflation test Furthermore,
the present FSI scheme is particularly robust and stable, thanks to the fact that the
quantities are integrated over the surface in both the fluid and solid solvers. 24 N. Grandmaison, D. Brancherie and A.-V. Salsac 6.3. Capsule under simple shear flow We have then considered a capsule under simple shear flow and similarly seen that there
exist a critical value of the capillary number Cac, at which damage initiates, and a limit
capillary number Caℓ, at which capsule rupture occurs. In the model, we have chosen to
base the criterion for damage on the elastic energy release rate Y of the membrane and
to use the evolution law developed by Marigo (1981) for quasi-brittle materials, in which
damage evolves when Y “ YD ` YCd. The initiation of damage is then solely dictated by
the threshold modulus YD, to which Cac is proportional. As for the hardening modulus
YC, it governs the rate at which damage occurs: the lower YC, the faster rupture occurs. The initiation of rupture (d “ 1) and the corresponding limit capillary number Caℓare
thus controlled by YC ` YD. For Cac ă Ca ă Caℓ, irreversible damage appears on the flanks of the capsule at the
points P and P 1 located on the flow vorticity axis: it is at these locations that the internal
membrane tension is the highest. As the capsule tank-treads, the two damaged zones grow
around these points, but remain confined in their vicinity, the maximum values remaining
at P and P 1. The most striking results in this range of capillary numbers are that the
capsule still reaches a steady deformed shape like in the case without damage, and that
the effect of damage remains non-visible on the capsule deformed shape, inclination and
dynamics. Indeed, damage concentrates around the capsule poles P and P 1 in the case of
a simple shear flow, without propagating to the entire capsule. Note that such would not
be the case under other flows conditions with three-dimensional vorticity effects, as the
capsule rotation would lead to an isotropic distribution of damage all over the capsule
membrane. Still, at present, differences in shape and inclination with the no-damage case
start to be visible, when Ca gets close to Caℓ. At Ca “ Caℓ, rupture finally occurs at
points P and P 1, and no steady deformed shape exists thereafter for the capsule. 6.4. Comparison with experiments of capsule damage Damage models are phenomenological and require confrontation with experimental
data to assess the relevance of choice of damage evolution law. It is interesting to observe
that the present findings corroborate well the results of the few experimental studies
present in the literature, which showed that rupture is initiated at the points of maximum
elastic tension (Husmann et al. 2005; Abkarian et al. 2008; Koleva & Rehage 2012;
Unverfehrt et al. 2015; Le Goffet al. 2017). The damage model assumptions are thus
relevant to study the dynamics of microcapsules in flow. Comparing the results of the model with experiments also serves the purpose of
identifying the values of the model parameters, namely YD and YC in the present model. We propose to look more closely at the results obtained by the group of Prof. H. Rehage
on thin polysiloxane microcapsules subjected to a simple shear flow until breakup in a
counter-rotating rheometer cell (Koleva & Rehage 2012; Unverfehrt et al. 2015). They
followed a given capsule under increasing values of shear rate and found that wrinkles
form on the capsule membrane (Figure 18b) similarly to what was predicted by numerical
models (Lac et al. 2004; Walter et al. 2010). Polysiloxane being very brittle and resistant
to deformation, only a small increase in capsule deformation was observed as Ca increased
(Figure 18a), and rupture occurred at only 3% of deformation. The crack formed in the
region near the vorticity axis (Figure 18c), in agreement with the prediction given by our
model. Similarly to what we have shown in section 5.2, no influence of damage effects
could be observed on the Taylor parameter curve (Figure 18a). But, even though simple
shear flow experiments do not allow to identify the value of Cac (and thus YD), Caℓis
easily identified from the point of divergence of the Taylor parameter curve. 6.4. Comparison with experiments of capsule damage Note that 25 Capsule damage in simple shear flow (a)
ex
ez
(b)
(c)
(d)
(e)
d “ 1
(f )
onset rupture
(g)
Ca “ 0.005, t “ t8
Ca “ 0.01, t “ tℓ
Ca “ 0.012, t ą tℓ
d
ě 0.3
0
d
1
0
Figure 18: Experimental results obtained by Koleva & Rehage (2012) on polysiloxane
microcapsules: (a)Evolution of the Taylor parameter D12 with the capillary number Ca,
(b) Formation of wrinkles at Ca “ 0.0042 , (c) Formation of a crack at Ca “ 0.01 , (d)
Divergence of the capsule shape for Ca larger than Ca “ 0.01 . Numerical predictions
given by the present damage FSI model for YD{Gs “ 5 ˆ 10´4 and YC{Gs “ 3.1 ˆ 10´3:
(e) At Ca “ 0.005, 3D rendering showing the presence of wrinkles. (f ) At Ca “ 0.01,
map of damage at t “ tℓwhen rupture initiates (d “ 1). (g) At Ca “ 0.012, map of
damage at an instant of time after t “ tℓwhile the capsule shape diverges due to infinite
elongation, this is a case where damage initiates at the points on the vorticity axis but not
rupture, which occurs in the nearby region. Pictures (a-d) are reproduced from (Koleva
& Rehage 2012) with permission of The Royal Society of Chemistry. (a) (c) (d) (c) (d) onset r
(g)
Ca “ 0.012, t ą tℓ
d
1
0 onset
(g)
Ca “ 0.012, t ą tℓ (e)
Ca “ 0.005, t “ t8 d “ 1
(f )
Ca “ 0.01, t “ tℓ
d
ě 0.3
0 (f ) (e) Ca “ 0.005, t “ t8 Ca “ 0.012, t ą tℓ Ca “ 0.01, t “ tℓ d
1
0 d d Figure 18: Experimental results obtained by Koleva & Rehage (2012) on polysiloxane
microcapsules: (a)Evolution of the Taylor parameter D12 with the capillary number Ca,
(b) Formation of wrinkles at Ca “ 0.0042 , (c) Formation of a crack at Ca “ 0.01 , (d)
Divergence of the capsule shape for Ca larger than Ca “ 0.01 . Numerical predictions
given by the present damage FSI model for YD{Gs “ 5 ˆ 10´4 and YC{Gs “ 3.1 ˆ 10´3:
(e) At Ca “ 0.005, 3D rendering showing the presence of wrinkles. 6.4. Comparison with experiments of capsule damage (f ) At Ca “ 0.01,
map of damage at t “ tℓwhen rupture initiates (d “ 1). (g) At Ca “ 0.012, map of
damage at an instant of time after t “ tℓwhile the capsule shape diverges due to infinite
elongation, this is a case where damage initiates at the points on the vorticity axis but not
rupture, which occurs in the nearby region. Pictures (a-d) are reproduced from (Koleva
& Rehage 2012) with permission of The Royal Society of Chemistry. in Koleva & Rehage (2012) the capillary number is based on the surface Young modulus
instead of the surface shear modulus as in the present study. However, for the capsules
of Figure 18, the authors estimated that the two moduli had practically the same values,
indicating that the Poisson ratio of the membrane was negative. The polysiloxane capsules
of Figure 18 are thus found to have a limit capillary number CaℓpYD, YCq “ 0.01, which
provides an implicit relationship between YD and YC. Since we know from Figure 16 that
the damaged domain is delimited by the curves Ca “ Cac and Ca “ 0.01, we deduce
that YD P r0; 1 ˆ 10´3s and YC P r0; 4.6 ˆ 10´3s. We have run simulations assuming
YD{Gs “ 5 ˆ 10´4 and YC{Gs “ 3.1 ˆ 10´3, for which CaℓpYD, YCq “ 0.01, and found a
good fit between the numerical predictions (Figure 18e-g) and the experimental results
(Figure 18b-d). For Ca ě Caℓ, we have continued the simulations after the critical instant 26 N. Grandmaison, D. Brancherie and A.-V. Salsac t “ tℓwhere rupture initiates, and found that the totally damaged state d “ 1 of the
membrane propagates in the plane perpendicular to the major axis pO, e1q and that the
capsule elongates indefinitely along its major axis (Figure 18g). The divergence of the
capsule shape in the simulations (Figure 18g) is similar to what is observed experimentally
(Figure 18d). In retrospect, it is surprising that the experiments by Chang & Olbricht (1993) did not
fit those by the group of Prof. Rehage. Chang & Olbricht (1993), who were the first to
study the rupture of polyamide capsules using a counter-rotating rheometer cell, found
that rupture initiated at the apex of the major axis, where the capsule is the thinnest. Declaration of Interests The authors report no conflict of interest. 6.4. Comparison with experiments of capsule damage Although these results contradict what all the other studies of the literature have found,
it could be interesting to use the damage FSI model to investigate for which damage
threshold function (eq. (2.27)) the model would predict an initiation of rupture at that
location. This study, based on an associated damage model with three ingredients (Table 1),
could be generalized to include other dissipative phenomena, such as irreversible strains. These have for instance been taken into account by Ghaemi et al. (2016), in the case
of a capsule under compression. The model, however, does not include the gradual
degradation of the membrane and information on rupture is obtained by post-processing
the stress-strain results. The modularity of the framework that we are proposing rep-
resents a real advantage if one wants to generalize the use of the damage FSI model
for crack nucleation prediction and damage property identification. Predicting crack
propagation is, however, outside the scope of the model, as it would require the use
of another approach. The eXtended Finite Element Method (Sukumar et al. 2000; Mo¨es
& Belytschko 2002) could then be one option among others to provide answers on the
subsequent events following crack nucleation. Acknowledgements This work was supported by the European Research Council (ERC) under the Euro-
pean Union’s Horizon 2020 research and innovation programme (MultiphysMicroCaps,
No. ERC-2017-COG 772191) and by the French Ministry of Higher Education and
Research (fellowship of Nicolas Grandmaison). REFERENCES & Stroud, A. H. 1956 Numerical Integration Over
Simplexes and Cones. Mathematical Tables and Other Aids to Computation 10, 130–137. Hokanson, J. & Yazdani, S. 1997 A constitutive model of the artery with damage. Mechanics
Research Communications 24, 151–159. Hokanson, J. & Yazdani, S. 1997 A constitutive model of the artery with damage. Mechanics
Research Communications 24, 151–159. Holzapfel, G. A. & Fereidoonnezhad, B. 2017 Modeling of damage in soft biological tissues. In Biomechanics of Living Organs (ed. Y. Payan & J. Ohayon), pp. 101–123. Elsevier. Husmann, M., Rehage, H., Dhenin, E. & Barth`es-Biesel, D. 2005 Deformation and
bursting of nonspherical polysiloxane microcapsules in a spinning-drop apparatus. J. Colloid Interf. Sci. 282, 109–119. Kachanov, L. M. 1958 On time to rupture in creep conditions (in russian). Isv Akad. Nauk. SSR Otd. Tekh. Nauk. 8, 26–31. Kachanov, L. M. 1986 Introduction to continuum damage mechanics. Dordrecht: Springer. Koleva, I. & Rehage, H. 2012 Deformation and orientation dynamics of polysi
microcapsules in linear shear flow. Soft Matter 8, 3681–3693. Krajcinovic, D. 1989 Damage mechanics. Mechanics of Materials 8, 117–197. Lac, ´E., Barth`es-Biesel, D., Pelekasis, N. A. & Tsamopoulos, J. 2004 Spherical capsules
in three-dimensional unbounded Stokes flows: effect of the membrane constitutive law and
onset of buckling. J. Fluid Mech. 516, 303–334. Le Goff, A., Kaoui, B., Kurzawa, G., Haszon, B. & Salsac, A.-V. 2017 Squeezing bio-
capsules into a constriction: deformation till break-up. Soft Matter 13, 7644–7648. Lemaitre, J. & Desmorat, R. 2005 Engineering Damage Mechanics: Ductile, Creep, Fatigue
and Brittle Failures. Berlin Heidelberg: Springer-Verlag. Li, S., Nickels, J. & Palmer, A. F. 2005 Liposome-encapsulated actin-hemoglobin (LEAcHb)
artificial blood substitutes. Biomaterials 26, 3759–3769. Marigo, J.-J. 1981 Formulation d’une loi d’endommagement d’un mat´eriau ´elastique. C. R. Acad. Sci. Paris. S´erie II 292, 1309–1312. Mo¨es, N. & Belytschko, T. 2002 Extended finite element method for cohesive crack growth. Engng. Fract. Mech. 69, 813–833. Natali, A.N., Pavan, P.G., Carniel, E.L., Lucisano, M.E. & Taglialavoro, G. 2005
Anisotropic elasto-damage constitutive model for the biomechanical analysis of tendons. Medical Engineering & Physics 27, 209–214. g
g
y
,
Pozrikidis, C. 1992 Boundary Integral and Singularity Methods for Linearized Viscous Flow. Cambridge: Cambridge University Press. Rice, J. R. 1976 The localization of plastic deformation. In Theoretical and Applied Mechanics
(ed. W. T. Koiter), pp. 207–220. Proceedings of the 14th ICTAM, Delft (Netherlands):
North-Holland Publishing Company. g
p
y
Schenk, O. & G¨artner, K. REFERENCES Abkarian, M., Faivre, M., Horton, R., Smistrup, K., Best-Popescu, C. A. & Stone,
H. A. 2008 Cellular-scale hydrodynamics. Biomed. Mater. 3, 034011. Barth`es-Biesel, D., Diaz, A. & Dhenin, E. 2002 Effect of constitutive laws for two-
dimensional membranes on flow-induced capsule deformation. J. Fluid Mech. 460, 211–
222. Baˇzant, Z. P. & Pijaudier-Cabot, G. 1988 Nonlocal continuum damage, localization
instability and convergence. J. Appl. Mech. 55, 287–293. Benallal, A., Billardon, R. & Geymonat, G. 1993 Bifurcation and localization in
rate-independent materials. some general considerations. In Bifurcation and Stability of
Dissipative Systems (ed. Q. S. Nguyen), pp. 1–44. Springer. (
)
Besson, J., Cailletaud, G., Chaboche, J.-L. & Forest, S. 2010 Non-Linear Mechanics of
Materials, pp. 127–194. Springer. Bhujbal, S. V., de Vosl, P. & Niclou, S. P. 2014 Drug and cell encapsulation: Alternative
delivery options for the treatment of malignant brain tumors. Adv. Drug Deliv. Rev. 67-
68, 142–153. 27 Capsule damage in simple shear flow Chang, K. S. & Olbricht, W. L. 1993 Experimental studies of the deformation and breakup
of a synthetic capsule in steady and unsteady simple shear flow. J. Fluid Mech. 250,
609–633. Chu, T. X., Salsac, A.-V., Leclerc, E., Barth`es-Biesel, D., Wurtz, H. & Edwards-
L´evy, F. 2011 Comparison between measurements of elasticity and free amino group
content of ovalbumin microcapsule membranes: Discrimination of the cross-linking degree. J. Colloid Interf. Sci. 355, 81–88. Coleman, B. D. & Gurtin, M. E. 1967 Thermodynamics with internal state variables. J. Chem. Phys. 47, 597–613. Ghaemi, A., Philipp, A., Bauer, A., Last, K., Fery, A. & Gekle, S. 2016 Mechanical
behaviour of micro-capsules and their rupture under compression. Chem. Eng. Sci. 142,
236 – 243. Gubspun, J., Gires, P.-Y., de Loubens, C., Barth`es-Biesel, D., Deschamps, J.,
Georgelin, M., Leonetti, M., Leclerc, E., Edwards-L´evy, F. & Salsac, A.-
V. 2016 Characterization of the mechanical properties of cross-linked serum albumin
microcapsules: effect of size and protein concentration. Colloid Polym. Sci. 294, 1381–
1389. Hammer, P. C., Marlowe, O. J. & Stroud, A. H. 1956 Numerical Integration Over
Simplexes and Cones. Mathematical Tables and Other Aids to Computation 10, 130–137. Hokanson, J. & Yazdani, S. 1997 A constitutive model of the artery with damage. Mechanics
R
h C Hammer, P. C., Marlowe, O. J. & Stroud, A. H. 1956 Numerical Integration Over
Simplexes and Cones. Mathematical Tables and Other Aids to Computation 10, 130–137. Hammer, P. C., Marlowe, O. J. REFERENCES 2004 Solving unsymmetric sparse systems of linear equations with
PARDISO. Future Generation Computer Systems 20, 475–487. y
Simo, J. C., Oliver, J. & Armero, F. 1993 An analysis of strong discontinuities induced by
strain-softening in rate-independent inelastic solids. Comput. Mech. 12, 277–296. 28 N. Grandmaison, D. Brancherie and A.-V. Salsac Su, J., Hu, B.-H., Lowe, W. L., Kaufman, D. B. & Messersmith, P. B. 2010 Anti-
inflammatory peptide-functionalized hydrogels for insulin-secreting cell encapsulation. Biomaterials 31, 308–314. Sukumar, N., Mo¨es, N., Moran, B. & Belytschko, T. 2000 Extended finite element method
for three-dimensional crack modelling. Int. J. Numer. Meth. Eng. 48, 1549–1570. Unverfehrt, A., Koleva, I. & Rehage, H. 2015 Deformation, orientation and bursting of
microcapsules in simple shear flow: Wrinkling processes, tumbling and swinging motions. Journal of Physics Conference Series 602, 012002. f
y
f
,
Walter, A., Rehage, H. & Leonhard, H. 2001 Shear induced deformation of microcapsules:
shape oscillations and membrane folding. Colloids Surf., A 183-185, 123–132. Walter, J., Salsac, A.-V., Barth`es-Biesel, D. & Le Tallec, P. 2010 Coupling of finite
element and boundary integral methods for a capsule in a Stokes flow. Int. J. Numer. Meth. Eng. 83, 829–850.
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Anti-quorum Sensing and Antimicrobial Effect of Mediterranean Plant Essential Oils Against Phytopathogenic Bacteria
|
Frontiers in microbiology
| 2,019
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Anti-quorum Sensing and
Antimicrobial Effect of
Mediterranean Plant Essential Oils
Against Phytopathogenic Bacteria
Ippolito Camele1, Hazem S. Elshafie1*, Lucia Caputo2 and Vincenzo De Feo2
1 School of Agricultural, Forestry, Food and Environmental Sciences, University of Basilicata, Potenza, Italy, 2 Department
of Pharmacy, University of Salerno, Salerno, Italy Essential oils (EOs) are one of the most interesting natural products extracted from
different aromatic plants. For centuries, EOs have been considered an essential part of
the traditional pharmacopeia. Many plant EOs have been reported as possible effective
alternatives for commercial pesticides, and their single constituents have been used
efficiently in food preservation for their promising anti-QS activity against several food
pathogenic microorganisms. The current mini review gives a general overview over the
microbicide effect as well as anti-quorum sensing and the anti-biofilm formation of some
common plant EOs, especially those of Lamiaceae and Verbanaceae families; these are
commonly grown in the Mediterranean region and are effective against some serious
food phytopathogenic bacteria. Edited by:
Rosanna Tofalo,
University of Teramo, Italy
Reviewed by:
Filippo Maggi,
University of Camerino, Italy
Miklós Takó,
University of Szeged, Hungary
*Correspondence:
Hazem S. Elshafie
hazem.elshafie@unibas.it Edited by:
Rosanna Tofalo,
University of Teramo, Italy Reviewed by:
Filippo Maggi,
University of Camerino, Italy
Miklós Takó,
University of Szeged, Hungary *Correspondence:
Hazem S. Elshafie
hazem.elshafie@unibas.it Keywords: natural products, postharvest disease, secondary metabolites, quorum sensing, biofilm Specialty section:
This article was submitted to
Food Microbiology,
a section of the journal
Frontiers in Microbiology INTRODUCTION Essential oils (EOs) are considered important natural products extracted from aromatic plants and
have been used for centuries in traditional pharmacopeia (Elshafie and Camele, 2017). EOs can be
identified as concentrated hydrophobic liquids containing volatile aromatic compounds (Camele
et al., 2012; Elshafie et al., 2015b). They have several biological, nutritional, and pharmaceutical
properties. Historically, they represent an important part of the traditional pharmacopeia (Elshafie
et al., 2015a). In addition, several EOs have demonstrated interesting antimicrobial effects against
many serious phytopathogenic fungi and bacteria, both in vitro and in vivo, as well as an effective
use in the production of pharmaceutical drugs for plant and human diseases (Mancini et al.,
2014; Elshafie and Camele, 2017). Bacterial biofilm is considered a severe hygiene problem in the
environment, plant and human health, and in the food industry. Biofilms make bacteria more
resistant to disinfectants and different antimicrobial agents (Jamal et al., 2018). Many plant EOs
have showed promising anti-biofilm formation and quorum sensing (QS) effects (Poli et al., 2018). Received: 06 August 2019
Accepted: 28 October 2019
Published: 19 November 2019 MINI REVIEW
published: 19 November 2019
doi: 10.3389/fmicb.2019.02619 SIGNAL MOLECULES MEDIATED
QUORUM SENSING The QS system is based on different key elements, such
as autoinducers, signal synthase, autoinducers receptors, and
regulated genes (Figure 1). In general, G-ve bacteria use the Lux-
R/I-type and gram-positive (G + ve) bacteria use the peptide
signaling system (Nazzaro et al., 2019). Signals molecules that
mediate QS are oligopeptides in G + ve, N-Acyl-homoserine
Lactones (N-AHLs) in G-ve, and a family of autoinducers known
as autoinducer-2 (AI-2) in both G-ve and G + ve (Miller and
Bassler, 2001). In particular, the formation and the activation of
N-AHLs are directly proportional to the bacterial density that
enables them to act as a multicellular organism and become ready
to make behavioral decisions (Withers et al., 2001). The most common bacterial food pathogens produce biofilms
such as the Pseudomonas species, which are able to survive at
high temperatures and reduce the shelf-life of foods and fish
processing. In addition, Bacillus cereus, Escherichia coli, and
Staphylococcus aureus were isolated from dairy processing lines,
as reported by Kerekes et al. (2013). N-AHLs are considered the main player in the bacterial
pathogenesis (Miller and Bassler, 2001) as well as disease
suppression by certain plant beneficial bacteria (Zhou et al.,
2003). When the production of N-AHLs reaches a specific
threshold concentration, corresponding to a critical population
density, these signals serve as co-inducers to regulate the
transcription of bacterial target genes that are responsible for
the pathogenicity and production of bioactive secondary
metabolites. On
the
other
hand,
autoinducers
can
also
regulate the transcription of some bacterial genes as much
as the cell density (Smith et al., 2003). Autoinducers are
able to coordinate a suite of virulence factors: antibiotic
production (Stead et al., 1996), biofilm formation (Van Delden
and Iglewski, 1998), luminescence, and swarming motility
(Rasmussen et al., 2000). Quorum sensing is a intercellular communication system
that regulates microbe–microbe interactions (Nazzaro et al.,
2019). The QS phenomenon regulates gene expression in
response to the bacterial cell population size (Steindler and
Venturi, 2007) and is expected to be the main function
responsible for different bacterial phenotypes (Kumari et al.,
2006; Duerkrop et al., 2007). Furthermore, most bacterial
bioactive secondary metabolites are synthesized by stimulating
some
signal
molecules
that
mediate
the
process
of
QS
(Withers et al., 2001). SIGNAL MOLECULES MEDIATED
QUORUM SENSING Several studies have shed light on the QS phenomenon in
many gram-negative (G-ve) bacteria, including those pathogenic
to plants and animals as well as human, such as the genus of
Agrobacterium, Aeromonas, Burkholderia, Chromobacterium,
Citrobacter,
Enterobacter,
Erwinia,
Hafnia,
Nitrosomonas,
Obesumbacterium, Pantoea, Pseudomonas, Rahnella, Ralstonia,
Rhodobacter, Rhizobium, Serratia, and Yersinia. In pathogenic
species, the system may also enable coordination against the host,
as in case of Pseudomonas aeruginosa infections in cystic fibrosis
patients (Withers et al., 2001). Regarding P. aeruginosa, the
opportunistic human pathogen, it secretes multiple extracellular
virulence factors that cause extensive host tissue damage, BIOFILM FORMATION AND QUORUM
SENSING Biofilm formation is considered one of the most essential causes
of bacterial resistance toward different traditional chemical and
physical treatments and antimicrobial agents (Ivanova et al.,
2018). Several animal and human microbial infections are related
to microbial biofilm ability, which has recently become a real
challenge (Coenye and Nelis, 2010). FIGURE 1 | Schematic representation of quorum sensing: bacteria produce
autoinducers molecules and detect the same molecules with specific
receptors that coordinate their behavior. and these factors are regulated by the QS phenomenon, as
reported by Gera and Srivastava (2006). Biofilm
formation
is
highly
related
to
the
density-
dependent
cell
communication
called
QS
that
plays
an
essential
role
in
the
biofilm
development
of
many
pathogenic
microorganisms
and
triggers
their
resistance
and virulence (Habeck, 2003). QS enables bacterial cells to
have a multicellular behavior in prokaryotes and helps in
regulating the virulence process, production of secondary
metabolites,
symbiosis,
biofilm
formation,
induction
of
stationary phase responses, and motility for colony escape
(Withers et al., 2001). QS allows bacteria cells to monitor
their local population densities and regulate the timing of
communal activities. Citation: Camele I, Elshafie HS, Caputo L
and De Feo V (2019) Anti-quorum
Sensing and Antimicrobial Effect
of Mediterranean Plant Essential Oils
Against Phytopathogenic Bacteria. Front. Microbiol. 10:2619. doi: 10.3389/fmicb.2019.02619 November 2019 | Volume 10 | Article 2619 Frontiers in Microbiology | www.frontiersin.org 1 Biological Activity of Essential Oils Camele et al. FIGURE 1 | Schematic representation of quorum sensing: bacteria produce
autoinducers molecules and detect the same molecules with specific
receptors that coordinate their behavior. In this review, we give some more information about
biofilm formation and the QS phenomenon, especially in
food pathogenic bacteria. Moreover, this review illustrates the
potential use of some plant EOs as anti-QS and biofilm agents to
prevent bacterial infection and avoid the drug-resistance ability
of many pathogenic bacteria. Frontiers in Microbiology | www.frontiersin.org ANTI-BIOFILM AND QUORUM SENSING
EFFECTS OF EOs In particular, the family Lamiaceae is considered one
of the most important families of medicinal and aromatic
plants; it includes Origanum vulgare L., Majorana hortensis
L., Thymus vulgaris L., Salvia officinalis L., Lavandula stoechas
L., Hyptis suaveolens L., and Rosmarinus officinalis L. Besides
that, Verbena officinalis L. (Verbenaceae), Carum carvi L. (Apiaceae),
Citrus
clementina
Hort. ex
Tan. (Rutaceae),
Murraya koenigii (L.), and Sprengel (Rutaceae) are also
considered important
aromatic
plants
where
their
single
constituents have promising anti-QS properties to combat Benzaid et al. (2019) studied the anti-biofilm formation
effect of mint EO on Candida albicans and concluded that
this EO has reduced the biofilm formation of C. albicans. Marjoram
EO
also
showed
a
promising
anti-QS
effect
against
Chromobacterium
violaceum,
the
positive
sensor
strains for AHL-mediated QS (Kerekes et al., 2013). Poli
et al. (2018) reported that Mentha suaveolens ssp. insularis
acts as an inhibitor of violacein production and the biofilm TABLE 1 | List of common plant EOs and their single constituents that display anti-QS activity. Plant
scientific
name
Family
Essential oils
Raw materials
Principal bioactive constituents
References
Carum carvi (L.)
Sprengel
Apiaceae
Caraway
Fruits
Limonene 51%, sabinene 0.3%, β-myrcene 0.4%,
β-pinene 0.2%, linalool 0.2%, Bornyl acetate
Raal et al., 2012; Al-Haidari
et al., 2016
Origanum
vulgare L. Lamiaceae
Oregano
Leaves
Carvacrol 75%, linalool 1.3%, limonene 1.3%, (E)-citral
2.5%, γ-terpinene 0.1%, 1,8-cineole 0.2%, eugenol
1.2%
Mancini et al., 2014; Elshafie
et al., 2017; Asfour, 2018
Majorana
hortensis L. Lamiaceae
Marjoram
Flowers
α-pinene 9%, β-pinene 3.8%, limonene 6.4%,
1,8-cineole 33.5%, γ-terpinene 0.1%, linalol 9.8%
Kerekes et al., 2013; Elshafie
et al., 2016a; Luciardi et al.,
2016
Thymus
vulgaris L. Lamiaceae
Thyme
Leaves
Carvacrol 3.5%, p-cymene 11.2%, terpinene 4.8%
Elshafie et al., 2015a; Asfour,
2018
Salvia officinalis
L. Lamiaceae
Sage
Leaves
Camphor 13.9%, limonene 1.4%, α-pinene 4.4%,
1,8-cineole 4.2%
Elshafie et al., 2016a; Asfour,
2018
Verbena
officinalis L. Verbenaceae
Vervain
Leaves
Limonene 2.3%, 1.8-cineole, cis-Anethole 0.2%, linalol
0.1%, camphor 0.2%
Duke, 1992; Rehecho et al.,
2011; Chalchat and Garry,
1995
Lavandula
stoechas L. Lamiaceae
Lavender
Flowers
Fenchone 34.9%, camphone 28.9%
Poli et al., 2018
Citrus
clementina
Hort. ex Tan. Rutaceae
Clementina
Peel
Sabinene 31.4%, linalool 20.4%
Kerekes et al., 2013; Luciardi
et al., 2016; Poli et al., 2018
Murraya
koenigii (L.)
Sprengel
Rutaceae
Curry tree
Leaves
Caryophyllene 9.49%, caryophyllene oxide 1.02%, α-
and β-phellandrene 0.07%, α-Terpinene 2.37%, linalool
0.19%
Chowdhury et al., 2008; Bai
and Vittal, 2014
Hyptis
suaveolens L. ANTI-BIOFILM AND QUORUM SENSING
EFFECTS OF EOs EOs are composed mainly from two groups of single substances,
terpenoids
(monoterpene,
sesquiterpene
and
di-terpene) November 2019 | Volume 10 | Article 2619 Frontiers in Microbiology | www.frontiersin.org 2 Biological Activity of Essential Oils Camele et al. different
food
pathogenic
microorganisms,
as
reported
in Table 1. and phenylpropanoids (Nieto, 2017). The terpenoid group
includes
several
compounds
commonly
present
in
the
chemical composition of many plant EOs with different
percentages, such as p-cymene, pinene, limonene, sabinene,
and terpinene (Kerekes et al., 2015), geraniol, menthol,
linalool, citronellol, carvone, thymol, carvacrol, geranyl acetate,
eugenyl acetate, geranial, neral, and 1,8-cineole (Ayala-Zavala
et al., 2007; Nieto, 2017). In addition, phenylpropanoids
include several aromatic compounds such as cinnamyl alcohol,
cinnamaldehyde, eugenol, and methyl cinnamate (Hyldgaard
et al., 2012). Since not all of the above compounds have
anti-QS activity, an overview of the principal constituents
of
some
common
plant
EOs
extracted
from
different
aromatic plants and that display anti-QS activity are reported
in Table 1. and phenylpropanoids (Nieto, 2017). The terpenoid group
includes
several
compounds
commonly
present
in
the
chemical composition of many plant EOs with different
percentages, such as p-cymene, pinene, limonene, sabinene,
and terpinene (Kerekes et al., 2015), geraniol, menthol,
linalool, citronellol, carvone, thymol, carvacrol, geranyl acetate,
eugenyl acetate, geranial, neral, and 1,8-cineole (Ayala-Zavala
et al., 2007; Nieto, 2017). In addition, phenylpropanoids
include several aromatic compounds such as cinnamyl alcohol,
cinnamaldehyde, eugenol, and methyl cinnamate (Hyldgaard
et al., 2012). Since not all of the above compounds have
anti-QS activity, an overview of the principal constituents
of
some
common
plant
EOs
extracted
from
different
aromatic plants and that display anti-QS activity are reported
in Table 1. Origanum vulgare, one of the most efficient plant EOs, is
able to counteract biofilm formation and the QS mechanism
with its main bioactive constituents (carvacrol), which has
explicated a promising effect against different food and
human pathogenic bacteria, such as Salmonella enterica subsp. typhimurium and S. aureus (Asfour, 2018). In addition, other
single constituents of oregano EO, such as linalool, limonene,
(E)-citral, γ-terpinene, 1,8-cineole, and eugenol, have exhibited
anti-QS effects, as reported in several studies (Raal et al., 2012;
Al-Haidari et al., 2016). Moreover, clary sage, juniper, lemon, and marjoram EOs have
been examined in the food industry and showed an effective
anti-QS effect by preventing biofilm formation, especially against
B. cereus, E. coli, and Pichia anomala (Kerekes et al., 2013;
Luciardi et al., 2016). Raal et al., 2012; Al-Haidari
et al., 2016 MODE OF ACTION formation of C. violaceum, and the Carum copticum EO
showed
anti-QS
activity
against
C. violaceum
(Snoussi
et al., 2018). Szabó et al. (2010) reported that EOs extracted
from lavender, citrus, and rosemary plants can also inhibit
QS and concluded that these EOs can be used in the
pharmaceutical industry for discovering new therapy for
serious human infections. Many researchers have hypothesized that the possible mechanism
behind the bioactivity of many EOs is due to their principal
bioactive single molecules. In particular, the use of single
components to control biofilm formation could be, in some
cases, sufficient, such as B. cereus and E. coli (Kerekes
et al., 2013); however, other studies explained that the
synergism between different single components display better
effects, like in case of the Listeria monocytogenes biofilm,
where the synergism between a-pinene, limonene, and linalool
substances can be more effective than each single component
(Sandasi et al., 2009). ANTI-BIOFILM AND QUORUM SENSING
EFFECTS OF EOs Lamiaceae
Pignut
Leaves
Trans-β-caryophyllene 11.3%, α-pinene (2.3),
camphene 2.6%, β-myrcene 1.5%, p-cymene (11.2),
limonene (7.2), γ-terpinene (1.5)
Stashenko et al., 2013
Rosmarinus
officinalis L. Lamiaceae
Rosemary
Leaves
α-pinene (26%), 1,8-cineole (25%), camphor 12%
Alvarez et al., 2012; Melito
et al., 2019 TABLE 1 | List of common plant EOs and their single constituents that display anti-QS activity. Alvarez et al., 2012; Melito
et al., 2019 November 2019 | Volume 10 | Article 2619 Frontiers in Microbiology | www.frontiersin.org 3 Biological Activity of Essential Oils Camele et al. CONCLUSION The biofilm formation of pathogenic bacteria is considered
a big challenge for the food industry and human/animal
health. The QS mechanism regulates the bacterial biofilm
formation; thus, destroying and/or disrupting this mechanism
can help to prevent biofilm formation and then solve many
health problems. Many plant EOs display promising anti-
QS
properties
by
preventing
biofilm
formation,
which
could be very important in reducing the virulence and
pathogenicity
of
drug-resistant
bacteria,
especially
for
those that are food pathogenic. In fact, the use of plant
EOs
in
food
industry
do
not
change
the
organoleptic
properties of foods, and their use could thus be a promising
natural alternative for several synthetic food preservatives. Finally, many plant EOs can represent a possible substitute
for
many
traditional
antimicrobial
drugs,
which
have
a
significant
negative
impact
on
the
environment
and
human/animal health. Recently, there has been a great revolution in scientific
research regarding the importance of using plant EOs in
combating many pathogenic bacteria, especially against food
spoilage and for human health (Khan et al., 2009; Olivero et al.,
2010; Camele et al., 2012; Nieto, 2017). In
particular,
many
interesting
EOs
and
their
single
components, extracted from oregano, sage, marjoram, and
vervain
in
particular,
have
been
used
effectively
against
some post-harvest diseases (Mancini et al., 2014; Elshafie
et al., 2015a, 2016a, 2017). The three EOs extracted from
V. officinalis, M. hortensis, and S. officinalis (Elshafie et al.,
2016a) and those extracted from leaves and fruits of Schinus
terebinthifolius (Elshafie et al., 2016b) showed promising
antimicrobial activity against some serious phytopathogens
such as Colletotrichum acutatum, Botrytis cinerea, Clavibacter
michiganensis,
Xanthomonas
campestris,
and
Pseudomonas
syringae pv. phaseolicola. Other plant Eos, such as O. vulgare, O. heracleoticum,
and O. majorana, showed effective microbicide effects against
some post-harvest pathogenic fungi (Aspergillus sp., Penicillium
sp., Monilinia sp., and B. cinerea) and some phytopathogenic
bacteria (Bacillus megaterium, C. michiganensis, X. campestris,
and P. syringae pv. phaseolicola) (Della Pepa et al., 2019). MICROBICIDE EFFECT OF PLANT
ESSENTIAL OILS Many
foodborn
pathogenic
bacteria
(FBPB)
produce
serious
toxins
that
lead
to
food
spoilage
and
human
infection. Some
of
FBPB
are
characterized
by
the
abovementioned phenomena of QS, such as E. coli, Listeria
monocytogenes, Clostridium spp., S. enterica, and S. aureus
(Martinoviæ et al., 2016). In addition, the synergic effect between different single
constituents
could
trigger
the
antimicrobial
effectiveness
of EOs and may reduce the resistance of many pathogenic
microorganisms (Elshafie et al., 2015b). Some single constituents
can damage the cell walls and plasma membranes of microbial
cells,
alter
morphology,
and
increase
cell
permeability
(Elshafie et al., 2019). Adebayo et al. (2012) reported that
carvacrol,
γ -terpinene,
and
p-cymene
could
be
effective
on their own and also have a synergic effect when they
are combined. This synergistic effect is due to the action
of p-cymene, which works as mediator for transportation
of
carvacrol
and
γ -terpinene
across
the
cell
wall
and
cytoplasmic membrane of pathogenic microorganisms. On
the other hand, the lipophilic properties of many single
components play a role in degrading the microbe plasma
membrane and, thus, lead to the lyses of the hypha wall
(Elshafie and Camele, 2017). In general, the use of antibiotics are the most common
substances for the direct controlling of whole bacteria (Poli
et al., 2018); however its use in the food industry sector for
controlling FBPB is prohibited in most developed countries to
avoid creating different resistant human strains. Furthermore,
many
synthetic
preservatives
used
in
the
food
industry
with antimicrobial effects may causing allergies, intoxications,
cancer, and other degenerative diseases (Aminzare et al.,
2016). For instance, the scientific research has continuously
been carried out to present new substances that can be
effectively used in controlling FBPB, particularly as biofilm
preventers and for the inactivation of QS in the food industry,
against physical, chemical, and/or natural substances such as
nanoparticles, antimicrobial polymers, hydrogel, ozone, and
extracellular hydrolytic enzymes (Elshafie and Camele, 2017;
Jiang et al., 2019). Frontiers in Microbiology | www.frontiersin.org REFERENCES K., Flomenhoft, D., Shashidhar, H., and Daunert,
S. (2006). Biosensing systems for the detection of bacterial quorum signaling
molecules. Anal. Chem. 78, 7603–7609. doi: 10.1021/ac061421n Della Pepa, T., Elshafie, H. S., Capasso, R., De Feo, V., Camele, I., Nazzaro, F.,
et al. (2019). Antimicrobial and phytotoxic activity of Origanum heracleoticum
and O. majorana essential oils growing in cilento (Southern Italy). Molecules 24,
1–16. doi: 10.3390/molecules24142576 Luciardi, M. C., Blázquez, M. A., Cartagena, E., Bardón, A., and Arena, M. E. (2016). Mandarin essential oils inhibit quorum sensing and virulence factors
of Pseudomonas aeruginosa. LWT Food Sci. Technol. 68, 373–380. doi: 10.1016/
j.lwt.2015.12.056 Duerkrop, B. A., Ulrich, R. L., and Greenberg, E. P. (2007). Octanoyl-homoserine
lactone is the cognate signal for Burkholderia mallei BmaR1-BmaI1 quorum
sensing. J. Bacteriol. 189, 5034–5040. doi: 10.1128/JB.00317-07 Mancini, E., Camele, I., Elshafie, H. S., De Martino, L., Pellegrino, C., Grulova,
D., et al. (2014). Chemical composition and biological activity of the essential
oil of Origanum vulgare ssp. hirtum from different areas in the southern
apennines (Italy). Chem. Biodiver. 11, 639–651. doi: 10.1002/cbdv.20130
0326 Duke, J. A. (1992). Handbook of Phytochemical Constituent Grass, Herbs and other
Economic Plants. Boca Raton, FL: CRC Press, 624. Elshafie, H. S., Armentano, M. F., Carmosino, M., Bufo, S. A., De Feo, V., and
Camele, I. (2017). Cytotoxic activity of Origanum vulgare L. on hepatocellular
carcinoma cell line HepG2 and evaluation of its biological activity. Molecules
22, 1–16. doi: 10.3390/molecules22091435 Martinoviæ, T., Andjelkoviæ, U., Gajdošik, M. S., Rešetar, D., and Josiæ, D. (2016). Foodborne pathogens and their toxins. J. Proteomics 147, 226–235. doi: 10.1016/
j.jprot.2016.04.029 Elshafie, H. S., and Camele, I. (2017). An overview of the biological effects of some
mediterranean essential oils on human health (review article). Biomed. Res. Int. 2017, 1–14. doi: 10.1155/2017/9268468 Melito, S., Petretto, G. L., Chahine, S., Pintore, G., and Chessa, M. (2019). Seasonal
variation of essential oil in Rosmarinus officinalis leaves in sardinia. Nat. Prod. Commun. 14, 1–17. doi: 10.1177/1934578X19864005 Elshafie, H. S., Grul’ová, D., Baranová, B., Caputo, L., De Martino, L., Sedlák, V.,
et al. (2019). Antimicrobial activity and chemical composition of essential oil
extracted from Solidago canadensis L. growing wild in slovakia. Molecules 2,
1–13. doi: 10.3390/molecules24071206 Miller, M. B., and Bassler, B. L. (2001). Quorum sensing in bacteria. Annu. Rev. Microbiol. 55, 165–199. doi: 10.1146/annurev.micro.55.1.165 Nazzaro, F., Fratianni, F., d’Acierno, A., De Feo, V., Ayala-Zavala, F. J.,
Gomes-Cruz, A., et al. (2019). REFERENCES against postharvest brown rot disease of peach fruit. Indus. Crops Prod. 66,
11–15. doi: 10.1016/j.indcrop.2014.12.031 against postharvest brown rot disease of peach fruit. Indus. Crops Prod. 66,
11–15. doi: 10.1016/j.indcrop.2014.12.031 Adebayo, O., Dang, T., B’elanger, A., and Khanizadeh, S. (2012). Antifungal studies
of selected essential oils and a commercial formulation against Botrytis Cinerea. J. Food Res. 2, 217–226. doi: 10.5539/jfr.v2n1p217 Elshafie, H. S., Sakr, S., Mang, S. M., De Feo, V., and Camele, I. (2016b). Antimicrobial activity and chemical composition of three essential oils
extracted from mediterranean aromatic plants. J. Med. Food. 19, 1096–1103. doi: 10.1089/jmf.2016.0066 Al-Haidari, R. A., Shaaban, M. I., Ibrahim, S. R. M., and Mohamed, G. A. (2016). Anti-quorum sensing activity of some medicinal plants. Afr. J. Trad. Compl. Altern. Med. 13, 67–71. doi: 10.21010/ajtcam.v13i5.10 Elshafie, H. S., Ghanney, N., Mang, S. M., Ferchichi, A., and Camele, I. (2016a). An in vitro attempt for controlling severe phyto and human pathogens using
essential oils from Mediterranean plants of genus Schinus. J. Med. Food 19,
266–273. doi: 10.1089/jmf.2015.0093 Alvarez, A., Garcia Garcia, B., Jordan, M. J., Martinez-Conesa, C., and Hernandez,
M. D. (2012). The effect of diets supplemented with thyme essential oils and
rosemary extract on the deterioration of farmed gilthead seabream (Sparus
aurata) during storage on ice. Food Chem. 132, 1395–1405. doi: 10.1016/j. foodchem.2011.11.127 Gera, C., and Srivastava, S. (2006). Quorum-sensing: the phenomenon of microbial
communication. Curr. Sci. 90, 666–677. Habeck, M. (2003). Mistletoe compound enters clinical trials. Drug Discov. Today
8, 52–53. doi: 10.1016/S1359-6446(02)02571-0 Aminzare, M., Hashemi, M., Azar, H. H., and Hejazi, J. (2016). The use of
herbal extracts and essential oils as a potential antimicrobial in meat and meat
products; a review. J. Hum. Environ. Health Promot. 1, 63–74. doi: 10.29252/
jhehp.1.2.63 Hyldgaard, M., Mygind, T., and Meyer, R. L. (2012). Essential oils in food
preservation: mode of action, synergies, and interactions with food matrix
components. Front. Microbiol. 3:12. doi: 10.3389/fmicb.2012.00012 Asfour, H. Z. (2018). Anti-quorum sensing natural compounds. J. Microsc. Ultrastruct. 6, 1–10. doi: 10.4103/JMAU.JMAU-10-18 Ivanova, A., Ivanova, K., and Tzanov, T. (2018). “Inhibition of quorum-sensing:
a new paradigm,” in Controlling Bacterial Virulence and Biofilm Formation,
in Biotechnological Applications of Quorum Sensing Inhibitors, ed. V. C. Kalia,
(Berlin: Springer Nature), 5–10. Ayala-Zavala, J. F., Oms-Oliu, G., Odriozola-Serrano, I., Gonzalez-Aguilar, G. A.,
Alvarez-Parrilla, E., and Martin-Belloso, O. (2007). Biopreservation of fresh-cut
tomatoes using natural antimicrobials. Eur. Food Res. Technol. 226, 1047–1055. REFERENCES doi: 10.1007/s00217-007-0630-z Jamal, M., Ahmad, W., Andleeb, S., Jalil, F., Imran, M., Nawaz, M. A., et al. (2018). Bacterial biofilm and associated infections. J. Chin. Med. Assoc. 81, 7–11. doi: 10.1016/j.jcma.2017.07.012 Bai, J. A., and Vittal, R. R. (2014). Quorum sensing inhibitory and anti-biofilm
activity of essential oils and their in vivo efficacy in food systems. Food
Biotechnol. 28, 269–292. doi: 10.1080/08905436.2014.932287 Jiang, Q., Chen, J., Yang, C., Yin, Y., and Yao, K. (2019). Quorum sensing: a
prospective therapeutic target for bacterial diseases. BioMed. Res. Int. 2019:15. doi: 10.1155/2019/2015978 Benzaid, C., Belmadani, A., Djeribi, R., and Rouabhia, M. (2019). The Effects
of Mentha × piperita essential oil on C. albicans growth, transition, biofilm
formation, and the expression of secreted aspartyl proteinases genes. Antibiotics
8, 1–15. doi: 10.3390/antibiotics8010010 Kerekes, E. B., Deák, É, Takó, M., Tserennadmid, R., Petkovits, T., and Vágvölgyi,
C. (2013). Anti-biofilm forming and anti-quorum sensing activity of selected
essential oils and their main components on food-related micro-organisms. J. Appl. Microbiol. 115, 933–942. doi: 10.1111/jam.12289 J. Appl. Microbiol. 115, 933–942. doi: 10.1111/jam.12289 Camele, I., Altieri, L., De Martino, L., De Feo, V., Mancini, E., and Rana, G. L. (2012). In vitro control of post-harvest fruit rot fungi by some plant essential oil
components. Int. J. Mol. Sci. 13, 2290–2300. doi: 10.3390/ijms13022290 Kerekes, E. B., Vidács, A., Török Jenei, J., Gömöri, C., Takó, M., Chandrasekaran,
M., et al. (2015). “Essential oils against bacterial biofilm formation and
quorum sensing of food-borne pathogens and spoilage microorganisms,” in
The Battle Against Microbial Pathogens: Basic Science, Technological Advances
and Educational Programs, ed. A. Méndez-Vilas (Bajadoz: Formatex Research
Center), 429–437. Chalchat, J.-C., and Garry, R.-P. (1995). Chemical composition of the leaf oil of
Verbena officinalis L. J. Essent. Oil Res. 8, 419–420. doi: 10.1080/10412905.1996. 9700653 Chowdhury, J. U., Bhuiyan, N. I., and Yusuf, M. (2008). Chemical composition
of the leaf essential oils of murrayakoenigii (L.) spreng and murrayapaniculata
(L.). Bangladesh J. Pharmacol. 3, 59–63. doi: 10.3329/bjp.v3i2.841 Khan, M. S. A., Zahin, M., Hasan, S., Husain, F. M., and Ahmad, I. (2009). Inhibition of quorum sensing regulated bacterial functions by plant essential
oils with special reference to clove oil. Lett. App. Microbiol. 49, 354–360. doi:
10.1111/j.1472-765X.2009.02666.x Coenye, T., and Nelis, H. J. (2010). Review, in vitro and in vivo model systems to
study microbial biofilm formation. J. Microbiol. Meth. 83, 89–105. doi: 10.1016/
j.mimet.2010.08.018 Kumari, A., Pasini, P., Deo, S. AUTHOR CONTRIBUTIONS IC and HE conceived the study, provided the table, and wrote
the manuscript. LC and VD revised the manuscript and provided
the figure. November 2019 | Volume 10 | Article 2619 Frontiers in Microbiology | www.frontiersin.org 4 Biological Activity of Essential Oils Camele et al. REFERENCES “Effect of polyphenols on microbial cell-
cell communications,” in Quorum Sensing: Molecular Mechanism and
Biotechnological Application, ed. G. Tommonaro (Cambridge, MA: Academic
Press), 195–223. doi: 10.1016/b978-0-12-814905-8.00008-3 Elshafie, H. S., Mancini, E., Sakr, S., De Martino, L., Mattia, C. A., De Feo, V.,
et al. (2015b). Antifungal activity of some constituents of Origanum vulgare L. essential oil against postharvest disease of peach fruit. J. Med. Food 18, 929–934. doi: 10.1089/jmf.2014.0167 Elshafie, H. S., Mancini, E., Camele, I., Martino, L. D., and De Feo, V. (2015a). In vivo antifungal activity of two essential oils from mediterranean plants Nieto, G. (2017). Biological activities of three essential oils of the lamiaceae family. Medicines 4, 1–10. doi: 10.3390/medicines4030063 November 2019 | Volume 10 | Article 2619 Frontiers in Microbiology | www.frontiersin.org 5 Biological Activity of Essential Oils Camele et al. Olivero, J. T. V., Pàjaro, C. N. P., and Stashenko, E. (2010). Antiquorum sensing
activity of essential oils isolated from different species of the genus piper. Vitae
18, 77–82. extracts from Lippia (Verbenaceae) aromatic plants. J. Separ. Sci. 36, 192–202. doi: 10.1002/jssc.201200877 Stead, P., Rudd, B. A., Bradshaw, H., Noble, D., and Dawson, M. J. (1996). Induction of phenazine biosynthesis in cultures of Pseudomonas aeruginosa by
L-N-(3-oxohexanoyl) homoserine lactone. FEMS Microbiol. Lett. 140, 15–22. doi: 10.1111/j.1574-6968.1996.tb08308.x Poli, J. P., Guinoiseau, E., Serra, D. R., Sutour, S., Paoli, M., Tomi, F., et al. (2018). Anti-Quorum Sensing activity of 12 essential oils on Chromobacterium
violaceum and specific action of cis-cis-p-menthenolide from corsican Mentha
suaveolens ssp. Insularis. Molecules 23, 1–11. doi: 10.3390/molecules2309
2125 Steindler, L., and Venturi, V. (2007). Detection of quorum-sensing N-acyl
homoserine lactone signal molecules by bacterial biosensors. FEMS Microbiol. Lett. 266, 1–9. doi: 10.1111/j.1574-6968.2006.00501.x g
y
Lett. 266, 1–9. doi: 10.1111/j.1574-6968.2006.00501.x Raal, A., Arak, E., and Orav, A. (2012). The content and composition of the
essential oil Found in Carum carvi L. commercial fruits obtained from different
countries. J. Essen. Oil Res. 24, 53–59. doi: 10.1080/10412905.2012.646016 Szabó, M. Á, Varga, G. Z., Hohmann, J., Schelz, Z., Szegedi, E., Amaral, L., et al. (2010). Inhibition of quorum-sensing signals by essential oils. Phytother. Res. 24, 782–786. doi: 10.1002/ptr.3010 Rasmussen, T. B., Manefield, M., Anderson, J. B., Eberl, L., Anthoni, U.,
Christopherson, C., et al. (2000). How Delisea pulchra furanones affect quorum
sensing and swarming motility in Serratia liquefaciens MG1. Microbiology 146,
3237–3244. doi: 10.1099/00221287-146-12-3237 Van Delden, C., and Iglewski, B. H. (1998). Frontiers in Microbiology | www.frontiersin.org November 2019 | Volume 10 | Article 2619 REFERENCES Cell-to-cell signaling and Pseudomonas
aeruginosa infections. Emerg. Infect. Dis. 4, 1–13. doi: 10.3201/eid0404.98
0405 Withers, H., Swift, S., and Williams, P. (2001). Quorum sensing as an
integral
component
of
gene
regulatory
networks
in
gram-negative
bacteria. Curr. Opin. Microbiol. 4, 186–193. doi: 10.1016/S1369-5274(00)00
187-9 Rehecho, S., Hidalgo, O., de Cirano, M. G.-I., Navarro, I., Astiasarán, I., Ansorena,
D., et al. (2011). Chemical composition, mineral content and antioxidant
activity of Verbena officinalis L. LWT Food Sci. Technol. 44, 875–882. doi:
10.1016/j.lwt.2010.11.035 Zhou, H., Yao, F., Roberts, D. P., and Lessie, T. G. (2003). AHL-Deficient mutants
of Burkholderia ambifaria BC-F have decreased antifungal activity. Curr. Microbiol. 47, 174–179. doi: 10.1007/s00284-002-3926-z Sandasi, M., Leonard, C. M., and Viljoen, A. M. (2009). The in vitro antibiofilm
activity of selected culinary herbs and medicinal plants against Listeria
monocytogenes. Lett. Appl. Microbiol. 50, 30–35. doi: 10.1111/j.1472-765X.2009. 02747.x Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. Smith, K. M., Bu, Y., and Suga, H. (2003). Induction and inhibition of Pseudomonas
aeruginosa quorum sensing by synthetic autoinducer analogs. Chem. Biol. 10,
81–89. doi: 10.1016/S1074-5521(03)00002-4 Snoussi, M., Noumi, E., Punchappady-Devasya, R., Trabelsi, N., Kanekar,
S., Nazzaro, F., et al. (2018). Antioxidant properties and anti-quorum
sensing potential of Carum copticum essential oil and phenolics against
Chromobacterium violaceum. J. Food Sci. Technol. 55, 2824–2832. doi: 10.1007/
s13197-018-3219-6 Copyright © 2019 Camele, Elshafie, Caputo and De Feo. This is an open-access
article distributed under the terms of the Creative Commons Attribution License
(CC BY). The use, distribution or reproduction in other forums is permitted, provided
the original author(s) and the copyright owner(s) are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. Stashenko, E. E., Martínez, J. R., Cala, M. P., Durán, D. C., and Caballero, D. (2013). Chromatographic and mass spectrometric characterization of essential oils and November 2019 | Volume 10 | Article 2619 Frontiers in Microbiology | www.frontiersin.org 6
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Evaluasi dan Desain Ulang Instalasi Pengolahan Air Limbah (IPAL) di Rumah Susun Sederhana Sewa Randu Kota Surabaya
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Evaluasi dan Desain Ulang Instalasi Pengolahan
Air Limbah (IPAL) di Rumah Susun Sederhana
Sewa Randu Kota Surabaya Fitria Indaryani dan Alfan Purnomo
Departemen Teknik Lingkungan, Institut Teknologi Sepuluh Nopember
e-mail: alfanpurnomo@gmail.com Fitria Indaryani dan Alfan Purnomo
Departemen Teknik Lingkungan, Institut Teknologi Sepuluh Nopember
e-mail: alfanpurnomo@gmail.com Menurut data dari Dinas Perumahan Rakyat dan Kawasan
Permukiman, Cipta Karya dan Tata Ruang, Kota Surabaya
memiliki 30 Rusunawa, di mana mayoritas Rusunawa sudah
dilengkapi dengan fasilitas unit Instalasi Pengolahan Air
Limbah (IPAL). Namun sebagian besar IPAL yang ada di
Rusunawa memerlukan perbaikan dan tidak beroperasi
dengan optimal. Abstrak—Rusunawa Randu merupakan salah satu Rusunawa di
Surabaya. Rusunawa Randu menghasilkan air limbah domestik
baik blackwater (kakus) maupun greywater (non kakus). Rusunawa ini sudah memiliki unit pengolahan air limbah kakus
berupa tangki septik di setiap bloknya, Anaerobic Biofilter dan
Anaerobic Baffled Reactor (ABR). Anaerobic Biofilter
berkapasitas 12 m3 dan secara eksisting melayani efluen dari
tangki septik Blok D saja, sedangkan ABR berkapasitas 45 m3. Namun ABR tersebut secara eksisting belum dioperasikan, dan
direncanakan untuk mengolah air limbah non kakus dari semua
blok. Evaluasi IPAL Anaerobic Biofilter dan ABR dilakukan
dengan
cara
mengukur
dimensi
masing-masing
unit,
menganalisis sampel air mbah dan membandingkan parameter
waktu detensi, OLR dan HLR eksisting dengan kriteria desain. Hasil evaluasi menunjukan bahwa IPAL tersebut tidak
memenuhi kriteria desain, maka dari itu hasil efluen belum
memenuhi baku mutu Permen LHK No. 68 Tahun 2016. Rekomendasi dari hasil evaluasi yaitu IPAL Anaerobic Biofilter
dan ABR eksisting tetap digunakan dengan menyesuaikan debit
yang masuk. Anaerobic Biofilter akan mengolah air limbah
kakus dari blok B, C, D dan F, dan ABR akan mengolah air
limbah non kakus dari blok A, B, D dan F. Kedua IPAL
eksisting tersebut, masing-masing dilengkapi unit grease trap,
untuk mengolah minyak dan lemak. Rusunawa Randu merupakan salah satu Rusunawa di
Surabaya, terletak di Jalan Randu Agung, termasuk dalam
wilayah Kelurahan Sidotopo Wetan, Kecamatan Kenjeran. Menurut data adiministrasi kependudukan RT/RW tahun
2020, Rusunawa Randu terdiri dari 6 blok dan dihuni
sebanyak 1.094 jiwa.. Rusunawa Randu menghasilkan air
limbah domestik baik blackwater (kakus) maupun greywater
(non kakus) yang berasal dari aktivitas penghuninya. Di Rusunawa Randu sudah terdapat tangki septik dan
IPAL lanjutan dari tangki septik dengan teknologi Anaerobik
Biofilter untuk mengolah limbah kakus (efluen tangki septik). Sedangkan untuk limbah non kakus di Rusunawa Randu
terdapat IPAL berupa Anaerobic Baffled Reactor (ABR),
namun tidak beroperasi pengolahannya, sehingga tidak
terjadi pengolahan air limbah non kakus yang ada di
Rusunawa Randu. D99 D99 JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) Evaluasi dan Desain Ulang Instalasi Pengolahan
Air Limbah (IPAL) di Rumah Susun Sederhana
Sewa Randu Kota Surabaya Anaerobic Biofilter tersebut berkapasitas
12 m3 dan secara eksisting hanya melayani efluen dari tangki
septik Blok D saja, dan ABR berkapasitas 45 m3. Berdasarkan hasil analisis sampel air limbah, baik kakus
maupun non kakus di Rusunawa Randu tidak memenuhi baku
mutu Permen LHK No. 68 Tahun 2016. Kata Kunci—Air Limbah Domestik, Anaerobic Baffled Reactor
(ABR), Anaerobic Biofilter, Evaluasi IPAL, Rusunawa Randu. I. PENDAHULUAN R USUNAWA
(Rumah
Susun
Sederhana
Sewa)
merupakan
salah
satu
solusi
menyelesaikan
permasalahan keterbatasan lahan permukiman di perkotaan,
khususnya untuk masyarakat berpenghasilan rendah (MBR). Namun Rusunawa juga memiliki potensi menyebabkan
pencemaran air, yang berasal dari air limbah domestik
penghuninya. Limbah domestik memberikan kontribusi
pencemaran sebesar 60% dalam penurunan kualitas air di
Kota Surabaya dan limbah industri (non domestik) sebesar
40%. Limbah domestik dapat dibagi menjadi dua macam,
limbah kakus (blackwater) merupakan limbah yang berasal
dari Water Closet atau tinja manusia dan limbah non kakus
(greywater) merupakan limbah yang berasal dari kegiatan
mencuci, memasak, mandi, atau limbah yang berasal selain
dari tinja. R Evaluasi IPAL eksisting di Rusunawa Randu diharapkan
dapat menganalisis permasalahan yang menyebabkan IPAL
tersebut tidak beroperasi. Perencaan ulang untuk unit
Anaerobic Biofilter dan ABR eksisting di Rusunawa Randu
dengan menyesuaikan debit dan beban air limbah yang diolah
sesuai dengan kapasitas unit - unit tersebut. Hal tersebut
diharapkan bisa menjadi solusi dalam pengolahan air limbah
di Rusunawa Randu, sehingga efluen air limbah telah
memenuhi baku mutu Permen LHK No. 68 Tahun 2016. JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) D100 3. Baku mutu air limbah yang digunakan adalah Permen
LHK No. 68 Tahun 2016. B. Metode Evaluasi
M
d
l
i
di
k
d l
li i
i i
Tabel 2. Debit Air Limbah Harian Maksimum di Rusunawa Randu
Blok
fp
Debit Harian
Maksimum
Non Kakus
(m3/hari)
Debit Harian
Maksimum
Kakus (m3/hari)
Debit Harian
Maksimum
Air Limbah
(m3/hari)
Blok A
1,23
19,80
1,84
21,64
Blok B
1,23
22,47
2,09
24,56
Blok C
1,23
24,21
2,25
26,46
Blok D
1,23
22,63
2,10
24,73
Blok E
1,23
28,67
2,66
31,34
Blok F
1,23
29,64
2,75
32,40
Total
147,42
13,70
161,13
Tabel 1. Kualitas Air Limbah di Rusunawa
Parameter
Inlet IPAL
Anaerobic
BIofilter
Outlet
IPAL
Anaerobic
BIofilter
Air Limbah
Kakus
Air Limbah
Non Kakus
pH
7,9
7,4
7,5
6,3
TSS
(mg/l)
258
174
546
424
BOD
(mg/l)
160
160
508
380
COD
(mg/l)
300
302
955
715
Minyak
Lemak
(mg/l)
14
12
88
66
Amoniak
(mg/l)
296,39
250,96
496,15
62,7
Total
Coliform
(MPN/
100ml)
8 × 1012
2,2 × 109
2,9 × 1011
1,7 × 107 Tabel 2. Debit Air Limbah Harian Maksimum di Rusunawa Randu Tabel 1. Kualitas Air Limbah di Rusunawa Tabel 2. Tabel 1. 3. Baku mutu air limbah yang digunakan adalah Permen
LHK No. 68 Tahun 2016. B. Metode Evaluasi Metode evaluasi yang digunakan dalam penelitian ini
terdiri dari beberapa tahap, yaitu melakukan pengukuran dan
pengambilan sampel air limbah → menganalisis sampel air
limbah di laboratorium → menganalisis sistem IPAL dan
menghitung kriteria desain yang di evaluasi → memperbaiki
unit yang bermasalah dan dikombinaksikan alternatif unit
baru apabila efluen masih belum memenuhi baku mutu. 𝑄𝑑𝑚 = debit harian maksimum dalam 1 tahun (m3/detik) 𝑄𝑎𝑣𝑒 = debit rata-rata dalam 1 tahun (m3/detik). Faktor harian air limbah di Rusunawa Randu yang didapatkan
dari perhitungan dengan persamaan (1) sebesar 1,23. Hasil
perhitungan debit air limbah kakus dan non kakus harian
maksimum di Rusunawa Randu tiap bloknya dapat dilihat
pada Tabel 1. A. Perhitungan Debit Air Limbah Debit air limbah dihitung berdasarkan debit air minum
yang digunakan tiap blok di Rusunawa Randu. Debit air
limbah rata-rata sebesar 80% dari debit air minum [2]. Air
limbah dibagi menjadi 2 macam, air limbah kakus dan non
kakus. Menurut
penelitian
sebelumnya,
persentase
banyaknya limbah kakus dan non kakus dalam air limbah
adalah 8,5% dan 91,5%. Maka dari data terssebut didapatkan
debit air limbah kakus dan non kakus rata-rata di Rusunawa
Randu. C. Analisis Evaluasi IPAL di Rusunawa Randu IPAL yang dianalisis evaluasi yaitu IPAL eksisting
anaerobic biofilter dan anaerobic baffled reactor di
Rusunawa Randu. Analisis yang dilakukan dengan cara
mengecek proses pengolahan dalam sistem IPAL eksisting
dengan parameter waktu detensi, HLR dan OLR, kemudian
dibandingkan dengan kriteria desain dari tiap unitnya. Analisis evaluasi lainnya yang dilakukan adalah mengukur
dimensi eksisting tiap unit IPAL eksisting dan menghitung
performa penyisihan polutan setelah diolah didalam IPAL
eksisting. Berikut adalah analisis evaluasi IPAL eksisting di
Rusunawa Randu. A. Perhitungan Debit Air Limbah A. Perhitungan Debit Air Limbah B. Kualitas Air Limbah di Rusunawa Randu Data primer yang digunakan dalam evaluasi ini meliputi
data kualitas air limbah kakus (blackwater), non kakus
(greywater), influen dan efluen dari unit anaerobic biofilter. Parameter yang diukur dalam air limbah tersebut yaitu pH,
TSS, BOD, COD minyak dan lemak, amoniak dan total
coliform. Data priner lainnya yaitu dimensi dari tiap unit
IPAL, anaerobic biofilter dan ABR. Kualitas air limbah yang digunakan dalam penelitian
evaluasi IPAL di Rusunawa berasal dari air limbah kakus
(blackwater), non kakus (greywater), influen dan efluen dari
unit anaerobic biofilter. Hasil uji laboratorium sampel air
limbah dapat dilihat pada Tabel 2. Berdasarkan hasil analisis air limbah pada Tabel 2, dapat
disimpulkan bahwa semua parameter air limbah di Rusunawa
Randu tidak memenuhi baku mutu berdasarkan Permen LHK
No 68 Tahun 2016, kecuali parameter pH. Data sekunder yang digunakan adalah debit air minum,
yang didapatkan dari rekening PDAM tiap bulannya dan
jumlah penghuni setiap blok di Rusunawa Randu. A. Ruang Lingkup A. Ruang Lingkup
Ruang lingkup evaluasi IPAL di Rusunawa Randu adalah: A. Ruang Lingkup
Ruang lingkup evaluasi IPAL di Rusunawa Randu adalah: Kualitas air limbah domestik di salah satu Rusunawa di
Surabaya memiliki nilai COD 329,81 mg/L, BOD 182,02
mg/L dan TSS 103,33 mg/L, di mana parameter - parameter
tersebut tidak memenuhi baku mutu air limbah domestik
Peraturan Menteri Lingkungan Hidup dan Kehutanan No. 68
Tahun 2016 [1]. Upaya pencegahan pencemaran kualitas air
dapat dilakukan dengan menerapkan salah satu alternatif
teknologi Instalasi Pengolahan Air Limbah (IPAL). 1. Unit IPAL Rusunawa Randu yang dievaluasi adalah
Anaerobic Biofilter untuk limbah kakus (efluen tangki
septik) dan Anaerobic Baffled Reactor untuk limbah non
kakus. 1. Unit IPAL Rusunawa Randu yang dievaluasi adalah
Anaerobic Biofilter untuk limbah kakus (efluen tangki
septik) dan Anaerobic Baffled Reactor untuk limbah non
kakus. 2. Kriteria desain yang dievaluasi adalah waktu detensi,
OLR, HLR dan efisiensi penyisihan tiap polutan. 2. Kriteria desain yang dievaluasi adalah waktu detensi,
OLR, HLR dan efisiensi penyisihan tiap polutan. 𝑓𝑝 = faktor harian maksimum 𝑓𝑝= 𝑄𝑑𝑚
𝑄𝑎𝑣𝑒… … … … … … … … … … … … … … … … … … … (1)
Keterangan : = 𝑄𝑎𝑣𝑒… … … … … … … … … … … … … … … … … … … (1 𝑓𝑝= 𝑄𝑑𝑚
𝑄𝑎𝑣𝑒… … … … … … … … … … … … … … … … … … … (1) JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) D101 Tabel 3. Kualitas Efluen Air Limbah Grease Trap – Anaerobic Biofilter
Parameter
% Penyisihan di Grease Trap
% Penyisihan di Bak Pengendap
Anaaerobic Biofilter
% Penyisihan Kompartemen
Anaaerobic Biofilter
% Penyisihan
Efluen
% Penyisihan
Efluen
% Penyisihan
Efluen
pH
7,9
-
7,9
-
7,9
-
7,9
TSS (mg/l)
258
-
258
60,6%
101,64
70%
30,61
BOD (mg/l)
160
-
160
28%
115,1
86%
23,95
COD (mg/l)
300
-
300
26%
221,3
78%
32,03
Minyak Lemak
(mg/l)
14
95%
0,7
-
0,7
-
0,7
Amoniak (mg/l)
296,39
-
296,39
-
296,39
-
296,39
Total Coliform
(MPN/ 100ml)
8 × 1012
-
8 × 1012
-
8 × 1012
-
8 × 1012 Tabel 3. Kualitas Efluen Air Limbah Grease Trap – Anaerobic Biofilter Tabel 3. limbah kakus berasal dari 1 blok dan kondisi limbah kakus
ketika dari semua blok. =
296,4 𝑚𝑔
𝑙 NH3N − 250,96 𝑚𝑔
𝑙 NH3N
296,4 𝑚𝑔
𝑙
𝑥 100%
=15%
• Total coliform
Influen : 8 x 1012 MPN / 100 ml
Efluen : 2,2 x 109 MPN / 100 ml
Efisiensi :
𝑖𝑛𝑓𝑙𝑢𝑒𝑛−𝑒𝑓𝑓𝑙𝑢𝑒𝑛
𝑖𝑛𝑓𝑙𝑢𝑒𝑛
𝑥 100%
=
(8 𝑥 1012𝑚𝑔
𝑙 ) − (2,2𝑥 109𝑚𝑔
𝑙)
300𝑚𝑔
𝑙
𝑥 100%
= 99,97 %
W kt D t
i (Td) a) Dimensi reaktor IPAL anaerobic biofilter
•
Panjang total reaktor anaerobic biofilter = 12,4 m
•
Panjang reaktor anaerobic biofilter = 9,8 m
•
Lebar anaerobic biofilter = 1,3 m
•
Tinggi anaerobic biofilter = 0,74 m
•
Panjang bak pengendap (kompartemen 1) = 2,6 m
•
Lebar bak pengendap (kompartemen 1) = 1,3 m
•
Tinggi bak pengendap (kompartemen 1) = 0,74 m
•
Volume bak pengendap = 2,5 m3
•
Volume reaktor anaerobic biofilter = 9,5 m3
b) Efisiensi Penyisihan c) Waktu Detensi (Td) 1) IPAL Anaerobic Biofilter Eksisting Namun dalam evaluasi unit IPAL harus menggunakan
debit air limbah harian maksimum. Debit air maksimum
harian maksimum didapatkan dengan cara mengkalikan
faktor harian maksimum dengan debit rata-rata air limbah,
baik limbah kakus dan non kakus. Permasaan faktor harian
maksimum untuk air limbah dapat dilihat pada persamaan
berikut : Kapasitas IPAL anaerobic biofilter di Rusunawa Randu
adalah 12 m3, dengan lima kompartemen didalamnya. Kompartemen pertama merupakan bak pengendap dan
kompartemen kedua hingga kelima merupakan reaktor
biofilter. Kondisi eksisting sumber air limbah kakus yang
masuk ke IPAL anaerobic biofilter ini berasal dari hanya 1
blok saja, blok D. Namun dalam analisis evaluasi di unit
anaerobic biofilter menggunakan kapasitas debit pengolahan
IPAL Rusunawa Randu dengan kondisi eksisting dari air 𝑓𝑝 = faktor harian maksimum b) Efisiensi Penyisihan • Waktu detensi untuk debit dari 1 blok D
Q = 2,102 m3/hari
Volume reaktor = 9,5 m3
Waktu detensi =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐷𝑒𝑏𝑖𝑡
=
9,5 𝑚3
2,102 𝑚3/ℎ𝑎𝑟𝑖
= 4,52 hari atau 109,47 jam Berdasarkan hasil analisis di laboratorium dapat diketahui
kualitas inlet dan outlet IPAL anaerobic biofilter, yang telah
ditampilkan pada Tabel 1. • Chemical Oxygen Demand (COD)
Influen : 300 mg/l
Efluen : 302 mg/l
Efisiensi :
𝑖𝑛𝑓𝑙𝑢𝑒𝑛−𝑒𝑓𝑓𝑙𝑢𝑒𝑛
𝑖𝑛𝑓𝑙𝑢𝑒𝑛
𝑥 100%
=
300𝑚𝑔
𝑙 − 302𝑚𝑔
𝑙
300𝑚𝑔
𝑙
𝑥 100% = -1 % • Chemical Oxygen Demand (COD)
Influen : 300 mg/l
Efluen : 302 mg/l
Efisiensi :
𝑖𝑛𝑓𝑙𝑢𝑒𝑛−𝑒𝑓𝑓𝑙𝑢𝑒𝑛
𝑖𝑛𝑓𝑙𝑢𝑒𝑛
𝑥 100%
=
300𝑚𝑔
𝑙 − 302𝑚𝑔
𝑙
300𝑚𝑔
𝑙
𝑥 100% = -1 % • Chemical Oxygen Demand (COD)
Influen : 300 mg/l
Efluen : 302 mg/l
Efisiensi :
𝑖𝑛𝑓𝑙𝑢𝑒𝑛−𝑒𝑓𝑓𝑙𝑢𝑒𝑛
𝑖𝑛𝑓𝑙𝑢𝑒𝑛
𝑥 100%
=
300𝑚𝑔
𝑙 − 302𝑚𝑔
𝑙
300𝑚𝑔
𝑙
𝑥 100% = -1 % (Tidak memenuhi Kriteria Desain) (Tidak memenuhi Kriteria Desain)
• Waktu detensi untuk debit dari semua blok
Q = 13,7 m3/hari
Volume reaktor = 9,5 m3
Waktu detensi =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐷𝑒𝑏𝑖𝑡
=
9,5 𝑚3
13,7𝑚3/ℎ𝑎𝑟𝑖
= 0,69 hari atau 16,65 jam 𝑙
• Biochemical Oxygen Demand (BOD) 𝑙
• Biochemical Oxygen Demand (BOD) Influen : 160 mg/l
Efluen : 160 mg/l
Efisiensi :
𝑖𝑛𝑓𝑙𝑢𝑒𝑛−𝑒𝑓𝑓𝑙𝑢𝑒𝑛
𝑖𝑛𝑓𝑙𝑢𝑒𝑛
𝑥 100%
=
160 𝑚𝑔
𝑙 − 160𝑚𝑔
𝑙
160𝑚𝑔
𝑙
𝑥 100% = 0 % 2) IPAL Anaerobic Baffled Reactor Eksisting 2) IPAL Anaerobic Baffled Reactor Eksisting Anaerobic Baffled Reactor (ABR) eksisting di IPAL
Rusunawa Randu yang didesain mengolah air limbah non
kakus dari seluruh blok. Kapasitas IPAL ABR eksisting di
Rusunawa Randu adalah 45 m3, dengan lima kompartemen
didalamnya. Kompartemen
pertama
merupakan
bak
pengendap dan kompartemen
kedua
hingga
kelima
merupakan reaktor pengolahan anaerobik. Berdasarkan hasil perhitungan OLR unit anaerobik
biofilter apabila menampung debit dari 1 blok D atau debit
dari semua blok Keduanya menghasilkan nilai yang tidak
memenuhi kriteria desain. Kriteria desain OLR untuk IPAL
anaerobik biofilter adalah 0,4 – 4,7 kg/ m3.hari. Ketidaksesuaian antara hasil perhitungan IPAL eksisting
dengan kriteria desain mungkin dikarenakan volume reaktor
IPAL yang ada terlalu besar. Karena dengan dicoba
menggunakan kapasitas debit harian maksimum dari semua
blok juga ternyata belum memenuhi kriteria desain OLR
anaerobic biofilter atau terjadi perubahan kualitas air limbah,
yang menyebabkan beban BOD ketika perencanaan
anaerobic biofilter awal berbeda dengan ketika saat ini
dievaluasi. a) Dimensi reaktor IPAL ABR a) Dimensi reaktor IPAL ABR a) Dimensi reaktor IPAL ABR
•
Panjang total ABR = 7 m
•
Panjang reaktor ABR = 4,9 m
•
Lebar ABR = 3 m
•
Tinggi ABR = 2,14 m
•
Panjang bak pengendap (kompartemen 1)= 2,1 m
•
Lebar bak pengendap (kompartemen 1) = 3 m
•
Tinggi bak pengendap (kompartemen 1) = 2,14 m
•
Volume bak pengendap = 13,5 m3
•
Volume reaktor ABR = 31,5 m3
b) Waktu detensi
Q = 147,43 m3/hari
Volume reaktor = 31,5 m3
Waktu detensi =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐷𝑒𝑏𝑖𝑡
=
31,5 𝑚3
147,43 𝑚3/ℎ𝑎𝑟𝑖
= 0,214 hari atau 5,1 jam
(Tidak memenuhi Kriteria Desain) e) HLR (Hydraulic Loading Rate) e) HLR (Hydraulic Loading Rate) ( y
g
)
• HLR untuk debit dari 1 blok D
Q = 2,102 m3/hari
Panjang reaktor = 9,8 m
Lebar reaktor = 1,3 m
Luas permukaan (As) = 12,74 m2
HLR =
𝑄
𝐴𝑠
=
2,102 𝑚3
ℎ𝑎𝑟𝑖
12,74 𝑚2
= 0,165 m3./m2.hari (Tidak memenuhi Kriteria Desain) Berdasarkan hasil perhitungan waktu detensi unit ABR
apabila menampung debit dari semua blok, tidak memenuhi
kriteria desain. Hal tersebut dikarenakan debit yang masuk
terlalu terlalu besar. Kriteria desain waktu detensi untuk
IPAL ABR adalah > 8 jam. JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) D102 Tabel 4. Kualitas Efluen Air Limbah Grease Trap – ABR
Parameter
% Penyisihan di Grease Trap
% Penyisihan di Bak Pengendap
Anaaerobic Biofilter
% Penyisihan Kompartemen
Anaaerobic Biofilter
% Penyisihan
Efluen
% Penyisihan
Efluen
% Penyisihan
Efluen
pH
6,3
-
6,3
-
6,3
-
6,3
TSS (mg/l)
424
-
424
52,6%
200,84
68%
63,72
BOD (mg/l)
380
-
380
26%
282,4
71%
82,39
COD (mg/l)
715
-
715
24%
543,4
67%
181,61
Minyak Lemak
(mg/l)
66
95%
3,3
-
3,3
-
3,3
Amoniak (mg/l)
62,7
-
62,7
-
62,7
-
62,7
Total Coliform
(MPN/ 100ml)
1,7 × 107
-
1,7 × 107
-
1,7 × 107
-
1,7 × 107 Tabel 4. Kualitas Efluen Air Limbah Grease Trap – ABR = 0,035 𝑘𝑔/𝑚3 . hari
(Tidak memenuhi Kriteria Desain)
• OLR untuk debit dari semua blok
Q = 13,7 m3/hari
Volume reaktor = 9,5 m3
BODin (So) = 160 mg/l = 0,16 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
13,7 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,16𝑘𝑔
𝑚3
9,5 𝑚3
= 0,23 kg/m3..hari
(Tidak memenuhi Kriteria Desain) menampung debit dari 1 blok D atau debit dari semua blok
Keduanya menghasilkan nilai yang memenuhi kriteria
desain. Kriteria desain HLR untuk IPAL anaerobik biofilter
adalah < 2 m3./m2.hari. = 0,035 𝑘𝑔/𝑚3 . hari
(Tidak memenuhi Kriteria Desain) ,
(Tidak memenuhi Kriteria Desain) ,
(Tidak memenuhi Kriteria Desain) Berdasarkan hasil perhitungan waktu detensi unit
anaerobic biofilter apabila menampung debit dari 1 blok D
saja, tidak memenuhi kriteria desain. Hal tersebut
dikarenakan debit yang masuk terlalu kecil. Sedangkan
apabila dirancang untuk menampung debit dari seluruh blok,
IPAL tidak mampu mengolah dengan optimal. Karena debit
yang masuk terlalu besar, yang dapat dilihat dari hasil
perhitungan waktu detensi IPAL tersebut tidak memenuhi
kriteria desain juga. Kriteria desain waktu detensi untuk IPAL
anaerobik biofilter adalah 24 – 48 jam. Debit maksimal yang
dibutuhkan untuk memenuhi kriteria desain waktu detensi 24
jam, yaitu 9,5 m3/hari. 𝑙
• Total Suspended Solid (TSS)
Influen : 258 mg/l
Efluen : 174 mg/l
Efisiensi :
𝑖𝑛𝑓𝑙𝑢𝑒𝑛−𝑒𝑓𝑓𝑙𝑢𝑒𝑛
𝑖𝑛𝑓𝑙𝑢𝑒𝑛
𝑥 100%
=
258 𝑚𝑔
𝑙 − 174 𝑚𝑔
𝑙
258 𝑚𝑔
𝑙
𝑥 100% = 33 % IPAL tidak mampu mengolah dengan optimal. Karena debit
yang masuk terlalu besar, yang dapat dilihat dari hasil
perhitungan waktu detensi IPAL tersebut tidak memenuhi
kriteria desain juga. Kriteria desain waktu detensi untuk IPAL
anaerobik biofilter adalah 24 – 48 jam. Debit maksimal yang
dibutuhkan untuk memenuhi kriteria desain waktu detensi 24
jam, yaitu 9,5 m3/hari. d) OLR (Organic Loading Rate) d) OLR (Organic Loading Rate)
• OLR untuk debit dari 1 blok D
Q = 2,102 m3/hari
Volume reaktor = 9,5 m3
BODin (So) = 160 mg/l = 0,16 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
2,102 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,16𝑘𝑔
𝑚3
9,5 𝑚3 JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) 2) IPAL Anaerobic Baffled Reactor Eksisting c) Organic Loading Rate (OLR)
Q = 147,43 m3/hari
Volume reaktor = 31,5 m3
CODin (So) = 715 mg/l = 0,715 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
147,43 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,715𝑘𝑔
𝑚3
31,5 𝑚3
= 3,346 kg/m3..hari
( id k
hi
i
i
i ) (Memenuhi Kriteria Desain) (Memenuhi Kriteria Desain) c) Organic Loading Rate (OLR)
Q = 147,43 m3/hari
Volume reaktor = 31,5 m3
CODin (So) = 715 mg/l = 0,715 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
147,43 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,715𝑘𝑔
𝑚3
31,5 𝑚3
= 3,346 kg/m3..hari • HLR untuk debit dari semua blok
Q = 13,7 m3/hari
Panjang reaktor = 9,8 m
Lebar reaktor = 1,3 m
Luas permukaan (As) = 12,74 m2
HLR =
𝑄
𝐴𝑠
=
13,7 𝑚3
ℎ𝑎𝑟𝑖
9,5 𝑚2
= 1,075 m3./m2.hari g
(Tidak memenuhi Kriteria Desain) D. Rancangan Ulang IPAL Eksisting di Rusunawa Randu d) Efisiensi penyisihan polutan
Efisiensi penyisihan polutan yang masuk ke anaerobic
biofilter dapat dilihat pada Tabel 3 [3]:
e) Perencanaan grease trap untuk unit anaerobic biofilter
eksisting
•
Debit harian maksimum total = 9,19 m3/hari
•
Konsentrasi minyak dan lemak = 14 mg/l
= 0,014 kg/m3
•
Beban minyak dan lemak
= 𝑄𝑡𝑜𝑡𝑎𝑙 × 𝑘𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 𝑚𝑖𝑛𝑦𝑎𝑘
= 9,19 𝑚3/ℎ𝑎𝑟𝑖 𝑥 0,014 𝑘𝑔/𝑚3
= 0,1287 kg/hari
Dimensi kompartemen
•
Jumlah kompartemen = 1 buah
•
Waktu detensi (td) = 10 menit = 0,007 hari
•
Volume Grease Trap = 𝑄𝑡𝑜𝑡𝑎𝑙 × 𝑡𝑑
= 9,19 m3/hari x 0,007 hari
= 0,064 m3
•
Kedalaman efektif = 0,5 meter
•
Freeboard = 0,3 meter
•
Kedalaman total
= 𝑘𝑒𝑑𝑎𝑙𝑎𝑚𝑎𝑛 𝑒𝑓𝑒𝑘𝑡𝑖𝑓 + 𝑓𝑟𝑒𝑒𝑏𝑜𝑎𝑟𝑑
= 0,5 meter + 0,3 meter = 0,8 m
•
Luas Permukaan (As) =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐾𝑒𝑑𝑎𝑙𝑎𝑚𝑎𝑛 𝑒𝑓𝑒𝑘𝑡𝑖𝑓
=
0,064 𝑚3
0,5 𝑚𝑒𝑡𝑒𝑟 = 0,13 m2
•
Rasio panjang : lebar = 2 : 1
•
Lebar =√𝐿𝑢𝑎𝑠 𝑝𝑒𝑟𝑚𝑢𝑘𝑎𝑎𝑛 (𝐴𝑠)
2
= √0,13 𝑚2
2
= 0,255 meter
= 0,3 meter (dibulatkan)
•
Panjang =
𝐿𝑢𝑎𝑠 𝑝𝑒𝑟𝑚𝑢𝑘𝑎𝑎𝑛 (𝐴𝑠)
𝐿𝑒𝑏𝑎𝑟
=
0,13 𝑚2
0,3 𝑚𝑒𝑡𝑒𝑟 = 0,43 meter d) Efisiensi penyisihan polutan Rancangan ulang IPAL eksisitng di Rusunawa Randu
dilakukan untuk unit anaerobic biofilter dan ABR. Hal
tersebut dikarenakan berdasarkan analisis evaluasi yang telah
dilakukan, terdapat kriteria desain masing-masing unit IPAL
yang belum memenuhi kriteria desainnya. Kriteria desain
yang tidak terpenuhi dapat menyebabkan tidak maksimal
pengolahan didalam IPAL tersebut, sehingga efluen air
limbah belum memenuhi baku mutu dan polutan masih
berbahaya untuk dibuang ke badan air secara langsung. Berikut adalah rancangan ulang IPAL eksisting berdasarkan
hasil evaluasi di Rusunawa Randu. Efisiensi penyisihan polutan yang masuk ke anaerobic
biofilter dapat dilihat pada Tabel 3 [3]: Efisiensi penyisihan polutan yang masuk ke anaerobic
biofilter dapat dilihat pada Tabel 3 [3]: e) Perencanaan grease trap untuk unit anaerobic biofilter
eksisting = 0,155 kg/m3..hari
(Tidak memenuhi Kriteria Desain) d) Efisiensi penyisihan polutan
Efisiensi penyisihan polutan yang masuk ke anaerobic
biofilter dapat dilihat pada Tabel 3 [3]:
e) Perencanaan grease trap untuk unit anaerobic biofilter
eksisting
•
Debit harian maksimum total = 9,19 m3/hari
•
Konsentrasi minyak dan lemak = 14 mg/l
= 0,014 kg/m3
•
Beban minyak dan lemak
= 𝑄𝑡𝑜𝑡𝑎𝑙 × 𝑘𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 𝑚𝑖𝑛𝑦𝑎𝑘
= 9,19 𝑚3/ℎ𝑎𝑟𝑖 𝑥 0,014 𝑘𝑔/𝑚3
= 0,1287 kg/hari
Dimensi kompartemen
•
Jumlah kompartemen = 1 buah
•
Waktu detensi (td) = 10 menit = 0,007 hari
•
Volume Grease Trap = 𝑄𝑡𝑜𝑡𝑎𝑙 × 𝑡𝑑
= 9,19 m3/hari x 0,007 hari
= 0,064 m3
•
Kedalaman efektif = 0,5 meter
•
Freeboard = 0,3 meter
•
Kedalaman total
= 𝑘𝑒𝑑𝑎𝑙𝑎𝑚𝑎𝑛 𝑒𝑓𝑒𝑘𝑡𝑖𝑓 + 𝑓𝑟𝑒𝑒𝑏𝑜𝑎𝑟𝑑
= 0,5 meter + 0,3 meter = 0,8 m
•
Luas Permukaan (As) =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐾𝑒𝑑𝑎𝑙𝑎𝑚𝑎𝑛 𝑒𝑓𝑒𝑘𝑡𝑖𝑓
=
0,064 𝑚3
0,5 𝑚𝑒𝑡𝑒𝑟 = 0,13 m2
•
Rasio panjang : lebar = 2 : 1
•
Lebar =√𝐿𝑢𝑎𝑠 𝑝𝑒𝑟𝑚𝑢𝑘𝑎𝑎𝑛 (𝐴𝑠)
2
= √0,13 𝑚2
2
= 0,255 meter
= 0,3 meter (dibulatkan)
•
Panjang =
𝐿𝑢𝑎𝑠 𝑝𝑒𝑟𝑚𝑢𝑘𝑎𝑎𝑛 (𝐴𝑠)
𝐿𝑒𝑏𝑎𝑟
=
0,13 𝑚2
0,3 𝑚𝑒𝑡𝑒𝑟 = 0,43 meter g
(Tidak memenuhi Kriteria Desain) Berdasarkan hasil perhitungan OLR unit ABR apabila
menampung debit dari semua blok Keduanya menghasilkan
nilai yang tidak memenuhi kriteria desain. Kriteria desain (Memenuhi
Kriteria
Desain). Berdasarkan
hasil
perhitungan
HLR
unit
anaerobic
biofilter
apabila JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) D103 =
9,19 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,16𝑘𝑔
𝑚3
9,5 𝑚3 OLR
untuk
IPAL
ABR
adalah
<3
kg/
m3..hari. Ketidaksesuaian antara hasil perhitungan IPAL eksisting
dengan kriteria desain mungkin dikarenakan volume reaktor
IPAL yang ada terlalu besar atau debit yang masuk terlalu
besar juga. = 0,155 kg/m3..hari
(Tidak memenuhi Kriteria Desain) = 0,155 kg/m3..hari
(Tidak memenuhi Kriteria Desain) g
(Tidak memenuhi Kriteria Desain) Kriteria desain OLR untuk IPAL anaerobic biofilter
adalah 0,4 – 4,7 kg/ m3..hari. Parameter OLR tidak dapat
terpenuhi karena beban yang masuk ke anaerobic biofilter
terlalu kecil atau volume reaktor yang terlalu besar. Karena
volume reaktor tidak dapat diubah, maka dari itu beban yang
masuk harus diperbesar atau diberi nutrisi lebih sebelum
masuk ke anaerobic biofilter. j g
d) Hydraulic Loading Rate (HLR) d) Hydraulic Loading Rate (HLR) Hydraulic Loading Rate (HLR)
Q = 147,43 m3/hari
Panjang reaktor = 4,9 m
Lebar reaktor = 3 m
Luas permukaan (As) = 14,7 m2
HLR =
𝑄
𝐴𝑠
=
147,43 𝑚3
ℎ𝑎𝑟𝑖
14,7 𝑚2
= 10,03 m3./m2.hari
(Tid k
hi K it i D
i ) ) Hydraulic Loading Rate (HLR)
Q = 147,43 m3/hari
Panjang reaktor = 4,9 m
Lebar reaktor = 3 m
Luas permukaan (As) = 14,7 m2
HLR =
𝑄
𝐴𝑠
=
147,43 𝑚3
ℎ𝑎𝑟𝑖
14,7 𝑚2
= 10,03 m3./m2.hari
(Tid k
hi K it i D
i ) f
c) Hydraulic Loading Rate (HLR) f
c) Hydraulic Loading Rate (HLR) f
c) Hydraulic Loading Rate (HLR) c) Hydraulic Loading Rate (HLR)
Q = 9,19 m3/hari
Panjang reaktor = 9,8 m
Lebar reaktor = 1,3 m
Luas permukaan (As) = 12,74 m2
HLR =
𝑄
𝐴𝑠
=
9,19 𝑚3
ℎ𝑎𝑟𝑖
12,74 𝑚2
= 0,72 m3./m2.hari (Tidak memenuhi Kriteria Desain) Berdasarkan hasil perhitungan HLR unit ABR apabila
menampung debit dari semua blok, menghasilkan nilai yang
memenuhi kriteria desain. Kriteria desain HLR untuk IPAL
ABR adalah 16,8 – 38,4 m3./m2.hari. Ketidaksesuaian antara
hasil perhitungan HLR IPAL eksisting dengan HLR kriteria
desain mungkin dikarenakan luas penampang (As) reaktor
IPAL yang ada terlalu besar atau debit yang masuk terlalu
kecil juga. ,
(Memenuhi kriteria desain. kriteria desain HLR untuk IPAL
anaerobic biofilter adalah < 2 m3./m2.hari). •
Beban minyak dan lemak •
Beban minyak dan lemak Efluen •
Konsentrasi minyak efluen = 𝐾𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 ( 𝑖𝑛𝑓𝑙𝑢𝑒𝑛𝑡 – 𝑡𝑒𝑟𝑠 2) Rancangan Ulang ABR Eksisting Rancangan ulang unit ABR eksisting debit yang masuk
direncanakan mengolah air limbah non kakus dari empat
blok, blok A, B, D dan F. Sehingga debit harian maksimum
air limbah non kakus yang diolah ABR sebesar 94,54 m3/hari. Maka dengan debit 94,54 m3/hari, akan dicek kembali apakah
sudah memenuhi kriteria desain untuk parameter waktu
detensi, OLR dan HLR atau belum. Waktu detensi Q = 94,54 m3/hari
Volume reaktor = 31,5 m3
Waktu detensi =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐷𝑒𝑏𝑖𝑡
=
31,5 𝑚3
94,54 𝑚3/ℎ𝑎𝑟𝑖
= 0,33 hari atau 8 jam = 94,54 m3/hari Volume reaktor = 31,5 m3
𝑉𝑜𝑙𝑢𝑚𝑒 Waktu detensi =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐷𝑒𝑏𝑖𝑡
31,5 𝑚 /
= 0,33 hari atau 8 jam j
(Memenuhi kriteria desain, kriteria desain waktu detensi
untuk IPAL ABR adalah > 8 jam). a) Organic Loading Rate (OLR)
Q = 94,54 m3/hari
Volume reaktor = 31,5 m3
CODin (So) = 715 mg/l = 0,715 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
94,54 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,715𝑘𝑔
𝑚3
31,5 𝑚3
=2,146kg/m3..hari a) Organic Loading Rate (OLR)
Q = 94,54 m3/hari
Volume reaktor = 31,5 m3
CODin (So) = 715 mg/l = 0,715 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
94,54 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,715𝑘𝑔
𝑚3
31,5 𝑚3
=2,146kg/m3..hari a) Organic Loading Rate (OLR) a) Organic Loading Rate (OLR)
Q = 94,54 m3/hari
Volume reaktor = 31,5 m3
CODin (So) = 715 mg/l = 0,715 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒
=
94,54 𝑚3
ℎ𝑎𝑟𝑖 𝑥 0,715𝑘𝑔
𝑚3
31,5 𝑚3
=2,146kg/m3..hari = 𝐾𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 ( 𝑖𝑛𝑓𝑙𝑢𝑒𝑛𝑡 – 𝑡𝑒𝑟𝑠𝑖
3
3 g
(Memenuhi kriteria desain, kriteria desain OLR untuk IPAL
ABR adalah <3 kg/ m3..hari). (Memenuhi kriteria desain, kriteria desain OLR untuk IPAL
ABR d l h
3 k /
3 h i) (Memenuhi kriteria desain, kriteria desain OLR untuk IPAL
ABR adalah <3 kg/ m3..hari). ABR adalah <3 kg/ m3..hari). g
)
) Hydraulic Loading Rate (HLR)
Q = 94,54 m3/hari
Panjang reaktor = 4,9 m
Lebar reaktor = 3 m
Luas permukaan (As) = 14,7 m2
HLR =
𝑄
𝐴𝑠=
94,54 𝑚3
ℎ𝑎𝑟𝑖
14,7 𝑚2 g
)
) Hydraulic Loading Rate (HLR)
Q = 94,54 m3/hari
Panjang reaktor = 4,9 m
Lebar reaktor = 3 m
Luas permukaan (As) = 14,7 m2
HLR =
𝑄
𝐴𝑠=
94,54 𝑚3
ℎ𝑎𝑟𝑖
14,7 𝑚2 JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) D104 kesalahan perencanaan ketika merencanakan IPAL ABR
tersebut. kesalahan perencanaan ketika merencanakan IPAL ABR
tersebut. 1) Rancangan Ulang Anaerobic Biofilter Eksisting Dalam rancanagan ulang ini, debit yang masuk IPAL
anaerobic biofilter eksisting direncanakan mengolah air
limbah kakus dari empat blok, blok B, C, D dan F. Sehingga
debit harian maksimum air limbah kakus yang diolah
anaerobic biofilter sebesar 9,19 m3/hari. Maka dengan debit
9,19 m3/hari, akan dicek kembali apakah sudah memenuhi
kriteria desain untuk parameter waktu detensi, OLR dan HLR
atau belum. a) Waktu detensi a) Waktu detensi a) Waktu detensi
Q = 9,19 m3/hari
Volume reaktor = 9,5 m3
Waktu detensi =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐷𝑒𝑏𝑖𝑡
=
9,5 𝑚3
9,19 𝑚3/ℎ𝑎𝑟𝑖
= 1,033 hari atau 24,8 jam = 1,033 hari atau 24,8 jam (Memenuhi kriteria desain. Kriteria desain waktu detensi
k IPAL
bi bi fil
d l h 24
48 j
) (Memenuhi kriteria desain. Kriteria desain waktu detensi
untuk IPAL anaerobic biofilter adalah 24 – 48 jam). (Memenuhi kriteria desain. Kriteria desain waktu detensi
untuk IPAL anaerobic biofilter adalah 24 – 48 jam). (Memenuhi kriteria desain. Kriteria desain waktu
untuk IPAL anaerobic biofilter adalah 24 – 48 jam). b) Organic Loading Rate (OLR)
Q = 9,19 m3/hari
Volume reaktor = 9,5 m3
BODin (So) = 160 mg/l = 0,16 kg/m3
OLR =
𝑄 𝑥 𝑆𝑜
𝑉𝑜𝑙𝑢𝑚𝑒 b) Organic Loading Rate (OLR) JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) = 0,45 meter (dibulatkan)
•
Tebal dinding = 0,1 m
•
Panjang total grease trap = 0,65 meter
•
Lebar total grease trap = 0,5 meter
•
Kedalaman total = 1 meter
Efisiensi Penyisihan = 0,45 meter (dibulatkan)
•
Tebal dinding = 0,1 m
•
Panjang total grease trap = 0,65 meter
•
Lebar total grease trap = 0,5 meter
•
Kedalaman total = 1 meter
Efisiensi Penyisihan
•
Persen penyisihan lemak dan minyak di grease tra
= 95% [4]
•
Konsentrasi minyak tersisihkan
= %𝑅 𝑥 𝑘𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 𝑚𝑖𝑛𝑦𝑎𝑘
= 95% x 0,014 kg/m3
= 0,0133 kg/m3
Efluen
•
Konsentrasi minyak efluen
= 𝐾𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 ( 𝑖𝑛𝑓𝑙𝑢𝑒𝑛𝑡 – 𝑡𝑒𝑟𝑠𝑖𝑠𝑖ℎ𝑘𝑎𝑛)
= 0,014 kg/m3 - 0,0133 kg/m3
= 0,0007 kg/m3
= 0,7 mg/l c) Efisiensi penyisihan polutan c) Efisiensi penyisihan polutan c) Efisiensi penyisihan polutan Efisiensi penyisihan polutan yang masuk ke ABR dapat
dilihat pada Tabel 4 [5] : Efisiensi penyisihan polutan yang masuk ke ABR dapat
dilihat pada Tabel 4 [5] : d) Perencanaan grease trap untuk unit ABR eksisting •
Debit harian maksimum total •
Persen penyisihan lemak dan minyak di grease trap
= 95% [4] •
Persen penyisihan lemak dan minyak di grease trap
= 95% [4] •
Konsentrasi minyak dan lemak = [ ]
•
Konsentrasi minyak tersisihkan
= %𝑅 𝑥 𝑘𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 𝑚𝑖𝑛𝑦𝑎𝑘
= 95% x 0,014 kg/m3
= 0,0133 kg/m3
Efluen
•
Konsentrasi minyak efluen
= 𝐾𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 ( 𝑖𝑛𝑓𝑙𝑢𝑒𝑛𝑡 – 𝑡𝑒𝑟𝑠𝑖𝑠𝑖ℎ𝑘𝑎𝑛)
= 0,014 kg/m3 - 0,0133 kg/m3
= 0,0007 kg/m3
= 0,7 mg/l •
Konsentrasi minyak tersisihkan
= %𝑅 𝑥 𝑘𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 𝑚𝑖𝑛𝑦𝑎𝑘
= 95% x 0,014 kg/m3
= 0,0133 kg/m3 •
Konsentrasi minyak tersisihkan = 0,066 kg/m3
•
Beban minyak dan lemak = 6,24 kg/hari
Dimensi kompartemen
•
Jumlah kompartemen = 1 buah
•
Waktu detensi (td) = 10 menit = 0,007 hari
•
Volume Grease Trap = 0,656 m3
•
Kedalaman total
= 𝑘𝑒𝑑𝑎𝑙𝑎𝑚𝑎𝑛 𝑒𝑓𝑒𝑘𝑡𝑖𝑓 + 𝑓𝑟𝑒𝑒𝑏𝑜𝑎𝑟𝑑
= 1 meter + 0,3 meter = 1,3 m
•
Luas Permukaan (As) =
𝑉𝑜𝑙𝑢𝑚𝑒
𝐾𝑒𝑑𝑎𝑙𝑎𝑚𝑎𝑛 𝑒𝑓𝑒𝑘𝑡𝑖𝑓
=
0,656 m3
1 𝑚𝑒𝑡𝑒𝑟 = 0,656 m2
•
Rasio Panjang : Lebar = 2 : 1
•
Lebar =√𝐿𝑢𝑎𝑠 𝑝𝑒𝑟𝑚𝑢𝑘𝑎𝑎𝑛 (𝐴𝑠)
2
= √0,656 𝑚2
2
= 0,57 meter
= 0,6 meter (dibulatkan)
•
Panjang =
𝐿𝑢𝑎𝑠 𝑝𝑒𝑟𝑚𝑢𝑘𝑎𝑎𝑛 (𝐴𝑠)
𝐿𝑒𝑏𝑎𝑟
=
0,656 𝑚2
0,6 𝑚𝑒𝑡𝑒𝑟 = 1,09 meter
= 1,1 meter (dibulatkan)
•
Tebal dinding = 0,15 m
•
Panjang total grease trap = 1,4 meter
•
Lebar total grease trap = 0,9 meter
•
Kedalaman total = 1,6 meter
Efisiensi Penyisihan
•
Konsentrasi minyak tersisihkan
= 95% x 0,066 kg/m3
= 0,0627 kg/m3
Efluen
Konsentrasi minyak efluen
= 𝐾𝑜𝑛𝑠𝑒𝑛𝑡𝑟𝑎𝑠𝑖 ( 𝑖𝑛𝑓𝑙𝑢𝑒𝑛𝑡 – 𝑡𝑒𝑟𝑠𝑖𝑠𝑖ℎ𝑘𝑎𝑛)
= 0,066 kg/m3 - 0,0627 kg/m3
= 0,0033 kg/m3
= 3,3 mg/l IV. KESIMPULAN Kesimpulan dari evalasi dan desain ulang di Rusunawa
Randu adalah sebagai berikut : IPAL eksisting di Rusunawa
Randu ada 2, dengan teknologi anaerobic biofilter untuk
mengolah limbah kakus dan anaerobic baffled reactor untuk
mengolah limbah non kakus. Hasil evaluasi kedua IPAL
tersebut tidak mampu menampung semua air limbah yang
dihasilkan di Rusunawa Randu. Maka, IPAL anaerobic
biofilter akan mengolah limbah kakus dari blok B, C, D dan
F, dengan kapasitas sebesar 9,19 m3/hari. Lalu IPAL
anaerobic baffled reactor akan me[ngolah limbah non kakus
dari blok A, B, D dan F, dengan kapasitas sebesar 94,9
m3/hari. Masing-masing IPAL eksisting dilengkapi dengan
unit grease trap, untuk mengolah minyak dan lemak. Grease = 6,4 m3./m2.hari
(Tidak memenuhi Kriteria Desain) = 6,4 m3./m2.hari ,
(Tidak memenuhi Kriteria Desain) Kriteria desain HLR untuk IPAL ABR adalah 16,8 – 38,4
m3./m2.hari. Parameter HLR tidak dapat terpenuhi karena
debit yang masuk ke ABR terlalu kecil. Karena dimensi
panjang dan lebar reaktor tidak dapat diubah, maka dari itu
debit yang masuk harus diperbesar. Namun apabila debit
diperbesar maka parameter waktu detensi tidak dapat
memenuhi kriteria desain, sehingga dapat disimpulkan ada D105 JURNAL TEKNIK ITS Vol. 9, No. 2, (2020) ISSN: 2337-3539 (2301-9271 Print) water dengan teknologi subsurface flow constructed wetland di
rusunawa grudo surabaya,” J. Tek. ITS, vol. 5, no. 2, 2016. water dengan teknologi subsurface flow constructed wetland di
rusunawa grudo surabaya,” J. Tek. ITS, vol. 5, no. 2, 2016. trap untuk anaerobic biofilter berkapasitas 0,064 m3,
sedangkan grease trap untuk ABR berkapasitas 0,656 m3. [2]
S. Iskandar, I. Fransisca, E. Arianto, and A. Ruslan, Buku 3 Sistem
Pengelolaan Air Limbah Domestik – Terpusat Skala Permukiman. Jakarta: Direktorat Jenderal Cipta Karya, 2016. UCAPAN TERIMA KASIH [3]
B. Gutterer, L. Sasse, T. Panzerbieter, and R. Thorsten, Decentralised
Wastewater Treatment Systems (DEWATS) and Sanitation in
Developing Countries, vol. 49. German: Bremen Overseas Research
and Development Association (BORDA), 2009. Penulis mengucapkan terima kasih kepada Dinas
Pengelolaan Bangunan dan Tanah, Dinas Kebersihan dan
Ruang Terbuka Hijau dan Dinas Perumahan Rakyat dan
Kawasan Permukiman, Cipta Karya dan Tata Ruang Kota
Surabaya yang telah memberikan ijin dan data-data yang
diperlukan dalam penelitian ini. [4]
J. Wongthanate, N. Mapracha, and P. Bengjaphorn, “Efficiency of
modified grease trap for domestic wastewater treatment,” J. Ind. Technol., vol. 10, no. 2, 2014. [5]
A. Mahatyanta, “Perencanaan desain alternatif IPAL dengan Teknologi
Anaerobic Baffled Reactor dan Anaerobic Filter untuk Rumah Susun
Romokalisari Surabaya,” Institut Teknologi Sepuluh Nopember,
Surabaya, 2016. DAFTAR PUSTAKA
[1]
A. Safrodin and S. Mangkoedirdjo, “Desain IPAL pengolahan grey
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Does rumination mediate the relationship between emotion regulation ability and posttraumatic stress disorder?
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European journal of psychotraumatology
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cc-by
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Citation: European Journal of Psychotraumatology 2014, 5: 23547 - http://dx.doi.org/10.3402/ejpt.v5.23547 Ruminasyon Duygusal Düzenleme Becerisi ve Travma Sonrası Stres Bozukluğu arasındaki
ilişkiye aracılık eder mi? Thomas Ehring, Anke Ehlers Thomas Ehring, Anke Ehlers Arkaplan ve amaçlar: Travma ile ilgili ruminasyonun travma sonrası stres bozukluğunun (TSSB)
sürmesi ile ilgili olduğu ortaya konmuştur. Bu görüş, enlemsel, ileriye dönük ve deneysel
desenlerin kullanıldığı geniş çaplı kanıtlarla bilimsel olarak da desteklenmiştir. Ancak, olumsuz
sonuçlarına rağmen, travma yaşamış kişilerin neden ruminasyon yaptıkları hala belirsizdir. Mevcut araştırma düşük duygu düzenleme becerisinin travma ile ilgili ruminasyonun temelini
oluşturduğu savını test etmeyi amaçlamaktadır. Yöntem: Duygu düzenleme becerisi ve travma ile ilgili ruminasyon, trafik kazası geçirmiş 93
kişide travmadan 2 hafta sonra değerlendirilmiştir. Ayrıca, TSSB semptom seviyeleri 2 haftalık
bir sürecin yanı sıra, 1, 3 ve 6 aylık takiplerde de değerlendirilmiştir. Sonuçlar: Duygu düzenleme becerisinin travma ile ilgili ruminasyon ve TSSB belirtileri ile
anlamlı bir ilişkisi vardır. Ayrıca, ruminasyon düşük duygu düzenleme becerisi ve TSSB
arasındaki ilişkiye aracılık etmektedir Tartışma: Bulgular, travma yasayanlarda ruminasyonun işlevsel olmayan bir duygu düzenleme
stratejisi olduğu görüşünü desteklemektedir. Anahtar kelimeler: Travma; TSSB; Ruminasyon; Duygu Düzenlemesi Anahtar kelimeler: Travma; TSSB; Ruminasyon; Duygu Düzenlemesi Name of translator: Emek Yuce Zeyrek-Rios n: European Journal of Psychotraumatology 2014, 5: 23547 - http://dx.doi.org/10.3402/ejpt.v5.2354
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W2980780454.txt
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https://zenodo.org/records/3388022/files/10140__1_216496_LE_331412.pdf
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nl
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Bedrijf en onderneming voor een nieuwe taak
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MAB
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10
MAANDBLAD VOOR ACCOUNTANCY EN BEDRIJFSHUISHOUDKUNDE
vennootschappelijke kas. Op het eerste gezicht zou hiertegen
volgens voormeld principe niet het geringste bezwaar bestaan ;
immers de overeenkomst van geldleening is eenzijdig en alleen
de bestuurder gaat een verplichting tegenover de N.V. aan,
namelijk die om het geleende geld terug te betalen. Ons rechts
gevoel tornt er echter tegenop, dat een bestuurder op eigen
hoertje bevoegdelijk tot deze kasplundering zou kunnen over
gaan. Juridisch acht ik zulks ook niet mogelijk. Aan het con
tract van geldleening ligt namelijk een ander contract ten
grondslag en wel i.c. de overeenkomst, waarbij de vennootschap
zich verplicht aan den directeur een geldleening te verstrekken.
Het behoeft na het bovenstaande geen betoog, dat het aangaan
dezer zoogenaamde voorovereenkomst den directeur niet ge
oorloofd is. Uit dit voorbeeld moge tevens blijken, dat de rechts
handelingen tusschen N.V. en directeur steeds aan een nauw
keurige analyse belmoren te worden onderworpen, om te kun
nen vaststellen, of voor bepaalde onderdeden ervan vertegen
woordiging door directeuren, dan wel door commissarissen
noodzakelijk is.
Op gevaar af teveel in casuïstiek te vervallen, wil ik toch
gaarne nog een enkele opmerking maken over die overeenkom
sten, waarbij geen der partijen een verplichting op zich neemt,
omdat zij slechts bestaan in het voldoen aan een verplichting.
De rechtswetenschap kent als zoodanig de zoogenaamde zake
lijke overeenkomsten als levering, inpandgeving en hypotheekstelling. In de boven door mij verdedigde opvatting moet het
aangaan dezer overeenkomsten door een directeur in dubbele
qualiteit volkomen geoorloofd worden geacht, zoowel indien
deze levering enz. geschiedt aan als door de N.V. Ik mag
echter niet verzwegen, dat voor wat betreft de vestiging van
bestuurspand ten behoeve der N.V. op aandeelen in de betrok
ken vennootschap zelf, de wet blijkens art. 48d. Wetb. van
Kooph. de medewerking van commissarissen eiseht, en dus
blijkbaar van de gedachte uitgaat dat i.c. tusschen N.V. en
directeur tegenstrijdig belang bestaat. Ik geloof echter niet,
dat uit deze bijzondere regeling een argument tegen mijn op
vatting is te putten.
Indien deze zoo juist bedoelde overeenkomsten de bezits
overdracht van roerende lichamelijke zaken betreffen, schuilt
er nog een addertje onder het gras. Het is namelijk de vraag
of de bestuurder in privé deze zaken aan den bestuurder als
zoodanig, dus aan zichzelf, kan overhandigen, met als resultaat
dat de N.V. bezitster wordt. Op zijn zachtst gezegd maakt zulk
een daad een toch wel ietwat eigenaardigen indruk! De Ilooge
Raad schijnt het evenwel blijkens zijn gemeld arrest mogelijk
te achten. Toch zal de directeur goed doen, het feit dat de
N.V. bezitster is geworden, duidelijk aan de buitenwereld ken
baar te maken. Bij effekten aan toonder b.v. door de stukken
bij een bank te deponeeren ten name der vennootschap. Dat
dit feit uit de boekhouding blijkt, moet niet voldoende worden
geacht. In dezen zin besliste althans de Hooge Raad bij zijn
arrest van 7 Maart 1934 (Nederlandsche Jurisprudentie blz.
1517), handelende over dezelfde materie als de beslissing van
31 October van dat jaar.
Dat de Hooge Raad met zijn arrest aan de rechtszekerheid
een grooten dienst heeft bewezen, zal na lezing van het boven
staande wel niemand beweren. Een verdienste ervan is in ieder
geval het feit, dat het aanleiding is geweest en nog kan zijn.
zich eens wat nader te verdiepen in het begrip „tegenstrijdig
belang” in den zin van artikel 51 van het Wetboek van Koop
handel.
Dat door de hierboven door mij gegeven nadere begrips
bepaling de vennootschappelijke praktijk bijzonder gebaat zal
zijn, kan ook niet Worden gezegd. De praktijk heeft weinig tijd
voor en lust in rechtskundige analyse. Zonder me nog aan
profetieën te buiten te willen gaan, lijkt het me niet onmoge
lijk, dat de Hooge Raad ten aanzien van artikel 51 W. v. Kh.
een andere meening zou blijken voor te staan, dan ten aanzien
van artikel 365 B.W. Niettemin acht ik voor de contracten
tusschen N.V. en directeur gevaar aanwezig. Indien ik daarom
eindig met een praktische wenk, dan is het deze: de directeur
eener N.V., die in de noodzakelijkheid komt te verkeeren met
zich zelf overeenkomsten te gaan, mag zich hiervan door art. 51
niet laten weerhouden, doch hij moet ervoor zorgen, dat steeds
de commissarissen medewerken. Alleen dit gezamenlijk optre
den schept de grootste zekerheid, dat de botsing der belan
gen — en ook het ontbreken daarvan — geen averij ten ge
volge zal hebben.
Veenendaal.
J. D. LE GRAND,
cand.-not.
UIT HET BUITENLAND
Red.: F. HAARBOSCH, CH. HAGEMAN, Drs A. TH. DE
LANGE en Drs W . P. DEN TURK
(Bijdragen en mededeelingen zende men aan den Secretaris
der Redactie)
Bedrijf en onderneming voor een nieuwe taak
De September-aflevering van het als steeds lezenswaardige
Zeitschrift für Handelswissenschaftliche Forschung bevat twee
artikelen over nauw verband houdende onderwerpen, nl.:
Die Bedeutung der betriebswirtschaftlichen Organisation
für die wirtschaftliche Mobilmachung en Senkung der indu
striellen Kriegskosten als gemeinwirtschaftliche Aufgabe.
Prof. Ilintner als schrijver van het eerste artikel gaat er
van uit, dat de fabriek het slagveld is, waar uiteindelijk de
beslissing van een oorlog valt. Daarom moeten bedrijf en on
derneming object zijn van krijgskundig onderzoek (Wehr- und
kriegswirtschaftlicher Forschung).
Daar in tijd van oorlog de behoefte aan bepaalde artikelen
vele malen zoo groot is als in vredestijd (b.v. munitie) en an
derzijds aan andere artikelen vele malen kleiner (te ontberen
consumptiegoederen, waarvan de vijand b.v. invloed op dc
voorziening heeft) zal het bedrijfsleven reeds in vredestijd
voorbereid moeten worden op de veranderingen, die men er in
oorlogstijd van zal verlangen, want juist in de eerste dagen en
weken van een oorlog zou een falen van de industrie in dit
opzicht de noodlottigste militaire gevolgen kunnen hebben. Dit
mag dus niet aan de private ondernemingen, elk voor zichzelf,
overgelaten worden.
Er zijn uiteraard oorlogsindustrieën, die in geval van oorlog
enkel haar productie te vergrooten hebben; de meerdere be
hoefte (voor verschillende soorten munitie te stellen op 470001PO.OOO %) is echter zoo groot, dat men er hiermede niet komt
en ook op bedrijven moet terugvallen, die slechts in oorlogstijd
bepaalde voor den oorlog noodzakelijke artikelen fabriceeren;
deze bedrijven moeten dus hun productie kwalitatief verande
ren ; de voorbereiding hiervan eiseht o.a. een grondig onder
zoek naar de samenstelling van het personeel, b.v. t.a.v. den
dienstplicht. Beide soorten van bedrijven, dus zoowel zulke, die
hun productie kwalitatief, als zulke, die deze kwantitatief moe
ten kunnen veranderen, belmoren daarvoor de noodige gebou
wen en machines reeds in vredestijd aan te schaffen en de noo
dige grondstoffen en werktuigen steeds zoo rijkelijk mogelijk
in voorraad te houden. Om dan te maken, dat men eenigermate
met de oorlogsproductie vertrouwd raakt, moet de regeering
af en toe „Lehraufträge” geven, die dan voor de regeering wel
duur uitkomen, maar het nut hebben, dat te allen tijde dc oor-
MAANDBLAD VOOR ACCOUNTANCY EN BEDRIJFSHUISHOUDKUNDE
logsproduetie snel en met ervaring opgevat ban worden .
Aan alles moet gedacht worden; in oorlogstijd zal b.v. geen
mais voor de varkens beschikbaar zijn; het wordt dan nood
zakelijk direct na het uitbreken van een oorlog op groote schaal
varkens af te slachten en ze in te blikken. Daartoe zullen de
conservenfabrieken voor deze plotselinge afslachtig op groote
schaal reservevoorraden machines en koelruimte moeten hebben
en de arbeiders zullen beschikbaar moeten zijn.
Van alle belangrijke grondstoffen moet niet alleen de Staat
een flinken voorraad aanleggen, maar alle ondernemingen, die
deze grondstoffen verhandelen of verwerken, moeten hiervan
steeds „besonders reichliche” voorraden aanhouden.
De ondernemingen kunnen in vredestijd schadeloos gesteld
worden door reducties op bepaalde belastingen, credieten tegen
lage rente of proefopdrachten tegen goede prijzen.
De Staat zal hebben toe te zien, dat de tijd, dien de bedrij
ven noodig hebben om zich om te, schakelen op de oorlogsproduetie zoo kort mogelijk zij, opdat de Staat zelf zoo laag moge
lijke voorraden behoeft aan te houden.
De schrijver van het tweede artikel (Ing. Wille) onderzoekt
nu hoe de Staat alle vorengenoemde kosten zoo laag mogelijk
kan houden en oorlogswinst verhinderen. Hiervoor bestaan drie
systemen:
1. Prijsstelling door de Overheid; onmogelijk, daar men ook
de dure grensbedrij ven in de productie betrekken moet, dus
aan de goede ondernemingen een groote winstmarge zou
geven; bovendien zou hier veelal een bevoordeeling van
groote boven kleine ondernemingen uit voortvloeien en ten
slotte leidt deze methode tot de productie van zoo slecht
mogelijke artikelen (die dus nog net goedgekeurd zullen
worden).
2. kostengelijkmaking; de Regeering kan b.v. de, voordeelen.
die bepaalde ondernemingen hebben uit een gunstige, vesti
gingsplaats en de nadeelen voor andere uit een ongunstige
ligging, opheffen door vrij vervoer van grondstoffen over
de Spoorwegen toe te staan. Met de Spoorwegen kan de
Staat dat dan wel weer regelen.
3. vergoeding aan de bedrijven van hun kosten plus een rede
lijke winst. Hiervoor bestaan dan weer drie vormen, n.1.:
a. de Staat neemt liet bedrijf over voor den duur van den
oorlog. Dit systeem heeft het nadeel van de uitschake
ling van den ondernemer, met als gevolg geen deskun
dige bedrijfsleiding, geen zuinigheid, enz.
1). boekhoudkundige overname van liet bedrijf door den
Staat. Bij het uitbreken van den oorlog wordt een balans
gemaakt en voor het daaruit blijkende beginkapitaal is
de Staat garant. Gedurende den oorlog krijgen de be
drijven dan hun kosten bij wijze van voorschot op de
eindafrekening vergo-ed. Deze eindafrekening met vast
stelling van de winst vindt plaats na het opmaken van
een balans aan het einde van den oorlog. Hier zijn wel
de oorlogswinsten uitgeschakeld, maar een drang tot
zuinigheid is er niet.
c. vergoeding aan de bedrijven van normale kostprijzen
voor alle bewerkingen, vast te stellen op grond van bedrijfsvergelijkingen, met een extra winsttoeslag voor de
bedrijven, die dalende kosten toonen. De kosten van de
omstelling op oorlogsproductie belmoren afzonderlijk
vergoed te worden; in de calculatie worden zij opge
nomen, rekening houdende met den langst mogelijken
11
oorlogsduur; bij het sluiten wan den vrede kan het saldo
dan met den Staat verrekend worden.
Tenslotte wijst de schrijver op het groote belang voor de
bedrijven zelf van een nauwkeurige planning reeds in vredes
tijd van de kosten van de omstelling op oorlogsproductie en
van de oorlogsproductie zelf en werkt deze zeer gedetailleerd
uit.
F. H.
NEDERLANDSCHE HANDELS HOOGESCHOOL
TENTAMEN REKEN1NGWETENSCHAP
INRICHTINGSLEER
Maandag 7 September 1936 van 9—12 uur
Een fabriek van stalen kantoor- en magazijnmeubelen vervaardigt
haar product bestaande uit archiefkasten, kleerkasten, lessenaars,
papierbakken e.d., zowel voor voorraad ter latere aflevering als op
bestelling.
Op bestelling te vervaardigen product kan zijn normaal product
volgens de prijscouranten met geringe afwijkingen en kan ook wor
den vervaardigd naar bijzondere ontwerpen.
De fabricage heeft in het kort het volgende verloop.
Stalen platen worden machinaal op maat gesneden, gebogen, ge
stanst en gelast tot de vereiste vorm. Bij deze bewerkingen ontstaat
afval, dat ten dele nog bruikbaar, ten deel onbruikbaar is. Onderdelen,
die niet zelf worden vervaardigd, als kogellagers, grepen, sloten e.d.
worden aangebracht, waarna het geheel met lak wordt bespoten om
daarna in een gasoven te worden gedroogd.
De aandrijving van alle machines geschiedt electrisch.
Vrij regelmatig moet de fabricage van meubelen in voorraad wor
den onderbroken om bestellingen te doen voorgaan. Hierdoor zijn
steeds hoeveelheden halffabrikaat in elk stadium van bewerking aan
wezig. Vaak worden aan deze voorraden stukken ontleend ter be
spoediging van het gereedkomen van bestellingen.
In de fabriek zijn 100 werklieden werkzaam, die allen in uurloon
werken, met uitzondering van de schilders, die in stukloon arbeiden.
Gevraagd wordt een beschrijving van de administratie.
Maandag 7 September 1936 van 2—5 uur
De A. Bank, gevestigd in een der hoofdsteden, met vele bijkantoren
over het gehele land, wenst over te gaan tot centralisatie van haar
incasso-bedrijf. Het is daarbij de bedoeling, dat de centrale alle
incasso-wissels ontvangt, zowel van de kantoren, als van cliënten en
van correspondenten en dat de afrekening c.q. de retourgaade wissels
zo spoedig mogelijk de cliënt (correspondent) bereiken.
De kantoren dienen snel geïnformeerd te worden betreffende creditering en retourzending met het oog op de positie van de cliënten,
waarbij ook gedacht moet worden aan de mogelijkheid, dat incassopapier als onderpand dient door middel van cessie. De kantoren moe
ten vooral voor beoordeling van de waarde van dit onderpand op de
hoogte zijn van de retouj'-frequentie.
De centrale verdtel de haar gezonden incassowissels over de kan
toren en over de correspondenten ter plaatse, waar geen kantoren
gevestigd zijn en laat de incassering in de hoofdplaats door eigen
lopers geschieden.
Er wordt incasso-provisie volgens een vastgesteld tarief berekend,
benevens nota-zegel, en voorts bij retournering en retourprovisie even
tueel extra-kosten, als protestkosten e.d.
Men beschikt aan het hoofdkantoor over een Hollerith-installatie
en denkt er over deze voor de incassocentrale te gebruiken. Evenwel
wordt ook de toepassing van het z.g. „slip-systeem” overwogen.
Alvorens een besluit te nemen legt men U de vraag voor aan te
geven of U een van beide systemen de voorkeur zou geven.
U gelieve een beschrijving te geven van de toepassing van beide
systemen en daarbij te vermelden of U bij het een speciale voordelen
resp. bezwaren ziet tegenover het andere, en zo ja, welke.
Daarbij worden schema’s verlangd, waaruit duidelijk de verschil
lende handelinge blijken, evenals de interne controle.
Dinsdag 8 September 1936 van 9—12 uur
Het bedrijf van de N.V. Transport- en Verhuisonderneming v/h
Jos. Sterk & Co. bestaat uit het verzorgen van verhuizingen in binnenen buitenland, het in bewaring nemen van inboedels en het vervoeren
van zware voorwerpen als machines, brandkasten e.d.
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https://lipidworld.biomedcentral.com/counter/pdf/10.1186/s12944-015-0061-y
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English
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Importance of lipid accumulation product index as a marker of CVD risk in PCOS women
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Lipids in health and disease
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* Correspondence: joelmaximenes@yahoo.com.br
1Universidade Federal do Maranhão, São Luís, Maranhão, Brazil
3Rua Boa Esperança, Cond. Bosque dos Pinheiros Qd. 03, C. 02 - Bairro: Turú,
São Luís, Maranhão, Brazil
Full list of author information is available at the end of the article © 2015 Nascimento et al. This is an Open Access article distributed under the terms of the Creative Commons Attribution
License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any
medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://
creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: The polycystic ovary syndrome (PCOS) is considered the most common endocrine disease during the
woman's reproductive life, with prevalence ranging from 5 to 10 % of women of reproductive age. There is a
paucity of studies regarding the use of the lipid accumulation product (LAP) as a risk marker for the development
of cardiovascular disease (CVD). Methods: A cross-sectional study was conducted on 78 women aged 18 to 42 years seen at University Hospital of
Maranhão, with a diagnosis of polycystic ovary syndrome according to the Rotterdam criteria. The following variables
of interest were recorded on a protocol form: sociodemographic and behavioral data, body mass index, waist
circumference, fasting glucose, total cholesterol, triglycerides, low density lipoprotein cholesterol, high-density
lipoprotein cholesterol, and systolic and diastolic blood pressure. Results: Logistic regression showed that, except for HDL, all cardiovascular risk markers presented a higher
chance of being altered when the lipid accumulation product was above the cut off value of 37.9 cm.mmol/L. Conclusion: The lipid accumulation product seems to be sufficient to indicate a risk of cardiovascular diseases Conclusion: The lipid accumulation product seems to be sufficient to indicate a risk of cardiovascular diseases
in women with polycystic ovary syndrome. Keywords: Polycystic ovary syndrome, Cardiovascular diseases, Lipid accumulation product Importance of lipid accumulation product
index as a marker of CVD risk in PCOS women Joelma Ximenes Prado Teixeira Nascimento1,3*, Maria Bethânia da Costa Chein1,3, Rosângela Maria Lopes de Sousa1,
Alexsandro dos Santos Ferreira1, Paula Andrea Navarro2 and Luciane Maria Oliveira Brito1 RESEARCH
Open Access
Importance of lipid accumulation product
index as a marker of CVD risk in PCOS women
Joelma Ximenes Prado Teixeira Nascimento1,3*, Maria Bethânia da Costa Chein1,3, Rosângela Maria Lopes de Sousa1,
Alexsandro dos Santos Ferreira1, Paula Andrea Navarro2 and Luciane Maria Oliveira Brito1
Nascimento et al. Lipids in Health and Disease (2015) 14:62
DOI 10.1186/s12944-015-0061-y RESEARCH
Open Access
Importance of lipid accumulation product
index as a marker of CVD risk in PCOS women
Joelma Ximenes Prado Teixeira Nascimento1,3*, Maria Bethânia da Costa Chein1,3, Rosângela Maria Lopes de Sousa1,
Alexsandro dos Santos Ferreira1, Paula Andrea Navarro2 and Luciane Maria Oliveira Brito1
Nascimento et al. Lipids in Health and Disease (2015) 14:62
DOI 10.1186/s12944-015-0061-y Nascimento et al. Lipids in Health and Disease (2015) 14:62
DOI 10.1186/s12944-015-0061-y Introduction In addition, BMI is a limited tool for
the differentiation between body fat and lean mass and
for the identification of their anatomical location or func-
tion of different fat deposits [15]. In this respect, a new
index, called the lipid accumulation product (LAP), has
been proposed. The LAP index was determined using the following
equation: (WC [cm] - 58) x (TG [mmol/L]). The con-
centration of triglycerides in mmol/L used in the equa-
tion was obtained by multiplying their concentration in
mg/dL by 0.0113 [15]. The following variables of interest
were recorded on a protocol form: sociodemographic
and behavioral data, BMI, WC, fasting glucose, total
cholesterol (TC), triglycerides (TG), low density lipopro-
tein cholesterol (LDL-c), high-density lipoprotein choles-
terol (HDL-c), and systolic (SBP) and diastolic blood
pressure (DBP). Women with PCOS have been shown to be at an in-
creased risk of developing CVD. This risk is even higher
in the presence of obesity when the chances of an al-
tered LAP are high [16]. Thus, the use of this index may
render the evaluation of CVD risk more feasible, practical
and less costly, especially at primary healthcare services in
Brazil. However, few studies have investigated the applica-
tion of this index to the population attending the Brazilian
primary healthcare service the single health system (SUS). Other risk markers such as the Framingham Score [17]
and the Reynold Risk Score [18] require a larger num-
ber of variables to assess cardiovascular risk, with a
consequent increase in costs and the need for additional
technologies. The more rigorous guidelines of the International Dia-
betes Federation (IDF) were used to establish cut off
values of CVD risk, which is defined by the presence of
three or more of the following variables: WC ≥80 cm con-
sidering ethnic background (since no specific data for
South American women are available, cutoff values for
European women were used); fasting glucose ≥5.6 mmol/L
or a previous diagnosis of diabetes; TG ≥1.6 mmol/L or
treatment of dyslipidemia; HDL-c < 1.2 mmol/L or treat-
ment of dyslipidemia; SBP ≥130 mmHg or treatment, or
DBP ≥85 mmHg. In addition, the Fourth Brazilian Guide-
lines for Dyslipidemias and Prevention of Atherosclerosis,
which consider total cholesterol ≥5.1 mmol/L and LDL-
c ≥4.1 mmol/L, were used [20, 21]. Introduction anovulation, clinical and/or biochemical signs of hyperan-
drogenism, and polycystic ovaries on ultrasound (presence
of 12 or more follicles measuring 2 to 9 mm in diameter
or with a total volume > 10 cm3 in at least one ovary). The
diagnosis is confirmed after the exclusion of other condi-
tions that can cause chronic anovulation and androgen
excess. Polycystic ovary syndrome (PCOS) is an endocrine dis-
order which is characterized mainly by anovulation and
hyperandrogenism. Clinical manifestations range from
irregular menstrual cycles to the absence of menstruation
associated with variable degrees of overweight and an in-
creased risk of developing cardiovascular diseases, among
others [1, 2]. PCOS is the most frequent gynecological
endocrinopathy, affecting 5 to 10 % of premenopausal
women [3]. In Brazil, Melo et al. [4] reported a prevalence
of PCOS of 13.9 % in AGA women at birth and prevalence
in SGA women at birth (30.2 %). Cardiovascular disease (CVD) is one of the main pub-
lic health problems, accounting for almost half of deaths
in Europe and North America [6] and for 32 % of deaths
in Brazil [7]. Obesity is a condition seen in 40 to 50 % of
women with PCOS and the intensity of its symptoms is
related to the degree of obesity [8]. Obesity alone contrib-
utes to the physiopathology of PCOS and is frequently as-
sociated with hyperinsulinemia [9], hypertriglyceridemia
and reduced high-density lipoprotein cholesterol (HDL-c)
[10], arterial hypertension, and type 2 diabetes mellitus
[11]. These conditions are characterized by the redistribu-
tion of body fat mass, i.e., excess fat deposition in the ab-
dominal region (androgenic obesity), which is associated The criteria currently used for the diagnosis of PCOS
are those established by the Rotterdam consensus [5],
which defines the disease as the presence of two of
the three following criteria: oligomenorrhea and/or Page 2 of 8 Nascimento et al. Lipids in Health and Disease (2015) 14:62 obesity: 30.0 – 34.5 kg/m2; grade II obesity: 35.0 –
39.9 kg/m2, and grade III obesity ≥40.0 kg/m2[19]. with a higher CVD risk, particularly arterial hypertension
and diabetes mellitus [12, 13]. The body mass index (BMI) is the most commonly
used indicator to assess obesity. This indicator evaluates
generalized obesity, but does not measure body fat dis-
tribution [12, 14]. Introduction As for physical activity,
inactivity was considered for those who did not perform
any type of physical exercise on a regular basis for at least
3 times per week with at least 30 min. Smoking was
confirmed when the habit was present - regardless of
amount [21]. The use of more objective diagnostic procedures at
SUS is of particular importance when considering the in-
crease in the incidence of CVD related morbidity and
mortality observed during the nutrition transition, espe-
cially in women with PCOS. In view of the importance
of the LAP index, the objective of the present study was
to evaluate the association between this indicator and
cardiovascular risk factors in women with PCOS, iden-
tify a cutoff point and compare it with changes in other
cardiovascular markers. Our hypothesis is that LAP may
be uncertain in this syndrome. The patients were submitted to blood collection for
biochemical determination of diagnosis of PCOS at the
Centre for Clinical Research (CEPEC), University Hospital,
UFMA, in the morning between 7 to 9 h, after fasting for
12 h, in the follicular phase (third the seventh day of the
cycle) in those with regular menstrual cycles and any day
in those without regularity. Subjects and methods The Shapiro-Wilk test was used to determine whether
the quantitative variables showed a normal distribution. The frequency distribution (absolute and relative) was
performed for categorical variables. Quantitative CVD risk
variables are expressed as the mean and standard devi-
ation. A receiver operating characteristic (ROC) curve was
used to identify the LAP index as a predictor of CVD risk
as well as the cutoff point, estimating the highest sensitiv-
ity and specificity of this index. Logistic regression analysis
was used to evaluate the association between cardiovascu-
lar risk markers (BMI, fasting glucose, total cholesterol,
LDL-C, HDL-C, SBP, DBP, physical activity, and smoking
habits) and the LAP index. The adjusted logistic regres-
sion was used to further control potential bias. It is note-
worthy that there were no losses in the sample. The Stata®
12.0 program was used for statistical analysis and the
Microsoft Office 2010® software for data tabulation. A
level of significance of 5 % was adopted for all tests. The study was approved by the Ethics Committee of
HU-UFMA (Permit No. 349/11) and all participants signed
a free informed consent form. aAs for physical activity, inactivity was considered for those who did not
perform any type of physical exercise on a regular basis for at least 3 times
per week with at least 30 min Results
Th The adjusted logistic regression was used to further
control pontenciais bias. The test showed that, except for
HDL-c, all cardiovascular risk markers presented a higher
chance of being altered when the LAP was above the
cutoff value of 37.9 cm.mmol/L. The other variables
significantly increased (p <0.05) the LAP at least 8.4 times
(CI > 1.0), except for HDL-c that was associated with a re-
duction in LAP (IC: 0.008 to 0.56), according to Table 4. The sociodemographic and behavioral characteristics of
the sample (n = 78). It is noteworthy that there was no
loss in the sample (all participants contemplated the in-
clusion criteria). Noted a high frequency of age group
18–26 years (50.0 %), unmarried (65.4 %), unpaid (51.3 %),
non-smokers (93.6 %) and physically active (79.5 %)
(Table 1). Were not included in the logistic regression model the
variables waist circumference and triglycerides by these
directly influence the value of the LAP. Considering the trade-off between specificity and sen-
sitivity, the cut off point for the LAP index was ≥
37.9 cm.mmol/L (sensitivity: 85.19 %, specificity: 81.35 %),
corresponding to the value closer to 1.0 (best cutoff point),
Fig. 1. The variables: BMI, fasting glucose, total cholesterol,
LDL-C, HDL-C, SBP, DBP, physical activity and smoking
habits were analyzed both in logistic regression models
unadjusted, as in adjusted. All cardiovascular risk parameters were associated with
statistically the LAP index (p <0.05). Among women, 41 %
had changes in LAP. Among obese 17.7 % had changes in
the parameter, among those with high CC, 78.9 % among
those with hyperglycemia, 83.3 %. Regarding women with
lipid abnormalities, there was an association with changes
in LAP index by more than 60 % in all analyzed fractions,
Table 2. Before of adjust, only BMI and HDL-C showed statisti-
cally significant association with the LAP index, after ad-
justment, BMI and DBP were associated with a higher risk
of changes in LAP and HDL-C to a reduction of changes
in marker. Subjects and methods An analytic cross-sectional study was conducted on 78
women aged 18 to 42 years with a diagnosis of PCOS ac-
cording to the Rotterdam criteria [5]. The patients were
seen at University Hospital (HU) of Maranhão (UFMA),
between September 2010 and February 2012. Patients
who do not contemplate such criteria were not sampled. The non-probabilistic sampling was employed. All
women were submitted to clinical examination, including
the measurement of body weight, height, and WC. For
WC, the lowest circumference between the last rib and
iliac crest [19] was considered. The reference standards
of the World Health Organization (1997) were used for
the classification of nutritional status based on BMI: grade
III thinness ≤16.0 kg/m2; grade II thinness: 16.0 –
16.9 kg/m2; grade I thinness: 17.0 – 18.4 kg/m2; eutrophy:
18.5 – 24.9 kg/m2; overweight: 25.0 – 29.9 kg/m2; grade I An analytic cross-sectional study was conducted on 78
women aged 18 to 42 years with a diagnosis of PCOS ac-
cording to the Rotterdam criteria [5]. The patients were
seen at University Hospital (HU) of Maranhão (UFMA),
between September 2010 and February 2012. Patients
who do not contemplate such criteria were not sampled. For each patient, 20 ml was collected whole blood and
stored under sterile vacuum tubes containing EDTA (for
blood count) and serology (separating gel) without anti-
coagulant for biochemical and hormonal evaluation, using
sterile equipment for such and disposable as the bio-
security standards for biological material. The non-probabilistic sampling was employed. All
women were submitted to clinical examination, including
the measurement of body weight, height, and WC. For
WC, the lowest circumference between the last rib and
iliac crest [19] was considered. The reference standards
of the World Health Organization (1997) were used for
the classification of nutritional status based on BMI: grade
III thinness ≤16.0 kg/m2; grade II thinness: 16.0 –
16.9 kg/m2; grade I thinness: 17.0 – 18.4 kg/m2; eutrophy:
18.5 – 24.9 kg/m2; overweight: 25.0 – 29.9 kg/m2; grade I The processing of blood samples was begun at most
1 h after collection. The serum samples were stored in a
freezer at −80 °C. Fasting glucose and lipid profile were analyzed by
enzymatic colorimetric method. LDL-c was calculated
from the Friedewald formula: LDL-c = total cholesterol
(HDL-c – TG / 5), as there was in the samples, we
measured the upper TG 4.5 mmol/L. Subjects and methods The biochemical
measurements were performed with the Cobas 6000 Nascimento et al. Lipids in Health and Disease (2015) 14:62 Page 3 of 8 Table 1 Sociodemographic and behavioral characteristics of the
sample
Variable
n (%)
Age (years)
18 to 26
39 (50.0)
27 to 34
31 (39.7)
35 to 42
8 (10.3)
Marital status
Single
51 (65.4)
Married
27 (34.6)
Occupation
Paid
35 (48.7)
Unpaid
43 (51.3)
Smoking
Yes
5 (6.4)
No
73 (93.6)
Physical inactivitya
Yes
62 (79.5)
No
16 (20.5)
aAs for physical activity, inactivity was considered for those who did not
perform any type of physical exercise on a regular basis for at least 3 times
per week with at least 30 min Table 1 Sociodemographic and behavioral characteristics of the
sample
Variable
n (%)
Age (years)
18 to 26
39 (50.0)
27 to 34
31 (39.7)
35 to 42
8 (10.3)
Marital status
Single
51 (65.4)
Married
27 (34.6)
Occupation
Paid
35 (48.7)
Unpaid
43 (51.3)
Smoking
Yes
5 (6.4)
No
73 (93.6)
Physical inactivitya
Yes
62 (79.5)
No
16 (20.5)
aAs for physical activity, inactivity was considered for those who did not
perform any type of physical exercise on a regular basis for at least 3 times
per week with at least 30 min equipment, Hitachi Hight-Technologies Corporation
24–14.Nish-shimbashi.1-chome.Minato-ku, Tokyo, Japan. equipment, Hitachi Hight-Technologies Corporation
24–14.Nish-shimbashi.1-chome.Minato-ku, Tokyo, Japan. The Shapiro-Wilk test was used to determine whether
the quantitative variables showed a normal distribution. The frequency distribution (absolute and relative) was
performed for categorical variables. Quantitative CVD risk
variables are expressed as the mean and standard devi-
ation. A receiver operating characteristic (ROC) curve was
used to identify the LAP index as a predictor of CVD risk
as well as the cutoff point, estimating the highest sensitiv-
ity and specificity of this index. Logistic regression analysis
was used to evaluate the association between cardiovascu-
lar risk markers (BMI, fasting glucose, total cholesterol,
LDL-C, HDL-C, SBP, DBP, physical activity, and smoking
habits) and the LAP index. The adjusted logistic regres-
sion was used to further control potential bias. It is note-
worthy that there were no losses in the sample. The Stata®
12.0 program was used for statistical analysis and the
Microsoft Office 2010® software for data tabulation. A
level of significance of 5 % was adopted for all tests. 24–14.Nish-shimbashi.1-chome.Minato-ku, Tokyo, Japan. Discussion
d
l Among the normotensive, SBP and DBP as, 82.9 %
was demonstrated-associated adjustments when the prod-
uct of lipid accumulation, Table 2. Cardiovascular risk parameters, were associated in women
with abnormal LAP index. By comparison, women with
such showed parameter higher measurements of BMI,
CC, fasting glucose, total coleterol, triglycerides, LDL-c,
SBP and DBP, as well as lower HDL-c. All women with an LAP index above the defined cut off
point presented significantly more frequent altered mean
values of the cardiovascular risk markers analyzed. The
prevalence of women with an LAP index ≥37.9 cm.mmol/
L was 41 % (Table 3). Obesity marked by BMI and increased of DBP were as-
sociated with an increased risk of changes in LAP (above Nascimento et al. Lipids in Health and Disease (2015) 14:62 Page 4 of 8 Fig. 1 Distribution of lipid accumulation product (LAP index) values on the ROC curve of the sample. Lipid accumulation product Fig. 1 Distribution of lipid accumulation product (LAP index) values on the ROC curve of the sample. Lipid accumulatio Table 2 Cardiovascular risk factors associated with changes in
LAP Index
Variable
LAPa
p –
value*
≥37.9 cm.mmol/L
<37.9 cm.mmol/L
(n = 32)
(n = 46)
BMIb, n (%)
<0.001
Not obese
23 (85.2)
4 (14.8)
Obese
9 (17.7)
42 (82.3)
WCc, n (%)
<0.001
High
30 (78.9)
8 (21.1)
Normal
2 (5.0)
38 (95.0)
Fasting glucose, n (%)
0.028
High
5 (83.3)
1 (16.7)
Normal
27 (37.5)
45 (62.5)
Total cholesterol, n (%)
0.005
High
14 (66.7)
7 (33.3)
Normal
18 (31.6)
39 (68.4)
Triglycerides, n (%)
<0.001
High
16 (94.1
1 (5.9)
Normal
16 (26.2)
45 (73.8)
LDL-cd, n (%)
0.005
High
11 (73.3)
4 (26.7)
Normal
21 (33.3)
42 (66.7)
HDL-ce, n (%)
<0.001
Normal
20 (31.3)
44 (68.8)
Low
12 (85.7)
2 (14.3)
SBPf (mmHg)
<0.001
Normotensive
6 (17.1)
29 (82.9)
Not normotensive
26 (60.5)
17 (39.5)
DBPg (mmHg)
<0.001
Normotensive
7 (17.1)
34 (82.9)
Not normotensive
25 (67.6)
12 (32.4)
*Chi-square test; aLipid accumulation product (LAP index); bBody mass index;
cwaist circumference; dlow density lipoprotein; ehigh density lipoprotein;
fsystolic blood pressure; gdiastolic blood pressure Table 2 Cardiovascular risk factors associated with changes in
LAP Index 8 times). The increase in HDL-c was associated with pre-
vention for such change. The aim of this study was to evaluate the association
between LAP index and cardiovascular risk factors in
women with PCOS. Discussion
d
l The results support the idea that
women with PCOS who have the LAP index above the
cut off suggested in this work showed the largest changes
in mean CVD risk markers analyzed. Even with a small sample in a cross-sectional study,
considered a limitation in our study, the statistical ana-
lysis allowed away the null hypothesis. Still, some of the
highlights in the study are the making of laboratory tests
and the use of both anthropometric and blood pressure
direct measurement which shall not be obtained through
self-reference. The adoption of low cost risk determining factors and
also with fast responses are of great help towards treat-
ment, tracking and early intervention which explains the
reason why such marker contributes to the early diagno-
sis of the main cause for women’s mortality in the world. In this study, women with PCOS, concentrated in the
age group between 18 and 26 years, showing precocious-
ness in the accumulation of risk factors for CVD. Revealing
that this age group, an appropriate time for intervention in
the development of CVD. Physical inactivity is an import-
ant cardiovascular risk factor [22, 23]. The highest per-
centage of physical inactivity in this study may favour
the development of CVD especially when associated with
smoking [21]. However, this habit often in the sample was
low compared to the study of Junior Gil et al. [24]. 0.005
<0.001
<0.001 The average age in our study was 26.3 years and the
BMI was 27.01 kg/m2 with LAP index cutoff rate at ≥
39.32 cm.mmol/L (81 % sensitivity and 82 % specificity)
on CVD risk with a prevalence of 38.5 %; yet Wiltgen et al. [25] who evaluated LAP index in women with PCOS with
an age average of 20.6 years and BMI average of 29.5 kg/
m2 have come to a cut off rate of 37.87 cm.mmol/L (84 %
sensitivity and 79 % specificity) thus, higher rates than Nascimento et al. Discussion
d
l Lipids in Health and Disease (2015) 14:62 Page 5 of 8 Table 3 Distribution of cardiovascular risk markers according to
cut off value of the lipid accumulation product (LAP index)
Variable
LAPa
p
<37.9 cm.mmol/L
≥37.9 cm.mmol/L
BMIb (kg/m2)
23.1 ± 0.6
32.6 ± 0.9
<0.001
WCc (cm)
74.6 ± 1.3
98.9 ± 1.7
<0.001
Fasting glucose
(mmol/L)
4.7 ± 0.1
5.4 ± 0.3
0.006
Total cholesterol
(mmol/L)
4.4 ± 0.1
5.2 ± 0.2
<0.001
Triglycerides (mmol/L)
0.9 ± 0.0
2.0 ± 0.1
<0.001
LDL-cd (mmol/L)
2.6 ± 0.0
3.2 ± 0.1
<0.001
HDL-ce (mmol/L)
1.3 ± 0.0
1.0 ± 0.0
<0.001
SBPf (mmHg)
109.5 ± 1.7
122.8 ± 2.0
<0.001
DBPg (mmHg)
70.0 ± 1.2
80.0 ± 1.4
<0.001
Total, n (%)
46 (59)
32 (41)
Values are the mean ± standard deviation
aLipid accumulation product (LAP index); bbody mass index; cwaist
circumference; dlow density lipoprotein; ehigh density lipoprotein; fsystolic
blood pressure; gdiastolic blood pressure In this line of avaliation, 167 PCOS patients compared
to 102 controls were evaluated and such study aimed at
identifying coronary instability and diabetes mellitus type 2
through the frequency of CD4 (+) CD28 (null) lympho-
cytes that express the level of involvement by these
morbidities. It has been concluded that there is a posi-
tive association between the frequency of CD4 (+) CD28
(null) lymphocytes in PCOS patients when they are com-
pared to the control [27] showing that PCOS is a risk fac-
tor in the development of CVD. For example it has been a study conducted with 139
women with PCOS aiming at evaluating both clinical and
endocrine pictures as well as cardiovascular disease risk
among the different PCOS phenotypes evaluated BMI
values, series levels of follicle-stimulating hormones (FSH),
luteinizing hormone (LH), progesterone, estradiol, testos-
terone, dehydroepiandrosteronesulphate (S-DHEA), fasting
glucose, low density lipoprotein (LDL-C), total cholesterol,
high density lipoprotein (HDL-C), C-reative protein, insu-
lin, sensitivity to insulin and thickness of the carotid inner
layer has found that the hyperandrogenic phenotype has
lower risk of cardiovascular disease in comparison to other
phenotypes [28]. ours. That may be explained due to the fact that a control
case was carried out where the whole PCOS group had
hyperandrogenism with high levels of testosterone. None-
theless, it is controversial that hyperandrogenism by itself
be considered a higher risk factor of CVD. Discussion
d
l Taking into account that the risk of cardiometabolic
disorders may be partly determined by the employed def-
inition of PCOS, clinical and epidemiological studies sup-
port the need to identify women with PCOS to determine
the risk of cardiometabolic diseases and thus prevent
and/or treat its serious consequences [29]. The combination of anovulation and hyperandrogen-
ism translates PCOS in its classical form which shows
the adverse metabolic phenotype of the syndrome. Such
phenotype includes visceral obesity and resistance to in-
sulin as well as a manifold of other traditional cardiovas-
cular risk factors especially inflammation, glucose and
dyslipidemia metabolism disorders [26]. Women with PCOS associated with the presence of
obesity, smoking habits, dyslipidemia, high blood pressure,
intolerance to glucose and subclinical vascular disease are
at risk whereas those with metabolic syndrome and/or dia-
betes mellitus type 2 pose high risk of CVD. It is therefore
recommended that those women manage their lifestyles in
order to seek the primary prevention of CVD [30]. The resulting risk increase of CVD may affect both
lean women and obese ones. The subjacent mechanisms
to the increase in cardiovascular risk within the PCOS
context may include not only metabolic alterations, but
also hormonal factors, hyperandrogenism in particular. Nevertheless, the consequences in terms of cardiovascular
morbidity remain questionable due to the drawbacks in
carrying out long term prospective studies aiming at iden-
tifying potential factors from those clinical results [26]. y
Following the above findings with different design, pro-
spective study, conducted at the Endocrinology, Diabetes
and Metabolic Diseases Clinic at the University Center of
Sarajevo, 50 patients diagnosed with PCOS in accordance
with the Rotterdam criteria – ESHRE [5] were divided into
two groups according to their BMI and had the following
parameters evaluated: anthropometric indices (WC, height
and weight), BMI, TG, resistance to insulin and the LAP
index. Results showed that women with PCOS and BMI ≤
24.9 kg/m2 were significantly different from those with
BMI > 25 kg/m2 in body weight, WC and TG. Besides the
LAP index having been a marker to differentiate women
who were resistant to insulin from those who were not
with a cut off value of 17.91 cm.mmol/L, the women
group with BMI > 25 kg/m2 showed higher values of
the LAP index. We may conclude that the LAP index is
a marker to differentiate resistance to insulin in women
with PCOS [31]. Discussion
d
l Table 4 Association between biases concerning cardiovascular
system risk indicators and biases in the lipid accumulation
product (LAP index) through adjusted logistic regression from
the female population with polycystic ovary syndrome
Altered Variables
LAP1
Odds
Confidence Interval
Z
P value
BMI2 ≥30 kg / m2
32.6
6.4 – 163.8
4.23
<0.0001
HDL-c3 1.2 mmol/L
0.06
0.008 – 0.56
−2.50
0.012
DBP4 ≥80 mmHg
8.4
1.86 – 37.9
2.77
0.006
1Lipid accumulation product (LAP index); 2body mass index; 3low density
lipoprotein; 4diastolic blood pressure. Table 4 Association between biases concerning cardiovascular
system risk indicators and biases in the lipid accumulation
product (LAP index) through adjusted logistic regression from
the female population with polycystic ovary syndrome Page 6 of 8 Nascimento et al. Lipids in Health and Disease (2015) 14:62 Nascimento et al. Lipids in Health and Disease (2015) 14:62 as in the controls, 28.95 %. The most common dyslipid-
emia components in PCOS patients were lowered levels of
HDL-c (41.13 %) and an increase in TG (24.14 %). The
frequency of metabolic syndrome in PCOS patients was
25.62 % which is more than five times higher when
compared to the controls. The two main risk factors were
the increase in waist circumference and low levels of
HDL-c [41]. It was observed that prevalence of obesity and resist-
ance to insulin in women with PCOS is significantly
higher when compared to the population in general mak-
ing the LAP index a new, cheap and accessible predictor
of the metabolic syndrome both to the general population
and women with PCOS [31]. In relation the area found under curve ROC (0.8845)
shows that the LAP index presents satisfactory perform-
ance in those circumstances as its area above 0.70 trans-
lates a test with adequate diagnosis [32]. Obese women with PCOS present high SBP and DBP,
suggesting that arterial hypertension is a late sequel of
the stimulatory effects of hyperinsulinemia on the sym-
pathetic nervous system and vascular smooth muscle
[42]. In our study, the frequency of women with altered
SBP and DBP was 14.1 %. In a case–control results with
60 women aged between 18 and 45 where 42 women
with PCOS and 18 controls, observed no differences be-
tween the metabolic parameters and resistance to insulin
in both groups. Discussion
d
l Comparing those parameters (metabolic
and resistance to insulin) with 24-h blood pressure mon-
itoring in the ambulatory (MAPA) it was shown that the
only correlating parameter was the BMI, regardless of
PCOS diagnosis. Such study observed that PCOS women
did not show higher levels of blood pressure, glycemia,
HDL-c, TG, resistance to insulin and BMI in comparison
to the control group. However, women presented correl-
ation among PCOS, blood pressure and BMI, suggesting
that obesity is a main factor involved in blood pressure
changes in those women [43]. When screening patients under risk to develop CVD it
is important that diagnostic tests present optimum sensi-
tivity to detect disease or alterations in apparently healthy
people (asymptomatic patients) [33]. Different studies
indicated that the LAP index may be used as a screening
marker when identifying patients who are likely to be
characterized with the atherogenic metabolic triad: fasting
hyperinsulinemia, hyperapolipo protein B and high pro-
portion of small LDL-c particles [15, 16, 25, 34]. Notwith-
standing, the LAP index discriminatory reach to identify
patients with cardiometabolic risk profile may be com-
pared to those of IDF and National Cholesterol Education
Program – Adult Treatment Panel III (NCEP-ATP III)
[20, 35] as it shows sensitivity, specificity [25] and low cost
to identify people under higher cardiovascular risk. Indeed, it is important to determine such index to evalu-
ate women with PCOS once BMI alone is not capable of
marking the fat deposition characteristic in the body [15]. It is doubtless that women with PCOS show high preva-
lence of central obesity [36, 37]. Studies demonstrate that
50 to 60 % of those patients present abdominal obesity re-
gardless of their BMI [36–39]. Therefore, the use of anthropometric indices for the
diagnostic evaluation of central obesity seems to be more
adequate in this subgroup of women [13]. Using the cut
off identified here, the LAP index may be a more access-
ible and more accurate tool to identify cardiovascular risk
in women with PCOS and can be adopted and included in
clinical practice by SUS on a regular basis since it is easy
to be obtained and represents lower screening costs con-
cerning those women under metabolic risk. Clinical practice and literature data have shown a high
prevalence of cardiovascular risk indicators in women
with PCOS [36, 37]. Authors’ contribution
P
C ll
l Authors contribution
JXPTN: Collection, analysis and interpretation of the data. MBCC: Coordination
of the research; conception and design of the study, and collection, analysis
and interpretation of the data. RMLS: Data collection. AFS: Interpretation of the
data and statistical analysis. PAN: Coordination of the research; conception and
design of the study, and collection, analysis and interpretation of the data. LMOB: Coordination of the research; conception and design of the study, and
collection, analysis and interpretation of the data. All authors read and
approved the final manuscript. Another risk factor for CVD already established is
HDL-c levels below the recommended limit, irrespective
of LDL-c values [10]. The percentage of women with re-
duced HDL-c observed in the present study was higher
than that reported by Apridonidze et al. [40] who de-
tected low HDL-c levels in 49 % of women with PCOS. A recent study including 406 patients with PCOS and
342 control women aged between 17 and 40 within a
certain population in Southeast Asia between 2006 and
2011, a prevalence of 52.96 % of PCOS patients with
dyslipidemia was found, which was around twice as much Discussion
d
l Since obesity is an independent risk
factor of CVD [39], in our study the prevalence of obes-
ity was 34.6 % with PCOS and its control is fundamental
to improve clinical and biochemical alterations [13, 38]. Another variable used was WC, which is an indicator of
abdominal adiposity and is widely used as a predictor of
cardiovascular risk [39]. The frequency of increased WC
was 41 %, a finding indicating its association with this
syndrome [37]. Competing interest
The authors declare no competing interest. References Kablak-Ziembicka A, Przewlocki T, Pieniazek P, et al. The role of carotid
intima-media thickness assessment in cardiovascular risk evaluation in patients
with polyvascular atherosclerosis. Atherosclerosis. 2010;209:125–30. 28. Dilbaz B, Ozkava E, Cinar M, Cakir E, Dilbaz S. Cardiovascular disease risk
characteristic of the main polycystic ovary syndrome phenotypes. Endocrine. 2011;39(3):272–7. doi:10.1007/s12020-011-9437-6. y
7. Ministério da Saúde. Datasus [internet]. Informações de Saúde. Estatísticas
vitais – Mortalidade e nascidos vivos. [2007]. Disponível em: <http://tabnet. datasus.gov.br. 29. Cobin RH. Cardiovascular and metabolic risks associated with PCOS. Intern
Emerg Med. 2013;8 Suppl 1:61–4. doi:10.1007/s11739-013-0924-z. 8. Barcellos CR, Lage SH, Rocha MP, Hayashida AS, Baracat EC, Romano A, et al. Polycystic ovary syndrome and obesity do not affect vascular parameters
related to early atherosclerosis in young women without glucose metabolism
disturbances, arterial hypertension and severe abnormalities of lipid profile. Gynecol Endocrinol. 2013;29(4):370–4. doi:10.3109/09513590.2012.743009. 30. Morgan CL. Jenkins_jones S, Currie CJ Rees DA. Evalution of adverse
outcome in joung womwn with polycystic ovary syndrome versus matched,
reference controls: a restropective, observacional study. J Clin Endoclinol
Metab. 2012;97(9):3251–60. doi:10.1210/jc.2012-1690. 9. Martins WP, Soares GM, Vieira CS, Reis RM, Sá MFS, Ferriani RA. Resistência à
insulina em mulheres com síndrome dos ovários policísticos modifica
fatores de risco cardiovascular. Rev Bras Ginecol Obstet. 2009;31(3):111–6. doi:10.1590/S0100-72032009000300002. 31. Godinjak A, Godinjak Z, Burekovic A, Surkovic I, Dizdarevic-Bostandzic A,
Velija-Asimi Z. Insulin resistance and lipid accumulation product in corelation
to body mass index in women with polycystic ovary syndrome. Med Arh. 2012;66(6):409–11. 10. Rajkhowa M, Neary RH, Kumplatla FL, Game FL, Jones PW, Obhrai MS, et al. Altered composition of the high density lipoproteins in women with
polycystic ovary syndrome. J Clin Endocrinol Metab. 1997;82:3389–94. doi:10.1210/jc.82.10.3389. 32. Metz CE. Receiver Operating Characteristic Analysis: A Tool for the
Quantitative Evaluation of Observer Performance and Imaging Systems. J
Am Col Rad. 2006;3(6):413–22. doi:10.1016/j.jacr.2006.02.021. 33. Griner PF, Mayewski RJ, Mushlin AI, Greenland P. Selection and interpretation
of diagnostic tests and procedures. Ann Intern Med. 1981;94:555–600. 11. Yarak S, Bagatin E, Hassun KM, Parada MOAB, Talarico FS. Hiperandrogenismo e
pele: síndrome do ovário policístico e resistência periférica à insulina. An
Bras Dermatol [serial on the Internet]. 2005; 80(4): 395–410. doi:10.1590/S0365-
05962005000400011 34. Ioachimescu AG, Brennan DM, Hoar BM, Hoogwerf BJ. The lipid accumulation
product and all-cause mortality in patients at high cardiovascular risk: a PreCIS
database study. Obesity (Silver Spring). 2010;18(9):1836–44. PubMed. 12. Lee CMY, Huxley RR, Wildman RP, Woodward M. Received: 11 December 2014 Accepted: 15 June 2015 Received: 11 December 2014 Accepted: 15 June 2015 22. Barcellos CRG, Rocha MP, Hayashida SAY, Nery M, Marcondes JAM. Prevalence of abnormalities of glucose metabolism in patients with
polycystic ovary syndrome. Arq Bras Endocrinol Metabol.2007; 51:601–5. doi:10.1590/S0004-27302007000400015 References 23. Huber-Buchholz MM, Carey DG, Norman RJ. Restoration of reproductive
potential by lifestyle modification in obese polycystic ovary syndrome: role
of insulin sensitivity and luteinizing hormone. J Clin Endocrinol Metab. 1999;84(4):1470–4. doi:10.1210/jc.84.4.1470. 1. Lo JC, Feigenbaum SL, Yang J, Pressman AR, Selby JV, Go AS. Epidemiology
and adverse cardiovascular risk profile of diagnosed polycystic ovary syndrome. 1. Lo JC, Feigenbaum SL, Yang J, Pressman AR, Selby JV, Go AS. Epidemiology
and adverse cardiovascular risk profile of diagnosed polycystic ovary syndrome. J Clin Endocrinol Metab. 2006;91:1357–63. doi:10.1210/jc.2005-2430. 1. Lo JC, Feigenbaum SL, Yang J, Pressman AR, Selby JV, Go AS. Epidemiology
and adverse cardiovascular risk profile of diagnosed polycystic ovary syndrome. J Clin Endocrinol Metab. 2006;91:1357–63. doi:10.1210/jc.2005-2430. and adverse cardiovascular risk profile of diagnosed polycystic ovary syndrome. J Clin Endocrinol Metab. 2006;91:1357–63. doi:10.1210/jc.2005-2430. 2. Kohen-Avramoglu R, Theriault A, Adeli K. Emergence of metabolic syndrome in
childhood: an epidemiological overview and mechanistic link to dyslipidemia. ClinBiochem. 2003;36:413–20. 24. Gil Junior AB, Rezende APR, Carmo AV, Duarte EI, Medeiros MMWY, Medeiros SF. Participação dos androgênios adrenais na síndrome dos ovários policísticos. Rev
Bras Ginecol Obstet. 2010;32(11):541–8. doi:10.1590/S0100-72032010001100005. 3. Norman RJ, Dewailly D, Legro RS, Hickey TE. Polycystic ovary syndrome. Lancet. 2007;370(9588):685–97. 3. Norman RJ, Dewailly D, Legro RS, Hickey TE. Polycystic ovary syndrome. Lancet. 2007;370(9588):685–97. 25. Wiltgen D, Benedetto IG, Mastella LS, Spritzer PM. Lipid accumulation
product index: a reliable marker of cardiovascular risk in polycystic ovary
syndrome. Hum Reprod. 2009;24(7):1726–31. doi:10.1093/humrep/dep072. 4. Melo AS et al. High prevalence of polycystic ovary syndrome in women
born small for gestational age. Hum Reprod. 2010;25(8):2124–31. 4. Melo AS et al. High prevalence of polycystic ovary syndrome in women
born small for gestational age. Hum Reprod. 2010;25(8):2124–31. 26. Christakou C. Diamanti-Kandarakis E. Curr Pharm Des: PCOS and cardiovascular
risk factors; 2013. 5. Rotterdam ESHRE/ASRM-Sponsored PCOS Consensus Workshop Group. Revised 2003 consensus on diagnostic criteria and long-term health risks
related to polycystic ovary syndrome. FertilSteril. 2004;81(1):19–25. PubMed. 27. Moro F, Morciano A, Tropea A, Sagnella F, Palla C, Scarinci E, Cosentino N, Nicolli
G, Crea F, Lanzone A, Apa R. CD4 (+) CD 28 (null) T lymphocyte frequency, a new
marker of cardiovascular risk: relationship with polycystic ovary syndrome
phenotypes. Fertil Steril. 2012. 98 (6); 1609–15. doi:10.1016/j.fertnstert.2012;08.015. 6. Kablak-Ziembicka A, Przewlocki T, Pieniazek P, et al. The role of carotid
intima-media thickness assessment in cardiovascular risk evaluation in patients
with polyvascular atherosclerosis. Atherosclerosis. 2010;209:125–30. 6. Author details
1 21. Sociedade Brasileira de Cardiologia. IV Diretriz brasileira sobre dislipidemias e
prevenção da aterosclerose. Departamento de Aterosclerose da Sociedade
Brasileira de Cardiologia. Arq Bras Cardiol. 2007; 88 (supl 1): 2–19. Disponível:
<http://publicacoes.cardiol.br/consenso/2013/V_Diretriz_Brasileira_de_
Dislipidemias.pdf>. Author details
1Universidade Federal do Maranhão, São Luís, Maranhão, Brazil. 2USP/Ribeirão
Preto, São Paulo, São Paulo, Brazil. 3Rua Boa Esperança, Cond. Bosque dos
Pinheiros Qd. 03, C. 02 - Bairro: Turú, São Luís, Maranhão, Brazil. Author details
1Universidade Federal do Maranhão, São Luís, Maranhão, Brazil. 2USP/Ribeirão
Preto, São Paulo, São Paulo, Brazil. 3Rua Boa Esperança, Cond. Bosque dos
Pinheiros Qd. 03, C. 02 - Bairro: Turú, São Luís, Maranhão, Brazil. 41.
Zhang J, Fan P, Liu H, Bai H, Wang Y, Zhang F. Apolipoprotein A-I and B
levels, dyslipidemia and metabolic syndrome in south-west Chinese women
with PCOS. Hum Reprod. 2012;27(8):2484–93. doi:10.1093/humrep/des191. Acknowledgements This study was supported by the state funding agencies FAPEMA (Fundo de
Amparo à Pesquisa do Maranhão) and Centro de Pesquisas Clínicas (CEPEC)
da Universidade Federal do Maranhão, andthe government funding agency
CAPES (Coordenação de Aperfeiçoamento de Pessoal de Nível Superior). Page 7 of 8 Page 7 of 8 Nascimento et al. Lipids in Health and Disease (2015) 14:62 References Indices of abdominal obesity
are better discriminators of cardiovascular risk factors than BMI: a meta-analysis. J Clin Epidemiol. 2008;61(7):646–53. doi:10.1016/j.jclinepi.2007.08.012. 35. National Cholesterol Education Program (NCEP) Expert Panel on Detection,
Evaluation, and Treatment of High Blood Cholesterol in Adults (Adult Treatment
Panel III). Third Report of the National Cholesterol Education Program (NCEP)
Expert Panel on Detection, Evaluation, and Treatment of High Blood Cholesterol in
Adults (Adult Treatment Panel III) final report. Circulation. 2002;106(25):3143–421. 13. Costa EC, Soares EMM, Lemos TMAM, Maranhão TMO, Azevedo GD. Índices
de Obesidade Central e Fatores de Risco Cardiovascular na Síndrome dos
Ovários Policísticos. Arq Bras Cardiol. 2010;94(5):633–8. doi:10.1590/S0066-
782X2010005000029. 36. Atkin S. Cardiovascular disease in polycystic ovary
Endocrinol (Oxf). 2013. doi:10.1111/cen.12151. 36. Atkin S. Cardiovascular disease in polycystic ovary syndrome. Clin
Endocrinol (Oxf). 2013. doi:10.1111/cen.12151. 14. Pitanga FJG, Lessa I. Associação entre indicadores antropométricos de
obesidade e risco coronariano em adultos na cidade de Salvador. Rev Bras
Epidemiol, 2007; 10 (2): doi:10.1590/S1415-790X2007000200011. 37. Cascella T, Palomba S, De Sio I, Manguso F, Giallauria F, De Simone B, et al. Visceral fat is associated with cardiovascular risk in women with polycystic
ovary syndrome. Hum Reprod. 2008;23(1):153–9. doi:10.1093/humrep/dem356. 15. Kahn SH. The “lipid accumulation product” performs better than the body
mass index for recognizing cardiovascular risk: a population-based comparison. BMC Cardiovasc Disord. 2005; 26 (5). doi:10.1186/1471-2261-5-26. 38. Kandaraki E, Charikleia C, Evanthia D-K. Metabolic syndrome and polycystic
ovary syndrome… and vice versa. Arq Bras Endocrinol Metab. 2009;53(2):227–37 39. Cabrera MA. Relationship between body mass index, waist circumference, and
waist-to-hip ratio and mortality in elderly women: a 5-year follow-up study. Cad Saúde Pública. 2005;21(3):71–3. doi:10.1590/S0102-311X2005000300010. 16. Costa EC. Avaliação do risco cardiovascular por meio do índice LAP em
pacientes não obesas com síndrome dos ovários policísticos. Arq Bras
Endocrinol Metab. 2010; 54 (7). doi:10.1590/S0004-27302010000700007. 17. Wilson PW, D'Agostino RB, Levy D, Belanger AM, Silbershatz H, Kannel WB. Prediction of coronary heart disease using risk factor categories. Circulation. 1998;97(18):1837–47. 40. Apridonidze T, Essah PA, Iuorno MJ, Nestler JE. Prevalence and characteristics
of the metabolic syndrome in women with polycystic ovary syndrome. J Clin
Endocrinol Metab. 2005;90(4):1929–35. doi:10.1210/jc.2004-1045. 41. Zhang J, Fan P, Liu H, Bai H, Wang Y, Zhang F. Apolipoprotein A-I and B
levels, dyslipidemia and metabolic syndrome in south-west Chinese women
with PCOS. Hum Reprod. 2012;27(8):2484–93. doi:10.1093/humrep/des191. 18. Ridker PM, Buring JE, Rifai N, Cook NR. 40.
Apridonidze T, Essah PA, Iuorno MJ, Nestler JE. Prevalence and characteristics
of the metabolic syndrome in women with polycystic ovary syndrome. J Clin
Endocrinol Metab. 2005;90(4):1929–35. doi:10.1210/jc.2004-1045. Source of funding 19. World Health Organization. Obesity preventing and managing the global
epidemic. Geneva: Report of a WHO consultation on obesity; 1997. Source of funding
FAPEMA (Fundo de Amparo à Pesquisa do Maranhão) by edict 004/2010 and
request APP - 01006/10. 20. Alberti KG, Zimmet P, Shaw J. The metabolic syndrome–a new worldwide
definition. Lancet. 2005;366(9491):1059–62. 42.
Stevens J, Keil JE, Rust PF, Verdugo RR, Davis CE, Tyroler HA, et al. Body mass
index and body girths as predictors of mortality in black and white men. Am J
Epidemiol. 1992;135:1137–46. http://www.ncbi.nlm.nih.gov/pubmed/1632424. 43.
Oliveira RS, Redorat RG, Ziehe GH, Mansur VA, Conceição FL. Arterial hypertension
and metabolic profile in patients with polycystic ovary syndrome. Rev
Bras Ginecol Obstet. 2013;35(1):21–6. Nascimento et al. Lipids in Health and Disease (2015) 14:62 42.
Stevens J, Keil JE, Rust PF, Verdugo RR, Davis CE, Tyroler HA, et al. Body mass
index and body girths as predictors of mortality in black and white men. Am J
Epidemiol. 1992;135:1137–46. http://www.ncbi.nlm.nih.gov/pubmed/1632424.
43.
Oliveira RS, Redorat RG, Ziehe GH, Mansur VA, Conceição FL. Arterial hypertension
and metabolic profile in patients with polycystic ovary syndrome. Rev
Bras Ginecol Obstet. 2013;35(1):21–6. References Development and validation of
improved algorithms for the assessment of global cardiovascular risk in
women: the Reynolds Risk Score. JAMA. 2007;297(6):611–9. Page 8 of 8 Page 8 of 8 Submit your next manuscript to BioMed Central
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Forskningsartikel Inledning Dagens dikt sänds varje dag utom söndag och når då, enligt programmets hemsida,
100 000 lyssnare. Numera kan man även prenumerera på diktuppläsningarna som
poddavsnitt, utan inledande klockringning och efterföljande konstmusikstycke. Dagens dikt kan därmed sägas vara den samtida poesiuppläsningens i särklass största
distributionskanal. Inspelningarna är dessutom av studiomässig kvalitet, vilket är nog
så viktigt när intresset som i denna studie gäller uppläsningarnas prosodiska drag,
mätta med hjälp av ett digitalt verktyg. Dagens dikt förvaltar samtidigt ett arv som gör att programmet kan uppfattas som
otidsenligt. Bland annat läses fortfarande flertalet dikter av skådespelare, och inte av
poeterna själva. Sedan starten 1937 har förvisso en ständig utveckling skett: repertoaren,
redaktionella överväganden och debatten kring programmet fram till 1955 har studerats
av Solveig Lundgren, och under perioden därefter och fram till 1989 av Lars Hänström.1
Hur fördelningen mellan skådespelare och poeter sett ut har mig veterligen inte under
sökts, men det framgår att skådespelarna dominerat stort. Inslaget av poetuppläsningar
sägs öka 1975 i samband med att ”Månadens diktare” införs – sex dikter av en och
samma poet under månadens första vecka.2 Det är också ungefär då som genombrottet
för poeten som uppläsare av sin egen dikt sker i Sverige, några decennier senare än i
USA,3 medan poeten dessförinnan sällan ansågs eller ens ansåg sig själv vara den bäst
lämpade framföraren.4 Det finns förstås många undantag från en sådan generaliserande
historieskrivning, exempelvis den redan under sin livstid erkänt skickliga Karin Boye,
som gjorde flera uppläsningar för Dagens dikt i samband med en skådespelarstrejk 1939.5 Så sent som 1987, i skrivande stund det första år för vilket uppgifter om uppläsarna
finns tillgängliga i Svensk mediedatabas (SMDB), lästes emellertid endast 24 dikter av
poeter, alla i egenskap av månadens diktare, medan skådespelare framförde resterande
278. I det årslånga material som används i denna studie, från 2020 och 2021, är poeter
nas andel betydlig högre, omkring 40 procent. 108 TFL 2022:2–3 FORSKNINGSARTIKEL Bortsett från Dagens dikt är skådespelarna satta på undantag i den samtida poesin. Skådespelaruppläsningar dominerar visserligen den starkt växande ljudboksmarkna
den6 – men där spelar poesin en obetydlig roll, och ytterst lite samtidspoesi ges ens ut i
ljudboksformat.7 Poetens nu självklara och ohotade auktoritet som uppläsare kommer
kanske allra tydligast till uttryck på större poesifestivaler med internationella gäster,
vilka publiken andäktigt lyssnar till – ibland på språk som få eller ingen förstår. Inledning Ulf
Karl Olov Nilsson, mer känd som UKON, hävdar att de flesta poeter liksom han
själv hyser en motvilja mot skådespelare som diktuppläsare; de läser oftast mycket
bra tekniskt, men det är just det som är problemet – ”att det rör sig om någon som
kallats in i egenskap av att vara bra på sitt jobb”.8 Malte Perssons diktrader kan kanske
tolkas i samma riktning: ”Dikten blir ibland uppläst av Stina Ekblad. / Det borde den
inte bli.”9 Skådespelaren Ekblad håller inte med. Hon betonar dessutom vikten av att vid
läsningen ”[k]änna orden man framför från insidan” och av att läsa dikten ”som om
den kom direkt ur mig”10 – och kanske är det just denna inlevelse som poeten vänder
sig emot. Enligt en annan poet, Magnus William-Olsson, skulle nämligen schismen
mellan skådespelare och poeter handla om de förstnämndas tendens och långa tradi
tion av att spela en roll när de läser, av att vara någon, på motsvarande sätt som när de
uppträder på scen. De skulle så att säga främst gestalta diktjaget. Poeter ser hellre att
uppläsningen förmedlar texten och är diktens röst.11 pp
g
Möjligen skulle denna skillnad också kunna knytas till förändringar inom poesin
under de senaste decennierna: ett uppbrott från den centrallyriska traditionen med
dess starka och fokuserande diktjag, tänkt som en verklig person, mot en syn på texten
som text, där jaget bara är en textuell funktion och subjektet inte är en instans som
kan garantera dess mening.12 Skådespelares mer dramatiserande och levandegörande
uppläsningar – om det nu verkligen förhåller sig så – skulle alltså kunna sägas vara
förankrade i en äldre poesi och poetik.i Syftet med den här studien är att undersöka vilka prosodiska skillnader som finns
mellan poeter och skådespelares diktuppläsningar, samt att kontextualisera dessa skill
nader. Vilken roll kön och ålder spelar för uppläsning kommer att diskuteras, liksom
i vilken mån det finns skillnader som kan spåras till textens innehåll eller form, samt
huruvida uppläsningar av samma individ skiljer sig åt. Utgångspunkten för studien är
ett dataset med 12 prosodiska mått för varje inspelning. Metoden i ett första och pri
märt steg kan kallas fjärrlyssning: ett lyssnande som inte involverar mänskliga öron utan
sker genom datorn, som först tar fram de prosodiska måtten och sedan jämför dem
genom statistiska beräkningsmetoder. Fördelen är att man då kan hitta mönster, och
därmed empiriskt starka belägg, i ett annars svåröverskådligt stort material. Inledning I ett andra
steg, men också parallellt med det första, kompletteras fjärrlyssningen med kvalitativ
närlyssning av ett mindre antal poeters och skådespelares uppläsningar. Material och statistiska förutsättningar Dagens dikts uppläsningar är i regel tillgängliga för avlyssning och som nedladd
ningsbara filer – vilket väsentligt underlättar bearbetningen – i omkring ett år från
sändningstillfället. Materialet i denna studie omfattar därför ett års sändningar, när JIMMIE SVENSSON TFL 109 mare bestämt från juli 2020 till och med juni 2021, tillgängliga då arbetet påbörjades. Digitaliserade program från Sveriges Radio är tillgängliga för forskare via SMDB, men
diktläsningarna kommer då inte som separata ljudfiler utan som delar i längre sjok. Att själv klippa ur sådana längre filer hade varit mycket tidsödande – och kanske
även upphovsrättsligt tveksamt. Uppläsningar från perioden som av för mig okänd
anledning inte funnits tillgängliga för nedladdning har inte tagits med. Några mycket
gamla poetuppläsningar har också uteslutits; inspelningar som inte är helt nygjorda,
men som gäller poeter som levt in på 2000-talet och där ljudkvaliteten inte är påtagligt
sämre har dock inkluderats. Också uppläsningar som redan sänts en gång tidigare
under perioden har uteslutits – detta sker några få gånger med anledning av att poeten
i fråga aktualiserats genom att ha mottagit eller nominerats till något pris. Sammanlagt
har 28 diktuppläsningar uteslutits.13 För de återstående 276 läsningarna har jag tagit fram de 12 prosodiska mått som
presenteras av Marit J. MacArthur och hennes team i en artikel från 2018, med hjälp
av deras fritt tillgängliga programvara Voxit.14 Vad programmet mäter är pauser och
talade partier, tonade och tonlösa partier, samt grundtonsfrekvensen, det som vi upp
fattar som tonhöjd. Därefter utför programmet beräkningarna som resulterar i de olika
måtten, till exempel den genomsnittliga pauslängden och avståndet i oktaver mellan
högsta och lägsta tonen i inspelningen. Tanken är att till exempel relativt korta pauser
i kombination med en på ett mer oförutsägbart sätt varierande tonhöjd kan indikera
en mer vardaglig, samtalsnära stil, medan motsatsen indikerar en mer formell eller
rent av stel. Kompletterad med uppgifter om uppläsarens namn, kön, födelseår, antal
ord och inspelningens längd bearbetar jag denna genom programmet erhållna data
med datorstödda statistiska metoder för att eventuella skillnader och mönster i det
mänskligt svåröverskådliga materialet ska kunna konstateras. Material och statistiska förutsättningar Att skådespelarna således företrädesvis läser poeter av samma kön
skulle kunna underlätta en nära representation eller imitation av diktens jag, när ett
sådant finns – om man nu vågar utgå från att poeten och diktjaget oftast är av samma
kön. Poeterna har emellertid ännu bättre förutsättningar, om de skulle eftersträva en
sådan skådespelarmässig identifikation, då de i de allra flesta fall läser egenskriven dikt. Till poetgruppen har jag valt att också räkna 9 läsningar under rubriken ”Diktare läser
(andras) dikt”. Antalet läsningar per individ varierar, från en enda upp till 7 för poeterna och 21 för
skådespelarna. De multipla läsningarna gör utgångsläget mer komplicerat än om det
bara varit fråga om en läsning per individ, som i de båda tidigare nämnda studierna. Jag
har därför konsulterat en medarbetare på Statistikenheten vid Umeå universitet, Xijia
Liu. Han har hjälpt mig göra bedömningen att risken för att de multipla läsningarna
skulle snedvrida resultatet är liten, varför hela materialet har använts vid de kvantita
tiva jämförelserna mellan grupperna. Värdena varierar så mycket mellan läsningar av
samma individ, och skiljer sig inte så mycket åt mellan individer, vilket innebär att
individen så att säga inte sätter något tydligt avtryck. Det hade varit problematiskt
om exempelvis Josefin Iziamo, med störst andel av skådespelargruppens läsningar (12
procent), hade haft en extrem stil med genomgående avvikande värden jämfört med
övriga, men så är alltså inte fallet. Alternativet, att endast välja en läsning per individ,
skulle ha fört med sig den stora nackdelen att urvalet då hade blivit så mycket mindre
att det blivit väsentligt svårare att hitta statistiskt signifikanta skillnader – det vill säga
skillnader som inte beräknas kunna bero på slumpen eller som med hög grad av sanno
likhet skulle bekräftas i ett annat, likvärdigt urval. g
Xijia Liu har också utfört de inledande, mer avancerade statistiska testerna, vilka
hade till syfte att pröva metodens tillförlitlighet på materialet. Först prövades huruvida
det faktiskt finns någon statistiskt signifikant skillnad mellan poeter och skådespelare
utifrån de 12 prosodiska måtten sammantagna. De visade sig att så är fallet, men
också att variablerna kön och födelseår ger signifikanta skillnader, varför det också
är meningsfullt att gå vidare och studera skillnaderna i detalj, mått för mått. Material och statistiska förutsättningar g
g
Här väljer jag att presentera måtten löpande, i samband med resultaten; för en mer
utförlig, samlad beskrivning hänvisas till artikeln av MacArthur et al., kring läsningar
av 100 poeter från USA, och till min egen studie från 2022 av ett motsvarande svensk
språkigt material.15 Dessa studier skiljer sig för övrigt ifrån den föreliggande genom
att de fokuserar på skillnader inom poetgruppen, och i någon mån också undersöker
skillnaden mellan poesiuppläsning och andra typer av tal eller uppläsning. I min artikel
diskuteras även potentiella problem med metoden, och den främsta invändningen är
att väsentliga prosodiska komponenter som intensitet (ljudstyrka) och duration (vokal
längd) inte ingår. Intensiteten mäts dock av programmet, men då tillförlitligheten här
ställer större krav på likvärdig och hög inspelningskvalitet rekommenderar man i nuläget
inte användning av dessa värden. Metoden, som alltså alltjämt är under utveckling, är
så vitt jag känner till den enda i sitt slag i bemärkelserna att den utarbetats med fokus
på poesi och att den, med undantag av ett mått, möjliggör helt automatiserad mätning
och därmed väsentligt underlättar insamlandet av större mängder data. Att den har
använts i tidigare studier innebär också att det finns något att jämföra med – här
kommer jag främst referera till min egen, då den dels rör ett svenskt material och dels
har ett tidsspann (2010–2020) som ligger närmare det aktuella materialet än vad som
är fallet hos MacArthur et al. Fördelningen mellan skådespelare och poeter i urvalet, också uppdelade efter kön,
framgår av följande tabell: 110 TFL 2022:2–3 FORSKNINGSARTIKEL Individer
Läsningar
Skådespelare
25
167
Kvinnor
Män
14
11
94
73
Poeter
48
109
Kvinnor
Män
Icke-binär
20
27
1
41
67
1 Bland skådespelarna läser männen 6 dikter av kvinnliga poeter, kvinnorna 21 dikter
av manliga poeter. Att skådespelarna således företrädesvis läser poeter av samma kön
skulle kunna underlätta en nära representation eller imitation av diktens jag, när ett
sådant finns – om man nu vågar utgå från att poeten och diktjaget oftast är av samma
kön. Poeterna har emellertid ännu bättre förutsättningar, om de skulle eftersträva en
sådan skådespelarmässig identifikation, då de i de allra flesta fall läser egenskriven dikt. Till poetgruppen har jag valt att också räkna 9 läsningar under rubriken ”Diktare läser
(andras) dikt”. Bland skådespelarna läser männen 6 dikter av kvinnliga poeter, kvinnorna 21 dikter
av manliga poeter. Material och statistiska förutsättningar Därefter
beräknades med hur stor säkerhet man utifrån mätvärdena korrekt kan avgöra om
det är en poet eller en skådespelare som läser: den bästa kombinationen av variabler
(mått 3, 4, 7, 8, 10 och 11), med kön och födelseår givna (utifrån en uppdelning i tre
åldersgrupper) ger en säkerhet på 82 procent (76 procent utan uppgifter om kön och
födelseår). Det skulle alltså gå att skriva ett program, eller ett tillägg till det befintliga
programmet Voxit, som 8 av 10 gånger ”gissar rätt”.16 JIMMIE SVENSSON TFL 111 En statistiskt signifikant skillnad mellan poeter och skådespelare finns för 8 av de 12
måtten, vilka i det följande behandlas i tur och ordning. En statistiskt signifikant skillnad mellan poeter och skådespelare finns för 8 av de 12
måtten, vilka i det följande behandlas i tur och ordning. Tempo, pauser och rytmisk komplexitet (mått 1–6) Att skillnaden är statistiskt signifikant behöver dock inte betyda att den är särskilt
stor, och detta gäller när poeter och skådespelare jämförs utifrån de fyra första måtten. Ett mycket enkelt mått på läshastigheten, ord per minut (mått 1), erhålls genom att
antalet ord i dikten divideras med inspelningens längd (i sekunder) och multipliceras
med 60. Detta måste i nuläget göras med ett betydande mått av mänsklig inbland
ning (i Google Cloud finns ett verktyg för att omvandla tal till text, men resultatet
måste kontrolleras och ofta korrigeras). I min tidigare studie visade sig detta mått vara
det som ger de mest markanta skillnaderna för poesiuppläsning jämfört med uppläst
romanprosa och med fritt tal.17 Föga förvånande är skillnaden mellan poesiläsande
poeter och skådespelare däremot ganska liten. Av följande låddiagram framgår att
poeterna läser något snabbare, men att skillnaden mellan medianvärdena, det vill säga
det mellersta värdet, markerat av strecket i lådan, endast är omkring 5 ord per minut. Medelvärdet, markerat med kryss, ligger här och genomgående i denna studie mycket
nära medianvärdet. Ett låddiagram visar spridningen, med värdena uppdelade i fyra
kvartiler; i första respektive fjärde kvartilen, ”svansen” under respektive över lådan,
finns 25 procent av värdena (små cirklar markerar statistiskt beräknade extremvärden),
medan andra och tredje kvartilen markeras av lådan. Diagram 1. Läshastighet (ord per minut) för poeter och skådespelare. Diagram 1. Läshastighet (ord per minut) för poeter och skådespelare. En ytterligare gruppering efter kön visar att det är de manliga poeterna som står för
nästan hela skillnaden – men inte heller mellan dem och de långsammaste läsarna, de
kvinnliga skådespelarna, är skillnaden större än 8 ord, en skillnad som hade varit svår
att uppfatta om det gällt två i övrigt någorlunda likvärdiga uppläsningar.i Lådan, som alltså markerar de 50 procent av värdena som befinner sig närmast
medianen, ligger för poeternas del mellan 64 och 85 ord och för skådespelarnas mel
lan 61 och 79 ord. En stor del av värdena ligger därmed samlade inom ett ganska
snävt intervall. Tempo, pauser och rytmisk komplexitet (mått 1–6) Läshastighet (ord per minut) grupperat efter diktens totala antal ord. Diagram 3. Läshastighet (ord per minut) grupperat efter diktens totala antal ord. En möjlig förklaring till detta kan vara att längre dikter är mer berättande, och att
läshastigheten och pausmönstren i motsvarande grad närmar sig normen för prosa
eller fritt tal. Skådespelarnas dikter är i genomsnitt betydligt kortare än poeternas, 105
mot 134 ord. En hypotes kunde vara att skådespelardikterna är – eller därför uppfattas
som – mindre berättande och mer traditionellt lyriska. De skillnader som konstaterats
så här långt skulle då inte enbart ha att göra med om uppläsaren är poet eller skåde
spelare, utan även kunna bero på att grupperna till viss del läser kvalitativt olikartade
dikter. Skådespelarnas dikter är oftast äldre: drygt hälften är av 1900-talspoeter, och
många är äldre än så, medan poetdikterna med få undantag är från 2000-talet. Det
uppbrott från centrallyriken med dess samlande diktjag som på flera håll noterats
omkring millennieskiftet har också kopplats till ett uppsving för mer expansiva former,
som ett uppror mot modernismens koncentrerade ideal.23 Detta återspeglas möjligen
i materialet. Det ska dock betonas att programformatet också kan medföra ett slags
”centrallyrikisering” av postmodernistisk dikt; när Johan Jönson läser ett kortare
stycke ur en av sina vindlande, tusensidiga böcker, för Dagens dikt försett med den
idylliska titeln ”Junikväll”, riskerar det att framstå som ett fristående, traditionellt
antologistycke.24 Att kategorisera dikterna kvalitativt, för att fullt ut kunna pröva hypoteser av det
här slaget, om att skillnader i läsningarna skulle bero på olikartad repertoar, vore dock
ytterst vanskligt. Exempelvis Elis Monteverde Burraus dikter har å ena sidan ett starkt
diktjag, men å andra sidan föga av centrallyrikens typiska koncentration, utan påminner
med ett slags slarvig pratighet snarare om språket i sociala medier. Fyra av Burraus
läsningar återfinns för övrigt bland de tio allra snabbaste, och hos Burrau kombineras
det höga tempot också med relativt korta, täta och oregelbundna pauser (värdena
återfinns i undre eller övre kvartilen).25 En motsatt läsning utifrån dessa fyra mått
kunde vara skådespelaren Peter Anderssons av en kort översatt dikt.26 Medan måttet för pausernas komplexitet (4) beräknas med en algoritm som dels
komprimerar, dels jämför talade och tysta partier, erhålls de två följande, rytmisk kom
plexitet för stavelser (5) och rytmisk komplexitet för fraser (6) baserat på växlingen mellan
tonande och tonlöst. Tempo, pauser och rytmisk komplexitet (mått 1–6) Anmärkningsvärt är också att de allra snabbaste läsningarna ligger 112 TFL 2022:2–3 FORSKNINGSARTIKEL så lågt som omkring 110 ord per minut – att jämföra med min tidigare studie, där
flera poetuppläsningar har betydligt högre värden och där medianvärdet för skön
litterär prosauppläsning är strax över 120 ord.18 Att inte en enda läsning för Dagens
dikt bryter mot vad som av hävd och konvention kan sägas vara normen för poesi,
relativ långsamhet, skulle kunna bero på en mer eller mindre medveten anpassning till
det ärevördiga programmets högtidliga idiom, till dess åtminstone tidigare uttalade
karaktär av ”profan andaktsstund”.19 Dikterna har dessutom spelats in under ledning
av en producent, i de flesta fall Lena Birgersdotter, som varit ansvarig för programmet
sedan 2017. Birgersdotter uppger att uppläsarna regisseras i högre eller lägre grad, men
att det inte finns några krav på en viss läshastighet.20 För min tidigare studie användes
däremot enklare, ofta heminspelade läsningar från numera nedlagda Podpoesi.nu. I
Dagens dikt-materialet saknas dessutom utpräglade scenpoeter – vilka möjligen brukar
läsa snabbare och med mer markanta tempoväxlingar än bokpoeter.21 p
g
p
De tre följande måtten gäller pauserna: genomsnittlig pauslängd (2) och pausfrekvens
(3), samt rytmisk komplexitet för pauser (4). Även för dessa är skillnaderna mellan grup
perna små: Sammantaget kan dock en tendens urskiljas. Skådespelarna har längre men
glesare pauser, och pauserna infaller också på ett mer regelbundet eller förutsägbart
sätt, vilket i kombination med den lägre läshastigheten gör att de kan sägas läsa på
ett mer dramatiskt men också mer formellt eller stiliserat sätt än poeterna. Poeternas
kortare, tätare och mer oregelbundna pauser indikerar en mer samtalsnära stil, utan
att för den skull vara i närheten av median- och medelvärdena för fritt tal, vilka för
exempelvis pauslängden ligger runt 0,3 sekunder.22 Som framgår av följande diagram
har de flesta skådespelare och poeter betydligt längre pauser än så (skillnad och sprid
ning är snarlik för de andra två pausmåtten): Diagram 2. Pauslängd (i sekunder) för poeter och skådespelare. Diagram 2. Pauslängd (i sekunder) för poeter och skådespelare. Något som kan bidra till den tidigare påtalade, relativt begränsade spridningen i
läshastighet är att programformatet inte kan rymma särskilt långa dikter eller uppläs
ningar – omkring 75 procent är kortare än 2 minuter. Ett tydligt samband föreligger
nämligen mellan diktens längd och läshastigheten, vilket framgår när uppläsningarna
delas upp i ungefär lika stora grupper på grundval av totalt antal ord: JIMMIE SVENSSON TFL 113 Diagram 3. Tempo, pauser och rytmisk komplexitet (mått 1–6) Ett mer regelbundet temporalt mönster ger ett lägre värde,
vilket i sin tur kan betyda att läsningen ger ett stelare eller mer stiliserat intryck. För de
båda senare måtten har ingen signifikant skillnad konstaterats mellan skådespelare och
poeter, däremot märks en svag tendens till lägre värden för män jämfört med kvinnor, 114 TFL 2022:2–3 FORSKNINGSARTIKEL vilket kan verka vara i linje med den vanliga men möjligen stereotypa uppfattningen
att kvinnor är mer livliga och uttrycksfulla i sitt tal.27 För alla tre måtten på rytmisk
komplexitet varierar värdena ganska mycket mellan läsningar av samma individ, vilket
kan tyda på att de i högre grad än övriga mått återspeglar hur den enskilda dikten ser
ut. Jag återkommer till detta i studiens avslutande, kvalitativa avsnitt. Tonhöjd och dynamik (mått 7–12) Nästa serie gäller grundtonsfrekvensen, det vill säga tonhöjden. Vad gäller genomsnittlig
tonhöjd (7) beror värdet i så hög grad på individens rent fysiologiska förutsättningar
att det är föga förvånande att ingen signifikant skillnad finns mellan skådespelare och
poeter (kvinnor och män har naturligtvis jämförts var för sig). Därmed inte sagt att
det inte är möjligt för individen att mer eller mindre medvetet manipulera och variera
den genomsnittliga tonhöjden efter sammanhang, på ett högst hörbart sätt. Detsamma
gäller för tonalt omfång (8), och här är det möjligen så att kvinnorna, både poeterna och
skådespelarna, snävar av sitt register något. Deras värden ligger nämligen väl i linje med
vad jag tidigare tagit fram för kvinnliga poeter, vilka då visade sig ligga betydligt lägre
än en grupp fritt talande kvinnor.28 MacArthur et al. noterar detta som ett fenomen, att
kvinnliga poeter ofta läser poesi i ett betydligt lägre tonläge och mer monotont jämfört
med det register de annars använder – möjligen för att vinna i auktoritet, genom att
mer eller mindre medvetet imitera en manlig norm.29 Studier har också visat att kvinnor
tenderar att ha ett större omfång, vilket i sin tur förknippas med ett mer uttrycksfullt eller
känslobetonat tal.30 I Dagens dikt-materialet har emellertid inga skillnader konstaterats
mellan kvinnor och män vad gäller omfånget, något som alltså möjligen talar för att kvin
norna begränsat sitt omfång just vid poesiuppläsning. Utan att inhämta och jämföra med
icke-poetiska röstprov från de diktläsande individerna kan dock inga säkra slutsatser dras. Upplevd monotoni har inte heller enbart med omfånget att göra. Tonhöjdshastig
heten (9) och tonhöjdsaccelerationen (10) är nära relaterade mått och visar hur snabbt
tonhöjden förändras (mätt i oktaver per sekund) respektive hur snabbt förändring
arna i hastighet sker (i oktaver per sekundkvadrat). Poeterna har här signifikant lägre
värden, och skillnaderna är mer markanta än vad som noterats för mått 1–4. Som Diagram 4. Tonhöjdsacceleration (i oktaver per sekundkvadrat) för poeter och skådespelare. Diagram 4. Tonhöjdsacceleration (i oktaver per sekundkvadrat) för poeter och skådespelare. JIMMIE SVENSSON TFL 115 framgår av diagrammet för accelerationen (och det ser likadant ur för hastigheten) har
mer än 75 procent av poeterna värden som ligger under median- och medelvärdet för
skådespelarna, och i poetgruppen finns också de individer som har allra lägst värden, i
skådespelartruppen de med högst. Tonhöjd och dynamik (mått 7–12) g
Detta betyder att poeternas tonhöjd inte förändras lika mycket eller lika snabbt,
och att de således är mer monotona, vilket i sin tur innebär att de låter mindre livliga
eller dramatiska än skådespelarna. Stor tonal variation brukar också förknippas med
en mer uttrycksfull eller rent av känslosam stil, men man bör då inflika att passiva
känslor så som sorg typiskt hänger samman med låga värden för bland annat den
tonala variationen.31 Skillnaden och fördelningen är likartad för tonhöjdsentropin (11), och även här kan
ett lågt värde indikera monotoni, nämligen för en uppläsning som genomgående
håller sig nära en genomsnittlig tonhöjd. Måttet har dock snarare med förutsägbar
het att göra, och även en uppläsning som på ett regelbundet sätt växlar mellan få
punkter eller områden i registret, till exempel mellan de allra högsta och de allra
lägsta tonerna, har låg entropi. Låg entropi motsvarar ofta ett stiliserat intryck, medan
hög, då alltså nästan alla delar av registret används på ett mer oförutsägbart sätt,
verkar mer naturligt och torde fungera bättre om avsikten är att gestalta diktens
talare, diktjaget. Det kunde ligga nära till hands att anta att skillnaderna beror på att skådespelarna
helt enkelt är skickligare rent tekniskt. De är mästare på att levandegöra, och att poeter
i jämförelse med dem många gånger framstår som stela och tråkigt enahanda vore föga
förvånande. Skådespelarna är säkerligen bättre på att vara just skådespelare – men
mycket tyder på att många poeter inte ens försöker att tävla med dem. MacArthur
uppmärksammar i en artikel från 2016 en gängse poetisk röstkliché, ”monotonous
incantation”, vilken under det populära namnet Poet Voice blir utgångspunkt för den
senare, kvantitativa studien.32 UKON menar i en inledningsvis refererad bok från 2019
att Poet Voice, ”som kännetecknas av en långsam, stadig rytm och fallande intonation,
som i ett slags monoton besvärjelse”, blivit en dominerande praktik även bland svenska
poeter.33 Det handlar alltså om ett högst medvetet sätt att läsa på: Också de mer anti-performativa läsningarna är genomtänkta, avsiktligt ickeuppträ
dande, performativt antiperformativa således. Tonhöjd och dynamik (mått 7–12) Skrivarutbildningarnas samtal om,
och övningar i, uppläsningssituationen kan förmodligen tillskrivas del i detta men
framför allt beror det nog på en bredare samhällsutveckling där poeter liksom andra
kulturarbetare alltmer har blivit entreprenörer som måste lägga ned tid och omsorg på
bilden av sig själv.34 Poet Voice innebär också att den konventionella prosodin undertrycks genom ett ständigt
upprepat och av kontexten eller innehållet mer eller mindre oberoende tonalt mönster. Genom att avlägsna sig från det konventionella kan poeten stilisera sitt uttryck så långt
att det blir ett slags varumärke. Något tillspetsat skulle man kunna säga att rösten då
blir poetens signum, snarare än diktjagets.35 Att kvantifiera Poet Voice låter sig knap
past göras, åtminstone inte utifrån de mått som används här; huruvida detta med ett
återkommande tonalt mönster undertrycker det prosodiskt mer konventionella och efter
kontexten anpassade, framgår inte direkt av några värden. MacArthur et al., liksom min 116 TFL 2022:2–3 FORSKNINGSARTIKEL egen tidigare studie, visar dock att drag som är förknippade med Poet Voice, monotoni
och regelbundenhet eller förutsägbarhet, i stor utsträckning präglar poetuppläsningar,
och att dessa drag är mer framträdande hos något yngre respektive hos kvinnliga poeter. Som framgår av följande diagram över tonhöjdsentropin (mönstret är likartat för
tonhöjdshastighet och -acceleration) är könsskillnaden betydande också i Dagens dikt-
materialet. Poeter läser mer tonalt förutsägbart än skådespelare, och kvinnliga poeter
är mer förutsägbara än manliga. Dessutom återfinns de allra lägsta noteringarna hos
de kvinnliga poeterna. egen tidigare studie, visar dock att drag som är förknippade med Poet Voice, monotoni
och regelbundenhet eller förutsägbarhet, i stor utsträckning präglar poetuppläsningar,
och att dessa drag är mer framträdande hos något yngre respektive hos kvinnliga poeter. Som framgår av följande diagram över tonhöjdsentropin (mönstret är likartat för
tonhöjdshastighet och -acceleration) är könsskillnaden betydande också i Dagens dikt-
materialet. Poeter läser mer tonalt förutsägbart än skådespelare, och kvinnliga poeter
är mer förutsägbara än manliga. Dessutom återfinns de allra lägsta noteringarna hos
de kvinnliga poeterna. Diagram 5. Tonhöjdsentropi (enhetslöst mått) för poeter och skådespelare, uppdelade i kvinnor (K) respek
tive män (M). Diagram 5. Tonhöjdsentropi (enhetslöst mått) för poeter och skådespelare, uppdelade i kvinnor (K) respek
tive män (M). Tonhöjd och dynamik (mått 7–12) Som en förklaring till kvinnliga poeters och då särskilt yngre kvinnliga poeters lägre
värden och därmed mindre uttrycksfulla lässtil föreslår MacArthur et al., som jag varit
inne på tidigare, en koppling till sociala, kulturella och språkliga tendenser utanför poesin,
så som ökande jämställdhet och ”the apparent efforts of women to imiatate male
authority through creaky voice”.36 Möjligen skulle en sådan mer allmän hypotes kunna
förklara varför skillnaden också finns (och till och med är större) mellan kvinnliga och
manliga skådespelare; att kvinnorna inte enbart tangerar utan också passerar männens
låga värden för tonal variation och därmed uttrycksfullhet skulle kunna förstås som
ett slags kompensation för mäns naturligt betydligt lägre genomsnittliga tonhöjd. Det
kan förstås också vara så att de kvinnliga skådespelarna influerats av den monotona
trenden bland poeter. Själv har jag i tidigare artiklar lyft en rad förklaringar vilka snarare innebär poeto
logisk motivering, och vilka snarare är kopplade till födelseår än till kön. Ett genombrott
för en ny typ av poesi omkring millennieskiftet, och därmed hos något yngre poeter,
med ett frånvarande eller, jämfört med ett romantiskt-modernistiskt paradigm, an
norlunda diktjag, har redan nämnts. Vidare skulle ett poststrukturalistiskt inspirerat
fokus på texten som text, parallellt med att uppläsningen blivit en allt viktigare distri
butionsform under senare år, kunna ligga till grund för en förståelse av den monotona
lässtilen som ett försök att representera textualiteten. Det kan i det sammanhanget vara
på sin plats att påminna om William-Olssons inledningsvis refererade ståndpunkt om
att uppläsningen ska vara diktens eller textens röst. Genom att konventionell prosodi
– orienterad efter och ett med innehållet – undertrycks imiteras den tryckta textens JIMMIE SVENSSON TFL 117 neutralitet. Den spänning som då uppstår mellan form och innehåll och mellan faktisk
läsning och en tänkt, mer konventionell läsart skulle i sin tur i högsta grad vara poetiskt
produktiv, med såväl estetiska som retoriska funktioner.37 Födelseår visar sig dock vara en viktig faktor också bland skådespelarna. Att skill
naden är så stor mellan könen där, större än hos poeterna, torde nämligen ha med
en skev fördelning efter födelseår att göra. Jag har valt att jämföra uppläsningar av
individer födda före 1970 respektive födda 1970 och senare, då detta ger den jämnast
möjliga grupperingen av hela materialet (och då detta också är den gruppering jag
använder i min tidigare studie). Flertalet skådespelaruppläsningar av män tillhör den
äldre gruppen, medan flertalet uppläsningar av kvinnor tillhör den yngre. 118 TFL 2022:2–3 FORSKNINGSARTIKEL Kvalitativ avslutning Genom den kvantitativa, datorstödda analysen har mönster hittats i ett för mänsklig
perception svåröverskådligt material. Materialet hade gärna kunnat vara ännu större,
och med hjälp av en välorganiserad databas, med samtliga bevarade Dagens dikt-
uppläsningar sedan 1937 som separata filer, hade det gått snabbt och enkelt att med
de metoder som jag använt mig av i denna artikel undersöka till exempel hur skåde
spelarnas idiom förändrats över tid och huruvida de följt samma trender som poeterna. I nuläget är det svårt att ens grovt uppskatta detta totala antal unika uppläsningar, då
många återutsänds. g
Av praktiska skäl stannade det alltså vid 276 läsningar i denna studie. Detta mer
beskedliga material har dock den fördelen att jag har kunnat lyssna på alla uppläs
ningar, åtminstone en gång. Att göra så kan också vara ett viktigt komplement, då de
12 prosodiska mått som använts är långt ifrån heltäckande, och då viktiga frågor kring
användningen av dem ännu är obesvarade, till exempel i vilken mån anpassningar bör
göras när de används på andra språk än engelska. De kan inte direkt spegla huruvida en
läsning är prosodiskt konventionell eller ej. Att ingen av skådespelarna läser med Poet
Voice har jag bara kunnat konstatera genom egen avlyssning; lässtilen kännetecknas
av att monotonin och förutsägbarheten delvis sätter en mer konventionell läsart
ur spel, det vill säga en som är betonad och fraserad utifrån innehållet. Lyssningen
kan dessutom tjäna som ett slags prövning av huruvida det som framkommit i den
datorstödda analysen är mänskligt relevant. Det är dock på sin plats att framhålla att
datorn och människan ”hör” delvis olika saker, och att människan har tillgång inte
bara till fler prosodiska komponenter, utan också har kontextuell kunskap och till
exempel kan känna igen en äldre dikt eller dikttyp och sluta sig till att det rör sig om en
skådespelaruppläsning, eller helt enkelt känna igen en välkänd poets eller en för Dagens
dikt ofta anlitad skådespelares röst. Jag är övertygad om att jag åtminstone skulle klara
datorns 8 av 10 rätt (se ovan). Vidare, om nu den kvantitativa analysen närmast kräver kvalitativ komplettering,
kan man också ställa sig frågan om resultaten som följer av digital metodanvänd
ning verkligen motiverar det trots allt ansenliga arbete som applicerandet av metoden
innebär. Tonhöjd och dynamik (mått 7–12) l
En gruppering efter födelseår följer här för det avslutande måttet, dynamism (12),
vilket räknas fram genom att värdena för mått 5, 6, 9 och 11 viktas mot varandra och
vilket är tänkt att ge ett mer överskådligt eller sammanfattande mått på hur regel
bunden eller förutsägbar uppläsningen är.38 Medianvärdet för hela poetgruppen ligger
för övrigt nära det för poeterna i min tidigare studie, medan skådespelargruppens
ligger mycket nära de betydligt högre värdena för de två jämförelsegrupperna fritt tal
respektive romanprosa.39 Diagram 6. Dynamism för poeter och skådespelare, födda 1969 och tidigare (–1969) respektive 1970 och
senare (1970–). Diagram 6. Dynamism för poeter och skådespelare, födda 1969 och tidigare (–1969) respektive 1970 och
senare (1970–). Som framgår är skillnaden större mellan grupperna hos poeterna än hos skådespe
larna. Hos de äldre poeterna dominerar dock männen, hos de yngre skådespelarna
kvinnorna. Att isolera de båda faktorerna från varandra låter sig inte fullt ut göras så
som materialet ser ut (vid en gruppering efter både födelseår och kön riskerar grup
perna att bli för små, eller att bestå av läsningar av ett för litet antal individer). Hos poeterna kan skillnaden mellan åldersgrupperna alltså vara poetologiskt för
ankrad. Men varför märks tendensen, att de yngre är mer monotona och regelbundna,
också hos skådespelarna? Återigen kan de yngre skådespelarna helt enkelt ha påverkats
av hur yngre poeter läser. Men kanske finns det samtidigt, i linje med förslaget från
MacArthur et al. ovan, också kopplingar till större tendenser utanför såväl poesin
som scenkonsten. Här hade det naturligtvis varit intressant att undersöka om och i
så fall hur skådespelarkonventionerna har förändrats över tid, också i andra typer av
uppläsning, och, inte minst, vid scenframträdanden.40 118 TFL 2022:2–3 FORSKNINGSARTIKEL Kvalitativ avslutning De båda delarna av analysen bör dock ses som ömsesidigt värdefulla: i det
kvantitativa och datorstödda kan mönster identifieras som sedan kan undersökas
närmare kvalitativt, medan den kvalitativa analysen och kritiska reflektionen över
resultaten kan bidra till att identifiera vidare frågor och önskvärda eller nödvändiga
förbättringar av den digitala metoden. Att metoden som används i denna studie är
prövad och eventuellt utvecklas vidare är förstås ännu viktigare den dag det blir möjligt
att applicera den på ett oöverskådligt stort ljudmaterial.41 Metodutveckling kan också innebära att man hittar sätt att använda mätresultaten
i kvalitativ analys, som här när en mindre del av materialet har underkastats egent
lig, noggrann och systematisk närlyssning, med de aktuella texterna för ögonen. De
prosodiska måtten är nämligen fortsatt användbara, främst som ett verktyg för att
upptäcka skillnader mellan läsningar av en och samma individ. Sådana skillnader är
intressanta, eftersom de kan säga något om i vilken grad den lästa textens form eller
innehåll påverkar uppläsningen. För ett fylligt urval har jag valt ut alla läsningar av
individer med 3 eller fler dikter, men, för att begränsa urvalet, färre än 13. Detta ger 65
inspelningar för poeterna och 76 för skådespelarna. JIMMIE SVENSSON TFL 119 Det främsta resultatet av den kvantitativa analysen var att poeterna framför allt är
mer monotona eller tonalt förutsägbara, något som också speglas i detta mindre urval. För det sammanvägande dynamiska måttet (12) har 10 av 13 poeter värden som för
samtliga läsningar är relativt låga – i första eller andra kvartilen, det vill säga under
medianvärdet, för studiens samtliga läsningar. Motsvarande gäller bara för 2 av de 11
skådespelarna. Skådespelarna har större variationer mellan sina respektive läsningar än
poeterna. Variationer finns särskilt vad gäller måtten för tempo, pauser och rytmisk
komplexitet (1–6); exempelvis har 5 skådespelare, men ingen poet, noteringar i både i
första och fjärde kvartilen för läshastigheten (det vill säga att individen finns represen
terade i såväl den långsammaste som i den snabbaste fjärdedelen av hela materialet). Skälet till detta kan vara att den enskilda diktens text, dess form och/eller innehåll, har
stor inverkan på hur texten läses. Så som antagits tidigare visar sig skådespelarna i de
allra flesta fall ha en betydligt mer heterogen samling dikter att traktera.42 l
y
g
g
g
Ordknappa dikter läses oftast långsammare än längre, vilket tidigare konstaterats. Kvalitativ avslutning Därtill tenderar dikter med kortare versrader att läsas långsammare än de med längre,
och likaså i förhållande till dikter som är på prosa eller prosaliknande. Tydligast är
detta hos poeterna, där det visserligen finns ganska få formmässiga skillnader mel
lan de egna dikter som poeten läser, men där man i gengäld, då dikterna i övrigt
är relativt likartade, kan tänka sig att formfaktorn i någon mån kan isoleras. När
Kristofer Folkhammar läser en prosadikt är tempot högre, jämfört med i en dikt med
relativt korta versrader, och medan prosan läses på ett relativt konventionellt, flödande
sätt, dröjer han i kortversdikten längre vid ord och stavelser, och versradsindelningen
görs hörbar.43 Särskilt anmärkningsvärd är Folkhammars mycket taktfasta, närmast
skanderande läsning av en metricerande dikt.44 Inget motsvarande hörs hos någon
skådespelare. Visst kan man hos dem ofta ana metern (och fastställa vilken meter det
handlar om utan att ha dikten framför sig), men i linje med den konvention som länge
varit rådande prioriteras en mer naturlig rytm framför metern.45 För måtten som gäller tonhöjden (7–11) varierar värdena i mindre utsträckning. Detta gäller i synnerhet för poeterna, och de variationer som finns kan oftast tillskrivas
stora skillnader i dikternas stämning eller innehåll. Ett exempel är skådespelaren Sofia
Berg-Böhms läsning av en dikt av Wislawa Szymborska, med höga värden, i kontrast
till alla hennes läsningar av jiddischpoeten Anna Margolin, med närmast genomsnitt
liga värden.46 Mörkret och allvaret hos Margolin gestaltas således genom en prosodiskt
mindre livlig läsning. Szymborskadikten låter istället milt ironisk, lekfull eller naiv, och
att den återger en katts perspektiv hörs bland annat i en betydligt högre genomsnittlig
tonhöjd.47 Värdena för Margolindikterna är alltså mycket homogena, vilket också
genomgående är fallet när skådespelare läser en och samma poet. g
g
Hos skådespelarna förekommer andra typer av gestaltningar – nog så hörbara,
men utan att de ger direkt avtryck i några mätvärden. Etienne Glasers andfådda eller
Christian Fex liksom ålderdomssvaga läsning är exempel på utpräglat skådespeleri, an
passat efter diktens innehåll eller motiv.48 Skiftningar i tonfall, för att markera nya eller
kontrasterande stämningslägen, tankar, infall eller röster i diktens värld, förekommer
genomgående och mer påtagligt hos skådespelarna än hos poeterna, något som också
ligger bakom de högre respektive lägre värden för de tonala måtten som konstaterats i
den kvantitativa jämförelsen. Kvalitativ avslutning 120 TFL 2022:2–3 FORSKNINGSARTIKEL Men skiftningar behöver inte enbart vara tonala, utan kan parallellt eller istäl
let innebära ändringar i tempo, intensitet (ljudstyrka) och vokallängd. Saga Gärde
är ensam bland skådespelarna om att ha genomgående låga tonala värden (i första
kvartilen), men låter trots detta nyanserad och skiftningsrik på ett för skådespelarna
typiskt sätt.49 Omvänt kunde den höga dynamiken och de stora tonala variationerna
i poeten Marie Lundquists läsningar indikera en närhet till de mest dynamiska eller
uttrycksfulla skådespelarna: Amanda Ooms, Anna Azcárate och Emil Almén. Lund
quist skiljer sig dock från dessa genom ett relativt lågt värde för tonhöjdsentropin,
vilket indikerar att hennes tonala mönster är mer förutsägbart, och vid en avlyssning
förstärks intrycket av regelbundenhet genom andra prosodiska faktorer. De betonade
stavelserna (vilka framträder i samverkan mellan ton, intensitet och längd) förefaller att
falla mycket tätt och regelbundet, och även på stavelser som normalt inte skulle vara
betonade av semantiska skäl, och även de tonala mönstren upprepas på ett påfallande
sätt. Lundquist tycks således följa ett slags inre melodi, som till stora delar ersätter en
prosodiskt mer konventionell läsart.50 Den kognitivt orienterade versforskaren Reuven Tsur har visat hur poesiuppläs
ningen kan överbrygga skillnaden mellan hur vi lyssnar till språkliga respektive icke-
språkliga ljud, så som musik. Det sker, menar Tsur, genom att poesin lyfter fram
språkets form på ett för konventionellt språkbruk avvikande och därmed påtagligt
sätt. Därigenom aktiveras det som Roman Jakobson kallade den poetiska språkfunk
tionen.51 Lundquists ordmusik kan rent av vara så fängslande, att man stannar vid
att lyssna till hur och glömmer vad hon läser. Något liknande förekommer inte hos
skådespelarna: deras läsningar är nog så ofta vackra, men alltid snarare uppmärksamma
på innehållet. p
I Lundquists fall handlar det utan tvekan om en högst medveten, idiosynkratisk
läsart. I några fall skulle förmodligen en erfaren Dagens dikt-lyssnare kunna identifiera
poeter som just poeter genom alltför avvikande röster jämfört med skådespelarna:
Arne Johnsons skrovliga men intima stämma eller Birgitta Lillpers dalmål kan vara
exempel här. Ofta är det emellertid vanskligt att försöka skilja mellan stilisering och
karaktärsdrag som snarare beror på arv och miljö, särskilt om man inte har röstprov
från något icke-poetiskt sammanhang att jämföra med. Kvalitativ avslutning Som jag har varit inne på tidigare skulle en läsart som i lägre grad
än normalt påverkas av kontext och innehåll kunna tänkas imitera den neutralitet som
texten har tills den möter en läsare. Det är då fråga om att gestalta en mer allmän idé
om textualitet, och det kan vara svårt att se hur detta är förenligt med en ambition att
förmedla en specifik text, att vara ”diktens röst”, för att ännu en gång återknyta till
William-Olsson i artikelns inledning. Som MacArthur anmärker går det partikulära
i den enskilda dikten förlorat vid en sådan läsning: ”We feel that we are listening
to any poem, not this particular one.”56 Frågan är i sådana fall om inte den typiska
skådespelaruppläsningen kommer närmare dikten: ”Dikten är det viktiga, inte jag. Jag
är den som dikten går igenom.”57 Mot denna Stina Ekblads föresats kan man dock
invända att just hennes röst är alltför välkänd och igenkännlig för att utan vidare
kunna lånas ut till ett diktjag. Poeterna Freke Räihä och Jörgen Lind sluter sig delvis till den monotona upp
läsningsstilen, genom lätt mässande eller sjungande, och förlängda vokaler. Men de
skiljer också ut sig genom större hörbar variation mellan dikterna och, i synnerhet hos
Lind, inom den enskilda dikten. Det är dock inte som hos Folkhammar uppenbart
vad som föranleder dessa variationer. Mitt intryck är att de i högre grad är intuitivt
uppmärksamma på mönster de hittar under läsningens gång – eller som de möjligen
redan hade i huvudet när de skrev. Linds sonora stämma dröjer och hänger sig närmast
lustfyllt vid språkljuden, vilka i kombination med innehållsmässiga skiftningar kan
verka motivera ett ändrat tonfall.58 Vid andra tillfällen tar han tillvara på en möjlighet
till upprepning av rytmiska figurer, som när han läser ”en stretande björk / vid en
grönskande brant” (oOooO / ooOooO).59 Med dessa variationer låter Lind livlig och inlevelsefull, och det mekaniska och för
texten likgiltiga intryck som kan inträda vid den typiska Poet Voice-läsningen uteblir. Därmed inte sagt att han ger avkall på detta att göra rösten till personligt varumärke. Ja, han kan nog sägas ligga nära den enskilda dikten till både form och innehåll. Frågan
är emellertid om en läsning som Linds hade varit möjlig för någon annan än poeten
själv. Kvalitativ avslutning Denna osäkerhet kan gälla
Johnsons tydliga och täta inandningar – att jämföra med skådespelares inandningar,
vilka tenderar att ha en mer uppenbar dramatisk-retorisk funktion än Johnsons.52
Johnson är dock skådespelarlik i den meningen att hans läsning tjänar bilden av
diktjaget väl – den förefaller vara nära anpassad efter det personliga och vardagliga
berättande som utmärker hans 6 dikter. Till skillnad från Lundquist låter han inte
någon stiliserad prosodi bryta denna typ av autenticitet. Lundquist är alltså relativt dynamisk. Vanligare, vilket också framgått i den kvanti
tativa delen av studien, är att poeternas prosodiska stilisering går mot det monotona. Helena Boberg, Elis Monteverde Burrau och Johan Jönson är de klaraste exemplen i
det mindre urvalet (i en läsning varierar dock Jönson genom att markera de återkom
mande inskotten av typen ”pengarna räcker inte” genom ett viskande, lägre tonfall, och
långa pauser).53 Burraus läsning är mässande eller lätt sjungande med ett ständigt åter
kommande tonalt mönster, särskilt påfallande i intonationsfrasens slut, på ett sätt som
delvis sätter konventionell prosodi ur spel. Han kan därmed exemplifiera röstklichén
Poet Voice (det visar sig alltså att han läser högst stiliserat, trots vad jag antytt tidigare, JIMMIE SVENSSON TFL 121 utifrån de fyra första måtten, om en mer vardaglig stil). Också Elisabeth Berchthold
har en tendens att undertrycka den mer normala prosodin, dock inte genom monotoni
eller tonal regelbundenhet, utan snarare på ett så dröjande, närmast överartikulerat
sätt, att det stundom kan låta som om hon läser en lista med ord som inte hänger sam
man i meningar – vilket också har att göra med den ibland fragmenterade syntaxen.54 g
g
g
y
Det torde ha framgått att poeterna i hög grad är orienterade mot formen. Det
kan gälla visuella drag i den tryckta texten, och ytterligare ett exempel på detta kan
vara Lillpers tendens att pausa vid versradsslut, också vid överklivning – hörbart åt
minstone när man lyssnar med texten för ögonen.55 Lundquists, Burraus och andras
tonalt regelbundna eller förutsägbara läsningar har däremot ingen för mig uppenbar
förankring i deras texter. En uppläsning uppstår naturligtvis alltid i mötet mellan
texten, med dess olika egenskaper, och uppläsarens vilja och förmåga till gestaltning. I
dessa och andra fall tycks emellertid det sistnämnda vara överordnat – med andra ord
tror jag att Lundquist och Burrau skulle kunna läsa nästan vilken text som helst på
samma säregna vis. Noter 1
Solveig Lundgren, Dikten i etern. Radion och skönlitteraturen 1925–1955 [diss.] (Uppsala:
Avd. för litteratursociologi vid Litteraturvetenskapliga institutionen, 1994), 68–103; Lars
Hänström, Lär mig att mäta tiden. Dagens dikt 1955–1989 (Stockholm: Skrifter utgivna av
Stiftelsen Etermedia i Sverige, 1997). 2
Hänström. Lär mig att mäta tiden, 93f. 2
Hänström. Lär mig att mäta tiden, 93f. 3
Fredrik Nyberg, Hur låter dikten? Att bli ved II [diss.] (Göteborg: Autor, 2013), 53; Peter
Middleton, Distant Reading. Performance, Readership, and Consumption in Contemporary
Poetry (Tuscaloosa: University of Alabama Press, 2005), 61ff. 3
Fredrik Nyberg, Hur låter dikten? Att bli ved II [diss.] (Göteborg: Autor, 2013), 53; Peter
Middleton, Distant Reading. Performance, Readership, and Consumption in Contemporary
Poetry (Tuscaloosa: University of Alabama Press, 2005), 61ff. yf
4 Lundgren, Dikten i etern, 62; Lesley Wheeler, Voicing American Poetry. Sound and Perfor
mance from the 1920s to the Present (Ithaca: Cornell University Press, 2008), 4. f
4 Lundgren, Dikten i etern, 62; Lesley Wheeler, Voicing American Poetry. Sound and Perfor
mance from the 1920s to the Present (Ithaca: Cornell University Press, 2008), 4. 5
Lundgren, Dikten i etern, 76, 235 (not 24). Vad som sannolikt är en av dessa inspelningar,
av dikten ”Evighet”, återutsändes för övrigt under den period från vilken materialet till
denna studie hämtats; den har liksom övriga inspelningar fått ett ID-nummer motsva
rande sändningens år, månad och dag: 210604. Fortsättningsvis används dessa nummer
vid referens till enskilda inspelningar. 5
Lundgren, Dikten i etern, 76, 235 (not 24). Vad som sannolikt är en av dessa inspelningar,
av dikten ”Evighet”, återutsändes för övrigt under den period från vilken materialet till
denna studie hämtats; den har liksom övriga inspelningar fått ett ID-nummer motsva
rande sändningens år, månad och dag: 210604. Fortsättningsvis används dessa nummer
vid referens till enskilda inspelningar. 6 Karl Berglund, ”Strömmade bästsäljare. Litteraturkonsumtion i digitala prenumerations
tjänster utifrån Storytels användardata”, i Från Strindberg till Storytel. Korskopplingar
mellan ljud och litteratur, Julia Pennlert & Lars Ilshammar red. (Göteborg: Daidalos,
2021), 327–359 (352); i Berglunds material läses endast 4 procent av deckarna av förfat
taren, medan andelen för kvalitetslitteratur är 22 procent. 6 Karl Berglund, ”Strömmade bästsäljare. Litteraturkonsumtion i digitala prenumerations
tjänster utifrån Storytels användardata”, i Från Strindberg till Storytel. Korskopplingar
mellan ljud och litteratur, Julia Pennlert & Lars Ilshammar red. (Göteborg: Daidalos,
2021), 327–359 (352); i Berglunds material läses endast 4 procent av deckarna av förfat
taren, medan andelen för kvalitetslitteratur är 22 procent. Kvalitativ avslutning När han läser en dikt av Anne Sexton är han faktiskt mer konventionell och lik
en skådespelare.60 Vad som hos Lind uppfattas som idiosynkratiskt, för att inte säga
excentriskt, och därmed autentiskt, hade kanske bara uppfattats som konstigt om
någon annan läst. Om så är fallet är kanske problemet med skådespelare inte bara sättet 122 TFL 2022:2–3 FORSKNINGSARTIKEL de läser på. Även UKONs invändning, som det nu är dags att återvända till, behöver
då kompletteras. Problemet är inte primärt att skådespelarna är just skådespelare, utan
att de inte själva skrivit texten de läser. de läser på. Även UKONs invändning, som det nu är dags att återvända till, behöver
då kompletteras. Problemet är inte primärt att skådespelarna är just skådespelare, utan
att de inte själva skrivit texten de läser. Noter 7 Karl Berglund, ”Kvalitetslitteratur och medieformat”, i Skilda världar. Kvalitetslitteraturens
villkor i Sverige idag, Jerry Määttä, Ann Steiner & Karl Berglund (Stockholm: Svenska
Förläggareföreningen, 2022), särskilt 70ff. gg
gf
8
Ulf Karl Olov Nilsson, Röstautograferna (Stockholm: Norstedts, 2019), 66f. 9 Malte Persson, Till dikten (Stockholm: Bonniers, 2018), 31. 10 Stina Ekblad, Här brusar strömmen förbi (Stockholm: Weyler, 2020), 92f. Också poeten
Börje Lindström (med tre läsningar under den undersökta perioden) menar att skåde
spelarna generellt är att föredra numera, och att de poeter som nedvärderar skådespelare
talar om hur det var på 1980-talet och tidigare, då skådespelare ofta läste som om de stod
på scen (mejl till artikelförfattaren 2022-09-01). 11 ”Läsa poesi – högläsningens konst”, Örnen och Kråkans poesipodd: https://soundcloud. com/user-107040597/lasa-poesi-hoglasningens-konst [08:55–11:00]. William-Olsson
samtalar här med skådespelaren Paula Brandt. 12 Marjorie Perloff, ”Language Poetry and the Lyric Subject. Ron Silliman’s Albany, Susan
Howe’s Buffalo”, Critical Inquiry vol. 25 (1999:3), 405–438, https://doi.org/10.1086/448929;
Peter Stein Larsen, Drømme og dialoger. To poetiska traditioner omkring 2000 (Odense: Syd
dansk Universitetsforlag, 2009); Ian Patterson, ”No man is an I. Recent developments in
the lyric”, i The Lyric Poem. Formations and Transformations, Marion Thain red. (Cambrid
ge: Cambridge University Press, 2013), 217–236; Jimmie Svensson, ”Poet Voice på svenska. Poetisk tradition i uppläsningar av Ida Börjel, Athena Farrokhzad och Jenny Wrangborg”,
Nordisk poesi vol. 5 (2020:2), 92–110, https://doi.org/10.18261/issn.2464-4137-2020-02-04. p
p
g
13 200701–3, 200717, 200722, 200730, 200928–30, 201001, 201027, 201031, 201214, 201220,
201224–5, 210311, 210313, 210316, 210324, 210326, 210424, 210510–12, 210514, 210604, 210615. JIMMIE SVENSSON TFL 123 14 Marit J. MacArthur, Georgia Zellou & Lee M. Miller, ”Beyond Poet Voice. Sampling the
(Non-) Performance Styles of 100 American Poets”, Journal of Cultural Analytics (2018:1),
1–72, https://doi.org/10.31235/osf.io/5vazx. Programvaran finns tillgänglig här: https://
github.com/MillerLab-UCDavis/Voxit/tree/master/Voxit.f 15 MacArthur et al., ”Beyond Poet Voice”, 29ff.; Jimmie Svensson, ”Fjärrlyssning. En kvanti
tativ studie av uppläst svensk samtidspoesi”, Edda vol. 109 (2022:3), 184–205, https://doi. org/10.18261/edda.109.3.4. 16 Testerna/metoderna som jag här redovisar resultaten för (enligt Xijia Lius rapport) är
inom statistiken kända som MANOVA respektive logistic regression. 17 Svensson, ”Fjärrlysning”, 190. 18 Ibid. 19 Hänström, Lär mig att mäta tiden, 41. 20 Mejl till artikelförfattaren 2022-01-16; under fem veckor i september och början av okto
ber var en semestervikarie producent, och under den undersökta perioden återutsändes
även flera äldre uppläsningar. l
21 Svensson, ”Fjärrlyssning”, 191f. 22 MacArthur et al., ”Beyond Poet Voice”, 30; Svensson, ”Fjärrlyssning”, 192. Noter 23 Eva Lilja, Bergur Djuurhus & Rasmus Dahl Vest red., ”Inledning”, i Långa dikter. Berät
telse, experiment, politik (Bergen: Alvheim & Eide, 2016), 7–15. 24 210617. I Johan Jönson, ProponeisiS (Stockholm: Bonniers, 2021), opag., inleds stycket
med det ord som för utsändningen gjorts till titel; jfr Harry Martinsons ”Juninatten” som
sänds någon vecka senare i juni (210626). 25 210608–10 och 210612. 26 210414. 26 210414. 27 Svensson, ”Fjärrlyssning”, 195. 28 Svensson, ”Fjärrlyssning”, 195f. 29 MacArthur et al., ”Beyond Poet Voice”, 46.f 30 I. R. Titze, ”Physiologic and accoustic difference between male and female voices”, h 30 I. R. Titze, ”Physiologic and accoustic difference between male and female voices”,
The Journal of the Accoustical Society of America vol. 85 (1989:4), 1699–1707, https://doi
org/10.1121/1.397959; jfr Svensson, ”Fjärrlyssning”, 195f. S
M i K
b
Wi f i d M
i
h
A
R h & M hi
S h i 3
,
y
gf
,
The Journal of the Accoustical Society of America vol. 85 (1989:4), 1699–1707, https://doi. /
/
jf S
”Fjä l
i
”
f 31 Se t.ex. Maria Kraxenberger, Winfried Menninghaus, Anna Roth & Mathias Scharinger,
”Prosody-Based Sound-Emotion Associations in Poetry”, Frontiers in Psychology vol. 9
(2018), 1–10, https://doi.org/10.3389/fpsyg.2018.01284. 32 Marit J. MacArthur, ”Monotony, the Churches of Poetry Reading and Sound Studies”,
PMLA vol. 131 (2016:1), 38–63, https://doi.org/10.1632/pmla.2016.131.1.38. 33 Nilsson, Röstautograferna, 45. 34 Nilsson, Röstautograferna, 51. 35 Se vidare Svensson, ”Poet Voice på svenska”, för tre exempel på sådana individuella
tillämpningar. Jfr även beskrivningen av Marie Silkeberg av Hans Kristian S. Rustad,
”Nordisk poesifestival | Rolf Jacobsen-dagerne”, i Digtoplæsning. Former og fællesskaber,
Louise Mønster, Hans Kristian S. Rustad & Michael Kallesøe Schmidt (Bergen:
Fagbokforlaget, 2022), https://doi.org/10.55669/oa1103: ”Silkeberg har en karakteristisk
opplesningsstemme. Det er først og fremst denne som sitter igjen når man har hørt henne
lese opp, og som gjør det nærmest umuligt å lese hennes dikt uten å bli påminnet hennes
særegne, distanserte og nærmest mekaniske stemme samt bestemte og selvsikre
framtoning.” (50). 36 MacArthur et al., ”Beyond Poet Voice”, 69f. 37 Svensson, ”Poet Voice på svenska”, 97, 107f.; Svensson, ”Fjärrlyssning”, 197ff. 38 I studien används följande formel (se Svensson, ”Fjärrlyssning”, 187): Dynamism = Pitch
speed/1.092050992 + Pitch entropy/3.331034878 + (Complexity of syllables/13.18735087+C
omplexity of Phrases/3.022951534)/2. Noter 124 TFL 2022:2–3 FORSKNINGSARTIKEL 39 Svensson, ”Fjärrlyssning”, 193; medianvärdet är för poeterna 2,96, för fritt tal 3,56 och för
uppläst romanprosa 3,66 – att jämföra med 3,14 för poeterna och 3,53 för skådespelarna i
föreliggande studie (ett mindre antal individer förekommer i båda materialen). 39 Svensson, ”Fjärrlyssning”, 193; medianvärdet är för poeterna 2,96, för fritt tal 3,56 och för
uppläst romanprosa 3,66 – att jämföra med 3,14 för poeterna och 3,53 för skådespelarna i
föreliggande studie (ett mindre antal individer förekommer i båda materialen). 40 Jfr Hänström, Lär mig att mäta tiden, 20f., om hur uppläsningarna i Dagens dikts
barndom kritiserades för att vara alltför präglade av den tidens teaterkonventioner 40 Jfr Hänström, Lär mig att mäta tiden, 20f., om hur uppläsningarna i Dagens dikts
barndom kritiserades för att vara alltför präglade av den tidens teaterkonventioner. 41 För en introduktion till metoddiskussioner inom fältet digital humaniora, se Johan
Jarlbrink & Fredrik Norén red., ”Inledning”, i Digitala metoder i humaniora och samhälls
vetenskap (Lund: Studentlitteratur, 2021), 11–26. 41 För en introduktion till metoddiskussioner inom fältet digital humaniora, se Johan
Jarlbrink & Fredrik Norén red., ”Inledning”, i Digitala metoder i humaniora och samhälls
vetenskap (Lund: Studentlitteratur, 2021), 11–26. 42 Poeten Erik Bergqvist, som bara läser en egen dikt (210622) och därutöver en av Eva-
Liisa Manner (200728), en av Gunnar Harding (200921) och två av Jacques Ancet i egen
översättning (201117 och 201205) har också relativt stora variationer i värden. 43 200707 och 200711; ett annat exempel är Elisabeth Berchtholds prosaliknande 210505 och
210506 jämfört med den mer fragmentariska 210521. 44 200706.f 43 200707 och 200711; ett annat exempel är Elisabeth Berchtholds prosaliknande 210505 och
210506 jämfört med den mer fragmentariska 210521. 6 43 200707 och 200711; ett annat exempel är Elisabeth Berchtholds prosaliknande 210505 och
210506 jämfört med den mer fragmentariska 210521. 44 200706. 45 Se vidare Eva Lilja, Svensk metrik (Stockholm: Norstedts, 2006), 173ff. Sammanlagt 36
schematiskt metriska dikter finns i materialet, alla utom en (210112) lästa av skådespelare,
exempelvis Rilke av Anna Pettersson (201020) och Tranströmer av Christian Fex (201109). Utifrån de 12 prosodiska måtten skiljer sig inte läsningarna av metriska dikter från övriga;
här mäts dock inte intensitet och längd, vilka tillsammans med tonhöjden kan utgöra den
upplevda betoningens fonetiska korrelat. 46 210122 (Szymborska) och 210201–6 (Margolin). 46 210122 (Szymborska) och 210201–6 (Margolin). 46 210122 (Szymborska) och 210201–6 (Margolin). Noter 47 Att relativt hög tonhöjd förbinds med mindre varelser och låg med större följer en univer
sell biologisk kod, se vidare Nina El Zarka, ”Pragmatic functions and the biological codes. Evidence from the prosody of sentence topic and focus in Egyptian Arabic declaratives”,
i Prosody and Iconicity, Sylvie Hancil & Daniel Hirst red. (Amsterdam & Philadelphia:
John Benjamins, 2013), 109–126, https://doi.org/10.1075/ill.13.06zar. 47 Att relativt hög tonhöjd förbinds med mindre varelser och låg med större följer en univer
sell biologisk kod, se vidare Nina El Zarka, ”Pragmatic functions and the biological codes. Evidence from the prosody of sentence topic and focus in Egyptian Arabic declaratives”,
i Prosody and Iconicity, Sylvie Hancil & Daniel Hirst red. (Amsterdam & Philadelphia:
John Benjamins, 2013), 109–126, https://doi.org/10.1075/ill.13.06zar. 48 200914 respektive 210416. 49 Exempelvis i 201024. 50 200716, 201215 och 210118.h 51 Reuven Tsur, Toward a Theory of Cognitive Poetics (Brighton & Portland: Sussex Academic
Press, 2008), 216–234. 51 Reuven Tsur, Toward a Theory of Cognitive Poetics (Brighton & Portland: Sussex Academic
Press, 2008), 216–234. 52 Johnson (exempelvis 210405) kan här jämföras med skådespelarna Almén (201022) och
Ooms (210315). 53 210423. 54 Särskilt 210505. 55 201102 och 201107. 56 MacArthur, ”Monotony, the Churches of Poetry Reading and Sound Studies”, 46. 57 Ekblad, Här brusar strömmen förbi, 93. 58 Hör exempelvis 210419, från ”Den mörka tonen…” [0:46] och några versrader framåt. 58 Hör exempelvis 210419, från ”Den mörka tonen…” [0:46] och några versrader framå 59 Jörgen Lind, Mott (Stockholm: Bonniers, 2021), 122. JIMMIE SVENSSON TFL 125
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Intertextualidade e estranhamento em "Amor de Clarice", de Rui Torres
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Intertextuality and estrangement in “Amor de Clarice”, by Rui Torres
Vinícius Carvalho Pereiraa Intertextuality and estrangement in “Amor de Clarice”, by Rui Torres
Vinícius Carvalho Pereiraa a Departamento de Letras, Universidade Federal de Mato Grosso, Cuiabá, Brasil - viniciuscarpe@gmail.com Palavras-chave:
Rui Torres. Poesia
digital. Releitura. Intertextualidade. Estranhamento. Resumo: No âmbito da literatura de vanguarda, o lugar-comum “toda obra enseja
múltiplas leituras” corre um duplo risco: o de implodir, sob o peso de textos que
não permitem leitura alguma (ou que a tanto se propõem), dado o hermetismo
formal; e o de explodir, mediante a pressão centrífuga de obras que não são as
mesmas a cada leitura sequer na materialidade discursiva. É dessa categoria de
obras movediças que se fala aqui, na condição de aporias da leitura literária no
século XXI, em que inovações estruturais do texto vão com frequência a reboque
de inovações tecnológicas, as quais permitem transformações materiais na obra. No
caso da ciberliteratura, tal afirmação torna-se ainda mais pertinente, uma vez que os
recursos computacionais, cada vez mais sofisticados, vêm ensejando uma poética
antes inimaginável, sobretudo em sua multiplicidade de figurações e leituras, dada
a condição de devir em que habita sua substância. Nesse contexto, optou-se neste
artigo pela análise da obra Amor de Clarice, do poeta português Rui Torres. Esta,
valendo-se de distintos recursos tecnoestéticos digitais, potencializa a máxima
“Toda obra enseja múltiplas leituras”, uma vez que relê o conto “Amor”, de Clarice
Lispector, por meio de uma materialidade discursiva informática que se dissolve e
transforma a cada clique no mouse. O adágio perde, assim, ares de lugar-comum
desgastado pelo uso na academia e retoma, por vias algorítmicas, uma potência que
só a arte enquanto estranhamento estético – proposta, em última medida, de toda
releitura – pode deter. Keywords:
Rui Torres. Digital
poetry. Re-reading. Intertextuality. Estrangement. Abstract: In avant-garde literature, the commonplace “all works engender many
readings” is twice at risk: the risk of imploding, overwhelmed by texts that do not
allow any reading (or that are not supposed to do it), due to their formal
hermeticism; or the risk of exploding, owing to the centrifugal pressure of works
that do not remain the same even in material terms. We speak here of these ever-
shifting works, as aporias of literary readings in the 21st century, where structural
innovations in texts go hand in hand with technical innovations that permit material
changes in texts. Keywords:
Rui Torres. Digital
poetry. Re-reading.
Intertextuality.
Estrangement. Texto Digital, Florianópolis, v. 14, n. 1, p. 126-138, jan./jun. 2018.
http://dx.doi.org/10.5007/1807-9288.2018v14n1p126 Texto Digital, Florianópolis, v. 14, n. 1, p. 126-138, jan./jun. 2018. http://dx.doi.org/10.5007/1807-9288.2018v14n1p126 Esta obra foi licenciada com uma Licença Creative Commons Atribuição 4.0 Internacional SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR story “Amor”, by Clarice Lispector, through a computational discursive materiality
that dissolves and changes after every click on the mouse. Thereby, this dictum
overcomes academia commonsenses and, through algorithmic means, recaptures a
potential that lies only in art as an aesthetical estrangement – the proposal of any
re-reading after all. story “Amor”, by Clarice Lispector, through a computational discursive materiality
that dissolves and changes after every click on the mouse. Thereby, this dictum
overcomes academia commonsenses and, through algorithmic means, recaptures a
potential that lies only in art as an aesthetical estrangement – the proposal of any
re-reading after all. INTRODUÇÃO Toda obra enseja múltiplas leituras: primeira lição de qualquer curso de Literatura, seja no
ensino básico ou superior, variando apenas o grau de elaboração da paráfrase e os argumentos
mobilizados. No entanto, a ideia geral permanece a mesma, especialmente quando se
consideram obras produzidas em suportes semelhantes, para regimes de leitura análogos, com
estatuto literário igualmente chancelado pela academia. Tomando, porém, obras da literatura de vanguarda, o lugar-comum “toda obra enseja
múltiplas leituras” corre um duplo risco: o de implodir, sob o peso de textos que não
permitem leitura alguma (ou que a tanto se propõem), dado o hermetismo formal; e o de
explodir, mediante a pressão centrífuga de obras que, sequer na materialidade discursiva
(FOUCAULT, 1986), permanecem as mesmas a cada leitura. É dessa categoria de obras movediças que se fala aqui, na condição de aporias da leitura
literária no século XXI, em que inovações estruturais do texto vão com frequência a reboque
de inovações tecnológicas, as quais permitem transformações materiais na obra. No caso da
ciberliteratura, tal afirmação torna-se ainda mais pertinente, uma vez que os recursos
computacionais, cada vez mais sofisticados, vêm ensejando uma poética antes inimaginável,
sobretudo em sua multiplicidade de figurações e leituras, dada a condição de devir em que
habita sua substância. Diante da miríade de textos com que a Internet embaralha nossos olhos
– variedade vertiginosa acessível a um clique –, opta-se neste artigo por uma análise mais
detida da obra digital Amor de Clarice, do poeta português Rui Torres, professor e
pesquisador da Universidade Fernando Pessoa, bem como membro de uma série de grupos de
pesquisa e projetos internacionais na área de Estéticas Digitais. Tal autor vem se dedicando há
quase duas décadas ao labor de crítico, pesquisador e poeta das literaturas digitais, tendo
criado textos antológicos nessa vertente estética, tais como Tema procura-se (2004). Nessa
obra, um poema é formado aleatoriamente por um motor textual, o qual recombina
substantivos e adjetivos de seu banco de dados, automaticamente ou mediante cliques do É dessa categoria de obras movediças que se fala aqui, na condição de aporias da leitura
literária no século XXI, em que inovações estruturais do texto vão com frequência a reboque
de inovações tecnológicas, as quais permitem transformações materiais na obra. Intertextuality and estrangement in “Amor de Clarice”, by Rui Torres
Vinícius Carvalho Pereiraa In the case of cyberliterature, this utterance is even more relevant,
since computer resources, increasingly sophisticated, claim for an unthought-of
poetic, multiple in figurations and readings, due to the ever-shifting condition of its
substance. In this article, we analyze Amor de Clarice, by the Portuguese poet Rui
Torres. By means of varied digital technoaesthetic resources, this work
potencializes the adage “all works engender many readings”, as it re-reads the short Esta obra foi licenciada com uma Licença Creative Commons Atribuição 4.0 Internacional Esta obra foi licenciada com uma Licença Creative Commons Atribuição 4.0 Internacional SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR 1 Um primeiro dilema, de ordem comezinha, imposto pela ciberliteratura, coloca-se aqui: tratando-se de obra de
autoria coletiva (ou difusa, ou compartilhada, como queira o referencial teórico adotado), a quem se atribui a
obra para fins de registro (em citações na academia, patentes na indústria, ou contratos de direitos autorais no
mercado editorial)? Apenas ao autor do texto verbal? Inclui-se o autor ou performer de componentes
multimodais, como imagens e som? Considera-se o programador, que escreve algoritmos que constituem o
estrato formal da obra? E o leitor, que acaba co-criando na medida em que seus cliques desencadeiam mudanças
na materialidade do texto? Essa questão será tangenciada mais à frente no texto, mas, por ora, para fins de
citação nos padrões acadêmicos, optou-se por atribuir a autoria de Amor de Clarice a Rui Torres, (co?)criador do
texto verbal. INTRODUÇÃO No caso da
ciberliteratura, tal afirmação torna-se ainda mais pertinente, uma vez que os recursos
computacionais, cada vez mais sofisticados, vêm ensejando uma poética antes inimaginável,
sobretudo em sua multiplicidade de figurações e leituras, dada a condição de devir em que
habita sua substância. Diante da miríade de textos com que a Internet embaralha nossos olhos – variedade vertiginosa acessível a um clique –, opta-se neste artigo por uma análise mais
detida da obra digital Amor de Clarice, do poeta português Rui Torres, professor e
pesquisador da Universidade Fernando Pessoa, bem como membro de uma série de grupos de
pesquisa e projetos internacionais na área de Estéticas Digitais. Tal autor vem se dedicando há
quase duas décadas ao labor de crítico, pesquisador e poeta das literaturas digitais, tendo
criado textos antológicos nessa vertente estética, tais como Tema procura-se (2004). Nessa
obra, um poema é formado aleatoriamente por um motor textual, o qual recombina
substantivos e adjetivos de seu banco de dados, automaticamente ou mediante cliques do 127 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR leitor, em ritmo articulado ao de vozes que soam ao fundo, lendo um texto outro que nunca
aparece na tela. Também com base em diferentes algoritmos de combinatória e recursos multimodais, Rui
Torres produziu obras em Flash que põem em releitura e fluxos de hibridação clássicos da
literatura portuguesa, como 8 brincadeiras para Salette Tavares (2010), relendo textos da
poetisa experimentalista; Baladas eletrônicas para AlletSator (2009), com base em Álea e
Vazio (1971), de E. M. de Melo e Castro, e Aforismos (1988), de Pedro Barbosa; Húmus
poema contínuo (2006), jogando com Húmus (1967), de Herberto Helder, e Húmus (1917), de
Raul Brandão; e Mar de Sophia (2004), a partir de poemas de Sophia de Mello Breyner
Andresen e Lewis Carroll. No conjunto da produção torreana, explicitamente intertextual e digital, optou-se neste artigo
pela análise da obra Amor de Clarice, porque esta, valendo-se de distintos recursos
tecnoestéticos, enseja um número ainda maior de efeitos de sentido – e portanto de leituras –,
de modo a explodir a máxima “Toda obra enseja múltiplas leituras”. Tal aforismo perde assim
ares de lugar-comum desgastado pelo uso na academia e retoma, por vias algorítmicas, uma
potência que só a arte enquanto estranhamento estético – proposta, em última medida, de toda
releitura – pode deter. 2 Portal de literatura portuguesa experimental, sob curadoria de diversos pesquisadores, coordenados pelo
próprio Rui Torres. “AMOR DE CLARICE”: RELEITURA E ESTRANHAMENTO Amor de Clarice (TORRES1, 2005) é um ciberpoema produzido no bojo dos
experimentalismos literários digitais em Portugal, composto a partir do conto “Amor” (1998),
de Clarice Lispector. Segundo a taxonomia adotada pelo Arquivo Digital da PO.EX2 (2015),
referência nos estudos portugueses de ciberliteratura, Amor de Clarice é uma obra metatextual
alógrafa, pois se enquadra entre “textos acerca de obras e práticas artísticas produzidos por
agentes que não são autores das obras” (PO.EX, 2015, n.p.). 2 Portal de literatura portuguesa experimental, sob curadoria de diversos pesquisadores, coordenados pelo
próprio Rui Torres. 128 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Tal categorização segue princípios estabelecidos por Genette (1982), que cunhou o conceito
de metatextualidade para se referir a relações transtextuais do tipo comentário,
frequentemente englobando gêneros como o ensaio, a dissertação ou o prefácio. A partir daí,
percebe-se o entendimento de Rui Torres diante de seu poema como crítica literária ao conto
da modernista brasileira, e não apenas como uma releitura artística. Tal perspectiva é
corroborada por Torres em recensão crítica sobre Amor de Clarice, na qual o autor afirma que
concebeu a releitura com vistas a “ampliar o lado libertador da personagem [...] no sentido de
fazer uma re-escrita poética de certas frases, metáforas e imagens que Lispector explora ao
longo do seu texto e que consider[a] características duma ilegibilidade fundamental”
(TORRES, 2003, p.1, grifo nosso). Ao longo da resenha, o autor sublinha ainda a ideologia
feminista subjacente ao conto clariceano, na medida em que a personagem principal, por um
momento de epifania, liberta-se da rotina esvaziada e insossa que a sociedade lhe impunha na
condição de mulher3. Nesse diapasão, os procedimentos de desnaturação da percepção e da
significação que a releitura ciberpoética opera nos planos da expressão e do conteúdo
“ampliariam” a transgressão da personagem. Amor de Clarice é composto de interfaces multimodais que transcriam o conto “Amor” ao
recortar e recombinar elementos de sua superfície textual (palavras, lexias, orações ou frases). Estes, rearranjados sintaticamente em unidades novas, piscam, deslizam e se sobrepõem na
interface, em direções e tempos distintos, como se vê na Figura 1, que representa uma captura
da segunda tela do poema. Por sua vez, o leitor, enquanto assiste à deriva das palavras, pode
também perpetrar desconstruções da materialidade discursiva do poema, tanto no estrato
visual quanto no fônico. 3 De maneira bastante sucinta, pode-se dizer que o enredo do conto se centra no processo epifânico por que passa
a protagonista Ana, ao ver, do assento do bonde onde estava, um cego que mascava chicletes na calçada. Tal
evento dispara-lhe um processo de ressignificação de si e do mundo a seu redor, bem como uma desnaturação da
percepção, que culminam em uma desconstrução de suas certezas mais íntimas acerca de sua vida então tomada
pela rotina de mulher casada, mãe, dona de casa, onde não havia espaço para o imprevisto, a desordem, o caos. “AMOR DE CLARICE”: RELEITURA E ESTRANHAMENTO Para tal, pode arrastar suas frases para a direita ou para a esquerda
com o cursor, criando novas associações ou sobreposições vocabulares – deslocamento ou
abjuração de sentidos? –, ou clicar sobre as palavras para que estas sejam pronunciadas
novamente na leitura em off – replicação ou refração da voz? Perguntas, enfim, que toda a
crítica da desconstrução (DERRIDA, 2008), em sua empreitada contra discursos monolíticos
e canônicos – inclusive os literários –, bem sabe fazer. 129
3 De maneira bastante sucinta, pode-se dizer que o enredo do conto se centra no processo epifânico por que passa
a protagonista Ana, ao ver, do assento do bonde onde estava, um cego que mascava chicletes na calçada. Tal
evento dispara-lhe um processo de ressignificação de si e do mundo a seu redor, bem como uma desnaturação da
percepção, que culminam em uma desconstrução de suas certezas mais íntimas acerca de sua vida então tomada
pela rotina de mulher casada, mãe, dona de casa, onde não havia espaço para o imprevisto, a desordem, o caos. 129 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Fig. 1 – Segunda tela de Amor de Clarice. Fig. 1 – Segunda tela de Amor de Clarice. Fonte: TORRES, 2005. Fonte: TORRES, 2005. Tal releitura se complica ainda mais quando o leitor percebe que a sintaxe de desmontes e
rearranjos não se restringe a cada cena da obra individualmente, com suas frases formadas por
partes do conto. Em vez disso, os jogos de combinatória percorrem todo o Amor de Clarice,
como um leitmotiv de poética de fragmentos. Tal releitura se complica ainda mais quando o leitor percebe que a sintaxe de desmontes e
rearranjos não se restringe a cada cena da obra individualmente, com suas frases formadas por
partes do conto. Em vez disso, os jogos de combinatória percorrem todo o Amor de Clarice,
como um leitmotiv de poética de fragmentos. Como regra desse ludo literário-computacional, o poema de Torres é composto por duas
séries de interfaces, cada uma segmentada em 26 unidades, entre as quais se distribuem
fragmentos e transcriações de cenas do conto, como se nos informa na tela inicial de Amor de
Clarice. Da primeira tela (paratexto anterior ao poema, descrevendo sua macroestrutura) à
segunda, exibida acima, a passagem é unidirecional: ao clicar em “Iniciar poema”, o leitor é
invariavelmente remetido à mesma tela (Figura 1), que apresenta um mosaico lexical da cena
mais emblemática do conto, quando Ana, no clímax da narrativa, sofre uma experiência
drástica, passando a ver o mundo de outro modo. No texto de Clarice, essa mudança de perspectiva é metaforizada pela alteração dos sentidos
da protagonista, especialmente do tato: “A rede de tricô era áspera entre os dedos, não íntima
como quando a tricotara. A rede perdera o sentido e estar num bonde era um fio partido”
(LISPECTOR, 1998, p.22). A malha que até então atava docilmente os ovos carregados por
Ana no bonde torna-se aí um objeto estranho, incômodo à mão que testemunha o quebrar dos
ovos – o irromper de um novo mundo. Já no ciberpoema, mais que casca, clara ou gema,
rompem-se também as frases do conto para, recombinadas as palavras, gerar inauditas
imagens da transformação por que passa a personagem, surgidas como dos ovos que rebentam
e escorrem na tela revelada na Figura 1: “quebram-se os ovos/e a rede”, “mas os dias forjados 130 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR para sempre se rompem”, “ana prende os instantes entre os dedos” (TORRES, 2005). Fig. 1 – Segunda tela de Amor de Clarice. Junto à
protagonista, o leitor do ciberpoema alucina a visão diante da tela movediça (qual o mundo
que Ana via do bonde) e o tato angustiado do mouse ou do teclado (rede de tricô tão áspera), a
partir de um simples evento que desencadeia todo o torvelinho estético seu e de Ana. Na obra
de Clarice, uma visão no bonde; na de Rui Torres, um clique na tela. Lançado, então, o leitor do ciberpoema em vertigem análoga à da personagem, ao questionar
sua própria percepção do mundo, resta-lhe apenas adentrar a também vertiginosa obra digital,
no que a passagem da segunda tela à próxima se dá necessariamente de modo aleatório. Um
clique em qualquer parte da tela na Figura 1 lança-o randomicamente para dentro ou da
primeira ou da segunda série de interfaces que recontam a história da protagonista, como
lance de dados caro aos jogos de azar e combinatória. Se lançado na primeira série, o leitor se defrontará com uma sucessão de interfaces que têm,
como plano de fundo, sobreposições de excertos do conto clariceano, possivelmente
sugerindo os vários estratos de significação de uma obra literária – suas “múltiplas leituras” –,
as quais explodem exponencialmente no jogo da transcriação digital (Figura 2). No primeiro
plano de cada uma dessas telas, mais sintagmas que recombinam trechos da obra original, ora
subvertendo, ora amplificando seus sentidos. Em off, ouve-se a leitura dos sintagmas
tremeluzindo na tela. Já se lançado na segunda série, o leitor encontrará segmentos que têm como plano de fundo
vídeos de objetos turvos e pulsantes em loop, os quais remetem, como índices, à narrativa de
“Amor” (Figura 3), tais quais uma xícara, um relógio, ou um vaso de flor. No primeiro plano,
novamente sintagmas recombinando o léxico do conto grassam à deriva, enquanto no fundo
se escuta a leitura de trechos do conto de Clarice. 131 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Fig. 2 e 3 – Respectivamente, telas aleatórias da primeira e da segunda série de vídeos de Amor de Clarice. Fonte: TORRES, 2005. g. 2 e 3 – Respectivamente, telas aleatórias da primeira e da segunda série de vídeos de Amor de Clarice. Fonte: TORRES, 2005. Fig. 1 – Segunda tela de Amor de Clarice. Para navegar hipertextualmente ao longo de cada série ou “zapear” entre elas, dispõe-se de
um menu no canto superior direito da tela, o qual permite avançar ou recuar entre as interfaces
de uma mesma série; voltar ao menu principal (e talvez mudar de série, a depender da
aleatória saída da segunda tela do poema); ou navegar de modo randômico, saltando entre as
interfaces de qualquer uma das séries. Para ensejar todos esses procedimentos estéticos no plano da expressão, a equipe que compôs
Amor de Clarice teve de lançar mão de uma série de recursos algorítmicos, que desencadeiam
a combinatória dos elementos. Nessa versão do ciberpoema, Rui Torres fez a programação em
Flash/Actionscript; Ana Carvalho foi responsável pelos vídeos da segunda série; Carlos
Morgado e Luis Aly desenvolveram os sons musicais executados ao fundo; e Nuno M. Cardoso emprestou a voz que lê trechos recombinados por Torres na primeira série e trechos
do conto original na segunda (respectivamente, o hipotexto e o hipertexto, conforme
nomenclatura adotada por Genette (1982) e retomada por Torres (n.d.) na apresentação de
Amor de Clarice). Diante dessa empreitada arquitetônica em equipe, pode-se entender a releitura do conto
clariceano como procedimento engenhoso, de trapaça e subversão de uma obra do cânone
brasileiro em um jogo a várias mãos, bem ao gosto do que Barthes definiu como sendo a
Literatura: “Essa trapaça salutar, essa esquiva, esse logro magnífico que permite ouvir a
língua fora de seu poder, no esplendor de uma revolução permanente da linguagem, eu a
chamo, quanto a mim: literatura” (BARTHES, 1992, p. 16). 132 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR A ideia de trapaça aqui constela uma série de sentidos, uma vez que o logro só se dá dentro do
jogo, subvertendo suas regras sem romper com ele, tal como Barthes viu no funcionamento da
Literatura dentro da língua, ludibriando o sistema sem estourar o código. Ademais, a ideia de
subversão que a trapaça veicula está intimamente relacionada à tônica feminista do conto
“Amor” e à releitura crítica feita por Torres em seu ciberpoema, conforme o autor português
ressalta em resenha sobre a obra (TORRES, 2003). SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Clarice reforçam a literariedade do poema, se considerarmos a perspectiva formalista de
Chklovsky (2013a), pois complexificam a materialidade da obra e a percepção que ela
conclama, chocando-se trapaceiramente contra o horizonte de expectativas dos leitores
conhecedores (ou não) do conto original. No que tange a esse logro, que refrata os sentidos que do texto se esperavam, tornando opaca
sua superfície, também no plano do conteúdo de Amor de Clarice comparece explicitamente o
tema da desautomatização dos sentidos, “aumenta[ndo] a dificuldade da forma e a duração da
percepção” (CHKLOVSKY, 2013a, p.91). Conforme comentado anteriormente, o poema se
inicia com um mosaico verbal da cena em que Ana passa a ver o mundo de outra forma,
metaforizada pelo estranhamento tátil ante a rede de tricô que sustinha os ovos, então
rompidos. Curiosamente, na tela do ciberpoema que narra essa cena (Figura 1), o texto verbal que
aparece como plano de fundo não é um trecho do conto de Clarice; trata-se, pois, de trapaça à
trapaça, subvertendo a sobreposição de hipotexto e hipertexto anteriormente apresentada na
primeira série de Amor de Clarice. Em vez de frases de “Amor”, o plano de fundo dessa tela é
excepcionalmente composto de fragmentos de texto teórico sobre o Formalismo Russo, em
que a primeira palavra que se lê, no canto superior à esquerda, é o próprio nome de
Chklovsky, além de termos caros à discussão dos formalistas sobre o estranhamento
perceptivo, como “automatizada” e “habitual”. Tal referência direta a Chklovsky no corpo do
videopoema clama metatextualmente, portanto, por uma atenção mais detida para os
procedimentos tecnoestéticos desnaturalizadores da percepção que figuram como linha de
força na obra. Em “Amor”, toda a perspectiva de Ana diante de si e do mundo é desnaturalizada quando, do
bonde, a protagonista vê um cego no ponto a mascar chicletes, o que desencadeia, entre outros
estranhamentos, o choque sensorial com a cesta de ovos. Tal visão do homem cego e sua
goma de mascar, supostamente banal, causa reverberações epifânicas na moça – como na
cacofonia de textos sobrepostos em Amor de Clarice –, conforme se lê no excerto a seguir,
retirado do conto original: 134
(...) o coração batia-lhe violento, espaçado. Inclinada, olhava o cego profundamente,
como se olha o que não nos vê. Ele mascava goma na escuridão. Sem sofrimento,
com os olhos abertos. Fig. 1 – Segunda tela de Amor de Clarice. Por fim, um sistema que atinja efeitos
expressivos inventando novas regras dentro daquelas que já existem é a definição mais
simples, mas mais honesta, que se pode dar de uma mensagem poética computacional, em que
o desvio, a literariedade, a trapaça, ou o que o valha, é sempre programado, ao menos
enquanto potência, nas regras do sistema. Neste ponto da discussão, toma-se como argumento para a leitura aqui proposta uma
similaridade entre procedimentos poéticos e computacionais, a qual por vezes surpreende a
academia na área de Letras por analisar recursos, em tese, estranhos ao campo literário, como
as tecnologias das hipermídias digitais. Diz-se aqui “em tese” porque, desde Aristóteles
(1973), as fronteiras entre tecnologia e arte são tênues (senão inexistentes em determinados
contextos culturais), haja vista o caráter de artifício, maquinaria e técnica, em oposição à
natureza e à espontaneidade, que marca o termo grego tekhné, em sua ambiguidade entre o
técnico e o artístico. Sob semelhante perspectiva, mais especificamente aplicada ao campo literário, Chklovsky
(2013b, p. 213) afirma que, “para o escritor, respeitar a tradição [é] depender de um conjunto
de normas literárias, conjunto que, como a tradição das invenções, é formado pelas
possibilidades técnicas do momento”. No caso de Amor de Clarice, releia-se essa máxima
acrescentando o prefixo “des-” ao verbo “respeitar”, uma vez que a desconstrução intertextual
do conto clariceano se dá justamente nas possibilidades técnicas (ou tecnoestéticas) de nosso
momento presente, isto é, no bojo das tecnologias digitais. Nesse sentido, adota-se aqui o termo “tecnoestético” para sublinhar que cada procedimento
técnico adotado pela equipe de desenvolvimento do ciberpoema é também um recurso
expressional, com vistas a atingir a percepção do leitor por meio do estranhamento estético
(ou desnaturalização dos sentidos), de modo algo análogo ao que se propunham os tropos
catalogados à exaustão pelos retóricos e gramáticos da Renascença. Assim, enquanto
mecanismos retóricos, os algoritmos que compõem a programação subjacente a Amor de 133 133 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Ana olhava-o. E quem a visse teria a impressão de uma mulher com ódio. Mas
continuava a olhá-lo, cada vez mais inclinada — o bonde deu uma arrancada súbita
jogando-a desprevenida para trás, o pesado saco de tricô despencou-se do colo, ruiu
no chão — Ana deu um grito, o condutor deu ordem de parada antes de saber do que
se tratava — o bonde estacou, os passageiros olharam assustados. Incapaz de se mover para apanhar suas compras, Ana se aprumava pálida. Uma
expressão de rosto, há muito não usada, ressurgia-lhe com dificuldade, ainda incerta,
incompreensível. O moleque dos jornais ria entregando-lhe o volume. Mas os ovos
se haviam quebrado no embrulho de jornal. Gemas amarelas e viscosas pingavam
entre os fios da rede. O cego interrompera a mastigação e avançava as mãos
inseguras, tentando inutilmente pegar o que acontecia. O embrulho dos ovos foi
jogado fora da rede e, entre os sorrisos dos passageiros e o sinal do condutor, o
bonde deu a nova arrancada de partida. (LISPECTOR, 1998, p. 21-22). Vendo o cego, ou aquele que não a vê, Ana acaba por enxergar aquilo que não se vê, senão
quando de um choque que desloca os procedimentos perceptivos e os agudiza, em episódio
que Torres (2003) classifica como epifânico, muito próximo da singularização da imagem
prevista no pensamento chklovskyiano. Diante do comezinho mascar de chicletes pelo cego,
Ana desperta para uma sensibilidade exacerbada, doída diante do mundo que não pode mais
tolerar: “A piedade a sufocava, Ana respirava pesadamente. Mesmo as coisas que existiam
antes do acontecimento estavam agora de sobreaviso, tinham um ar mais hostil, perecível... O
mundo se tornara de novo um mal-estar” (LISPECTOR, 1998, p.22). Vendo o cego, ou aquele que não a vê, Ana acaba por enxergar aquilo que não se vê, senão
quando de um choque que desloca os procedimentos perceptivos e os agudiza, em episódio
que Torres (2003) classifica como epifânico, muito próximo da singularização da imagem
prevista no pensamento chklovskyiano. Diante do comezinho mascar de chicletes pelo cego,
Ana desperta para uma sensibilidade exacerbada, doída diante do mundo que não pode mais
tolerar: “A piedade a sufocava, Ana respirava pesadamente. Mesmo as coisas que existiam
antes do acontecimento estavam agora de sobreaviso, tinham um ar mais hostil, perecível... O
mundo se tornara de novo um mal-estar” (LISPECTOR, 1998, p.22). SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR O movimento da mastigação fazia-o parecer sorrir e de
repente deixar de sorrir, sorrir e deixar de sorrir — como se ele a tivesse insultado, (...) o coração batia-lhe violento, espaçado. Inclinada, olhava o cego profundamente,
como se olha o que não nos vê. Ele mascava goma na escuridão. Sem sofrimento,
com os olhos abertos. O movimento da mastigação fazia-o parecer sorrir e de
repente deixar de sorrir, sorrir e deixar de sorrir — como se ele a tivesse insultado, 134 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Tal temática do despertar sensorial, dominante em “Amor” e aludida já nas referências a
Chklovsky no início de Amor de Clarice, é potencializada pelos próprios procedimentos de
composição do ciberpoema, por meio de recursos tecnoestéticos ensejados por sua
textualidade digital movediça. Assim, se toda releitura nos convida a olhar de forma diferente
uma obra já conhecida – por contingência do que seja a intertextualidade –, Amor de Clarice
o faz enquanto desnaturação de segundo grau, pois nos adensa a visão de um texto que já
tratava, enquanto matéria narrada, de um adensamento perceptivo. Na Figura 4, pode-se
observar um quadro em que a cena da epifania no bonde é retomada na segunda série de
interfaces do poema de Rui Torres. 135 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR Fig. 4 – Tela de Amor de Clarice, relendo a cena da epifania no bonde. Fonte: TORRES, 2005. Fonte: TORRES, 2005. À primeira vista, ressalta no vídeo a permuta do meio de transporte em que se passa a cena:
em vez do bonde, com seus solavancos que marcam o novo rumo na vida de Ana, aparece em
Amor de Clarice um vagão de metrô, que sacoleja ininterruptamente no vídeo, turvo como a
percepção amplificada de Ana. Tal troca do veículo sobre trilhos amplia seus efeitos de
sentido se pensarmos que a passagem do bonde ao metrô é uma mudança tecnológica que
impacta na forma como as pessoas se deslocam sobre o mundo (ou na forma como elas veem
o mundo que se desloca da janela do carro). Do mesmo modo, a mudança tecnológica do
suporte impresso para o digital, que permite a releitura de “Amor” no ciberpoema de Torres,
desloca a percepção do leitor, confrontando-o com um texto que se escreve como
multimodalidade impermanente, em que vídeos, sons e textos escritos cintilam por apenas
alguns instantes na tela – tal qual o mundo que Ana vira por um instante da janela do bonde. Ainda no que tange ao componente audiovisual desse trecho do ciberpoema, é interessante
pensar que, enquanto no conto vemos a cena pelos olhos de um narrador onisciente, que de
um não lugar enxerga Ana no bonde e o cego na rua, na releitura de Torres a focalização é
interna ao metrô, deslocando o ponto zero da enunciação que constitui a narrativa e o que dela
se nos dá a ver. Da visão externa à interna, do bonde ao metrô, opera-se uma transmutação
semelhante à que vive a personagem que antes via o “de fora” do mundo e agora se defronta
com o “de dentro” das coisas que rebenta a seus olhos: choque dos sentidos mobilizado por
toda releitura – do mundo como um texto ou do texto como um mundo. No jogo dos vários planos simultâneos que o texto de Torres enseja, sobrepondo som, imagem
e texto verbal com ajuda de recursos tecnoestéticos digitais, os excertos do conto, 136 136 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR recombinados no primeiro plano do quadro, ressignificam o vídeo e toda a releitura dessa
cena. Fig. 4 – Tela de Amor de Clarice, relendo a cena da epifania no bonde. Assim, as frases “olha ana profundamente como se olha o que nos vê”, “e o
bonde/súbito, como quem não vê ana” e “gritam/como quem grita a quem não nos vê”
(TORRES, 2005) retomam a questão da alternância de perspectivas – o narrador ou Ana, o
bonde ou o metrô, o ver e o ser visto – que a epifania mobiliza. Estando essas frases
constantemente sumindo e aparecendo na tela, a visão cambaleante de Ana passa aos olhos do
leitor, incapaz de apreender o todo da cena. CONSIDERAÇÕES FINAIS Voltamos, pois, às múltiplas leituras que todo texto enseja, mas aqui múltiplas até enquanto
camadas textuais simultâneas na mesma visada da obra. Se ver duas coisas ao mesmo tempo é
não ver nenhuma das duas, na verdade, mas sim uma terceira que as relaciona, o jogo de
sobreposições de Amor de Clarice, em que deslizam constantemente o conto de Clarice, sua
releitura por Torres e as teorias de Chklovsky, desnaturalizam nossos modos de ler a página
ou a tela, causando ao leitor o estranhamento de quem vê um cego mascar chicletes. Ou o
estranhamento de quem vê um poema incrustado em código computacional, instâncias a
priori tão díspares no entendimento tradicional do que seja o literário. Tal estranhamento, no caso de Amor de Clarice, constrói-se a partir de engenhosas remissões
intertextuais, regra básica do ludo aqui analisado. Esta se instala por meio de procedimentos
de escrita ainda pouco explorados na área dos Estudos Literários: a escrita em códigos de
programação, que permite uma poética algorítmica e, ao mesmo tempo, desconstrutora, na
medida em que postula obstáculos constantes a qualquer estabilidade semiótica, seja na
interpretação ou mesmo na materialidade discursiva do poema. Como produto de tal jogo, lê-
se um texto movente, em que a cada leitura do móbile, um outro texto dá-se a ver: fragmentos
recombinados na interação entre leitor e letra, mediada por uma combinatória codificada em
poéticos algoritmos. REFERÊNCIAS ARISTÓTELES. Ética a Nicômaco. In: Os Pensadores. v. 4. São Paulo: Nova Cultural, 1973. ARISTÓTELES. Ética a Nicômaco. In: Os Pensadores. v. 4. São Paulo: Nova Cultural, 1973. 137
ARISTÓTELES. Ética a Nicômaco. In: Os Pensadores. v. 4. São Paulo: Nova Cultural, 1973. 137 137 SOBRENOME AUTOR, SOBRENOME AUTOR, SOBRENOME AUTOR ARQUIVO Digital da PO.EX. 2015. Disponível em: <http://www.po-ex.net>. Acesso em: 15
dez. 2017. ARQUIVO Digital da PO.EX. 2015. Disponível em: <http://www.po-ex.net>. Acesso em: 15
dez. 2017. BARTHES, Roland. Aula. São Paulo: Cultrix, 1992. CHKLOVSKY, Victor. A arte como procedimento. In: TODOROV, Tzvetan. Teoria da
literatura: textos dos formalistas russos. São Paulo: Unesp, 2013a. ______. A construção da novela e do romance. In: TODOROV, Tzvetan. Teoria da
literatura: textos dos formalistas russos. São Paulo: Unesp, 2013b. DERRIDA, Jacques. Gramatologia. São Paulo: Perspectiva, 2008. FOUCAULT, Michel. A arqueologia do saber. Rio de Janeiro: Forense, 1986. GENETTE, Gérard. Palimpsestes: la littérature au second degré. Paris: Seuil, 1982. LISPECTOR, Clarice. Amor. Laços de Família. Rio de Janeiro: Rocco, 1998. TORRES, Rui. Amor de Clarice. In: Electronic Literature Collection. 2005. Disponível em:
<http://collection.eliterature.org/2/works/torres_amordeclarice.html>. Acesso em: 29 nov. 2017. ______. Ler Clarice Lispector, re-escrevendo Amor. 2003. Disponível em
:<http://www.ufp.pt/~rtorres/ens.htm>. Acesso em: 30 nov. 2017. Recebido: 16 de janeiro de 2018
Aceito: 21 de maio de 2018 Recebido: 16 de janeiro de 2018
Aceito: 21 de maio de 2018 138
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Review of: "A Methods Note on Remote Sensing Platforms and Large-Scale Archeological Impact Assessments (AIA) in the Philippines"
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Qeios, CC-BY 4.0 · Review, May 6, 2023 Qeios ID: 8APEYH · https://doi.org/10.32388/8APEYH Chong Xu Chong Xu Potential competing interests: No potential competing interests to declare. This manuscript introduces how various aerial remote sensing platforms can conduct archaeological impact assessments
on scattered or large-scale project sites, providing archaeologists with efficient and targeted utilization of limited time and
resources, following simplified workflow. The specific suggestions are as follows: (1) The background should be
introduction. In this section, there is a lack of clarification on the review of the study direction. It is incomprehensible that
there were no references in the introduction. (2) Discussion should actually be a conclusion. (3) The real discussion part
seems to be missing. The authors should discuss the progressiveness and limitations of this work from the aspects of
methods and results in combination with previous work. In addition, it is also necessary to provide some prospects. Qeios ID: 8APEYH · https://doi.org/10.32388/8APEYH 1/1
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Interactive Materials And Their Impact On The Relationship Of The Sculptural Form To The Environment, The Recipient And The Work Parts
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Zenodo (CERN European Organization for Nuclear Research)
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Thus, the research problem is summarized in the following question: Is it possible to enrich the interactive relationship of the sculptural form with its environment, the recipient
and the work parts among themselves through the implementation of light-reflecting surfaces as one of the
interactive materials? R
h Obj
ti Is it possible to enrich the interactive relationship of the sculptural form with its environment, the recipient
and the work parts among themselves through the implementation of light-reflecting surfaces as one of the
interactive materials? Abstract Art has become more accommodating of the human experience in the
various fields of objective sciences, meanwhile it preserves the subjective
aspects of the artist. The works ofartdo not include pictures, paintings and
sculptures only, but also contain devices, machines and raw materials with
interactive properties that provide the viewer with greater opportunities to
participate and gain theoretical and non- theoretical experiences. In modern
times, theartwork has become an active cell rather than a passive space that
conveys and represents something, whether itis real or imaginary. This is to
claim that what is going on the painting or in the statue does not represent
animage or a form only, but rather an eventor an occurrence or a
happening. Therefore, most artistic trends have often deviated from the
principle of representation, and focused more on exploring abstract
relationships, with the aim of widening the visual experience via novel
progressivethoughts and visions, rather than arousing the imagination in a
specific limited topic. Thus, it is possible for art to enrich and expand the borders and scope of the
artistic work to extend the limits of the form or the shape on which the
artwork is implemented. This is achieved by creating interactive
relationships in more than one way. On one hand, the relations between the
work of art and its environmental location, with its different characteristics
and components. On the other hand, the relation between the work of art
and its viewer or perceiver to go beyond the limits of the simple emotional
interpretation of the work, and the interactive relations of the parts of the
stereoscopic work with each other and the instability of those relationships. Such interactive relations are regularly changing and creating new
relationships among the parts of the artworks. Thus, making the work more
dynamic and varying. To do this, the artist must use materials that have
distinctive characteristics in building and forming the sculptural work,
which the researcher has called (interactive materials). Research problem: p
The research focuses on using one of the materials that have such interactive properties, of which the researcher
has chosen the materials that interact effectively with light, which are the light-reflecting materials, thus
reflecting everything around them in the environment as well as the recipient. The three axes (environment,
recipient, and form of art) Introduction
hi
h In this research, “Interactive materials” are referred to as those materials that have distinctive properties which,
when used in the construction of artwork, allow variable and unstable relationships, whether by dynamic or
mechanical movement, or changing light or color relationships, which allows the sculptural work to interact
more with the environment, the recipient and the parts of the work of art among themselves. Research problem: Multicultural Education Multicultural Education Multicultural Education Volume 9, Issue 3, 2023 Interactive Materials And Their Impact On The Relationship Of The
Sculptural Form To The Environment, The Recipient And The Work Parts
Wael Fathy Ibrahim Mohamed Interactive Materials And Their Impact On The Relationship Of The
Sculptural Form To The Environment, The Recipient And The Work Parts
Wael Fathy Ibrahim Mohamed Article Info
Abstract
Article History
Received:
December 29, 2022
Art has become more accommodating of the human experience in the
various fields of objective sciences, meanwhile it preserves the subjective
aspects of the artist. The works ofartdo not include pictures, paintings and
sculptures only, but also contain devices, machines and raw materials with
interactive properties that provide the viewer with greater opportunities to
participate and gain theoretical and non- theoretical experiences. In modern
times, theartwork has become an active cell rather than a passive space that
conveys and represents something, whether itis real or imaginary. This is to
claim that what is going on the painting or in the statue does not represent
animage or a form only, but rather an eventor an occurrence or a
happening. Therefore, most artistic trends have often deviated from the
principle of representation, and focused more on exploring abstract
relationships, with the aim of widening the visual experience via novel
progressivethoughts and visions, rather than arousing the imagination in a
specific limited topic. Thus, it is possible for art to enrich and expand the borders and scope of the
artistic work to extend the limits of the form or the shape on which the
artwork is implemented. This is achieved by creating interactive
relationships in more than one way. On one hand, the relations between the
work of art and its environmental location, with its different characteristics
and components. On the other hand, the relation between the work of art
and its viewer or perceiver to go beyond the limits of the simple emotional
interpretation of the work, and the interactive relations of the parts of the
stereoscopic work with each other and the instability of those relationships. Such interactive relations are regularly changing and creating new
relationships among the parts of the artworks. Thus, making the work more
dynamic and varying. To do this, the artist must use materials that have
distinctive characteristics in building and forming the sculptural work,
which the researcher has called (interactive materials). Accepted:
March 31, 2023
Keywords :
Art, The Human
Experience,Sciences,
Relationship
DOI:
10.5281/zenodo.7787253
Introduction Research Objectives: j
an interactive relationship between the sculptural form and its environment. j
- Finding an interactive relationship between the sculptural form and its environment. - Enriching the interactive relationship between the sculptural work and the recipient through the use of
reflective surfaces in its construction. - Enriching the relationships of work parts and changing them by using reflective surfaces in building the
sculptural form. •
Research Hypotheses: 124 125 The researcher assumes that: - The use of reflective surfaces in building the sculptural form enriches its interactive relationship with its
environment. - The use of reflective surfaces in building the sculptural form enriches its interactive relationship with its
environment. - The use of reflective surfaces in building the sculptural form enriches its interactive relationship with its
environment. - The use of reflective surfaces in building the sculptural form enriches its interactive relationship with the
recipient. - The use of reflective surfaces in building the sculptural form enriches its interactive relationship with the
recipient. - The use of reflective surfaces in building the sculptural form enriches the interactive relationships bet
parts. Theoretical framework Light as a natural phenomenon: Perhaps natural phenomena are one of the most important inspirations for the artist to implement the idea of a
work of art, and therefore the artist’s observation and contemplation of natural phenomena deepens his sensory
experience and enables him to benefit from its data and its visible and mysterious aesthetic and structural
features. Consequently, this is considered an enrichment in dealing with these suggestive phenomena and
transcending the limits of their tangible physical structural form. Artist, Adolph Luther, stats that, "A fundamental shift has occurred in the artist's vision of nature. He has moved
from looking at its apparent elements to contemplating the hidden forces that hide behind phenomena. With this
shift in outlook, the artist is in agreement with both the scientist and engineer in their quest to understand and
contemplate natural phenomena. Light is one of the most important natural phenomena that help us perceive things around us generally and
plastic art particularly. In fact, without light, we cannot see things and therefore we cannot perceive them. Light
as a phenomenon has several characteristics and laws. Among those characteristics is the phenomenon of light
reflection, which has been of great benefit to the researcher in achieving the research aims. Reflective materials: Some light-reflecting materials have a very high degree of light reflection on them. It is worthy of noting, in this
regard thatthe technological awareness of the nature and treatment of different raw materials had had a direct
impact on the implementation and progression of many reflective materials.” In the nineteenth century,
scientific theories had proved the benefit of chemistry and awareness of changes in the internal composition of
materials, in reaching more effective treatments for materials, and this indicated a fundamental change in the
degree to which the understanding of the basic nature of materials stands. Furthermore,at the end of the century,
scientists had developed new methods for producing aluminum, carbon, silicon and stainless-steel metals, so
that these metals became of a high degree of quality and brilliance. In the twentieth century, the discovery of the internal structure of the materials resulted in the development of
polymeric fibers, plastics, plastic mirrors, high-quality metal alloys, glass fibers, and other reflective materials,
whichshow the most accurate reflection on their surfaces. The types of materials and reflective surfaces and their characteristics vary, including glass mirrors, plastic
mirrors, and metals with reflective surfaces. Moreover, each of these types differs in the images formed on their
(reflected) surfaces depending on the shape of the surface, whether it is flat, convex, or concave, and these
differences are due to the different angles of light reflection from the reflective surface. These are in turn subject
to mathematical regulation according to the laws of light reflection. This is to argue that building stereoscopic
sculptural forms using reflective surfaces requires a special mathematical organization • Reflection It means a change in the direction of the light waves falling on a reflective surface, so when the surface of the
material receives some energy waves and rejects others, it radiates on what surrounds it. However, this does not
mean that the light energy is divided into two parts so that one part is retained bythe material composition, while
the other part is radiated. On the contrary, it rather means that the amount of energy input is great whereas the
output is small, and the difference between them varies in capacity from one reflective surface to another
according to the degree of polishing and color and the degree of transparency and opacity. Reflective materials: Abstraction And Emancipation From The Subject Scientific discoveries related to the laws of light affected some artists’ tendency towards liberation. This trend
is apparently clear among the impressionist artists who are interested in the language of form and the process of
vision, and liberated from the literary subject that preoccupied feelings, from contemplating the aesthetic and
structural relations in the artwork. Thus,the historian of the movement,Franka Steal, states: What distinguishes
the impressionists from other artists is their treatment of the subject for its tonal differences, not for the subject
itself. From the point of view of the modern artist, the subject of the artwork is the work itself because of its
constructive style, pure artistic values of lines, colors and shapes, and the relationships it contains arising from
the distribution of lights and shadows and the elements of the artwork. Such artistic construction, whichis
achieved through reflective surfaces, as well as the concepts of time and space, has changed dramatically
because of their influential role in interacting with the sculptural work. Time and place have their role in perceiving the work of art. In this sense, “Philosophy at the beginning of the
twentieth century emphasized the supremacy of the values and arts of temporal movement, not the arts of spatial
stability… Modern science changed the concepts of time and space, especially with the emergence of the theory
of relativity at the beginning of the twentieth century. Absolute place or absolute time are relative, where
Einstein made it clear that any calculations of a world in which everything is in motion must depend on the
position of the observer, which is a variable position. At a certain distance, the world thus appeared to be a
continuous spatio-temporal entity. Time reveals similarity (or resemblance) through continuity (or permanency) and reveals change (or difference)
through succession (or sequence). Likewise, space reveals unity, as it is (connected) and reveals multiplicity(or
plurality) in that it is a complex of parts. Relationship to the environment: Relationship to the environment: As the works of art that use reflective surfaces in their creation are more compatible with their internal and
external environment, as their surfaces acquire the distinctive character of that environment, whether the color,
formal, or kinetic rhythm of them. y
Furthermore, it is possible for the artwork to interact with any environment in which it is clarified, which results
in dynamisms in the workplace, and makes it valid to be located in specific environments rather than others
This is because it will reflect images of that environment and thus the interdependence will be achieved through
it as it makes its environment richer through the modification of the reality of the environment which gives other
forms of the environment. Mathematical Organization: Mathematical Organization: g
The mathematical organization is an organization prepared with calculated mathematical relations, to which all
elements of work are subject, with the aim of creating specific effects, and not just an organization through
which the work is only balanced. Therefore, when investing light-reflecting surfaces, whether in the fields of public, scientific or artistic life, it is
necessary to rely on mathematical calculations and geometric angles in assembling the component parts of the
work. This is because the general character that can be realized through the geometric organization behind
which lies a mathematical system is represented in the fall of light rays in straight lineswhose reflection at the
angle of incidence determines the direction of the new reflection, and so on. Therefore, the artistic works formed
by reflective surfaces require when organizing a conscious understanding of the laws of reflection and the
changes arising from the diversity of different surfaces as well as the engineering construction of the relations of 126 juxtaposition, contrast and contact of those units, and the angles of their openness to the internal and external
void of the artwork, as well as the impact and influence of the units established with what this void contains of
variables Light, movement, color and shape, as factors, are subject to construction processes to mathematical
systems that include the laws of reflection and calculations of emerging variables, which is a necessity to control
the final form of the artwork and the variables expected to be added to it. Therefore, these works tend to be abstract and liberal from the subject, and the main goal is to reach calculated Therefore, these works tend to be abstract and liberal from the subject, and the main goal is to reach c
plastic formulations that contain many variables and shapes resulting from light reflections. Abstraction And Emancipation From The Subject It is the connection of the spatio-temporal reality of these two
characters that made it impossible to establish any separation between “space and time.” For this reason,
“Alexander” decides that what replaces time with its unity is place, and that what deprives space of its
abundance is time, and if it were not for that, time would be just a succession, and space would be just an empty
unit.Furthermore, the use of such interactive materials in building the stereoscopic sculptural form, among
which are the reflective surfaces, emphasizes this concept of time and place effectively. In fact, it demonstrates
that the presence of the work in a place that reflects its elements and characteristics makes it a part of that place,
and is affected by the movement and scope of the viewer from different angles of reflection, resulting in new
formations and relationships. Thus, allowing the viewer himself to become part of the work, as he is regarded
among theessential factors of the work environment when he is next to the artwork. Thus, the light-reflecting material can be used as an interactive material to enrich the relation
stereoscopic work with the environment, scenes, light and work system: Relationship to the viewer: The viewer of works of art created with materials with high light reflection, is not subject to a specific vision,
but always sets out to discover new horizons in which he is liberated from the constraints of rigid vision. Thus,
with the new configurations, the vision is extended for the viewer. It also arouses the viewer’s imagination, as the images on reflective surfaces do not represent a material reality,
but rather it is a subjective combination between the existential and the non-existential, or the present and the
absent at the same time. It enriches the viewer’s imagination, by the interaction between the internal and
external image as derived from the viewer’s personal experience. Reflective surfaces also contribute to the viewer’s awareness of the environment in various and novel ways,
where the shapes appear sometimes larger and sometimes smaller than their original size, compressed, 127 elongated, or repeated by meeting the reflective surfaces at certain angles, which multiplies the reflected
elements and increases the sense of depths and voids. In fact, it may be claimed that the attractive sensory appearance of the lights emanating from the reflective
surfaces provokes visual perception of the viewer, and gives a new and attractive appearance to the viewed
objects. Application framework: In light of this theoretical framework, the researcher attempted to create stereoscopic sculptural formulations
based on reflective surfaces as one of the interactive materials, using mathematical systems in the construction
of these stereoscopic bodies to achieve research objectives and verify the research hypotheses. The following is a presentation and analysis of the above mentioned works. Relationship to light: p
g
Reflections change according to the amount of the incident light and the angle of its incidence, which makes the
dynamics of time also in the realization of the stereoscopic work formed by the reflective surfaces. For example, we can imagine a field work made of reflective surfaces. Its appearance in the morning light is
different from at noon time, as the intensity and angle of the light are also different from its appearance in the
evening and its relationship to artificial lighting and its different colors, which makes the work different in its
appearance at each time from the other. Thus,dynamics and deviations are achieved in the visual perception of
the artwork. Relationship to the system at work: This is the system to which the reflective shapes are subject within the artwork, and it affects the ways in which
these shapes interact with each other, and the ways in which those shapes interact with external influences in the
environment. Through the system, surfaces do not become merely reflectionsof objects, but science interacts
dynamically with place and time, thus completing the excitement of the recipient as he views the stereoscopic
shapes, especially those in the external environment (Outdoor) at any moment throughout the day. Application framework:
First Work
First Work
Pic. (A) Pic. (B)
Materials: Reflective balls + glass mirrors
Dimensions: 52 x 48 x 60 cm
Thi
k i
d f
l
i
d il
b ll
d i i
d f
id
i h h
id Pic. (A) Pic. (A) Pic. (B) Pic. (B)
Materials: Reflective balls + glass mirrors Dimensions: 52 x 48 x 60 cm This work is made fromglass mirrors and silver balls, and it is composed of a pyramid with three sides and equal
angles of 120between the three parts. Furthermore, it consists also of two silver-colored balls, one of them,
namely, the largest, is in the lower spatial part, between the parts constituting the pyramid shape. The other one
is situated at the top of the pyramid shape. The base is in the form of a rectangle at the top and its sides open at
an angle of inclination to the outside, and the shape is perpendicular to the base. It is obviously, noticeable in picture (A) that the parts of the figure are reflected in the environment surrounding
the work in different ways and angles, giving different lighting and shades. Thus, the work gains its colors in
relation to the structural organization of the work. It is alsonotable that the base reflects part of the surrounding
environment, which gives the work unreal extra dimensions in the vision. As for the picture (B), with the change in the angle of vision of the artwork, we find that the environmental
reflection on the work has varied in terms of its colors and shades, and the parts of the work have been reflected
on each other, especially on the left part of the work in the picture. Thus, it resulted in an overlap and repetition 128 of the image of the parts and the environment. In addition to this, it also gave depth inside the surface, and made
the reflection of the great ball on the work more noticeable, which gave it an impression of both repetition and
extension within the base. Thus, it gave rise to the intensification of the elements of the work and other new
formative relationships within the work. Therein, we can observe in the same process the presence of a
miniature reflection in the confined part between the other two representing the two sides of the pyramid, which
gave new perceptual images of the work.
Second Work: p
g
p
p p
q
It is noticeable that in picture (A) parts of the environment are reflected on parts of the work, and the change of
color in the upper part is the result of the reflection of colored objects in the environment. We can also notice
the reflective variations on the ball, which are in miniature because of the convexity of the surface of the ball. As for the picture (B), with different viewing angles, there are some deviations in the form of the work, because
f th
fl
ti
f th
k
t
th b
hi h
it
t
i
i
id th b
(i
i
) Th
l It is noticeable that in picture (A) parts of the environment are reflected on parts of the work, and the change of
color in the upper part is the result of the reflection of colored objects in the environment. We can also notice
the reflective variations on the ball, which are in miniature because of the convexity of the surface of the ball. As for the picture (B), with different viewing angles, there are some deviations in the form of the work, because
of the reflection of the work parts on the base, which gave it an extension inside the base (imaginary). The color
of the artwork changed with the changing reflections from the environment on it. This confirms that in picture (
c) , the shape of the extension of the shape inside the base has changed, and this resulted in new relationships
between the parts of the work themselves. Third Work:
First Work g
p
p
g
Finally, we can realize that with the different angles of vision of the artwork, the perceptual picture changes as a
result of the change in the light reflections of the work parts, and the diversity and difference of the reflected
images, whether they are the product of an interaction between thework and the environment, or between each
of the artwork parts among themselves.
Second Work:
Second Work:
Second Work: Pic. (A) Pic. (C) Pic. (B)
Materials: stainless steel + glass mirrors
Dimensions 45 x 25 x 58 cm Pic. (B)
Materials: stainless steel + glass mirrors
Dimensions 45 x 25 x 58 cm Pic. (C) Pic. (A) Pic. (A) This work is made fromstainless steel, but its base is of square, flat glass mirrors. It consists of three main units, each of which represents a right triangle, part of which has been removed at a
straight angle in the form of a curve, which gave a variety between straight and curved lines. Its three parts are
of different sizes arranged from the largest to the smallest. Two parts were installed consecutively at a cropped
angle in-betweenof 90 degrees. the third and smaller part is installed upside down on the other side, in such a
way so that the curved part faces the larger part of the shape. Finally, a silver reflective ball is placed over the
smaller part, and the base is in the form of a rectangular parallelepiped of flat square mirrors. angle in-betweenof 90 degrees. the third and smaller part is installed upside down on the other side, in such a
way so that the curved part faces the larger part of the shape. Finally, a silver reflective ball is placed over the
smaller part, and the base is in the form of a rectangular parallelepiped of flat square mirrors. It is noticeable that in picture (A) parts of the environment are reflected on parts of the work, and the change of
color in the upper part is the result of the reflection of colored objects in the environment. We can also notice
the reflective variations on the ball, which are in miniature because of the convexity of the surface of the ball. As for the picture (B), with different viewing angles, there are some deviations in the form of the work, because
of the reflection of the work parts on the base, which gave it an extension inside the base (imaginary). The color
of the artwork changed with the changing reflections from the environment on it. This confirms that in picture (
c) , the shape of the extension of the shape inside the base has changed, and this resulted in new relationships
between the parts of the work themselves. Pic. (B)
Materials: copper foil + glass mirrors
Dimensions: 25 x 25 x 43 cm Materials: copper foil + glass mirrors
Dimensions: 25 x 25 x 43 cm Materials: copper foil + glass mirrors
Di
i
25
25
43 Dimensions: 25 x 25 x 43 cm This work is made of brass and the base is made of squared mirrors. The work consists of a basic unit, namely, the cube, and on top of it is another relatively small unit in the form
of a triangular prism. The base cube has been placed in such a way so that one of the corners is the base and the
other is the top. The corner of the top bears the small prism, so that the angle of the prism is the fulcrum point
on the corner of the cube. The researcher made formations on the surfaces of the cube to enrich them. We note in picture (A)that the reflection of the environment on the shape and the base, and the reflection of the
base on the shape, have enriched the value of the artistic work with a diversity of shadows and lighting for
different reflections. In picture (B), we notice a change in the perceptual image of the shape of the work, because of the difference in
the scope of vision. The extension of the lines of the cube inside the base is also obviously noticeable. The
surface of the prism also reflected part of the surface of the cube, which supported the formal interaction
between them. The different angles of the constructive formation and reflection, which were made by the
researcher on the surface of the cube , gave the shape a diversity and richness.
Fourth Work:
Pic. (A)
Pic. (B)
Pic. (C)
Materials: glass mirrors + reflective balls. Dimensions: 58 x 42 x 60 cm
This work is made from several materials, namely, glass mirrors, plastic mirrors, stainless steel, and transparent
glass.
Fourth Work: Pic. Pic. Pic. Materials: glass mirrors + reflective balls. Dimensions: 58 x 42 x 60 cm Materials: glass mirrors + reflective balls. 5 Dimensions: 58 x 42 x 60 cm
This work is made from several materials, namely, glass mirrors, plastic mirrors, stainless steel, and transparent
glass. Dimensions: 58 x 42 x 60 cm
k is made from several materials, namely, glass mirrors, plastic mirrors, stainless steel, and transparent g
It consists of several parts. Third Work: Third Work: Third Work: 129 Pic. (A) Pic. (B) Pic. (B) Fifth Work: Pic. (B)
Materials: copper foil + glass mirrors
Dimensions: 25 x 25 x 43 cm Each unit cuts one of its corners with a curved e
all is placed under it. The whole work represents a semi-pyramidal structure
he environment is reflected on the three parts of the work, and the parts of the work are reflected on
hese reflections are noticeable in the places where the component parts meet with each other. It is
oting that there is also a reflection of the balls on the triangular parts, and the work is reflected
which is formed by the glass mirrors. Thus, a sense of replication and repetition of balls and shapes
which results in an extension of the work forms in the imaginary depth inside the base. In fact, th
nteractive relationships that have arisen between the work parts themselves, and between the artwo
Fifth Work:
Materials: glass mi
Dimensions: Materials: glass mirrors + stainless steel.
Dimensions: 40 x 31 x 58 cm This work is made of stainless steel, with a base of glass mirrors. It consists of three triangular units graded from
largest to smallest, in the form of a regular repetition. Each unit cuts one of its corners with a curved error, and a
ball is placed under it. The whole work represents a semi-pyramidal structure The environment is reflected on the three parts of the work, and the parts of the work are reflected on each other. These reflections are noticeable in the places where the component parts meet with each other. It is worthy of
noting that there is also a reflection of the balls on the triangular parts, and the work is reflected on its base
which is formed by the glass mirrors. Thus, a sense of replication and repetition of balls and shapes is created,
which results in an extension of the work forms in the imaginary depth inside the base. In fact, the new and
interactive relationships that have arisen between the work parts themselves, and between the artwork and the
environment could be obviously observedthrough the optical reflections of the work surfaces. Thus, the dynamic
vision of the form is obtained in agreement with the environmental variables, and changes in the angles of
vision.
Sixth Work:
Sixth Work: Pic. (B)
Materials: copper foil + glass mirrors
Dimensions: 25 x 25 x 43 cm Firstly, there is a cube of transparent glass, the inner surface of which is glass
mirrors. Secondly, inside this cube another small cube of stainless steel is leaning its weight on one of its
corners and carrying a small silvery ball. Thirdly, on the sides inside this stainless cube, there are two relatively
larger silvered balls. In addition to this, around the work itself, there are slices of plastic mirrors connected with
different angles of reflection and of different lengths. Furthermore, directly behind the work, there are three
strips of plastic mirrors at different angles. Finally, at the bottom of the glass cube there are parallel rectangles
of mirrors divided into squares. This artwork is placed on a plate of glass mirrors. In picture (A), the extent to which images from the environment are reflected in the work in different ways and
at different angles as well as their reflected colors are noticeable. This is explained in such a way that the balls
and the small cube have been reflected on the inner surface of the big square and in the plastic, mirror slices on
the sides of the cube. Furthermore,it is worthy of noting that the reflection of the balls and slices on the lower
mirrors gave the work an imaginary depth inside the base. This is confirmed by image (B) where the angle of vision has differed, leading to different angles of reflection,
and seeing different repetitions of the hierarchical part in the back slices. That is to say that as the repetitions of
balls in different shapes in the side slices is observed, the cube’s reflection on the floor of the large cube
becomes more noticeable, whose mirrors are divided into squares, thus, creating new relationships between the
parts of the work, the diversity of the perceptual image, and the intensification of units more, as it is typically
noticed in picture (C). This leads to the diversity of forms of work with different viewing angles and interaction with the surrounding
environment, including the viewer as well, thus achieving a dynamism of vision in the realization of the
stereoscopic artwork. 130
Fifth Work:
Materials: glass mirrors + stainless steel. Dimensions: 40 x 31 x 58 cm
his work is made of stainless steel, with a base of glass mirrors. It consists of three triangular units g
argest to smallest, in the form of a regular repetition. Sixth Work: 131
Seventh Work: Pic. (A) Pic. (B)
Materials: glass mirrors + stainless steel. Dimensions: 40 x 35 x 59 cm
This figure consists of two parts. The first represents the main part, which is in the form of a rectangular
parallelepiped on the vertical axis to the left in picture (A). The curved part has been deleted from the top and
bottom, each of which is in the opposite direction of the other. An inward displacement has been made in the
upper part of the cuboid so that it results in an angle of 90 between it and its complement part. Furthermore,
there is another part that represents a small triangle. Recurrently, the same curved part has been removed, and
installed in a reverse axis (in terms of direction) of the cuboid, to achieve equilibrium in the mass. As a result, a
lower void is located, and in the upper part of the curve there is another relatively larger silver ball. The figure is
constructed in accordance to a geometrical mathematical system in such a way that achieves both symmetry and
equilibrium between its components. In picture (A), the reflections of environmental shapes and colors on the Pic. (A) Pic. (B)
Materials: glass mirrors + stainless steel. Dimensions: 40 x 35 x 59 cm
This figure consists of two parts. The first represents the main part, which is in the form of a rectang Pic. (B)
Materials: glass mirrors + stainless steel. Dimensions: 40 x 35 x 59 cm Pic. (A) Pic. (A) Pic. (B) This figure consists of two parts. The first represents the main part, which is in the form of a rectangular
parallelepiped on the vertical axis to the left in picture (A). The curved part has been deleted from the top and
bottom, each of which is in the opposite direction of the other. An inward displacement has been made in the
upper part of the cuboid so that it results in an angle of 90 between it and its complement part. Furthermore,
there is another part that represents a small triangle. Recurrently, the same curved part has been removed, and
installed in a reverse axis (in terms of direction) of the cuboid, to achieve equilibrium in the mass. As a result, a
lower void is located, and in the upper part of the curve there is another relatively larger silver ball. Materials: glass mirrors + reflective balls.
Dimensions: 40 x 41 x 60 cm This work is made of strips of plastic mirrors, silver balls and a base of glass mirrors. This work is made of strips of plastic mirrors, silver balls and a base of glass mirrors. It consists of a base of glass mirrors in the shape of the letter (L) and on top of it there are several reflective
balls. Behind them are placed longitudinal strips of plastic mirrors, three of them are greater in length than the
other two. As shown in the picture of the artwork, the reflection of the external environment on the parts of the work, as
well as the reflection of its colors are clearly observed. Furthermore, the reflection of part of the scenes on the
work in the middle background slide of the pink-colored work is also perceptible.Through the reflection,the
viewer can easily notice that the balls are repeated inside the slides, which gave a sense of condensation and
depth. Thus, new relationships have emerged between each of theballs, as well as between the balls and back
slides, andin relation to the base as well. The lines of the slides are extended on the base, and the silver balls are repeated, which gave them different
images from their reality. Thus, the diversity of the perceptual images of the work is achieved, which in turn
vary according to different viewing angles. As it is shown in the work,it represents the extent of the interaction
that is achieved through the reflective surfaces between the work and its environment, and between the work
and the scenes, and the interaction of the parts of the work with each other, which led to the realization of the
dynamic vision of the form.
Eighth Work: Furthermore,as it is clear in picture (B),a reflection related to its
appearance in the structural organization of the work is observed on the hierarchical shape inside the cube, and
the upper shape with the presence of repetitions of those images on the inner side surfaces of the cube. In terms
of the interaction of the parts with each other, this isnoticeable in both pictures. In picture (A), there is a
repetition of the pyramid inside the cube inside, as well as a repetition in the upper pyramidal shape, especially
at the line of their convergence. In picture (A), the reflection of the environment surrounding the work on the lower cube and the upper
hierarchical shape are remarkably noticeable. Furthermore,as it is clear in picture (B),a reflection related to its
appearance in the structural organization of the work is observed on the hierarchical shape inside the cube, and
the upper shape with the presence of repetitions of those images on the inner side surfaces of the cube. In terms
of the interaction of the parts with each other, this isnoticeable in both pictures. In picture (A), there is a
repetition of the pyramid inside the cube inside, as well as a repetition in the upper pyramidal shape, especially
at the line of their convergence. g
This is intensely apparent in picture (B) inside the cube, where the distortions and hesitations in the images of
the environment are noticed. This is the result of the interaction of the surfaces of the upper hierarchical shape
with the surfaces of the pyramid inside the cube, due to the transparency of the separating part between them,
which gave an opportunity for interaction and the emergence of repetitions and distortions in the perceived
shape images. This is obviously perceived in the clear difference between the two images (A) and (B), which
results from changing the perceptual angle. It could be concluded and deduced that the difference in the images
that perceive the shape with different angles contributes to the achievement of the dynamic shape in its vision.
Seventh Work: The figure is
constructed in accordance to a geometrical mathematical system in such a way that achieves both symmetry and
equilibrium between its components. In picture (A), the reflections of environmental shapes and colors on the 132 figure are represented in the green color in itsvariant degrees. The reflections are also evident in the base, which
is in the form of a rectangle, composed of mirrors divided into square parts. Picture (A) represents the reflections of the work parts on each other in their meeting places, which gives it an
extension and an illusion of depth and repetition. This is noticed in the reflection of the base on the bottom of
the figure, which removes the separation between them and makes it an integrated unit. This is further achieved
by the extension of the lines of the figure and by their reflection on the base.As the angles of vision varied,the
angles of reflection willconsequently change, causing a change in the relationships between the elements, in
terms of their perception of the viewer, thus achieving the interaction and dynamism of the figure.
Eighth Work:
Eighth Work:
Pic. (A) Pic. (B)
Materials: Reflective ball + glass mirrors + glass cube. Dimensions: 30 x 30 x 57 cm
The work consists of a cube of glass mirrors open from the front and the upper face of it is transparent gla
Eighth Work:
Pic. (A) Pic. (B)
Materials: Reflective ball + glass mirrors + glass cube. Dimensions: 30 x 30 x 57 cm
The work consists of a cube of glass mirrors open from the front, and the upper face of it is transparent glass. A
pyramidal shape of glass mirrors has been placed inside it. The second part of the work is a pyramidal shape of
glass mirrors interspersed with a lower void with a reflecting ball. In picture (A), the reflection of the environment surrounding the work on the lower cube and the upper
hierarchical shape are remarkably noticeable. Furthermore,as it is clear in picture (B),a reflection related to its
appearance in the structural organization of the work is observed on the hierarchical shape inside the cube, and
the upper shape with the presence of repetitions of those images on the inner side surfaces of the cube. In terms
of the interaction of the parts with each other, this isnoticeable in both pictures. In picture (A), there is a
repetition of the pyramid inside the cube inside, as well as a repetition in the upper pyramidal shape, especially Pic. (B)
Materials: Reflective ball + glass mirrors + glass cube. Pic. (A) Pic. (B)
Materials: Reflective ball + glass mirrors + glass cube. The work consists of a cube of glass mirrors open from the front, and the upper face of it is transparent glass. A
pyramidal shape of glass mirrors has been placed inside it. The second part of the work is a pyramidal shape of
glass mirrors interspersed with a lower void with a reflecting ball. The work consists of a cube of glass mirrors open from the front, and the upper face of it is transparent glass. A
pyramidal shape of glass mirrors has been placed inside it. The second part of the work is a pyramidal shape of
glass mirrors interspersed with a lower void with a reflecting ball. In picture (A), the reflection of the environment surrounding the work on the lower cube and the upper
hierarchical shape are remarkably noticeable.
Ninth Work:
Ninth Work: 133 Pic. (A) Pic. (B) Pic. (B) The work consists of several parallelograms of rectangles, covered with a material (with a reflective surface, and
the other surface is a “reflective sticker”), and they were assembled in an aesthetic form, according to an
appropriate mathematical organization. A furthertriangle wrapped with the same material was added to the
figure, and the figure was placed on a base of glass mirrors resting on a silver ball, so that it is given an aesthetic
composition resulting from the reflection on the base. p
g
Picture (A)was taken from above, which means that it has a horizontal projection and the base, and the shape
reflect the color of the sky. Furthermore, parts of the figure (according to the angles of their reflections) have
reflected parts of the environment that formed pictures of different appearances, characteristics and colors on the
parts of the figure. It is noticeablethat the triangular part has the effect of the soft texture on the reflection, and
the clarity of the image reflected on it. In the other image (B), the reflection of the shape on the base has led to the realization of a new composition
that differs in its appearance and aesthetic value from image (A). This is seen in an extension and repetition of
the components of the shape in the illusory spatial depth in the base. It is also noticeable the reflection of the
environment on the base and the merging of its images with the form, which leads to the realization of the type
of interaction between the elements of the artwork itself and the perceiver.
Tenth Work:
Pic. (A) Pic. (B)
Materials: stainless steel + reflective balls + glass mirrors. Dimensions: 50 x 50 x 52 cm Pic. (B) Pic. (A) Materials: stainless steel + reflective balls + glass mirrors. Dimensions: 50 x 50 x 52 cm The work consists of several parts. The main part is in the form of an inverted pyramidal formation, permeated
from the top by a void in the middle, in which a cube of coated plastic (with a reflective sticker) is placed, and it
is based on one of its corners, and the upper corner holds a small silver ball.
Ninth Work: As for the lower part, with
comparison to the upper balls, relatively larger silver balls were placed, and the work was fixed on a base of
glass mirrors divided into four parts. As for picture (A), the reflection of the environment on the upper part of the figure, and on parts of the base are
observed.As part of the base is reflected on the figure, the appearance of the surface in its perceived imagehas
varied, which is also clearly realizedseen in picture (B). In picture (B), the reflective surfaces of the main part of the shape are filled with green, which is the color of the
surrounding environment. It is also noticed that the reflection of the parts on each other in the places where they
meet, and the reflection of the shape with its reflective balls on the base, have contributed to more depth,
repetition, intensification and overlap in the images perceived by the figure.Changes in some parts of the base in
terms of color, due to the reflection of other forms of the environment on it other than the green color are also
noticeable. Thus, by comparing the two pictures (A) and (B), and analyzing them technically, it can be noted the extent of
the change in the form, and the extent of its interaction with the environment. Likewise, the viewer who is part
of the environment, and the extent to which the parts of the work interact with each other, and the existence of
new relationships, all of which arise through changing the viewing angles, and depending on the reflective
materials, thus, achieving the dynamic vision of the form.
Eleventh Work : Twelfth Work:
Eleventh Work : Twelfth Work: 134
Thirteenth Work:
Thirteenth Work: Research Results • The mathematical organization is an important factor that must be taken into consideration when performing
stereoscopic works of art based on scientific mathematical laws. • The stereoscopic artwork executed with reflective surfaces does not end once its implementation is completed,
as it is prepared to be completed in a changing manner in all its scenes, or when the place (environment)
changes, or any stimulus appears in the environment that contributes novelty to the work through its reflection. • The mathematical organization is an important factor that must be taken into consideration when performing
stereoscopic works of art based on scientific mathematical laws. p
p
Research problem: The problem is summarized in the following question: - Is it possible to enrich the interactive relationship of the sculptural form with each of its environment, the
recipient, and the work parts among themselves through the use of light-reflecting surfaces as one of the
interactive materials? Research Results Through the above presentation and analysis of the artworks, the findings could be concluded in thefollowing:
• The surfaces of the stereoscopic figure executed with reflective surfaces interact with the environment through
the reflection of images from the environment, and the presence of interference and repetition of these images,
as well as the presence of distortion in the images. Through the above presentation and analysis of the artworks, the findings could be concluded in thefollowing:
• The surfaces of the stereoscopic figure executed with reflective surfaces interact with the environment through
the reflection of images from the environment, and the presence of interference and repetition of these images,
as well as the presence of distortion in the images. p
g
• The surfaces of the stereoscopic figure executed with reflective surfaces interact with the viewer in being part
of the environment surrounding the work, when it is in the environmental space reflected on the figure. p
g
• The surfaces of the stereoscopic figure executed with reflective surfaces interact with the viewer in being part
of the environment surrounding the work, when it is in the environmental space reflected on the figure. g
p
g
• The parts of the stereoscopic figure executed on the reflective surfaces interact with each other, which gives a
diversity in the perceptual images of the figure, and new relationships between those parts also arise. • The parts of the stereoscopic figure executed on the reflective surfaces interact with each other, which gives a
diversity in the perceptual images of the figure, and new relationships between those parts also arise. y
p
p
g
g
p
p
Achieving perceptual paradoxes among the viewer, because of the differences in perceptual images of the
form executed on reflective surfaces, and their diversity in different viewing angles.
Achieving perceptual paradoxes among the viewer, because of the differences in perceptual images of the
form executed on reflective surfaces, and their diversity in different viewing angles. • The stereoscopic artwork executed with reflective surfaces does not end once its implementation is completed,
as it is prepared to be completed in a changing manner in all its scenes, or when the place (environment)
changes, or any stimulus appears in the environment that contributes novelty to the work through its reflection. Refrences Refrences
Adel, Rahman: "A View in the Light" Published Researd The Artist union Gallery, Cairo, Opera House.2005. Ehab Ahmed Abdel Reda: “Artistic trends in the formation of postmodernism”, published research, Academic Adel, Rahman: "A View in the Light" Published Researd The Artist union Gallery, Cairo, Opera House.2005. Ehab Ahmed Abdel Reda: “Artistic trends in the formation of postmodernism”, published research, Academic Rahman: "A View in the Light" Published Researd The Artist union Gallery, Cairo, Opera House.2005. Ahmed Abdel Reda: “Artistic trends in the formation of postmodernism” published research Academ Adel, Rahman: A View in the Light Published Researd The Artist union Gallery, Cairo, Opera House.2005. Ehab Ahmed Abdel Reda: “Artistic trends in the formation of postmodernism”, published research, Academic
J
l C ll
f Fi
A
U i
i
f B
hd d ISSUE 72 2015 g
y
p
Ehab Ahmed Abdel Reda: “Artistic trends in the formation of postmodernism”, published research, Academic
Journal, College of Fine Arts, University of Baghdad, ISSUE 72, 2015. Ezz El-Din Ismail: "Art and Man", Dar Al-Qalam, Beirut, 1974. Ezz El-Din Ismail: "Art and Man", Dar Al-Qalam, Beirut, 1974. Ezz El-Din Ismail: "Art and Man", Dar Al-Qalam, Beirut, 1974. Kelly James: " the sculptural idea" , Burgess Publishing Company ,2004. Kelly James: " the sculptural idea" , Burgess Publishing Company ,2004. Naim Attia: "Modern Art is an attempt towards Comprehension", Iqra series, Dar Al Maaref, Cairo, 199 Shaker Abdel Hamid: " Visual Arts and the Genius of Perception", Egyptian General Authority for Book -
Cairo, 2002. Zakaria Ibrahim: "Studies in Contemporary Philosophy", Part 1, Nasr Library, Cairo, 1998. G. L. Lidl: "Material Science", Journal of Science, June, Volume 4, Number 6, Kuwait. -Abdel Fattah Riad: "Training in Plastic Arts", A Study in the Psychology of Vision and its Role in Arousing
Aesthetic Feelings, Dar Al-Nahda Al-Arabia, Cairo 2000. -Abdul Mohsen Saleh: "Energy: its nature, forms, sources", the world of thought, Part 5, No. 2, Ministry of
Information, Kuwait 1974. ra Hami Matar: "On Values and Reason in Philosophy and Civilization", Ain for Human and Soci
Studies and Research, Cairo-2016. Studies and Research, Cairo-2016. -Amy Dempsey , stles , schools , and movement (an encyclopedic guide to modern art ) ,Thames & Hudson ,
London 2002 y Dempsey , stles , schools , and movement (an encyclopedic guide to modern art ) ,Thames & Hudson
London , 2002.
Research aims : - Finding an interactive relationship between the sculptural form and its environment. - Enriching the interactive relationship between the sculptural work and the recipient using reflective surfaces in
its construction. - Enriching the interactive relationship between the sculptural work and the recipient using reflective surfaces in
its construction. 135 - Enriching the relationships of work parts and changing them using reflective surfaces in building the sculptural
figure. - Enriching the relationships of work parts and changing them using reflective surfaces in building the sculptural
figure. The researcher assumes that: The researcher assumes that: The researcher assumes that:
- The use of reflective surfaces in building the sculptural figure enriches its interactive relationship with its
environment. - The use of reflective surfaces in building the sculptural figure enriches its interactive relationship with its
environment. - The use of reflective surfaces in building the sculptural figure enriches its interactive relationship with the
recipient. p
- The use of reflective surfaces in building the sculptural figure enriches the interactive relationships between its
parts. The following results were also obtained:
The surfaces of the stereoscopic figure executed with reflective surfaces interact with the environment
through the reflection of images from the environment, and the presence of interference and repetition of
these images, as well as the presence of distortion in the images. • The surfaces of the stereoscopic figure executed with reflective surfaces interact with the viewer in being part
of the environment surrounding the work, when it is in the environmental space reflected on the figure. • The parts of the stereoscopic figure executed on the reflective surfaces interact with each other, which gives a
diversity in the perceptual images of the figure, and new relationships between those parts also arise. p
p
g
diversity in the perceptual images of the figure, and new relationships between those parts also arise. y
p
p
g
g
,
p
p
• Achieving perceptual paradoxes among the viewer, because of the differences in perceptual images of the form
executed on reflective surfaces, and their diversity in different viewing angles.
The stereoscopic artwork executed with reflective surfaces does not end once its implementation is
completed, as it is prepared to be completed in a changing manner in all its scenes, or when the place
(environment) changes, or any stimulus appears in the environment that contributes novelty to the work
through its reflection. g
• The mathematical organization is an important factor that must be taken into consideration when performing
stereoscopic works of art based on scientific mathematical laws. "The authors would like to thank the Deanship of Scientific Research at Umm Al-Qura University for
supporting this work by Grant Code:(22UQU4330151DSR01)"
Research Hypotheses:
Research Hypotheses: Refrences -Anwar Ali Alwan Abbas, Diaa Hammoud Muhammad Al-Aaraji: "The Aesthetics of Color and Movement in
Visual Art", University of Babylon - Faculty of Fine Arts, University of Babylon Journal of Human
Sciences Volume 20, Issue 9, 2013 -Dalia Fouad Mahmoud ATTIA: "The Role Of Design in Maximizing the Benefit Of the Optical Illusion Art In
the Field Of InteriorDesign", Internation Journal Of Designand Fashion Studies, Volume 3, Issue 2, 2020,
6 – 8 -Ghada Mahmoud Ibrahim Auf, "The Evolution of Visual Deception to Keep Up with the Global Development",
Journal of Architecture and Arts, Eleventh Issue, Part Two, 2012. -Irwin : " Perceiving on integrated visual word": In D.E. meyer& S. Kornblum (Eds.)Attention and performance
XIV: Synergies in experimental psychology, artificial intelligence, and cognitive neuroscience Cambridge,
MA: MIT Press.1993. 136 -Naglaa Saad Zaghloul Jaber:"The Importance of Perception in the Art of Visual Deception and Its Causes", The
Fourth International Scientific Conference of the Faculty of Arts, Zaitouna University, Jordan, 2014. -Naglaa Saad Zaghloul Jaber:"The Importance of Perception in the Art of Visual Deception and Its Causes", The
Fourth International Scientific Conference of the Faculty of Arts, Zaitouna University, Jordan, 2014. -Najm Eid Haidar: "Aesthetics, its Prospects and Development", Second Edition, University of Baghdad 2001. -Steven M.Lavalle: "Virtual Reality",University of Illinois ,Cambridge university press ,2017. -Subhi Ahmed Al-Dulaimi, Mona Ali Duaij Al-Kinani: "Renewable Energy: Concept - Sources - Importance"
Ibsar Publishers and Distributors, Amman, Jordan, 2022. -Yang, Yee-soo; Kim, Sung-yoen:"The Formativeness Expression of Space Expansion using Optical Illusion on
Optical Fiber", Journal of Korea Design Forum, P: 91-104, 2017. Author Information
Prof. Wael Fathy Ibrahim Mohamed
Advisor to the Deanship of Development and Quality
at Umm Al-Qura University
AndProfessor of Sculpture, Faculty of Specific
Education - Fayoum University -Najm Eid Haidar: "Aesthetics, its Prospects and Development", Second Edition, University of Baghdad 2001. y
y
g
y p
-Subhi Ahmed Al-Dulaimi, Mona Ali Duaij Al-Kinani: "Renewable Energy: Concept - Sources - Importance"
Ibsar Publishers and Distributors, Amman, Jordan, 2022. g, Yee-soo; Kim, Sung-yoen:"The Formativeness Expression of Space Expansion using Optical Illusion o
Optical Fiber", Journal of Korea Design Forum, P: 91-104, 2017. Author Information Prof. Wael Fathy Ibrahim Mohamed
Advisor to the Deanship of Development and Quality
at Umm Al-Qura University
AndProfessor of Sculpture, Faculty of Specific
Education - Fayoum University
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https://zenodo.org/records/7664659/files/Postolachi.pdf
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Strengthening the Professional Identity of Primary School Teachers through Effective Time Management
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Zenodo (CERN European Organization for Nuclear Research)
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cc-by
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EX CATHEDRA EX CATHEDRA Strengthening the Professional
Identity of Primary School
Teachers through Effective
Time Management Iulia POSTOLACHI Iulia POSTOLACHI asist. univ., Universitatea Alecu Russo din Bălți
Abstract: The article outlines the professional identity
of primary school teachers, which is a component of artistic
excellence that involves performance in the career field of pro
fessionalization. Values of the axiological system of professional identity are addressed and emphasis is placed on the examination
of social awareness and time management – a factor that contributes to the personal development of teachers, high achievement,
personal satisfaction, and fulfilment, implying compliance with methodological principles in the valorisation of time. The concept
of time management comprises a number of definitions that describe a system of activities, processes, and resources that we use
to make effective use of our time. Time management is a way of living and working, in which we manage our own time efficiently. Keywords: professional identity, artistic excellence, teachers, primary education, artistic transposition, social resonance,
time management. Rezumat: Articolul prezintă descrierea identității profesionale a cadrelor didactice din învățământul primar, aceasta
fiind o componentă a excelenței artistice ce presupune performarea în cariera domeniului de profesionalizare. Textul vizează
unele valori ale sistemului axiologic al identității profesionale. Accentul se pune pe examinarea rezonanței sociale și gesti
onarea corectă a timpului, factor ce contribuie la dezvoltarea personală a cadrelor didactice, la atingerea celor mai înalte
scopuri, la satisfacția și împlinirea personală și presupune respectarea principiilor metodologice în valorificarea timpului. Conceptul de gestionare a timpului cuprinde o serie de definiții care descriu un sistem de activități, procese şi resurse pe
care le folosim pentru a utiliza în mod eficient timpul propriu. Managementul timpului este un mod de viață și de muncă,
prin care ne folosim propriul timp într-un mod eficient. Cuvinte-cheie: identitate profesională, excelență artistică, cadre didactice, învățământ primar, transpunere artistică,
rezonanță socială, gestionarea timpului. Professional identification in primary education has an emotional impact on teachers, signifying a more effec
tive approach to the educational process. The term identity encompasses principles, values, knowledge and skills
woven into integrity [12, p. Iulia POSTOLACHI 194].f Therefore, professional identity is all about the effective conduct of the teaching process, namely:
• use of the curriculum and the methodological guidelines to implement the modular curriculum; Therefore, professional identity is all about the effective conduct of the teaching process, name Therefore, professional identity is all about the effective conduct of the teaching process, namely:
• use of the curriculum and the methodological guidelines to implement the modular curriculum;
th d
l
t f l
t
j
t
d
l t d t
hi
t i l Therefore, professional identity is all about the effective conduct of the teaching process, namely:
• use of the curriculum and the methodological guidelines to implement the modular curriculum; • the development of long-term projects and related teaching materials; • the development of long-term projects and related teaching materials; ABORDAREA CRITICĂ A LIBERTĂȚII DE EXPRIMARE A PROFESORILOR ÎN CLASĂ 11 EX CATHEDRA • active-participatory, learner-centered learning; i • active-participatory, learner-centered learning; i • active-participatory, learner-centered learning; i or friends. In this example, resonance is determined by
both similarity and complementarity, with causes on both
the conscious and unconscious levels [2]. • identification of opportunities to make the edu
cational process more efficient; [ ]
Time constitutes a very valuable resource in edu
cational context. Its limited, irreversible, irrevocable,
non-transferable nature gives it uniqueness and value. Time, in turn, gives value to activity, i.e. good management
of this resource enables efficient activity. The author who
laid the foundations of scientific management, F. Taylor,
postulated the principle of strict time recording and work
norming, taking a huge step towards increasing efficiency
in the organization [3]. At present, management means the
efficient and effective running of an activity. From this
perspective, the teacher, as a classroom manager, must
know how to manage time resources efficiently in relation
to the present needs. Performance-oriented teachers know
that time is measurable and continuous, and time manage
ment is a priority for the success of an organization. Time,
as a key resource, is extremely important not only at an
individual level but also at an organizational level. Iulia POSTOLACHI Modern
teachers, as a rule, depend directly on the efficiency of
their use of time, which has also led to the specification
of management on this dimension – time management,
which, in current management thinking, is precisely about
optimizing the design and planning of teaching activity,
focusing on setting objectives, planning, and setting edu
cational priorities. Identifying this dimensionality of time
in classroom managerial activity is very important, as it
highlights the notion of rational and efficient use of time
to achieve the desired results [4, p. 286]. • constructive communication and networking in
the social and teaching environment; the social and teaching environment; • monitoring one’s own learning and training
process [8, p. 78]. Figure 1 renders the values of the professional iden
tity of artistic excellence of primary school teachers: Figure 1 renders the values of the professional iden
tity of artistic excellence of primary school teachers: Figure 1. A graphic representation of professional
identity
Social resonance and
time management
Professional inte
grity and efficiency
Artistic transposition
and sense of humor
Professional
identity Social resonance and
time management Professional inte
grity and efficiency Artistic transposition
and sense of humor Professional
identity Figure 1. A graphic representation of professional
identity Scientific concerns about artistic transposition and
sense of humor are gaining momentum in the system of
language and literature education objectives, resulting
in the development of strategies in this direction. They
are aimed at: Time management is a personal process of planning,
anticipating, and reacting in a planned, predictive, effecti
ve, and efficient manner (as defined by P. R. Godin), based
on three pillars: planning, organizing, and controlling time
[1]. The concept of educational/teaching planning may be
delimited according to the temporal and spatial resources
specifically provided for the achievement of socially and
individually determined pedagogical goals. Organization
is a prerequisite for time efficiency. Well-planned and we
ll-organized activities are enhanced by positive thinking/a
positive attitude and communication. • establishing the values of the mother tongue,
national literature, universal literature, and the
ethnic groups concerned; f • attitudinal, affective integration into national and
European value systems; • the development of personal values; • training in the ability to receive and produce values; • education in the spirit of national pride and
fundamental civic obligations [7, p. 4]. The examination of social resonance and time
management is felt differently by each individual. STRENGTHENING THE PROFESSIONAL IDENTITY OF PRIMARY SCHOOL
TEACHERS THROUGH EFFECTIVE TIME MANAGEMENT Iulia POSTOLACHI For
example, a song may give pleasure to one person and
displeasure to another. Control is a key pillar in time management. Therefore,
the basic paradigm of the third generation is about control
based on the principles we establish. This is why institu
tionalized time management is dependent on the educa
tional curriculum, especially a curriculum that propels
the school into the future and is based on the conceptual
component, which generalizes between the coordinates
of (1) a new educational ideal – the formation of a free,
creative, autonomous and open personality, (2) changes
in society – the transition to a democratic, computerized
society, and (3) new pedagogical trends – the transition
to a competence-centered design. On the other hand, this
didactic design must aim to place education in the perspec The phenomenon of resonance is much more com
plex when it occurs in the process of social interaction,
and its explanation becomes much more elusive. As
an example, the following situation may be envisaged:
subject A interacts with subject B; both subjects were
frustrated in their childhood by the joy of receiving
gifts; nowadays, subject A feels great pleasure when he
has the opportunity and the possibility to bring joy to
his loved ones by giving them gifts, and subject B feels
fulfilled and at peace when he receives gifts from family STRENGTHENING THE PROFESSIONAL IDENTITY OF PRIMARY SCHOOL
TEACHERS THROUGH EFFECTIVE TIME MANAGEMENT 12 EX CATHEDRA tive of (1) lifelong learning, (2) interdisciplinarity and (3)
competency-based curriculum as a concept and model for
designing and implementing learning [4, p. 290]. from the term ‘control’. We should admit that the need
to control time depends on the perception of how each
individual uses their time. In general, rigorous time
control allows for highlighting: Time is a resource that cannot be stored, and how we
use it influences our success, health, and happiness. The
more organized we are, the less stressed we are, and the
better our health will be. At the same time, not managing
our time properly puts our health at risk. • the proportion of time allocated/used for each task;
• satisfactory actions within a given time frame; • problems encountered; • knowledge acquired; Correct time management will contribute to the per
sonal development of teachers, the achievement of their
highest goals, personal satisfaction, and fulfillment [10,
p. 64]. • results obtained etc. • results obtained etc. Time management problems can be solved by imple
menting timing techniques. The classical time management
techniques are: management by objectives, spreadsheets,
SWOT analysis, Gantt charts, mind maps, and evaluation
of meetings. Much more up-to-date and efficient, but
requiring investment, is specific software that allows to
adapt the working style to Western standards [5, p. 189]. At academic year level, time management highli
ghts the distribution and sequencing of time devoted to
strictly didactic activities, assessment and examination,
holidays etc. The valorization of pedagogical time
implies compliance with the following methodological
principles applicable to all the variables involved: We need to plan very carefully and rigorously: • which tasks we want to accomplish; • what is the order of priorities; • how long it is going to take us to achieve them;
• how our short-term goals relate to our medium-
and long-term objectives and planned outcomes; p
p
g
g
principles applicable to all the variables involved: • the distribution of the time reserved for each
subject, according to the competences adopted
in the school curriculum; and long-term objectives and planned outcomes;
• resistance to disruptive events and time-wasting
tendencies; • the means by which we monitor the achievement
of tasks and how we have planned our work. • breaking down the subject matter into teaching
units that can be related to time units; • alternating school activities with predominantly
intellectual objectives with activities with mainly
moral, technological, aesthetic, and psychophy
sical objectives, and formal and non-formal
training activities; Time management is actually self-management. Thus, employing the skills one possesses in order to
better plan tasks at work and to delegate responsibilities
more effectively is the key to optimal time management
[5, p. 186]. Time management/timing has many advan
tages for teacher managers. It encourages them: • the school timetable should be tailored to the
pupils’ real interests and possibilities, based on
the specific circumstances of the school and the
subjects studied: faculty council, extracurricular
activities, peer lessons etc. Iulia POSTOLACHI Of course, for efficient time management, one
must take into account the set priorities, objectives, and
plans, how to implement and assess them etc. Efficient
time management is achieved not by solving tasks ran
domly or in the order they appear, but by relating them
to objectives and priorities. • results obtained etc. • to achieve the desired goal; • to set priorities; • to obtain an overview of the tasks to be accom
plished; The concept of time management has been imposed
as a process of planning and controlling the time used
for specific activities, in particular in order to increase
its effectiveness, efficiency, and productivity, which
may only be achieved through proper organization of
educational time – a sequence of social time specialized
in preparing persons to enter learning or dedicated to
their training in a profession, the formation of socially
prescribed behaviors, or the acquisition of specific infor
mation. Educational time is the period during which the
subjects undergo a training program (directly or indirectly,
explicitly or implicitly) at the level of such institutions as
family, school, or cultural institutions [9, p. 46]. • to communicate better; • to achieve more results per unit of time; REFERINȚE BIBLIOGRAFICE: 1. Baciu S. Paradigma managementului calității
în instituțiile de învățământ superior. Chișinău:
ASEM, 2014. 1. Baciu S. Paradigma managementului calității
în instituțiile de învățământ superior. Chișinău:
ASEM, 2014. 2. Birău C. Mecanisme psihologice implicate în re
zonanţa afectivă interindividuală. Pe: https://www. armyacademy.ro/reviste/1_2005/a11.pdf (Accesat
la 15.01.2023). 3. Hawking S. W. Scurtă istorie a timpului. Bucureşti:
Humanitas, 2015. 4. Melnic N. Timpul – resursă-cheie în educaţie. În: In
stitutul de Ştiințe ale Educației: ascensiune, perfor
manțe, personalități. 10 decembrie 2021. Chişinău:
Print Caro, 2021, pp. 286-292. The ability to organize and manage time influences a
person’s professional success by highlighting their time
management pillars: planning, organizing, and controlling
time. Identifying time management processes involves:i time. Identifying time management processes involves:i • defining project activities and determining their
sequence, their technological and organizational
constraints; 5. Melnic N. Principii, metode şi tehnici de manage
ment eficient al timpului educaţional. În: Dezvol
tarea Armatei Naţionale în contextul aprofundării
reformelor democratice. Materialele conferinţei cu
participare internaţională, 1 martie 2017. Chişinău:
Notograf Prim SRL, 2017, pp. 185-193i • estimating the duration of the activities, which can
be done in a deterministic or probabilistic way; • the drawing up of the project execution schedule,
using classical or modern scheduling methods,
depending on complexity; 6. Melnic N. Semnificaţiile timpului în educaţie şi în
dezvoltarea umană. În: Univers Pedagogic, nr. 3
(51), 2016, pp. 33-37.i • monitoring and updating the schedule as it is
being fulfilled, which includes measuring and
reporting progress in schedule execution and re
source use, taking corrective action, and updating
and adjusting the schedule [11, p. 277]. 7. Pogolșa L. Eficientizarea învățământului – vector
al politicilor educaționale moderne. În: Efici
entizarea învăţământului – vector al politicilor
educaţionale moderne. Conferinţă ştiinţifică in
ternaţională, partea I, 11-12 decembrie 2014. Chişinău: Cavaioli, 2014, pp. 3-15. There are no “recipes” for time management, but
there are methods (prioritization, organization, and
planning), techniques (setting targets/objectives); set
ting organizational/institutional goals; identifying key
areas; formulating tasks; setting priorities and tools
(SMART model, benchmarking, ABC schemes, diaries,
calendars, organizers etc.) for personalizing one’s own
time management [11, p. 278]. In order to acquire time
management skills, teachers must adopt tools and tech
niques that characterize them and suit their personality,
lifestyle and professional activity [11, p. 280]. 8. Proțiuc S. Rolul proiectelor educaționale în
dezvoltarea instituției de învăţământ profesional
tehnic. În: Univers Pedagogic, nr. 1 (57), 2018,
pp. 76-84. 9. Reaboi-Petrachi V. Didactica Pro..., nr.1 (137) anul 2023 • to delegate tasks; • to maintain a work-life balance; • to develop their creativity; fi • to overcome difficulties and to better adapt to
change; • to contribute to an improvement in the quality of
life of all students in the classroom [5, p. 188]. In this respect, time control and planning are cru
cial. In the field of time management, control consists
of measuring the progress or results of tasks carried
out, in a given period, in order to identify dysfunctions
and correct them. Time control has two purposes: to
measure the activities being carried out and to adjust
them in line with fluctuations in the variables involved,
a psychological purpose linked to the fear that stems When referring to time management, we mostly think
about professional activity and less about what we do with
the rest of our time. But some techniques that are learned
for work can also be successfully applied to private life. STRENGTHENING THE PROFESSIONAL IDENTITY OF PRIMARY SCHOOL
TEACHERS THROUGH EFFECTIVE TIME MANAGEMENT 13 EX CATHEDRA There are strategies we can learn in order to manage
our time more successfully. Although the idea of time
management has been around for more than 100 years,
the term time management did not come into general use
until the 1970s, and it was not until the early 1980s that
people began to think of time as a means (resource) that
can be managed. Time management is the ability to decide
what is important in our lives. A large number of speci
alists (business and personal coaches) are increasingly
promoting and studying the issue of time management
as an essential resource in increasing productivity and
success in both work and private life. A person with good
time management is able to accomplish more tasks in less
time, while being more relaxed and able to strike a balance
between personal and professional life. l time into an ally, is to learn to manage it properly, to
learn to set our priorities, to plan carefully the things
we have to accomplish and to try and seize opportu
nities when they arise [6, p. 36]. REFERINȚE BIBLIOGRAFICE: Managementul timpului în teoria
şi practica educaţională. În: Integrare prin cercetare
și inovare. Ştiinţe socioumanistice. Vol. 2, septem
brie 2016. Chișinău: CEP USM, 2016, pp. 46-49. 10. Ștefăneț D. Managementul timpului – instrument
de organizare și eficientizare. Pe: https://ibn.idsi. md/sites/default/files/imag_file/64-69_13.pdf. In conclusion: We should point out that today,
when there is a lot of talk of educational reform, the
time dimension can be an essential benchmark for
achieving quality education, in line with the requi
rements of the present day, but above all with those
of the future and in light of the past. Identifying the
dimension of time is highly commendable, as it hi
ghlights the notion of efficiency, so as to answer the
question of what is being offered to education in the
past, the present and the future, and what is the value
of this offer. The only thing we can do, in order to turn 11. Tarnovschi A. Gestionarea timpului – resursă psi
hologică în activitatea profesională a cadrelor di
dactice. În: Profesionalizarea cadrelor didactice:
tendințe și realități sociopsihopedagogice, 14 mai
2021. Chişinău, 2021, pp. 277-280. 12. Tolstaia S. Identitatea profesională a psihologu
lui narativ. În: Studia Universitatis Moldaviae,
nr. 5 (85), Seria Științe ale educației, 2015, pp. 194-196. STRENGTHENING THE PROFESSIONAL IDENTITY OF PRIMARY SCHOOL
TEACHERS THROUGH EFFECTIVE TIME MANAGEMENT 14
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Designer Leptin Receptor Antagonist Allo-aca Inhibits VEGF Effects in Ophthalmic Neoangiogenesis Models
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Frontiers in molecular biosciences
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cc-by
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ORIGINAL RESEARCH
published: 13 October 2016
doi: 10.3389/fmolb.2016.00067 Designer Leptin Receptor Antagonist
Allo-aca Inhibits VEGF Effects in
Ophthalmic Neoangiogenesis Models
Roberta Coroniti 1, Rafal Farjo 2, Didier J. Nuno 2, Laszlo Otvos 3, Laura Scolaro 1 and
Eva Surmacz 1* 1 Sbarro Institute for Cancer Research and Molecular Medicine, Temple University, Philadelphia, PA, USA, 2 Department of
Biology, Temple University, Philadelphia, PA, USA, 3 EyeCRO, Oklahoma, OK, USA Experimental and clinical data suggest that pro-angiogenic, pro-inflammatory and
mitogenic cytokine leptin can be implicated in ocular neovascularization and other eye
pathologies. At least in part, leptin action appears to be mediated through functional
interplay with vascular endothelial growth factor (VEGF). VEGF is a potent regulator
of neoangiogenesis and vascular leakage with a proven role in conditions such as
proliferative diabetic retinopathy, age-related macular degeneration and diabetic macular
edema. Accordingly, drugs targeting VEGF are becoming mainstream treatments for
these diseases. The crosstalk between leptin and VEGF has been noted in different
tissues, but its involvement in the development of eye pathologies is unclear. Leptin
is coexpressed with VEGF during ocular neovascularization and can potentiate VEGF
synthesis and angiogenic function. However, whether or not VEGF regulates leptin
expression or signaling has never been studied. Consequently, we addressed this
aspect of leptin/VEGF crosstalk in ocular models, focusing on therapeutic exploration
of underlying mechanisms. Here we show, for the first time, that in retinal (RF/6A)
and corneal (BCE) endothelial cells, VEGF (100 ng/mL, 24 h) stimulated leptin mRNA
synthesis by 70 and 30%, respectively, and protein expression by 56 and 28%,
respectively. In parallel, VEGF induced RF/6A and BCE cell growth by 33 and 20%,
respectively. In addition, VEGF upregulated chemotaxis and chemokinesis in retinal cells
by ∼40%. VEGF-dependent proliferation and migration were significantly reduced in the
presence of the leptin receptor antagonist, Allo-aca, at 100–250 nmol/L concentrations. Furthermore, Allo-aca suppressed VEGF-dependent long-term (24 h), but not acute
(15 min) stimulation of the Akt and ERK1/2 signaling pathways. The efficacy of Allo-aca
was validated in the rat laser-induced choroidal neovascularization model where the
compound (5 µg/eye) significantly reduced pathological vascularization with the efficacy
similar to that of a standard treatment (anti-VEGF antibody, 1 µg/eye). Cumulatively,
our results suggest that chronic exposure to VEGF upregulates leptin expression and
function. As leptin can in turn activate VEGF, the increased abundance of both cytokines
could amplify pro-angiogenic and pro-inflammatory environement in the eye. Thus,
combined therapies targeting ObR and VEGF should be considered in the treatment
of ocular diseases. Edited by:
Ali Tavassoli, Edited by:
Ali Tavassoli,
University of Southampton, UK Reviewed by:
Amaia Rodríguez,
University of Navarra, Spain
David Stec,
University of Mississippi Medical
Center, USA *Correspondence:
Eva Surmacz
surmacz@temple.edu Specialty section:
This article was submitted to
Chemical Biology,
a section of the journal
Frontiers in Molecular Biosciences
Received: 15 August 2016
Accepted: 27 September 2016
Published: 13 October 2016
Citation:
Coroniti R, Farjo R, Nuno DJ, Otvos L,
Scolaro L and Surmacz E (2016)
Designer Leptin Receptor Antagonist Specialty section:
This article was submitted to
Chemical Biology,
a section of the journal
Frontiers in Molecular Biosciences Received: 15 August 2016
Accepted: 27 September 2016
Published: 13 October 2016 Keywords: leptin, ObR antagonist, peptide drug, VEGF, ocular neoangiogenesis INTRODUCTION by ObR antagonist Allo-aca, implicating leptin signaling in the
pathological processes caused by high glucose levels (Parrino
et al., 2014). Leptin, a pluripotentcytokine produced in the adipose tissue, has
been first discovered as a hormone regulating energy balance
and appetite via hypothalamic signals (Wauters et al., 2000;
Scolaro et al., 2010). In addition to its metabolic functions in
the CNS, leptin is known to regulate multiple physiological and
pathological processes, e.g., immune responses, hematopoiesis,
bone remodeling, cardiovascular function, normal and neoplastic
cell growth (Surmacz, 2013; Surmacz and Otvos, 2015; Upadhyay
et al., 2015; Meek and Morton, 2016; Naylor and Petri, 2016). Although adipocytes are the main source of leptin, the hormone
can be produced by different types of cells and in different organs
(Scolaro et al., 2010; Sweeney, 2010; Surmacz, 2013). Adding to the bulk of experimental data, some recent clinical
reports suggest that leptin can be involved in eye pathologies. For instance, in patients with proliferative diabetic retinopathy
(PDR) or retinal detachment (RD), intravitreous leptin levels
were significantly elevated compared with that in patients with
other ocular diseases (Gariano et al., 2000; Kovacs et al., 2015). In addition, the study suggested that locally produced leptin, not
simply leptin derived from circulation, could be involved in the
pathogenesis of PDR and RD (Gariano et al., 2000). Similarly,
a small study confirmed higher vitreous leptin levels in PDR
relative to other retinopathies (Maberley et al., 2006). Whether
leptin is causally related to the progression of DR is still under
investigation. This study focuses on the angiogenic function of leptin
and its involvement in ocular neovascularization. The leptin
receptor (ObR) is expressed in vascular endothelial cells and
studies in vitro demonstrated that leptin can induce angiogenic
differentiation as well as proliferation and migration of
endothelial cells, including cells of ophthalmic origin (Bouloumié
et al., 1998; Sierra-Honigmann et al., 1998; Cao et al., 2001;
Park et al., 2001; Anagnostoulis et al., 2008; Ferla et al., 2011;
Garonna et al., 2011; Scolaro et al., 2013; Parrino et al., 2014;
Adya et al., 2015). In mouse models, transgenic overexpression
of the leptin gene (ob) potentiated ischemia-induced retinal
neovascularization, while leptin deficiency due to ob inactivation,
significantly reduced ocular angiogenesis, proving again the role
of this cytokine in neovascularization (Suganami et al., 2004). INTRODUCTION Similarly, leptin was not able to induce neovascularization in
corneas of fa/fa Zucker rats that lack functional ObR, underlying
the importance of leptin signaling in this process (Sierra-
Honigmann et al., 1998). An important aspect of leptin’s role in the regulation
of key processes implicated in eye diseases is its functional
connection with vascular endothelial growth factor (VEGF),
a major regulator of neoangiogenesis and vascular leakage
with a proven role in ocular pathologies such as PDR, age-
related macular degeneration (AMD) and diabetic macular
edema (DME) (Miller, 2016). Notably, experimental evidence
suggests that leptin can induce and amplify VEGF expression
and signaling. For instance, in tetrandrine-induced corneal
neovascularization model, leptin is found coexpressed with
VEGF (Sun et al., 2011). In ischemia-induced neovascularization,
leptin can potentiate vessel formation through induction of
VEGF expression (Suganami et al., 2004). In endothelial
HUVEC cells, leptin stimulats angiogenesis simultaneously with
upregulation of VEGF expression (Bouloumié et al., 1998; Sierra-
Honigmann et al., 1998). Furthermore, in HUVEC cells, leptin-
mediated angiogenesis and intracellular signaling through the
p38 MAPK/Akt/COX-2 pathway is partially reduced with a
VEGFR inhibitor, implicating this receptor in leptin response
(Garonna et al., 2011). In syngeneic mammary cancer models,
the inhibition of leptin signaling significantly reduces the levels
of VEGF and its receptor VEGFR2 (Newman and Gonzalez-
Perez, 2014). The codependence of VEGF and leptin expression
has been also noted in ob/ob mice where lack of functional
leptin is associated with increased circulating concentrations of
VEGF-A and leptin replacement normalizes VEGF-A levels in
this model. In addition, leptin regulation of VEGF-A expression
has been demonstrated in obese subjects before and after weight
loss (Gómez-Ambrosi et al., 2010). We have recently demonstrated that leptin is a potent
mitogenic
and
angiogenic
factor
in
retinal
and
corneal
endothelial cells (Scolaro et al., 2013; Parrino et al., 2014). We have described that these leptin functions are associated with
the modulation of the activity or expression of several signaling
molecules involved in proliferation, inflammatory activity
and angiogenesis, including the transcription factor STAT3,
common kinases Ras, ERK1/2 and Akt, pro-inflammatory
mediators and regulators COX2 and NF-κB. Furthermore, we
have found that leptin can upregulate its own mRNA and protein
expression in retinal and corneal cells, suggesting the existence
of leptin autocrine circuits in the eye. Citation: Coroniti R, Farjo R, Nuno DJ, Otvos L,
Scolaro L and Surmacz E (2016)
Designer Leptin Receptor Antagonist
Allo-aca Inhibits VEGF Effects in
Ophthalmic Neoangiogenesis Models. Front. Mol. Biosci. 3:67. doi: 10.3389/fmolb.2016.00067 October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 1 Leptin Antagonist Blocks VEGF Action Coroniti et al. Frontiers in Molecular Biosciences | www.frontiersin.org INTRODUCTION We have validated leptin
involvement in the above processes using a selective and highly
efficacious ObR antagonist Allo-aca, a leptin peptidomimetic
that blocks ObR activation and biological activity at low-mid
nmol//L concentrations in vitro in different cell types (Scolaro
et al., 2013; Parrino et al., 2014). However, whether or not leptin/VEGF crosstalk is a bilateral
relationship, i.e., if VEGF can influence leptin expression and
function, has never been studied. Consequently, this aspect
of leptin/VEGF crosstalk and the potential of therapeutic
exploration of the underlying mechanism is the subject of the
present paper. The mechanisms of leptin expression in the eye are still
under investigation. Previous studies have shown that eye
injury, ischemic or hyperglycemic conditions can increase leptin
expression (Suganami et al., 2004; Sun et al., 2010, 2011). We
have recently reported that hyperglycemia can induce leptin
mRNA and protein expression in retinal endothelial cells and
that this process is associated with increased angiogenesis, cell
growth and migration. These effects can be partially reversed At present, several biologic drugs targeting VEGF and/or its
receptor have been approved for ophthalmology use (van der Giet
et al., 2015; Miller, 2016). However, new treatments, perhaps with
broader therapeutic spectrum, are needed to decrease adverse
effects and/or complement anti-VEGF drugs (Tang and Kern,
2011; Truong et al., 2011; Chen et al., 2013; van der Giet et al., October 2016 | Volume 3 | Article 67 2 Leptin Antagonist Blocks VEGF Action Coroniti et al. β-actin using a TaqMan probe (Life Technologies). The levels of
leptin mRNA relative to β-actin mRNA were determined using a
comparative CT method (Life Technologies). All reactions were
done in triplicate and an average CT value (±SD) for all RNAs
was calculated. The individual experiments were repeated at least
3 times. 2015). In this context, targeting leptin, a known pro-angiogenic
and pro-inflammatory factor whose function is intimately related
to VEGF, could prove provide an attractive targeted therapy for
pathological neovascularization in the eye (Cheung et al., 2010). Transwell Migration Assays The effects of VEGF on chemotactic properties of RF/6A cells
were studied using Transwell inserts (8.0 µm pore size) (Corning,
Tewksbury, MA). The cells (5–6th passage) were plated at
concentrations 5 × 104 cells/well and allowed to migrate through
the membrane for 24 h. Then, non-migrated cells in the upper
chamber were removed and the cells that migrated across the
membranes were stained with Giemsa for 20 min and counted. To test chemotactic effects of VEGF on RF/6A cells, 100 ng/mL
VEGF was added to the lower chamber only. The involvement
of VEGF-dependent chemokinesis was assessed using 100 or
250 nmol/L Allo-aca. Each migration assay was done in triplicate
and repeated at least 3 times and the mean number of migrated
cells ± SD was determined. Proliferation Assay The cells (5–7th passage) were plated in 24-well plates at
concentrations 5–8 × 104 and 1–1.5 × 105 cells/well for RF/6A
and BCE cells, respectively. At semi-confluence, the cells were
shifted to SFM for 24 h and then treated with 50–250 ng/mL
of VEGF for 24 h, without 100–250 nmol/L Allo-aca. All assays
were done in triplicate and repeated 3 times. Cell numbers
were determined by direct counting as describe by us previously
(Scolaro et al., 2013). The percentage decrease/increase in
cell number vs. control SFM was calculated and expressed as
mean ± standard deviation (SD). Cell Lines and Growth Conditions The cellular assays were performed using monkey endothelial
retinal cells (RF/6A) and bovine endothelial corneal cells (BCE). The cells were purchased and cultured as recommended by the
supplier (American Type Culture Collection, Rockville, MD,
USA) and describe by us in detail previously (Scolaro et al.,
2013). Cell culture reagents and media were purchased from
Cellgro (Herndon, VA, USA). Before treatments, the cells were
synchronized in serum-free medium (SFM) containing 10 µM
FeSO4 0.5% bovine serum albumin, 1% FBS, 1% Pen/Strep. We
have shown before that RF/6A and BCE ocular endothelial cell
lines express ObR and respond to leptin with the activation of
various biological functions, i.e., growth, signaling, angiogenesis,
migration (Scolaro et al., 2013; Parrino et al., 2014). Wound-Healing (Scratch) Assay The
ObR
antagonist,
Allo-aca,
a
short
leptin-based
peptidomimetic
(H-alloThr-Glu-Nva-Val-Ala-Leu-Ser-Arg-
Aca-NH2) was used to inhibit ObR signaling and function. The
process of Allo-aca design, development and efficacy in vitro,
including the ophthalmic models, and in vivo has been reported
by us before (Otvos et al., 2011a,b; Scolaro et al., 2013; Parrino
et al., 2014). VEGF (human recombinant, VEGF 165) was
purchased from Gibco Life Technologies (Grand Island, NY). Directional cell migration in vitro was assessed using a wound-
healing assay. Linear scratches (3 per plate) were produced in
100% confluent cultures of RF/6A cells using a 200 µL tip. The
cultures were then shifted to SFM, SFM containing 100 ng/mL
VEGF, or SFM with 100 ng/mL VEGF plus 100–250 nmol/L Allo-
aca for 24 h. Wound dimensions (at least 6 fields/experimental
condition) were recorded with Olympus 1 × 81 phase-contrast
microscope at 2.0x magnification and images were acquired using
Metamorph 7.5 program. The scratch areas were quantified using
the Adobe Acrobat Pro program and the areas expressed in
arbitrary units (AU). Immunofluorescence Leptin protein was detected in RF/6A and BCE cells by
immunofluorescence (IF), as described by us before (Bartella
et al., 2008; Cascio et al., 2008; Scolaro et al., 2013). In short,
1 × 105 cells were plated on glass coverslips in normal growth
medium. After 24 h, the cells were synchronized in SFM for
24 h and then treated either with 100 ng/mL VEGF in the
absence or presence of 100 or 250 nmol/L Allo-aca for 24
h. Next, the cells were washed with PBS, fixed in methanol,
and permeabilized in 0.2 Triton X-100%. Leptin expression was
detected using pAb A-20 (1:25 dilution; 2 h) and goat anti-
rabbit IgG-FITC (1:1000 plus 1.5% blocking goat serum; 1 h). In control experiments, primary Abs were replaced by non-
immune serum. To visualize cell nuclei, the coverslips were
mounted with UltraCruz Mounting Medium containing DAPI
(5 µg/mL of 4′,6-diamidino-2-phenylindole). The expression of
leptin was detected using Olympus 1 × 81 phase-contrast
microscope at 3.2x magnification. The percentage of positive cells
was determined in 10 visual fields. All reagents were purchased
from Santa Cruz Biotechnology (Dallas, TX). Neovascularization (CNV) Assays (
)
y
All animal experiments conformed to the ARVO Statement for
the Use of Animals in Ophthalmic and Vision Research. A 22-day
study was conducted in female 6 week old Brown Norway rats
to determine the antiangiogenic/vascular disrupting effects of the
leptin receptor antagonist, Allo-aca, in a laser induced model
of CNV. The animals were divided into 3 separate treatment
groups of 6 animals per group. On day 1, laser treatments
were performed on all groups using a 520 nmol/L thermal laser
to generate a total of three lesions per eye. On day 3, group
1 received bilateral intravitreal (ivt) injections of the vehicle,
group 2 (positive control) received bilateral ivt injections of an
anti-VEGF antibody (R&D Systems, AF564) at 1 µg/eye, and
group 3 (test) received bilateral intravitreal injections of Allo-
aca at 5 µg/eye. Intravitreal administration of Allo-aca was well
tolerated by the rats and no adverse events were observed. On
Day 22 (3-weeks post-laser treatment), fluorescein angiography
was performed and lesion size area was determined following
hand tracing of the lesions using image analysis software ImageJ. The experiments were performed under animal protocol 11-
156-H approved by the IACUC committee of the University of
Oklahoma Health Sciences Center. VEGF Induces Leptin mRNA and Protein
Expression in Ocular Endothelial Cells.
Allo-aca Reduces These Effects The effects of VEGF on leptin expression were assessed in
ocular endothelial cell models RF/6A and BCE. In both cell
lines, VEGF was tested at 100 ng/mL concentrations for 24 h. The treatment significantly induced leptin mRNA expression in
both cell lines (Table 1). VEGF upregulation of leptin mRNA
was more pronounced in RF/6A cells (∼1.7-fold) vs. BCE cells
(∼1.3-fold). Similarly, exposure to VEGF for 24 h significantly increased
the number of cells with well detectable expression of the leptin
protein. In both cell lines, the level of leptin-positive cells under
SFM conditions was below 1%, while upon VEGF treatment,
56 ± 5% of RF/6A cells and 28 ± 3% of BCE cells displayed leptin
expression (Figure 1). The upregulation of leptin expression in
both cell lines by VEGF was statistically significant. ObR Antagonist Allo-aca Inhibits VEGF
Mitogenic Effects In addition to strong pro-angiogenic activities, VEGF is known
to induce mitogenesis in different endothelial cell models (Lu
et al., 2010). Similarly, leptin can increase cell growth in BCE
and RF/6A cells, as previously demonstrated by us (Scolaro
et al., 2013). Because VEGF increased leptin expression in
these cell models, we speculated that at least part of VEGF
mitogenic action is mediated through the leptin/ObR axis. To
test this hypothesis, we examined if VEGF-mediated growth
could be reduced in the presence of the ObR antagonist,
Allo-aca. TABLE 1 | VEGF induces leptin mRNA expression in BCE and RF6A cells. BCE Leptin mRNA levels
(fold ± SD over SFM)
RF/6A Leptin mRNA Expression
(fold ± SD over SFM)
SFM
1.0
1.0
VEGF
1.3 ± 0.2*
1.7 ± 0.1*
VEGF + Allo-aca
0.9 ± 0.1#
0.6 ± 0.2#
Leptin mRNA levels in cells treated with 100 ng/mL VEGF for 24 h were measured by QRT-
PCR as described in Materials and Methods. Statistically significant differences (p ≤0.05)
vs. SFM are marked with * and vs. VEGF with #. TABLE 1 | VEGF induces leptin mRNA expression in BCE and RF6A cells. BCE Leptin mRNA levels
(fold ± SD over SFM)
RF/6A Leptin mRNA Expression
(fold ± SD over SFM)
SFM
1.0
1.0
VEGF
1.3 ± 0.2*
1.7 ± 0.1*
VEGF + Allo-aca
0.9 ± 0.1#
0.6 ± 0.2#
Leptin mRNA levels in cells treated with 100 ng/mL VEGF for 24 h were measured by QRT-
PCR as described in Materials and Methods. Statistically significant differences (p ≤0.05)
vs. SFM are marked with * and vs. VEGF with #. TABLE 1 | VEGF induces leptin mRNA expression in BCE and RF6A cells. Quantitative Real Time PCR (qRT-PCR) Qua t tat e
ea
e
C
(q
C )
Leptin mRNA was detected by qRT-PCR as described in detail
previously (Scolaro et al., 2013). Briefly, RF/6A and BCE cells
at semi-confluence were placed in SFM for 24 h, pretreated or
not with 250 nmol/L Allo-aca for 1 h, and then treated with 100
ng/mL VEGF for 6 and 24 h. RNA was isolated from cultures
using Trizol Reagent (Life Technologies, Grand Island, NY) and
4 µg of RNA was reverse transcribed using the High-Capacity
cDNA Kit (Life Technologies). The RT products were used to
amplify leptin sequences using TaqMan probes Bt03211909_m1
for bovine leptin (Gene ID: 280836) and Rh02788316_m1 for
monkey leptin (Gene ID: 698728) (Life Technologies). For
normalization, parallel reactions were run on each sample for October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 3 Leptin Antagonist Blocks VEGF Action Coroniti et al. RESULTS g
g
The effects of Allo-aca on VEGF-induced signaling in RF/6A
cells were tested by Western immunoblotting (WB). In brief,
cells were synchronized in SFM for 24 h and then treated with
100 ng/mL VEGF in the presence or absence of 250 nmol/L
Allo-aca for 24 h or were left untreated. Next, total cellular
proteins were obtained and the expression and activation of
signaling molecules was evaluated with specific antibodies (Abs)
as described previously (Scolaro et al., 2013). The following
primary Abs from Cell Signaling Technology (Danvers, MA)
were used: phospho-Akt, Akt Ser473 pAb, 1:500; total Akt,
Akt pAb, 1:1000; phospho-STAT3, STAT3 Tyr705, D3A7 mAb,
1:500; total STAT3, STAT3 79D7 mAb, 1:500; phospho-ERK1/2,
p44/42 mitogen-activated protein kinase (MAPK; ERK1/2) pAb
Thr202/Tyr204, 1:1000; total ERK1/2, p44/42 MAPK pAb,
1:1000. The experiments were repeated at least 3 times. Densitometry Evaluation of Protein
Expression As leptin is known to stimulate its own expression, we probed
if the inhibition of leptin signaling can decrease the above VEGF
effects. To this end, we employed a peptide antagonist of the
leptin receptor, Allo-aca, that has been shown to block leptin
signaling and action in numerous in vitro and in vivo models
(Otvos et al., 2011a,b; Scolaro et al., 2013; Parrino et al., 2014). In the present work, Allo-aca at 250 nmol/L reduced VEGF-
dependent leptin mRNA expression in both cell lines below base
levels (Table 1). Similarly, addition of Allo-aca at 250 nmol/L to
VEGF treatment reduced the number of leptin-positive cells in
RF/6A and BCE cultures by 75 ± 4 and 80 ± 5%, respectively
(Figure 1). The intensity of bands corresponding to studied proteins
was measured in all WB as described before using Image J
program (National Institutes of Health; Scolaro et al., 2013). The modifications in protein expression/phosphorylation were
evaluated as decrease/increase vs. SFM (% ± SD), differences
with p ≤0.05 were considered significant. Allo-aca Inhibits VEGF-Induced
Chemotaxis and Chemokinesis in RF/6A
Retinal Endothelial Cells TABLE 2 | VEGF induces cell growth in BCE and RF/6A cells. Treatment
BCE Growth response
(% ± SD over SFM)
RF/6A Growth response
(% ± SD over SFM)
VEGF 50
9.0 ± 0.9*
7.1 ± 0.2*
VEGF 100
20.4 ± 1.7*
33.1 ± 1.9*
VEGF 250
16.2 ± 1.8*
29.3 ± 1.9*
VEGF 100 + Allo-aca 100
−4.0 ± 0.0*
4.0 ± 0.1*
VEGF 100 + Allo-aca 250
−18.0 ± 1.2*
−4.1 ± 1.3
Allo-aca inhibits VEGF mitogenic effects. Proliferation assays were carried out as
described in Materials and Methods. Increase of cell number (%) over that in SFM is
shown. VEGF was used at 50–250 ng/mL; Allo-aca was used at 100 and 250 nmol/L. Statistically significant differences (p ≤0.05) vs. SFM are marked with asterisk. VEGF as well as leptin are well recognized as regulators of
chemotaxis and chemokinesis–processes that are intimately
involved in angiogenic differentiation. To assess if VEGF
effects
on
chemotaxis
and
chemokinesis
are
mediated
indirectly through ObR, we used RF/6A cells, characterized
by robust migratory abilities in vitro. The migration of
RF/6A cells was measured in wound-healing and Transwell
assays. TABLE 2 | VEGF induces cell growth in BCE and RF/6A cells. In wound-healing assay, basal cell migration was observed
even in SFM at 24 h after cell plating, likely due to the activity of
autocrine pro-migratory factors (e.g., leptin) produced by RF/6A
cells (Scolaro et al., 2013). Allo-aca inhibits VEGF mitogenic effects. Proliferation assays were carried out as
described in Materials and Methods. Increase of cell number (%) over that in SFM is
shown. VEGF was used at 50–250 ng/mL; Allo-aca was used at 100 and 250 nmol/L. Statistically significant differences (p ≤0.05) vs. SFM are marked with asterisk. Allo-aca inhibits VEGF mitogenic effects. Proliferation assays were carried out as
described in Materials and Methods. Increase of cell number (%) over that in SFM is
shown. VEGF was used at 50–250 ng/mL; Allo-aca was used at 100 and 250 nmol/L. Statistically significant differences (p ≤0.05) vs. SFM are marked with asterisk. Addition of VEGF at 100 ng/mL further stimulated cell
motility, reflected by significantly reduced (∼40%) scratch FIGURE 1 | VEGF induces leptin protein expression in BCE and RF6A cells. Cells were synchronized in SFM and stimulated with 100 ng/mL VEGF for 24 h in
the presence or absence of 250 nmol/L Allo-aca (Allo). Control cells were left untreated in SFM. Statistical Analysis The results of in vitro and CNV experiments were analyzed by
a two-tailed distribution paired Student’s t-test; p ≤0.05 were
considered statistically significant. Leptin mRNA levels in cells treated with 100 ng/mL VEGF for 24 h were measured by QRT-
PCR as described in Materials and Methods. Statistically significant differences (p ≤0.05)
vs. SFM are marked with * and vs. VEGF with #. October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 4 Leptin Antagonist Blocks VEGF Action Coroniti et al. area compared with that under untreated SFM conditions
(p ≤0.05) (Figure 2). The effects of VEGF were totally
abolished (p ≤0.05) in the presence of 250 nmol/L Allo-aca
(Figure 2). First, we found that VEGF at 50–250 ng/mL induced
proliferation in BCE and RF/6A cells. In both cell lines, the
best growth response was observed with VEGF used at 100
ng/mL (Table 2). In the presence of Allo-aca at 100 or 250
nmol/L, VEGF-induced proliferation was either reduced to base
or below base levels (Table 2), suggesting that leptin pathways are
implicated in VEGF response. In the Transwell assay, VEGF at 100 mg/mL induced
directional migration of ∼37% of RF/6A cells. Addition of Allo-
aca at 100 nmol/L partially (∼46%) reduced VEGF effects, while
Allo-aca at 250 nmol/L blocked VEGF-directed migration by
∼92% (Table 3). Allo-aca Inhibits VEGF-Induced
Chemotaxis and Chemokinesis in RF/6A
Retinal Endothelial Cells Treatment
Migrating cells (% ± SD over SFM)
SFM
0.0
VEGF
37.6 ± 7.0*
VEGF + Allo-aca 100
20.4 ± 2.3*
VEGF + Allo-aca 250
3.4 ± 0.8
Chemotaxis induced by VEGF was measured in Boyden chamber assays as described
in Materials and Methods. VEGF was used at 100 ng/mL; Allo-aca was used at 100 and
250 nmol/L. The number of migrating cells in SFM is taken as 0%. Statistically significant
differences (p ≤0.05) vs. SFM are marked with asterisk. TABLE 3 | Allo-aca inhibits VEGF-induced chemotaxis in RF/6A cells. Treatment
Migrating cells (% ± SD over SFM)
SFM
0.0
VEGF
37.6 ± 7.0*
VEGF + Allo-aca 100
20.4 ± 2.3*
VEGF + Allo-aca 250
3.4 ± 0.8
Chemotaxis induced by VEGF was measured in Boyden chamber assays as described
in Materials and Methods. VEGF was used at 100 ng/mL; Allo-aca was used at 100 and
250 nmol/L. The number of migrating cells in SFM is taken as 0%. Statistically significant
differences (p ≤0.05) vs. SFM are marked with asterisk. TABLE 3 | Allo-aca inhibits VEGF-induced chemotaxis in RF/6A cells. STAT3, ERK1/2, Akt, which are common for VEGFR and ObR
were assessed (Figure 3). g
At 15 min, VEGF greatly (p ≤0.05) increased the
phosphorylation of ERK1/2 (130 ± 16%) and Akt (181 ± 31%),
but had no significant effect on STAT3 (p ≥0.05). None of these
acute VEGF responses were affected by the presence of Allo-
aca (p ≥0.05). In contrast, at 24 h VEGF induced robust and
significant STAT3 activation (203 ± 24%) as well as maintained
increased phosphorylation of ERK1/2 (109 ± 11%) and Akt
(46 ± 5%) In the presence of Allo-aca, the long-term VEGF
effects on ERK1/2 and Akt were well suppressed (by 80 ± 12%
and 91 ± 10%, respectively), while the phosphorylation of
STAT3 was only moderately reduced (by 50 ± 10%) (p ≥0.05)
(Figure 3). Chemotaxis induced by VEGF was measured in Boyden chamber assays as described
in Materials and Methods. VEGF was used at 100 ng/mL; Allo-aca was used at 100 and
250 nmol/L. The number of migrating cells in SFM is taken as 0%. Statistically significant
differences (p ≤0.05) vs. SFM are marked with asterisk. Allo-aca Inhibits VEGF-Induced
Chemotaxis and Chemokinesis in RF/6A
Retinal Endothelial Cells The expression of leptin protein (green immunofluorescence) was
detected with specific Abs while cell nuclei (blue fluorescence) were detected with DAPI, as described in Materials and Methods. The bar represents 10 µm. FIGURE 1 | VEGF induces leptin protein expression in BCE and RF6A cells. Cells were synchronized in SFM and stimulated with 100 ng/mL VEGF for 24 h in
the presence or absence of 250 nmol/L Allo-aca (Allo). Control cells were left untreated in SFM. The expression of leptin protein (green immunofluorescence) was
detected with specific Abs while cell nuclei (blue fluorescence) were detected with DAPI, as described in Materials and Methods. The bar represents 10 µm. October 2016 | Volume 3 | Article 67 5 Frontiers in Molecular Biosciences | www.frontiersin.org Coroniti et al. Leptin Antagonist Blocks VEGF Action FIGURE 2 | Allo-aca inhibits VEGF-induced chemokinesis in RF6A cells. The scratch assays were preformed as described in Materials and Methods. Immediately after wounding, the cells were photographed (control, C) and then placed for 24 h in either SFM or incubated with 100 ng/mL VEGF in the presence or
absence of 250 nmol/L Allo-aca (Allo). The scratch areas before and after treatments were measured as described in Materials and Methods and the data are shown
in the graph. Statistically significant changes (p ≤0.05) are marked (SFM vs. VEGF *; VEGF vs. VEGF+Allo-aca #). The initial scratch boundaries (C) have been
marked in the picture. The bar represents 250 µm. FIGURE 2 | Allo-aca inhibits VEGF-induced chemokinesis in RF6A cells. The scratch assays were preformed as described in Materials and Methods. Immediately after wounding, the cells were photographed (control, C) and then placed for 24 h in either SFM or incubated with 100 ng/mL VEGF in the presence or
absence of 250 nmol/L Allo-aca (Allo). The scratch areas before and after treatments were measured as described in Materials and Methods and the data are shown
in the graph. Statistically significant changes (p ≤0.05) are marked (SFM vs. VEGF *; VEGF vs. VEGF+Allo-aca #). The initial scratch boundaries (C) have been
marked in the picture. The bar represents 250 µm. TABLE 3 | Allo-aca inhibits VEGF-induced chemotaxis in RF/6A cells. Allo-aca Inhibits Ocular Neovascularization
in the CNV Animal Model To examine if VEGF activates intracellular pathways indirectly
through ObR, we stimulated RF/6A cells with 100 ng/mL VEGF
in the presence or absence of 250 nmol/L Allo-aca. Both acute (15
min) and long-term (24 h) effects on signaling molecules such as Allo-aca
has
previously
been
shown
to
reduce
leptin-
induced angiogenic effects in ocular endothelial cell models
in vitro (Scolaro et al., 2013; Parrino et al., 2014), however
the efficacy of this inhibitor in a relevant in vivo model October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 6 Leptin Antagonist Blocks VEGF Action Coroniti et al. FIGURE 3 | Allo-aca inhibits several VEGF-induced signaling pathways. RF/6A cells were stimulated for 15 min or 24 h with 100 ng/mL VEGF in the presence
or absence of 250 nmol/L Allo-aca (Allo); control cells were left untreated in SFM. The expression of phosphorylated (p) and total (Tot) proteins was assessed by WB
and quantified as described in Materials and Methods. The representative WB results are shown. The numbers under WB panels represent densitometry values (%) of
phosphorylated and total proteins in the blot shown, with the value in SFM taken as 100%. The average increase/decrease values from different experiments are given
under Results. Statistically significant differences vs. untreated cells are marked with * and vs. VEGF with #. FIGURE 3 | Allo-aca inhibits several VEGF-induced signaling pathways. RF/6A cells were stimulated for 15 min or 24 h with 100 ng/mL VEGF in the presence
or absence of 250 nmol/L Allo-aca (Allo); control cells were left untreated in SFM. The expression of phosphorylated (p) and total (Tot) proteins was assessed by WB
and quantified as described in Materials and Methods. The representative WB results are shown. The numbers under WB panels represent densitometry values (%) of
phosphorylated and total proteins in the blot shown, with the value in SFM taken as 100%. The average increase/decrease values from different experiments are given
under Results. Statistically significant differences vs. untreated cells are marked with * and vs. VEGF with #. DISCUSSION have never been tested. We used the well-recognized rat
CNV model (Shah et al., 2015) to induce robust ocular
neovascularization and probe the activity of Allo-aca to
suppress laser-induced lesions. As described before, leptin
mRNA is detectable in CNV-treated rat eyes (Scolaro et al.,
2013). Several biologic drugs targeting VEGF and/or its receptor have
been approved for the use in ophthalmology. At present, VEGF
neutralizing drugs, ranibizumab (a humanized monoclonal
antibody fragment with molecular weight of 48 kDa), and
bevacizumab (a recombinant humanized monoclonal antibody
with molecular weight of 149 kDa), that were engineered to bind
with high affinity and to neutralize all biologically active isoforms
of VEGF (Ferrara et al., 2006; Scolaro et al., 2013) and aflibercept
(a fusion protein containing the second immunoglobulin domain
of VEGFR-1 and the third immunoglobulin domain of VEGFR-
2, which binds all isoforms of VEGF, VEGF-B, and placental
growth factor; Holash et al., 2002; Miller et al., 2013; Scolaro
et al., 2013) are approved for the treatment of wet AMD and
DME, and experimentally used for other eye diseases, e.g., PDR
(Willard and Herman, 2012; Scolaro et al., 2013). Most trials have
shown benefits with the use of intravitreal anti-VEGF agents for
both DME and PDR (Cheung et al., 2010; Scolaro et al., 2013). However, adverse effects (systemic and ocular) and development
of resistance to the treatment have been noted with long-term Several biologic drugs targeting VEGF and/or its receptor have
been approved for the use in ophthalmology. At present, VEGF
neutralizing drugs, ranibizumab (a humanized monoclonal
antibody fragment with molecular weight of 48 kDa), and
bevacizumab (a recombinant humanized monoclonal antibody
with molecular weight of 149 kDa), that were engineered to bind
with high affinity and to neutralize all biologically active isoforms
of VEGF (Ferrara et al., 2006; Scolaro et al., 2013) and aflibercept
(a fusion protein containing the second immunoglobulin domain
of VEGFR-1 and the third immunoglobulin domain of VEGFR-
2, which binds all isoforms of VEGF, VEGF-B, and placental
growth factor; Holash et al., 2002; Miller et al., 2013; Scolaro
et al., 2013) are approved for the treatment of wet AMD and
DME, and experimentally used for other eye diseases, e.g., PDR
(Willard and Herman, 2012; Scolaro et al., 2013). Most trials have
shown benefits with the use of intravitreal anti-VEGF agents for
both DME and PDR (Cheung et al., 2010; Scolaro et al., 2013). DISCUSSION However, adverse effects (systemic and ocular) and development
of resistance to the treatment have been noted with long-term The efficacy of Allo-aca was tested in parallel with the
“standard treatment”, i.e., the VEGF Ab. The experiment demonstrated that treatment with either
1 µg anti-VEGF Ab/eye or 5 µg/eye of Allo-aca resulted in
significant reduction of lesion size vs. the vehicle control group. When compared with CNV rats injected with NaCl, anti-
VEGF intraocular injection inhibited new vessels formation
by ∼35% (p < 0.01) while injections with ObR antagonist
reduced neoangiogenesis by ∼30% (<0.05) at 22 days post
procedure. Notably, there was no significant difference in
lesion size between the group receiving anti-VEGF Ab and
Allo-aca (Figure 4). As expected, due to the multifactorial
and complex nature of the CNV (Shah et al., 2015), none
of the treatments resulted in complete reduction of the
lesions. October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 7 Leptin Antagonist Blocks VEGF Action Coroniti et al. FIGURE 4 | Allo-aca inhibits laser-induced choroidal neovascularization in vivo. Choroidal neovascularization (CNV) was induced by bilateral laser treatment
as described in Materials and Methods. Three days post-injury, the animals received bilateral intravitreal injections of NaCl, an anti-VEGF antibody 5 µg/eye or Allo-aca
5 µg/eye. Three weeks post-laser treatment, fluorescein angiography was performed and lesion size area was determined with image analysis software. The
representative angiography results (fundus images of 3 lesions) in NaCl and Allo-aca treated eyes are shown. The graphs show the average area of lesion size area at
the experimental end point. Statistical significance calculated with Student’s t-test. *p ≤0.05; **p ≤0.01. FIGURE 4 | Allo-aca inhibits laser-induced choroidal neovascularization in vivo. Choroidal neovascularization (CNV) was induced by bilateral laser treatment
as described in Materials and Methods. Three days post-injury, the animals received bilateral intravitreal injections of NaCl, an anti-VEGF antibody 5 µg/eye or Allo-aca
5 µg/eye. Three weeks post-laser treatment, fluorescein angiography was performed and lesion size area was determined with image analysis software. The
representative angiography results (fundus images of 3 lesions) in NaCl and Allo-aca treated eyes are shown. The graphs show the average area of lesion size area at
the experimental end point. Statistical significance calculated with Student’s t-test. *p ≤0.05; **p ≤0.01. endothelial cells. These effects are accompanied by increased
cell growth and cell and are abolished in the presence of
ObR antagonist, Allo-aca. DISCUSSION In addition, VEGF promotes cell
chemotaxis and chemokinesis in retinal endothelial cells, which
at least in part is restricted by Allo-aca. Likewise, many long-
term, but not acute, intracellular signaling effects of VEGF
are blocked in the presence of Allo-aca. These VEGF-induced
intracellular signals (ERK1/2, Akt) are common for ObR
and VEGFR pathways. All these observations suggest that
VEGF indirectly activates leptin pathways by upregulating
leptin
expression,
thus,
potentiating
leptin
signaling. Increased leptin concentration, in turn, likely can activate
its own expression as well as upregulate VEGF expression,
thereby greatly enhancing pro-angiogenic environment in
the eye. use, thus targeting pro-angiogenic factors other than VEGF could
be prove to be an effective alternative or complementary therapy
for pathological neovascularization in the eye (Praidou et al.,
2010; Tang and Kern, 2011; Truong et al., 2011; Stewart, 2012;
Willard and Herman, 2012) In addition to VEGF, many other molecular players including
pro-angiogenic and pro-inflammatory cytokines, anti-angiogenic
factors, integrins and matrix proteinases have been implicated
in ocular pathologies (Praidou et al., 2010; Truong et al.,
2011; Wang et al., 2012). Recent data, including that from
our laboratory, suggest that leptin, a cytokine implicated in
neovascularization, proliferation and inflammation can induce
growth and angiogenic differentiation of ocular endothelial cells
in vitro (Cao et al., 2001; Suganami et al., 2004; Sun et al., 2011;
Scolaro et al., 2013) and might be implicated in DR (Gariano
et al., 2000; Parrino et al., 2014). Furthermore, targeting ObR
has been shown to inhibit most of biological effects of leptin
in ocular disease models (Scolaro et al., 2013; Parrino et al.,
2014). This new direction in evaluating leptin a target in ocular
neovascularization needs further assessment in light of reports
showing differential (and model specific) leptin influence on such
components of vasculature as vascular smooth muscle cells (Oda
et al., 2001; Bohlen et al., 2007; Rodriguez et al., 2010). We previously demonstrated that inhibition of angiogenesis
in vitro by combined ObR and VEGF inhibitors is more
efficacious than individual treatments (Ferla et al., 2011). Our
present study shows that the efficacy of ObR antagonist Allo-aca
in restricting experimental neovascularization in animal models
is similar to that achieved with compounds targeting VEGF. This
suggests that development of therapeutic approaches interfering
simultaneously or sequentially with both pathways could be
clinically beneficial. DISCUSSION Our
previous
preliminary
observations
suggested
that
simultaneous inhibition of leptin and VEGF pathways was
more efficacious in suppressing angiogenesis than individual
treatments in HUVEC cells (Ferla et al., 2011). The existence of
leptin/VEGF crosstalk has been noted in different experimental
models (Sierra-Honigmann et al., 1998; Suganami et al., 2004;
Gonzalez-Perez et al., 2010; Ferla et al., 2011; Garonna et al.,
2011). However, the functional links between leptin and VEGF
have not been sufficiently explored in the context of eye disease
and relevant therapeutic interventions. While leptin has been
shown to stimulate VEGF expression and potentiate ocular
neovascularization, the impact of VEGF on leptin signaling has
never been tested. AUTHOR CONTRIBUTIONS Conception and design of the work (ES, RC, RF); acquisition,
analysis, or interpretation of data (RC, DN, RF, LS, LO, ES);
drafting and revising of the manuscript and approval of the final
version (ES, RF, LO). All authors have agreed to the content of
this manuscript and are accountable for all aspects of the work
described. Frontiers in Molecular Biosciences | www.frontiersin.org REFERENCES Maberley, D., Cui, J. Z., and Matsubara, J. A. (2006). Vitreous leptin levels in retinal
disease. Eye (Lond). 20, 801–804. doi: 10.1038/sj.eye.6702011 Adya, R., Tan, B. K., and Randeva, H. S. (2015). Differential effects of leptin
and adiponectin in endothelial angiogenesis. J. Diabetes Res. 2015:648239. doi:
10.1155/2015/648239 Meek, T. H., and Morton, G. J. (2016). The role of leptin in diabetes: metabolic
effects. Diabetologia 59, 928–932. doi: 10.1007/s00125-016-3898-3 Miller, J. W., Le Couter, J., Strauss, E. C., and Ferrara, N. (2013). Vascular
endothelial growth factor a in intraocular vascular disease. Ophthalmology 120,
106–114. doi: 10.1016/j.ophtha.2012.07.038 Anagnostoulis, S., Karayiannakis, A. J., Lambropoulou, M., Efthimiadou,
A., Polychronidis, A., and Simopoulos, C. (2008). Human leptin induces
angiogenesis
in
vivo. Cytokine
42,
353–357. doi:
10.1016/j.cyto.2008. 03.009 106–114. doi: 10.1016/j.ophtha.2012.07.038 Miller, J. W. (2016). VEGF: from discovery to therapy: the champalimaud award
lecture. Transl. Vis. Sci. Technol. 5:9. doi: 10.1167/tvst.5.2.9 Naylor, C., and Petri, W. A. Jr. (2016). Leptin regulation of immune
responses. Trends
Mol. Med. 22,
88–98. doi:
10.1016/j.molmed.2015. 12.001 Bartella, V., Cascio, S., Fiorio, E., Auriemma, A., Russo, A., and Surmacz, E. (2008). Insulin-dependent leptin expression in breast cancer cells. Cancer Res. 68, 4919–4927. doi: 10.1158/0008-5472.CAN-08-0642 Bohlen, F., Kratzsch, J., Mueller, M., Seidel, B., Friedman-Einat, M., Witzigmann,
H., et al. (2007). Leptin inhibits cell growth of human vascular smooth muscle Newman, G., and Gonzalez-Perez, R. R. (2014). Leptin-cytokine crosstalk in
breast cancer. Mol. Cell. Endocrinol. 382, 570–582. doi: 10.1016/j.mce.2013. 03.025 Bohlen, F., Kratzsch, J., Mueller, M., Seidel, B., Friedman-Einat, M., Witzigmann,
H., et al. (2007). Leptin inhibits cell growth of human vascular smooth muscle
cells. Vascul. Pharmacol. 46, 67–71. doi: 10.1016/j.vph.2006.06.014 H., et al. (2007). Leptin inhibits cell growth of human vascular smooth muscl
cells. Vascul. Pharmacol. 46, 67–71. doi: 10.1016/j.vph.2006.06.014 p
g
cells. Vascul. Pharmacol. 46, 67–71. doi: 10.1016/j.vph.2006.06.014 Oda, A., Taniguchi, T., and Yokoyama, M. (2001). Leptin stimulates rat aortic
smooth muscle cell proliferation and migration. Kobe J. Med. Sci. 47,
141–150. Bouloumié, A., Drexler, H. C., Lafontan, M., and Busse, R. (1998). Leptin, the
product of Ob gene, promotes angiogenesis. Circ. Res. 83, 1059–1066. doi:
10.1161/01.RES.83.10.1059 Otvos, L. Jr., Kovalszky, I., Riolfi, M., Ferla, R., Olah, J., Sztodola, A.,
et al. (2011a). Efficacy of a leptin receptor antagonist peptide in a mouse
model of triple-negative breast cancer. Eur J Cancer 47, 1578–1584. doi:
10.1016/j.ejca.2011.01.018 Cao, R., Brakenhielm, E., Wahlestedt, C., Thyberg, J., and Cao, Y. (2001). REFERENCES Leptin
induces vascular permeability and synergistically stimulates angiogenesis
with FGF-2 and VEGF. Proc. Natl. Acad. Sci. U.S.A. 98, 6390–6395. doi:
10.1073/pnas.101564798 Cascio, S., Bartella, V., Auriemma, A., Johannes, G. J., Russo, A., Giordano,
A., et al. (2008). Mechanism of leptin expression in breast cancer cells: role
of hypoxia-inducible factor-1α. Oncogene 27, 540–547. doi: 10.1038/sj.onc.12
10660 Otvos, L. Jr., Shao, W. H., Vanniasinghe, A. S., Amon, M. A., Holub, M. C.,
Kovalszky, I., et al. (2011b). Toward understanding the role of leptin and leptin
receptor antagonism in preclinical models of rheumatoid arthritis. Peptides 32,
1567–1574. doi: 10.1016/j.peptides.2011.06.015 Chen, X., Li, J., Li, M., Zeng, M., Li, T., Xiao, W., et al. (2013). KH902 suppresses
high glucose-induced migration and sprouting of human retinal endothelial
cells by blocking VEGF and PIGF. Diabetes Obes. Metab. 15, 224–233. doi:
10.1111/dom.12008 Park, H. Y., Kwon, H. M., Lim, H. J., Hong, B. K., Lee, J. Y., Park, B. E., et al. (2001). Potential role of leptin in angiogenesis: leptin induces
endothelial cell proliferation and expression of matrix metalloproteinases
in vivo and in vitro. Exp. Mol. Med. 33, 95–102. doi: 10.1038/emm. 2001.17 Cheung, N., Mitchell, P., and Wong, T. Y. (2010). Diabetic retinopathy. Lancet 376,
124–136. doi: 10.1016/S0140-6736(09)62124-3 Parrino, C., Coroniti, R., Cesario, M. G., Scolaro, L., Macaluso, M., and Surmacz,
E. (2014). Leptin mediates hyperglycemia-induced angiogenic effects in retinal
endothelial cells. J. Endocrinol. Diabetes Obes. 2:1062. Ferla, R., Bonomi, M., Otvos, L. Jr., and Surmacz, E. (2011). Glioblastoma-
derived leptin induces tube formation and growth of endothelial cells:
comparison with VEGF effects. BMC Cancer 11:303. doi: 10.1186/1471-2407-
11-303 Praidou, A., Androudi, S., Brazitikos, P., Karakiulakis, G., Papakonstantinou, E.,
and Dimitrakos, S. (2010). Angiogenic growth factors and their inhibitors
in diabetic retinopathy. Curr. Diabetes Rev. 6, 304–312. doi: 10.2174/1573
39910793360815 Ferrara, N., Damico, L., Shams, N., Lowman, H., and Kim, R. (2006). Development
of ranibizumab, an anti-vascular endothelial growth factor antigen binding
fragment, as therapy for neovascular age-related macular degeneration. Retina
26, 859–870. doi: 10.1097/01.iae.0000242842.14624.e7 Rodríguez, A., Gómez-Ambrosi, J., Catalan, V., Fortuño, A., and Frühbeck,
G. (2010). Leptin inhibits the proliferation of vascular smooth muscle cells
induced by angiotensin II through nitric oxide-dependent mechanisms. Mediat. Inflamm. 2010:105489. doi: 10.1155/2010/105489 Gariano, R. F., Nath, A. K., D’Amico, D. J., Lee, T., and Sierra-Honigmann,
M. R. (2000). Elevation of vitreous leptin in diabetic retinopathy and retinal
detachment. Invest. Ophthalmol. Vis. Sci. 41, 3576–3581. Scolaro, L., Cassone, M., Kolaczynski, J. REFERENCES W., Otvos, L. Jr., and Surmacz, E. (2010). Leptin-based therapeutics. Expert Rev. Endocrinol. Metab. 5, 875–889. doi:
10.1586/eem.10.61 Garonna, E., Botham, K. M., Birdsey, G. M., Randi, A. M., Gonzalez-Perez,
R. R., and Wheeler-Jones, C. P. (2011). Vascular endothelial growth factor
receptor-2 couples cyclo-oxygenase-2 with pro-angiogenic actions of leptin
on human endothelial cells. PLoS ONE 6:e18823. doi: 10.1371/journal.pone.00
18823 Scolaro, L., Parrino, C., Coroniti, R., Otvos, L. Jr., and Surmacz, E. (2013). Exploring leptin antagonism in ophthalmic cell models. PLoS ONE 8:e76437. doi: 10.1371/journal.pone.0076437 Shah, R. S., Soetikno, B. T., Lajko, M., and Fawzi, A. A. (2015). A mouse model
for laser-induced choroidal neovascularization. J. Vis. Exp. 106:e53502. doi:
10.3791/53502 Gómez-Ambrosi, J., Catalán, V., Rodríguez, A., Ramírez, B., Silva, C., Gil, M. J.,
et al. (2010). Involvement of serum vascular endothelial growth factor family
members in the development of obesity in mice and humans. J. Nutr. Biochem. 21, 774–780. doi: 10.1016/j.jnutbio.2009.05.004 Sierra-Honigmann, M. R., Nath, A. K., Murakami, C., García-Cardeña, G.,
Papapetropoulos, A., Sessa, W. C., et al. (1998). Biological action of leptin
as an angiogenic factor. Science 281, 1683–1686. doi: 10.1126/science.281.53
83.1683 Gonzalez-Perez, R. R., Xu, Y., Guo, S., Watters, A., Zhou, W., and Leibovich,
S. J. (2010). Leptin upregulates VEGF in breast cancer via canonic and non-
canonical signalling pathways and NFκB/HIF-1α activation. Cell. Signal. 22,
1350–1362. doi: 10.1016/j.cellsig.2010.05.003 Stewart, M. W. (2012). The expanding role of vascular endothelial growth
factor inhibitors in ophthalmology. Mayo. Clin. Proc. 87, 77–88. doi: 10.1016/
j.mayocp.2011.10.001 Holash, J., Davis, S., Papadopoulos, N., Croll, S. D., Ho, L., Russell, M.,
et al. (2002). VEGF-Trap: a VEGF blocker with potent antitumor effects. Proc. Natl. Acad. Sci. U.S.A. 99, 11393–11398. doi: 10.1073/pnas.1723
98299 Suganami, E., Takagi, H., Ohashi, H., Suzuma, K., Suzuma, I., Oh, H., et al. (2004). Leptin stimulates ischemia-induced retinal neovascularization: possible role
of vascular endothelial growth factor expressed in retinal endothelial cells. Diabetes 53, 2443–2448. doi: 10.2337/diabetes.53.9.2443 Kovacs, K., Marra, K. V., Yu, G., Wagley, S., Ma, J., Teague, G. C., et al. (2015). Angiogenic and inflammatory vitreous biomarkers associated with increasing
levels of retinal ischemia. Invest. Ophthalmol. Vis. Sci. 56, 6523–6530. doi:
10.1167/iovs.15-16793 Sun, G., Su, G., Zhang, M., Zeng, Q., and Shi, Q. (2011). Effect of
tetrandrine on the expression of leptin (LP) and vascular endothelial growth
factor (VEGF) in corneal neovascularization of rats. Sci. Res. Essays 6,
5008–5013. Lu, J., Zhang, K., Nam, S., Anderson, R. FUNDING This study was supported in part by a research grant from Novo
Nordisk Diabetes Innovation Program to ES. Here, we demonstrate for the first time that VEGF increases
leptin mRNA and protein expression in retinal and corneal October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 8 Leptin Antagonist Blocks VEGF Action Coroniti et al. REFERENCES A., Jove, R., and Wen, W. (2010). Novel
angiogenesis inhibitory activity in cinnamon extract blocks VEGFR2 kinase
and downstream signaling. Carcinogenesis 31, 481–488. doi: 10.1093/carcin/
bgp292 Sun, J., Xu, Y., Sun, S., Sun, Y., and Wang, X. (2010). Intermittent high glucose
enhances cell proliferation and VEGF expression in retinal endothelial cells: the October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 9 Coroniti et al. Leptin Antagonist Blocks VEGF Action role of mitochondrial reactive oxygen species. Mol. Cell. Biochem. 343, 27–35. doi: 10.1007/s11010-010-0495-5 role of mitochondrial reactive oxygen species. Mol. Cell. Biochem. 343, 27–35. doi: 10.1007/s11010-010-0495-5 Wauters, M., Considine, R. V., and Van Gaal, L. F. (2000). Human leptin: from an
adipocyte hormone to an endocrine mediator. Eur. J. Endocrinol. 143, 293–311. doi: 10.1530/eje.0.1430293 Surmacz, E. (2013). Leptin and adiponectin: emerging therapeutic targets in breast
cancer. J. Mammary Gland Biol. Neoplasia 18, 321–332. doi: 10.1007/s10911-
013-9302-8 Willard, A. L., and Herman, I. M. (2012). Vascular complications and diabetes:
current therapies and future challenges. J. Ophthalmol. 2012:209538. doi:
10.1155/2012/209538 Surmacz, E., and Otvos, L. (2015). Molecular targeting of obesity pathways
in cancer. Horm. Mol. Biol. Clin. Investig. 22, 53–62. doi: 10.1515/hmbci-
2015-0007 Conflict of Interest Statement: A part of this study was supported by a Novo
Nordisk Diabetes Innovation Award to ES. The ObR antagonist described in the
paper was co-invented by LO and ES and is covered by the US patent 8778890
“Leptin antagonist and methods of use,” currently licensed to Allysta, Inc. for
ophthalmology development. The company did not influence or prescreen data
before submission for publication. Sweeney, G. (2010). Cardiovascular effects of leptin. Nat. Rev. Cardiol. 7, 22–29. doi: 10.1038/nrcardio.2009.224 Tang, J., and Kern, T. S. (2011). Inflammation in diabetic retinopathy. Prog. Retin. Eye Res. 30, 343–358. doi: 10.1016/j.preteyeres.2011.05.002 Truong, A., Wong, T. Y., and Khachigian, L. M. (2011). Emerging therapeutic
approaches in the management of retinal angiogenesis and edema. J. Mol. Med. 89, 343–361. doi: 10.1007/s00109-010-0709-z All the other authors declare that the research was conducted in the absence
of any commercial or financial relationships that could be construed as a potential
conflict of interest. Upadhyay, J., Farr, O. M., and Mantzoros, C. S. (2015). The role of
leptin in regulating bone metabolism. Metab. Clin. Exp. 64, 105–113. doi:
10.1016/j.metabol.2014.10.021 Copyright © 2016 Coroniti, Farjo, Nuno, Otvos, Scolaro and Surmacz. Frontiers in Molecular Biosciences | www.frontiersin.org REFERENCES This is an
open-access article distributed under the terms of the Creative Commons Attribution
License (CC BY). The use, distribution or reproduction in other forums is permitted,
provided the original author(s) or licensor are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these
terms. van der Giet, M., Henkel, C., Schuchardt, M., and Tolle, M. (2015). Anti-
VEGF drugs in eye diseases: local therapy with potential systemic effects. Curr. Pharm. Des. 21, 3548–3556. doi: 10.2174/13816128216661502251
20314 Wang, S., Park, J. K., and Duh, E. J. (2012). Novel targets against retinal
angiogenesis in diabetic retinopathy. Curr. Diab. Rep. 12, 355–363. doi:
10.1007/s11892-012-0289-0 October 2016 | Volume 3 | Article 67 Frontiers in Molecular Biosciences | www.frontiersin.org 10
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Pulmonary Embolism following Cessation of Infliximab for Treatment of Miliary Tuberculosis
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Case reports in pulmonology
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cc-by
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Hindawi Publishing Corporation
Case Reports in Pulmonology
Volume 2014, Article ID 479025, 3 pages
http://dx.doi.org/10.1155/2014/479025 Hindawi Publishing Corporation
Case Reports in Pulmonology
Volume 2014, Article ID 479025, 3 pages
http://dx.doi.org/10.1155/2014/479025 Hindawi Publishing Corporation
Case Reports in Pulmonology
Volume 2014, Article ID 479025, 3 pages
http://dx.doi.org/10.1155/2014/479025 Correspondence should be addressed to Farid Moosavy; fmoosavy@christianacare.org Received 23 June 2014; Revised 15 September 2014; Accepted 18 September 2014; Published 29 October 2014 Academic Editor: Hasan Bayram Academic Editor: Hasan Bayram Copyright © 2014 B. Lee and F. Moosavy. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited. We report a case of a 41-year-old male who presented with tachycardia and swelling of his left arm six weeks after he started
antituberculosis treatment and stopped his rheumatoid arthritis infliximab treatment. He was diagnosed with pulmonary embolism
by chest CT and initially treated with warfarin, which interacted with his antituberculosis treatment. This presentation of deep vein
thrombosis and pulmonary embolism as part of immune reconstitution inflammatory syndrome has not been previously reported
for infliximab treated patients. 1. Introduction anti-TNF and steroid therapy were discontinued and replaced
with hydroxychloroquine and sulfasalazine. The day before
his admission, the patient noticed swelling and pain in his
left neck and mild dyspnea. The swelling progressed down
his entire arm over the course of the day. The patient was
a lifelong nonsmoker and had no prior history of deep vein
thrombosis (DVT). Biologic agents are increasingly used as disease-modifying
antirheumatic drugs (DMARDS) because of their ability to
slow down progression of the disease. However, their use can
lead to increased susceptibility to tuberculosis. Tuberculosis
treatment, in turn, typically involves elimination of immuno-
suppression by these biologic agents. Rapid changes in the
immune system can lead to a heightened and generalized
inflammatory response, usually referred to as immune recon-
stitution inflammatory syndrome. On physical examination, he had a BMI of 24 and
was afebrile but tachycardic to 130. He had cervical and
supraclavicular lymphadenopathy. His entire left arm was
erythematous, swollen, and tender to palpation. Range of
motion of that extremity was reduced secondary to pain.t CT of neck revealed a thrombus within the left axillary
and left subclavian veins extending to the proximal left
brachiocephalic vein, in addition to enlarged right and
left supraclavicular lymph nodes, without obvious vascular
compression (Figure 1). CT angiography of chest showed
pulmonary emboli involving the right lower lobe in addition
to previously noted nodular opacities of miliary tuberculosis
(Figure 2).i Brian Lee1 and Farid Moosavy2 1 Thomas Jefferson University, 1025 Walnut Street, Philadelphia, PA 19107, USA
2 1 Thomas Jefferson University, 1025 Walnut Street, Philadelphia, PA 19107, USA
2 Attending, Pulmonary and Critical Care Section, Christiana Care Health System, 4745 Ogletown-Stanton Road, Map 1, Suite 220,
Newark, DE 19713, USA hf
2 Attending, Pulmonary and Critical Care Section, Christiana Care Health System, 4745 Ogletown-Stanton Road,
Newark, DE 19713, USA Correspondence should be addressed to Farid Moosavy; fmoosavy@christianacare.org 2. Case Presentation A 41-year-old male, a recent immigrant, presented to the
emergency room with swelling and pain in his neck and
left arm. He had a history of rheumatoid arthritis and
started treatment with infliximab, methotrexate, and high
dose prednisone one year prior to admission. Six weeks prior
to admission, he developed night sweats and weight loss,
which was diagnosed as miliary tuberculosis by CT imaging
and positive sputum culture. His tuberculosis was treated
with rifampin, pyrazinamide, isoniazid, and ethambutol. His His hemogram was significant for normocytic anemia
and neutrophilia. Electrolytes, renal and liver function tests,
hepatitis panels, and blood cultures were normal and his 2 Case Reports in Pulmonology (a)
(b)
(c)
Figure 1: CT angiography showing (a) thrombus (arrow) in the left subclavian vein extending into the proximal innominate. Bilateral necrotic
supraclavicular lymphadenopathy (star) does not show compression of the subclavian vein in the (b) axial and (c) coronal views. (c) (a) (b) (a) (b) (c) Figure 1: CT angiography showing (a) thrombus (arrow) in the left subclavian vein extending into the proximal innominate. Bilateral necrotic
supraclavicular lymphadenopathy (star) does not show compression of the subclavian vein in the (b) axial and (c) coronal views. Figure 2: CT angiography demonstrating lobar and segmental
pulmonary emboli (arrow) in the right lower lobe. medication such as steroids and thus are more likely to have
negative tuberculin skin tests [5].l Immune reconstitution inflammatory syndrome (IRIS)
has been well described in HIV-positive patients upon initia-
tion of antiretroviral therapy [6]. IRIS has also been reported
in patients on infliximab who develop tuberculosis [7, 8]. There is a five-to-sixteen-week period between cessation
of infliximab treatment and onset of symptoms, such as
progression of lymph node swelling, infiltrates, or pleural
effusion [9]. To our knowledge, however, the development of pul-
monary thromboembolic disease has never been described in
the setting of IRIS specifically occurring as a consequence of
discontinuation of anti-TNF therapy. We speculate that this
complication was the result of concurrent biomechanical and
biochemical factors as delineated below. Figure 2: CT angiography demonstrating lobar and segmental
pulmonary emboli (arrow) in the right lower lobe. acid-fast smear was now negative. His coagulation profile
was normal except for an elevated D-dimer of greater than
1000 ng/mL. 2. Case Presentation An extensive work-up for thrombophilia was
unremarkable with normal lupus anticoagulant, silicone-
clotting test, Factor V Leiden, prothrombin 20210, Cardi-
olipin IgG, IgM 5, and beta-2 glycoprotein.h Virchow’s triad has been used to explain the association
of lower extremity DVT with TB in multiple reports [10]. In
our case, lymph node enlargement could have mechanically
contributed to this unusual case of upper extremity DVT,
presumably with impeding the flow in the adjacent veins at
least in certain positions. Cervical lymphadenopathy is the
most common lymphadenopathy in TB [11], but any lym-
phatic chain, including the supraclavicular lymph nodes, can
easily be involved in the setting of generalized inflammatory
resurgence as part of immune reconstitution as in this case. The patient was treated with enoxaparin and his swelling
and dyspnea subsided. A warfarin regimen was attempted at
5 mg, but his INR remained 1.2. The patient was subsequently
discharged being on rivaroxaban, prednisone 20 mg, and
trimethoprim-sulfonamide prophylaxis, in addition to his
antituberculosis regimen. g
p
Both RA and TB could have presumably contributed to
a hypercoagulable state in this patient. Early in tuberculosis,
procoagulants such as fibrin degradation products (FDP)
and tissue plasminogen activator (t-PA) are increased [12]. Although their levels normalize over the course of 12 weeks
of treatment, they can still be susceptible to DVT [12]. In a
review of autopsies in 1948, Zahn and Peirce found that 1.5%
of tuberculosis subjects had DVT and less than 0.1% had pul-
monary embolism as the cause of death [13]. In a 2013 review
of 30 subjects who had DVT after receiving antituberculosis
therapy, Kouismi et al. documented 5 cases of pulmonary
tuberculosis that resulted in pulmonary embolism [10]. While
pulmonary embolism is a rare complication of tuberculosis,
rheumatoid arthritis is also an autoinflammatory disorder
associated with endothelial dysfunction through the rise
in immune mediators and cytokines and can have similar
thromboembolic complications [14]. Conflict of Interests The authors declare that there is no conflict of interests
regarding the publication of this paper. Case Reports in Pulmonology pattern and concepts in management,” Postgraduate Medical
Journal, vol. 77, no. 905, pp. 185–187, 2001. Overall, in our patient, the reduction in RA treatment and
initiation of antituberculous treatment could have conceiv-
ably created an immune reconstitution inflammatory syn-
drome leading to a procoagulant milieu. To our knowledge,
this is the first report of a pulmonary thromboembolic man-
ifestation of immune reconstitution inflammatory syndrome
as a result of withdrawal of infliximab treatment following
miliary tuberculosis. [12] S. C. Robson, N. W. White, I. Aronson, R. Woollgar, H. Goodman, and P. Jacobs, “Acute-phase response and the hyper-
coagulable state in pulmonary tuberculosis,” British Journal of
Haematology, vol. 93, no. 4, pp. 943–949, 1996. [13] D. W. Zahn and C. T. Peirce, “Venous thrombosis and pul-
monary embolism in tuberculosis,” The American Journal of
Medicine, vol. 5, no. 5, pp. 716–728, 1948. [14] W.-S. Chung, C.-L. Peng, C.-L. Lin et al., “Rheumatoid arthritis
increases the risk of deep vein thrombosis and pulmonary
thromboembolism: a nationwide cohort study,” Annals of the
Rheumatic Diseases, vol. 73, pp. 1774–1780, 2014. 3. Discussion It is well known that disease-modifying antirheumatics, such
as infliximab, significantly increase the risk of tuberculo-
sis [1]. Patients receiving interferon and adalimumab are
more at risk compared to those receiving etanercept [2]. Recent reports indicate cumulative incidence rates as high
as 499/100,000 in rheumatoid arthritis and 287/100,000 in
inflammatory bowel disease [3].h l
Thus, both active and latent tuberculosis are contraindi-
cations to the use of anti-TNF-alpha drugs, and candidates for
infliximab therapy are screened with a tuberculin skin test,
which, for this group, is positive if it is greater than 6 mm
[4]. However, these patients are often on anti-inflammatory 3 References [1] J. Keane, S. Gershon, R. P. Wise et al., “Tuberculosis associated
with infliximab, a tumor necrosis factor 𝛼-neutralizing agent,”
The New England Journal of Medicine, vol. 345, no. 15, pp. 1098–
1104, 2001. [2] W. G. Dixon, K. L. Hyrich, K. D. Watson et al., “Drug-
specific risk of tuberculosis in patients with rheumatoid arthritis
treated with anti-TNF therapy: results from the British Society
for Rheumatology Biologics Register (BSRBR),” Annals of the
Rheumatic Diseases, vol. 69, no. 3, pp. 522–528, 2010. [3] J. Cheng and Q. Cao, “P-030 infliximab and tuberculosis
infection: a meta-analysis,” Inflammatory Bowel Diseases, vol. 19,
supplement 1, p. S37, 2013. [4] K. G. Saag, G. T. Gim, N. M. Patkar et al., “American College
of Rheumatology 2008 recommendations for the use of nonbi-
ologic and biologic disease-modifying antirheumatic drugs in
rheumatoid arthritis,” Arthritis Care and Research, vol. 59, no. 6, pp. 762–784, 2008. [5] S. Agarwal, S. K. Das, G. G. Agarwal, and R. Srivastava,
“Steroids decrease prevalence of positive tuberculin skin test
in rheumatoid arthritis: implications on anti-TNF therapies,”
Interdisciplinary Perspectives on Infectious Diseases, vol. 2014,
Article ID 430134, 5 pages, 2014.l [6] H.-Y. Sun and N. Singh, “Immune reconstitution inflammatory
syndrome in non-HIV immunocompromised patients,” Cur-
rent Opinion in Infectious Diseases, vol. 22, no. 4, pp. 394–402,
2009. [7] S. M. Arend, E. M. S. Leyten, W. P. J. Franken, E. M. Huisman,
and J. T. van Dissel, “A patient with de novo tuberculosis during
anti-tumor necrosis factor-𝛼therapy illustrating diagnostic pit-
falls and paradoxical response to treatment,” Clinical Infectious
Diseases, vol. 45, no. 11, pp. 1470–1475, 2007. [8] E. M. T. Salvana, G. S. Cooper, and R. A. Salata, “Mycobacterium
other than tuberculosis (MOTT) infection: an emerging disease
in infliximab-treated patients,” Journal of Infection, vol. 55, no. 6, pp. 484–487, 2007. [9] C. G. Vidal, S. R. Fern´andez, J. M. Lacasa et al., “Paradoxi-
cal response to antituberculous therapy in infliximab-treated
patients with disseminated tuberculosis,” Clinical Infectious
Diseases, vol. 40, no. 5, pp. 756–759, 2005. [10] H. Kouismi, M. Laine, J.-E. Bourkadi, and G. Iraqi, “Association
of deep venous thrombosis with pulmonary tuberculosis,”
Egyptian Journal of Chest Diseases and Tuberculosis, vol. 62, no. 3, pp. 541–543, 2013. [11] B. C. Jha, A. Dass, N. M. Nagarkar, R. Gupta, and S. Sing-
hal, “Cervical tuberculous lymphadenopathy: changing clinical
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Sex differences in Alzheimer’s-related Tau biomarkers and a mediating effect of testosterone
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Sex differences in Alzheimer’s-related Tau
biomarkers and a mediating effect of testosterone
Erin Sundermann
(
esundermann@ucsd.edu
)
University of California San Diego
https://orcid.org/0000-0001-5821-8035
Matthew S. Panizzon
University of California, San Diego
Xu Chen
University of California San Diego
Murray Andrews
University of California San Diego
Douglas Galasko
University of California San Diego
Sarah J. Banks
University of California, San Diego
Research
Keywords: Alzheimer’s disease, phosphorylated-Tau, testosterone, APOE, sex, cerebrospinal fluid
Posted Date: June 1st, 2020
DOI: https://doi.org/10.21203/rs.3.rs-23746/v2
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License.
Read Full License
Version of Record: A version of this preprint was published on June 19th, 2020. See the published version
at https://doi.org/10.1186/s13293-020-00310-x. Sex differences in Alzheimer’s-related Tau
biomarkers and a mediating effect of testosterone
Erin Sundermann
(
esundermann@ucsd.edu
)
University of California San Diego
https://orcid.org/0000-0001-5821-8035
Matthew S. Panizzon
University of California, San Diego
Xu Chen
University of California San Diego
Murray Andrews
University of California San Diego
Douglas Galasko
University of California San Diego
Sarah J. Banks
University of California, San Diego
Research
Keywords: Alzheimer’s disease, phosphorylated-Tau, testosterone, APOE, sex, cerebrospinal fluid
Posted Date: June 1st, 2020
DOI: https://doi.org/10.21203/rs.3.rs-23746/v2
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License
Version of Record: A version of this preprint was published on June 19th, 2020. See the published version
at https://doi.org/10.1186/s13293-020-00310-x. Research License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published on June 19th, 2020. See the published version
at https://doi.org/10.1186/s13293-020-00310-x. Page 1/20 Abstract Women show greater pathological Tau biomarkers than men along the Alzheimer’s disease (AD)
continuum, particularly among apolipoprotein ε-E4 (APOE4) carriers; however, the reason for this sex
difference in unknown. Sex differences often indicate an underlying role of sex hormones. We examined
whether testosterone levels might influence this sex difference and the modifying role of APOE4 status. Analyses included 172 participants (25 cognitively normal, 97 mild cognitive impairment, 50 AD
participants) from the Alzheimer’s Disease Neuroimaging Initiative (34% female, 54% APOE4+, aged 55-
90). We examined the separate and interactive effects of plasma testosterone levels and APOE4 on
cerebrospinal fluid phosphorylated-tau181 (p-Tau) levels in the overall sample, and the sex difference in
p-Tau levels before and after adjusting for testosterone. A significant APOE4-by-testosterone interaction
revealed that lower testosterone levels related to higher p-Tau levels among APOE4 carriers regardless of
sex. As expected, women had higher p-Tau levels than men among APOE4 carriers only, yet this
difference was eliminated upon adjustment for testosterone. Results suggest that testosterone is
protective against p-Tau particularly among APOE4 carriers. The lower testosterone levels that typically
characterize women may predispose them to pathological Tau, particularly among female APOE4
carriers. Background Furthermore, exogenous testosterone supplementation led to improved performance over time in a
range of cognitive domains including global cognition [19,33], psychomotor speed [33], executive
function [33], osterone on AD-related outcomey nificant contributor tonitive impairmentthey suggest that
the f AD pathology and that this cogand spatial and verbal memory [34,35], although not always [36]. Animal and human studies demonstrate that the effects of testosterone may depend on APOE genotype. The APOE4 allele is associated with lower testosterone levels in men [31], and with downregulation of
androgen receptors in mice, resulting in reduced binding of testosterone [37]. Experimental manipulations
of testosterone levels in male and female mouse models relate to changes in cognitive function more so
among APOE4 carriers than APOE3 carriers, [37,38] suggesting that APOE4 carriers are more sensitive to
the effects of testosterone on the brain. In humans, the direction of the APOE4 by testosterone interaction
is less consistent, whereby Panizzon et al. found that low testosterone levels in men related to smaller
hippocampal volumes and poorer episodic memory among APOE4 carriers only [39,40], whereas,
Hogervorst et al. found that low testosterone levels related to a greater likelihood of an AD diagnosis
among APOE4 non-carriers only [31]. The APOE4 by testosterone interaction has yet to be examined
either in women or in relation to hallmark AD pathologies. In the Alzheimer’s Disease Neuroimaging Initiative (ADNI), we aimed to replicate previous findings of
greater pathological Tau biomarkers in women versus men at-risk for AD by way of the APOE4 allele, and
to extend these findings by testing the hypothesis that testosterone may contribute to this sex difference. To this end, we examined the relationship of circulating total and free testosterone levels and their
interaction with APOE4 with CSF levels of p-Tau across and within sex while adjusting for amyloid-β (Aβ)
biomarkers and other covariates. Furthermore, we determined whether lower testosterone levels in women
partially account for their higher p-Tau levels. Extrapolating from animal studies, we hypothesized that
lower testosterone levels would relate to higher p-Tau levels across sex and more so among APOE4
carriers versus non-carriers. Furthermore, we hypothesized that the higher p-Tau levels in female versus
male APOE4 carriers will diminish upon adjustment for testosterone. Background There are critical gaps in our understanding of sex differences in Alzheimer’s disease (AD) including the
higher prevalence of AD [1,2], the steeper cognitive decline [3–5] and a stronger effect of the
apolipoprotein E ε4 allele (APOE4) on AD risk in women versus men [6–8]. Sex differences in underlying
AD pathology have also been reported, with autopsy [9], neuroimaging [10] and cerebrospinal fluid (CSF)
[11,12] studies reporting higher levels of pathological tau (referred here simply as “Tau”) in women versus
men who are either diagnosed with or are at-risk for AD by way of the APOE4 allele or clinically-
significant beta-amyloid (Aβ) plaque deposition in the brain. . Because Tau topography is closely tethered
to clinical presentation [13], the higher levels of Tau in women may be a contributing factor to the higher
prevalence and more aggressive clinical profile of AD in women. The reasons for higher levels of Tau in women are unknown; however, a potential mechanism may stem
from differences in sex hormones. Animal studies report a protective role of testosterone against the
hyperphosphorylation of tau (p-Tau) in both male and female rats [14–16], suggesting that the typically
lower testosterone levels in women may be a risk factor for pathological Tau. In women, circulating
estradiol levels experience a substantial decline during menopause, whereas post-menopausal women
continue to demonstrate a range of circulating testosterone levels that continue to be lower than levels in
men [17]. Despite this sex difference in hormone levels, most studies examining links between
testosterone and AD-related outcomes have been solely in men [18–23], and the link between
testosterone and Tau has been minimally examined in humans. Page 2/20 Despite some inconsistencies [24,25], a wealth of evidence indicates an association between low
testosterone levels, poorer cognitive function [26–30], and greater odds or risk for AD [18,20–23,31,32],
with these associations more clearly defined in men [18,20,32,21–23,26–29,31] than in women [26,27]. Suggestive of a more causative than consequential role for testosterone on AD-related outcomes,
longitudinal studies have shown that low free and/or total testosterone levels precede development of AD
dementia [23] and cognitive dysfunction on measures of global cognition [26,29] and episodic memory
[29] . Background Because of a previously-reported
link between testosterone and Aβ pathology in a rodent model [14] and evidence of an effect of Aβ on
Tau development [41], we also examined whether testosterone and Tau associations were independent of
CSF Aβ levels. Methods Participants and Data Source Page 3/20 Page 3/20 Data were extracted from ADNI, a publically-accessible dataset available at adni.loni.usc.edu. ADNI is a
longitudinal, multi-site, cohort study that began in 2003 as a public-private partnership. Information about
ADNI can be found at www.adni-info.org. The primary goal of ADNI is to test whether neuroimaging
measures and other biological and clinical markers can be combined to measure the progression of MCI
and early AD. ADNI study visits involve neuroimaging, neuropsychological, clinical and biomarker
assessments. The general enrollment inclusion/exclusion criteria for ADNI have been described
elsewhere [42]. This specific study was limited to ADNI1 participants with CSF p-Tau levels, as determined
by the Roche Elecsys assay, and plasma testosterone levels from their baseline visit. The current sample
consisted of 172 participants (113 men and 59 women) aged 55-90 years including 25 (15%) cognitively
normal, 97 (56%) MCI and 50 (29%) AD dementia individuals. Fluid Biomarkers Plasma levels of total testosterone and sex hormone binding globulin (SHBG) were measured on the
Luminex xMAP platform by Biomarkers Consortium Plasma Proteomics Project Rules-Based Medicine
multiplex (http://www.rulesbasedmedicine.com) as part of a panel of 190 analytes related to a diverse
array of human disease. A Box-Cox transformation was applied to raw assay values to normalize the
distribution. Detail of assay methods and normalization procedures are described in “Biomarkers
Consortium Plasma Proteomics Data Primer 02Aug2013 Final.pdf” and available for download at
http://adni.loni.usc.edu/data-samples/access-data/. We utilized CSF concentrations of p-Tau (pg/mL),
phosphorylated at threonine 181, and Aβ as determined by the Roche Elecsys assay (Roche, Basel,
Switzerland). Detailed methods and quality control procedures for p-Tau measures can be found at
http://adni.loni.ucla.edu. Increased CSF p-tau181 levels occur in AD but not in other neurodegenerative
disorders. SHBG is a protein that binds testosterone rendering it biologically unavailable. Thus, SHBG
levels were used to measure levels of bound versus unbound or free testosterone using the following
formula: total testosterone/SHBG×100. All analyses were repeated substituting free for total testosterone
levels to determine whether results were driven by bioavailable testosterone. Statistical Analyses Continuous variables that were not normally distributed were transformed via log- or Box-Cox
transformations to improve normality. Sample characteristics by sex and APOE4 status were assessed
using independent t-tests for continuous variables and chi-square tests for categorical variables. First, we
used linear regression to examine the separate and interactive effects of sex and APOE4 status on p-Tau
levels while adjusting for age, education and cardiovascular risk factors available in ADNI (i.e., body
mass index [BMI] and self-reported history of cardiovascular events). Men were compared to women
(reference group) and APOE4 carriers to APOE4 non-carriers (reference group). Next, we used linear
regression to examine the effect of testosterone and its interaction with APOE4 status on p-Tau levels in
the overall sample and within sex. In addition to the previously-mentioned covariates, we adjusted for sex
in analyses in the overall sample. Significant interactions were probed via analyses stratified by APOE4
status. Next, stepwise linear regressions were conducted in the overall sample to examine sex differences Page 4/20 Page 4/20 in p-Tau levels after adding testosterone (step 2) to the initial model that adjusted for age, education and
cardiovascular risk factors (step 1). Analyses were compared before and after covarying for Aβ1-42 levels
in order to determine the specificity of findings to p-Tau. in p-Tau levels after adding testosterone (step 2) to the initial model that adjusted for age, education and
cardiovascular risk factors (step 1). Analyses were compared before and after covarying for Aβ1-42 levels
in order to determine the specificity of findings to p-Tau. Table 1. Sample characteristics by APOE4 carrier status and sex. Results Among 172 participants, there were 79 APOE4 non-carriers (25 women and 54 men) and 93 APOE4
carriers (34 women and 59 men). The sample was 97% White, with a mean age of 75, and mean years of
education of 15. In the overall sample, APOE4 carriers were younger, showed poorer global cognition
(lower mean MMSE score), had higher p-Tau levels, were less likely to be cognitively normal and more
likely to be AD dementia patients compared to non-carriers (ps<.05; Table 1). Mean testosterone level was
lower in APOE4 carriers versus non-carriers, although not significantly (p=.09). When comparing men and
women by APOE4 status, female APOE4 carriers were significantly younger than male APOE4 carriers
(p=.002). As expected, mean total and free testosterone levels were lower in women than in men
regardless of APOE4 status (ps<.001). In replication of previous findings, p-Tau levels were higher in
women versus men but only among APOE4 carriers (p=.001). Table 1. Sample characteristics by APOE4 carrier status and sex. Sex differences in p-Tau by APOE4 status In line with hypotheses and our unadjusted analyses (Table 1), a significant sex by APOE4 interaction on
p-Tau levels (B=-5.76, β=-0.24, standard error [SD]=2.96, p=.05) when adjusting for covariates (i.e., age,
education and cardiovascular risk factors) indicated higher p-Tau levels in women versus men among
APOE4 carriers only (B=-11.16, β=-0.31, SD=3.85, p=.005). Analyses stratified by APOE4 status actually
revealed an opposing sex difference among non-carriers, whereby p-Tau levels were higher in men versus
women, although not significantly (B=6.09, β=0.22, SD=3.22, p=.06; Figure 1). Results Page 5/20 APOE4-
(n=79)
APOE4+
(n=93)
p-value
(effect
size)a
APOE4-
APOE4+
Women
n=25
Men
n=54
p-value
(effect
size)a
Women
n=34
Men
n=59
p-value
(effect
size)a
Age, Mean (SD)
76.6
(7.2)
74.0
(6.7)
.02 (.37)
77.0
(6.3)
76.4
(7.7)
.74
71.3
(7.4)
75.6
(5.7)
.002 (.65)
Years of education, Mean
(SD)
15.9
(3.0)
15.3
(3.2)
.20
15.7
(2.7)
16.0
(3.1)
.64
14.7
(2.9)
15.6
(3.4)
.17
White, n (%)
76
(96.2%)
91
(97.8%)
.54
25
(100%)
51
(94.4%)
.49
32
(94.1%)
59
(100%)
.06
Cognitive status
<.001 (.40)
.26
.65
Cognitively
normal, n (%)
22
(27.8%)
3
(3.2%)
10
(40.0%)
12
(22.2%)
1
(2.9%)
2
(3.4%)
MCI, n (%)
45
(57.0%)
52
(55.9%)
12
(48.0%)
33
(61.1%)
17
(50.0%)
35
(59.3%)
AD dementia, n (%)
12
(15.2%)
38
(40.9%)
3
(12.0%)
9
(16.7%)
16
(47.1%)
22
(37.3%)
Global cognition (MMSE),
Mean (SD)
27.1
(2.2)
25.8
(2.5)
<.001 (.55)
27.6
(2.2)
26.9
(2.2)
.15
25.6
(2.5)
25.9
(2.5)
.56
BMI, Mean (SD)
26.5
(4.0)
25.8
(3.7)
.28
25.7
(4.9)
26.8
(3.5)
.24
25.5
(4.0)
26.0
(3.6)
.55
Self-reported history of
cardiovascular events, n
(%)
61
(77.2%)
62
(66.7%)
.13
16
(64.0%)
45
(83.3%)
.06
23
(67.6%)
39
(66.1%)
.88
b
61 0
59 1
41
61 9
60 8
80
58 9
59 2
93 (%) (SD) Plasma total testosterone
levelc (ng/mL), Mean (SD)
0.2
(0.4)
0.1 (0.5)
.09
-0.3
(0.4)
0.5
(0.1)
<.001
(2.74)
-0.4
(0.4)
0.4
(0.2)
<.001
(2.53)
Plasma free testosterone
levelc (ng/mL), Mean (SD)
13.4
(24.8)
6.5
(27.7)
.09
-16.9
(19.5)
27.5
(9.8)
<.001 (2.9)
-22.0
(22.7)
23.0
(13.0)
<.001
(2.4)
CSF p-Tau181 level
(pg/mL), Mean (SD)
26.8
(13.1)
35.9
(17.2)
<.001 (.59)
23.5
(8.6)
28.3
(14.5)
.13
43.7
(22.6)
31.5
(11.1)
.001
(0.68)
CSF Aβ1-42 level (pg/mL),
Mean (SD)
1240.4
(702.9)
639.1
(292.2)
<.001
(1.12)
1286.7
(765.1)
1218.9
(678.7)
.69
658.7
(627.8)
627.8
(327.0)
.63 Note. aEffect sizes are provided for significant differences; Cohen’s d is provided for mean differences (0.2 =
small, 0.5 = medium, 0.8 = large) and a phi coefficient is provided for differences in proportions (0.1 = small, 0.3
= medium, 0.5 = large). bPulse pressure = systolic – diastolic blood pressure. cTestosterone levels were
normalized based on a Box-Cox transformation. MCI = mild cognitive impairment; AD = Alzheimer’s disease;
APOE4 = apolipoprotein E ɛ4 allele; MMSE = Mini Mental Status Examination; BMI = body mass index. CSF =
cerebrospinal fluid. Explanatory role of testosterone in sex difference in p-Tau In testing the mediating role of testosterone in the sex difference in p-Tau levels, we found that the
significantly higher p-Tau levels in female APOE4 carriers versus male APOE4 carriers was eliminated
after adjusting for testosterone levels (B=3.21, β=0.09, SE=5.78, p=.58; Figure 1). Conversely, the trend for
higher p-Tau levels in men versus women among APOE4 non-carriers changed minimally after adjusting
for testosterone (B=9.47, β=0.34, SE=5.84, p=.10). Again, results were unchanged when substituting free
for total testosterone and when adjusting for Aβ levels. Relationship between Testosterone and p-Tau by APOE4 status In the overall sample, there was a significant relationship between lower total testosterone levels and
higher CSF p-Tau levels (B=-13.26, β=-.39, p=.002; Figure 2), but, more importantly, there was a significant
total testosterone X APOE4 status interaction on p-Tau levels (B=-17.78, β=-0.40, SD=4.9, p<.001). Analyses stratified by APOE4 status revealed that lower total testosterone levels were associated with
higher p-Tau among APOE4 carriers (B=-17.36, β=-0.50, SE=5.41, p=.002) but not non-carriers (B=-4.45, Page 7/20 Page 7/20 Page 7/20 β=-0.15, SE=6.4, p=.49). Results in the overall and the APOE4-stratified analyses were unchanged when
substituting free for total testosterone and when including Aβ levels as a covariate in the model. In sex-stratified analyses, the range of total testosterone levels were lower in women (range=-1.2-0.2,
median=-0.28) versus men (range:-0.6-0.7, median=0.5) although overlapping. Within the distribution of
lower testosterone levels in women (B=-13.83, β=-0.27, SE=5.88, p=.02) and the distribution of higher
levels in men (B=-15.85, β=-0.24, SE=6.32, p=.01), there was a negative association between testosterone
and p-Tau levels suggestive of a continuous, linear relationship (Figure 3). These associations occurred
regardless of APOE4 status as indicated by non-significant testosterone by APOE4 interactions in women
(B=-12.55, β=-.23, SE=13.13, p=.34) or men (B=10.19, β=0.20, SE=13.66, p=.46). However, the testosterone
by APOE4 interaction on p-Tau in the overall sample appeared to be mostly driven by women in that the
testosterone and p-Tau relationship was marginally significant among female APOE4 carriers (B=-18.06,
β=-0.34, SE=8.89, p=.05) but not among female non-carriers (B=-0.27, β=-0.01, SE=5.1, p=.96; Figure 3). In
contrast, the testosterone and p-Tau relationship was a trend in both male APOE4 carriers (B=-13.38,
β=-0.26, SE=6.75, p=.053) and non-carriers (B=-24.24, β=-0.26, SE=13.78, p=.08), Despite the specificity of
a testosterone and p-Tau link to female APOE4 carriers, we were likely underpowered to detect a APOE4
by testosterone interaction given the smaller sample size in female-specific analyses (n=53). Results in
both men and women were unchanged when substituting free for total testosterone and when adjusting
for Aβ levels. Discussion In replication of previous findings, we found higher CSF p-Tau levels in women versus men specifically
among APOE4 carriers. Our novel finding was significant relationship between low testosterone levels
and higher p-Tau among APOE4 carriers. Our hypothesis concerning a potential mechanistic role of
testosterone in the sex difference in p-Tau was supported in that the significant sex difference in p-Tau
levels among APOE4 carriers was eliminated when adjusting for testosterone levels. Findings suggest
that the lower testosterone levels in women are a significant contributor to their higher levels of p-Tau
compared to men. Previous animal and cell culture studies have described a protective role of
testosterone against Tau pathology [15,16,43]; however, to the best of our knowledge, we are the first to
report a testosterone and Tau link in a human sample. Page 8/20 Testosterone offers a number of neuroprotective effects including improvements in synaptic plasticity
[44,45] and synaptic density in hippocampal nerouns [46–49], heightened cerebral blood flow and
glucose metabolism [50], reductions in inflammation and oxidative stress [51,52], and prevention against
Aβ plaque deposition and their neurotoxic effects [14,53,54]. Although the biological basis underlying the
testosterone and tau link is unclear, most relevant to Tau pathogenesis may be testosterone’s anti-
inflammatory actions [55]. A role for gliosis and neuroinflammation in Tauopathy is evidenced by greater
microglial activity and altered inflammatory pathway markers (e.g., interleukin-6, tumor necrosis factor-α)
correlating with Tau burden [56–59] as well as inflammation-related AD risk factors that contribute to
Tauopathy such the genetic factors of TREM2 [60] and APOE4 [61] and the environmental factors of
traumatic brain injury [62,63] and viral infection [64,65]. Evidence suggests bidirectional effects between
neuroinflammation and Tau propagation whereby inflammation can initiate and propagate Tau
pathology while Tau aggregates can directly activate microglia and secretion of pro-inflammatory
cytokines [66–68]. In early AD, Aβ plaques stimulate microgliosis and release of inflammatory cytokines
[69] suggesting that testosterone’s protection against Aβ plaque deposition may contribute to its anti-
inflammatory properties and, in turn, decreased p-Tau. However, our results were unchanged after
adjusting for Aβ suggesting that the mechanisms underlying the testosterone and p-Tau link are
independent of Aβ. Research into the potential mediating role of neuroinflammation in the testosterone
and Tau link is warranted. Prior studies have also reported a testosterone by APOE4 interaction on cognitive function in animal
models [37,38] and on AD risk [31] and hippocampal volume [39] in humans. Discussion Similar to the majority of
these studies, the pattern of interactive effects indicated an association between testosterone and p-Tau
only among APOE4 carriers. In fact, the inclusion of APOE4 non-carriers, particularly women, in our
analyses across APOE4 status weakened the relationship observed between testosterone and p-Tau
among APOE4 carriers. In the sex-stratified analyses, the testosterone and p-Tau relationship is stronger
in men versus women when combining APOE4 carriers and non-carriers; however, this relationship is
stronger in female versus male APOE4 carriers. These findings underscore the importance of accounting
for APOE4 status when examining testosterone and tau links. There is biological plausibility for a testosterone by APOE interaction. In the brain, the APOE protein is a
key transporter of lipoproteins. Given testosterone’s role in triglyceride and high density lipoprotein
cholesterol metabolism [70,71], the shared role of APOE and testosterone in this lipoprotein pathway
offers possibilities for interactive. The APOE4 allele is associated with an increased susceptibility to
inflammation [61]. Thus, it is possible that APOE4 carriers are the most likely to benefit from the
testosterone’s protective actions against inflammation and, in turn, Tau. In animal studies, APOE4 is
associated with a reduction in cytosolic androgen receptor (AR) levels in the neocortex [37] leading to the
possibility that the adverse effects of low testosterone levels are further amplified in APOE4 carriers that
have fewer or less efficient AR to support testosterone signaling. We extend pervious findings by
demonstrating testosterone by APOE4 interactive effects on p-Tau and their potential specificity to
women. Page 9/20 Our results suggest that higher levels of p-Tau in women versus men is likely capturing an association
between the low testosterone levels that are commonly seen in women and higher p-Tau. In fact, we
found that the higher p-Tau levels in female APOE4 carriers versus male APOE4 carriers was eliminated
when adjusting for testosterone suggesting that differences in testosterone between men and women is a
central mechanism underlying this sex difference. These findings may have implications for the well-
evidenced higher AD risk in women considering that Tau pathology is closely tied to neurodegeneration
and clinical symptomology. Our findings also challenge the concept that testosterone is a ‘male hormone’
in which the implications of low levels on AD-related outcomes are mostly circumscribed to men despite
women having lower testosterone levels than men overall as well as age-related declines. Discussion Our results offer a potential mechanism for the strongly, yet not consistently [72] supported finding of a
stronger effect of APOE4 in women versus men on AD risk [6–8,72]. If APOE4 has a stronger effect on
AD-related outcomes in the context of low testosterone levels, as suggested by our data, then this would
lead to a greater susceptibility of women to these effects. Our findings may also help to explain
inconsistencies in the literature regarding an effect of APOE4 on Tau. Other biomarker [73], neuroimaging
[74] and autopsy [75] studies found a more robust association between APOE4 and Tau in women versus
men, whereas studies that did not compare by sex have shown inconsistent findings in the APOE4 and
Tau link [73,76–80]. If the Tau and APOE4 relationship is dependent on testosterone, as our results
suggest, the presence of this relationship may be related to the proportion of men versus women in a
sample. In non-sex-stratified analyses, an association between APOE4 and Tau may be obscured in
samples that are predominantly male and, thus, likely characterized by higher testosterone levels. This study has limitations. Our smaller sample size likely limited statistical power particularly when
examining the testosterone and APOE4 interaction in sex-stratified analyses. Levels of circulating
estradiol were not available in the ADNI, which precluded us from examining whether it is testosterone or
the aromatization of testosterone to estradiol that is responsible for the observed association. However,
previous animal work found testosterone’s neuroprotective effects against Aβ [81] and p-Tau [16] to be
independent of estradiol levels suggesting that androgenic mechanisms are implicated in these effects
[81]. CSF levels of testosterone may be more reflective of testosterone activity in the brain; however, only
plasma-based levels were available to us. Because of our cross-sectional design, we were precluded from
determining the temporal relationship between testosterone and Tau. Although previous findings suggest
that testosterone’s effects predate AD outcomes, there is potential for bidirectional given evidence that AD
pathology may negatively feedback on testosterone levels by hindering production of sex steroid
hormones [82,83]. Lastly, ADNI is a convenience sample of mostly white and well-educated volunteers
compared with the general US population, which limits generalizability of results. In conclusion, we found a relationship between lower testosterone levels and higher CSF p-Tau that was
specific to APOE4 carriers. The specificity of this relationship to APOE4 carriers seemed to be driven by
women. Perspectives and Significance Our findings inform a knowledge gap in our understanding of greater Tauopathy in women versus men
on the AD trajectory and in the repeated demonstration of a stronger APOE4 effect in women. Our
findings may also help to enlighten disparities in the literature regarding an APOE4 and Tau relationship. This study represents a call to researchers and clinicians that it is equally important to examine the
effects of testosterone on AD-related outcomes in women as it is in men, if not more. Our findings stress
the need to examine the effects of testosterone on AD-related outcomes in women in addition to men. Our
findings have clinical relevance in that low testosterone is a potentially modifiable risk factor. Although
numerous studies have investigated the effects of testosterone supplementation on cognitive function
and AD risk with mixed findings (Wolf et al., 1999), very few studies have examined the effects of
testosterone supplementation in women and with regard to APOE4 status. Follow-up studies should
investigate (a) the association between testosterone levels and cortical Tau as measured by PET, (b) the
effect of testosterone supplementation on Tau burden and (c) the mediating role of neuroinflammation in
the testosterone and Tau link. Availability of Data and Materials The dataset supporting the conclusions of this article is available in the ADNI repository
[adni.loni.usc.edu]. Consent for publication Not applicable Ethics approval and consent to participate This research was approved by the Institutional Review Boards of all participating ADNI sites, and written
informed consent was obtained for all participants. Competing interests E. Sundermann reports no disclosures relevant to the manuscript. M. Panizzon reports no disclosures
relevant to the manuscript. M. Andrews reports no disclosures relevant to the manuscript. X Chan reports
no disclosures relevant to the manuscript. D Galasko reports no disclosures relevant to the manuscript. S. Banks reports no disclosures relevant to the manuscript. Discussion We replicated a consistent finding of higher p-Tau levels in women versus men at-risk for AD; Page 10/20 Page 10/20 however, this difference was eliminated after adjusting for testosterone. Results suggest that testosterone
has a protective role against Tau particularly among APOE4 carriers, and that low testosterone levels that
are more characteristic of women than men may predispose one to Tau. however, this difference was eliminated after adjusting for testosterone. Results suggest that testosterone
has a protective role against Tau particularly among APOE4 carriers, and that low testosterone levels that
are more characteristic of women than men may predispose one to Tau. Perspectives and Significance Authors’ contributions Erin E. Sundermann: Conceptualization, Methodology, Data Curation, Formal Analyses, Writing – Original
Draft, Project Administration. Matthew Panizzon: Conceptualization, Methodology, Writing – Review and
Editing. Xu Chen: Conceptualization, Writing – Review and Editing. Murray Andrews: Conceptualization,
Visualization, Writing – Review and Editing. Douglas Galasko: Methodology, Writing – Review and
Editing. Sarah J. Banks: Conceptualization, Writing – Original Draft, Methodology, Writing – Review and
Editing Funding Page 11/20 This work was supported by the NIH [grant numbers AG049810, AG05131, R01 AG056410]. Data
collection and sharing for this project was funded by the Alzheimer's Disease Neuroimaging Initiative
(ADNI) (National Institutes of Health Grant U01 AG024904) and DOD ADNI (Department of Defense
award number W81XWH-12-2-0012). ADNI is funded by the National Institute on Aging, the National
Institute of Biomedical Imaging and Bioengineering, and through generous contributions from the
following: AbbVie, Alzheimer’s Association; Alzheimer’s Drug Discovery Foundation; Araclon Biotech;
BioClinica, Inc.; Biogen; Bristol-Myers Squibb Company; CereSpir, Inc.; Cogstate; Eisai Inc.; Elan
Pharmaceuticals, Inc.; Eli Lilly and Company; EuroImmun; F. Hoffmann-La Roche Ltd and its affiliated
company Genentech, Inc.; Fujirebio; GE Healthcare; IXICO Ltd.; Janssen Alzheimer Immunotherapy
Research & Development, LLC.; Johnson & Johnson Pharmaceutical Research & Development LLC.;
Lumosity; Lundbeck; Merck & Co., Inc.; Meso Scale Diagnostics, LLC.; NeuroRx Research; Neurotrack
Technologies; Novartis Pharmaceuticals Corporation; Pfizer Inc.; Piramal Imaging; Servier; Takeda
Pharmaceutical Company; and Transition Therapeutics. The Canadian Institutes of Health Research is
providing funds to support ADNI clinical sites in Canada. Private sector contributions are facilitated by
the Foundation for the National Institutes of Health (www.fnih.org). The grantee organization is the
Northern California Institute for Research and Education, and the study is coordinated by the Alzheimer’
Therapeutic Research Institute at the University of Southern California. ADNI data are disseminated by
the Laboratory for Neuro Imaging at the University of Southern California. Acknowledgements The authors would like to thank the participants of the ADNI for without their participation, this work
would not be possible. Clin Interv. 2015;1(2):103-10. Clin Interv. 2015;1(2):103-10. 4. Sundermann EE, Biegon A, Rubin LH, Lipton RB, Mowrey W, Landau S, et al. Better verbal memory in
women than men in MCI despite similar levels of hippocampal atrophy. Neurology. 2016;86(15):1368-76. 5. Sundermann EE, Biegon A, Rubin LH, Lipton RB, Landau S, Maki PM. Does the Female Advantage in
Verbal Memory Contribute to Underestimating Alzheimer’s Disease Pathology in Women versus Men? J Alzheimer’s Dis. 2017;56(3):947-57. 6. Bretsky PM, Buckwalter JG, Seeman TE, Miller CA, Poirier J, Schellenberg GD, et al. Evidence for an
interaction between apolipoprotein E genotype, gender, and Alzheimer disease. Alzheimer Dis Assoc
Disord. 1999;13(4):216-21. 7. Payami H, Zareparsi S, Montee KR, Sexton GJ, Kaye JA, Bird TD, et al. Gender difference in
apolipoprotein E - associated risk for familial alzheimer disease: A possible clue to the higher
incidence of alzheimer disease in women. Am J Hum Genet. 1996;58(4):803-11. 8. Poirier J, Bertrand P, Poirier J, Kogan S, Gauthier S, Poirier J, et al. Apolipoprotein E polymorphism
and Alzheimer’s disease. Lancet. 1993;342(8873):697-9. 8. Poirier J, Bertrand P, Poirier J, Kogan S, Gauthier S, Poirier J, et al. Apolipoprotein E polymorphism
and Alzheimer’s disease. Lancet. 1993;342(8873):697-9. 9. Oveisgharan S, Arvanitakis Z, Yu L, Farfel J, Schneider JA, Bennett DA. Sex differences in Alzheimer’s
disease and common neuropathologies of aging. Acta Neuropathol. 2018;136:887–900. 10. Buckley RF, Mormino EC, Rabin JS, Hohman TJ, Landau S, Hanseeuw BJ, et al. Sex Differences in the
Association of Global Amyloid and Regional Tau Deposition Measured by Positron Emission
Tomography in Clinically Normal Older Adults. JAMA Neurol. 2019;76(5):542-551. 11. Hohman TJ, Dumitrescu L, Barnes LL, Thambisetty M, Beecham G, Kunkle B, et al. Sex-specific
association of apolipoprotein e with cerebrospinal fluid levels of tau. JAMA Neurol. 2018;75(8):989-
98. 12. Altmann A, Tian L, Henderson VW, Greicius MD. Sex modifies the APOE-related risk of developing
Alzheimer disease. Ann Neurol. 2014;75:563–73. 13. Ossenkoppele R, Schonhaut DR, Schöll M, Lockhart SN, Ayakta N, Baker SL, et al. Tau PET patterns
mirror clinical and neuroanatomical variability in Alzheimer’s disease. Brain. 2016;139:1551–67. 14. Rosario ER, Carroll J, Pike CJ. Testosterone regulation of Alzheimer-like neuropathology in male
3xTg-AD mice involves both estrogen and androgen pathways. Brain Res. 2010;1359:281–90. 14. Rosario ER, Carroll J, Pike CJ. Testosterone regulation of Alzheimer-like neuropathology in male
3xTg-AD mice involves both estrogen and androgen pathways. Brain Res. 2010;1359:281–90. 15. Papasozomenos SC. References 1. Andersen K, Launer LJ, Dewey ME, Letenneur L, Ott A, Copeland JRM, et al. Gender differences in the
incidence of AD and vascular dementia: The EURODEM Studies. Neurology. 1999;53(9):1992-7. 1. Andersen K, Launer LJ, Dewey ME, Letenneur L, Ott A, Copeland JRM, et al. Gender differences in the
incidence of AD and vascular dementia: The EURODEM Studies. Neurology. 1999;53(9):1992-7. 2. Jorm AF, Korten AE, Henderson AS. The prevalence of dementia: A quantitative integration of the
literature. Acta Psychiatr Scand. 1987;76:465–79. 2. Jorm AF, Korten AE, Henderson AS. The prevalence of dementia: A quantitative integration of the
literature. Acta Psychiatr Scand. 1987;76:465–79. 3. Lin KA, Choudhury KR, Rathakrishnan BG, Marks DM, Petrella JR, Doraiswamy PM. Marked gender
differences in progression of mild cognitive impairment over 8 years. Alzheimer’s Dement Transl Res Page 12/20 Page 12/20 Clin Interv. 2015;1(2):103-10. The heat shock-induced hyperphosphorylation of τ is estrogen- independent
and prevented by androgens: Implications for Alzheimer disease. Proc Natl Acad Sci U S A. 1997;94(13):6612-7. 15. Papasozomenos SC. The heat shock-induced hyperphosphorylation of τ is estrogen- independent
and prevented by androgens: Implications for Alzheimer disease. Proc Natl Acad Sci U S A. 1997;94(13):6612-7. 16. Papasozomenos SC, Shanavas A. Testosterone prevents the heat shock-induced overactivation of
glycogen synthase kinase-3β but not of cyclin-dependent kinase 5 and c-Jun NH2-terminal kinase
and concomitantly abolishes hyperphosphorylation of τ: Implications for Alzheimer’s disease. Proc
Natl Acad Sci U S A. 2002;99(3):1140-5. 16. Papasozomenos SC, Shanavas A. Testosterone prevents the heat shock-induced overactivation of
glycogen synthase kinase-3β but not of cyclin-dependent kinase 5 and c-Jun NH2-terminal kinase
and concomitantly abolishes hyperphosphorylation of τ: Implications for Alzheimer’s disease. Proc
Natl Acad Sci U S A. 2002;99(3):1140-5. 17. Davison SL, Davis SR. Androgens in women. J Steroid Biochem Mol Biol. 2003;85:363–6. 17. Davison SL, Davis SR. Androgens in women. J Steroid Biochem Mol Biol. 2003;85:363–6. Page 13/20 Page 13/20 18. Pike CJ, Carroll JC, Rosario ER, Barron AM. Protective actions of sex steroid hormones in Alzheimer’s
disease. Front. Neuroendocrinol. 2009.30(2):239-58. 19. J. Wahjoepramono E, R. Asih P, Aniwiyanti V, Taddei K, S. Dhaliwal S, J. Fuller S, et al. The Effects of
Testosterone Supplementation on Cognitive Functioning in Older Men. CNS Neurol Disord - Drug
Targets. 2016;15(3):337-43. 20. Verdile G, Laws SM, Henley D, Ames D, Bush AI, Ellis KA, et al. Associations between gonadotropins,
testosterone and β amyloid in men at risk of Alzheimer’s disease. Mol Psychiatry. 2014;19(1):69-75. 21. Hogervorst E, Combrinck M, Smith AD. Testosterone and gonadotropin levels in men with dementia. Neuroendocrinol Lett. 2003;24(3-4):203-8. 22. Hogervorst E, Williams J, Budge M, Barnetson L, Combrinck M, Smith AD. Serum total testosterone is
lower in men with Alzheimer’s disease. Neuroendocrinol Lett. 2001;22(3):163-8. 23. Moffat SD, Zonderman AB, Metter EJ, Kawas C, Blackman MR, Harman SM, et al. Free testosterone
and risk for Alzheimer disease in older men. Neurology. 2004;62(2):188-93. 24. Geerlings MI, Strozyk D, Masaki K, Remaley AT, Petrovitch H, Ross GW, et al. Endogenous sex
hormones, cognitive decline, and future dementia in old men. Ann Neurol. 2006;60(3):346-55. 25. Leblanc ES, Wang PY, Janowsky JS, Neiss MB, Fink HA, Yaffe K, et al. Association between sex
steroids and cognition in elderly men. Clin Endocrinol (Oxf). 2010;72(3):393-403. 26. Hogervorst E, Matthews FE, Brayne C. Clin Interv. 2015;1(2):103-10. Are optimal levels of testosterone associated with better
cognitive function in healthy older women and men? Biochim Biophys Acta - Gen Subj. 2010;1800(10):1145-52. 27. Thilers PP, MacDonald SWS, Herlitz A. The association between endogenous free testosterone and
cognitive performance: A population-based study in 35 to 90 year-oldmen and women. Psychoneuroendocrinology. 2006;31(5):565-76. 28. Yaffe K, Lui LY, Zmuda J, Cauley J. Sex hormones and cognitive function in older men. J Am Geriatr
Soc. 2002;50(4):707-12. 29. Barrett-Connor E, Goodman-Gruen D, Patay B. Endogenous Sex Hormones and Cognitive Function in
Older Men 1 . J Clin Endocrinol Metab. 1999;84(10):3681-5. 30. Boss L, Kang DH, Marcus M, Bergstrom N. Endogenous Sex Hormones and Cognitive Function in
Older Adults: A Systematic Review. West. J. Nurs. Res. 2014. 31. Hogervorst E, Lehmann DJ, Warden DR, McBroom J, Smith AD. Apolipoprotein E ε4 and testosterone
interact in the risk of Alzheimer’s disease in men. Int J Geriatr Psychiatry. 2002;17(10):938-40. 32. Chu L, Tam S, Lee PWH, Yik P-Y, Song Y, Cheung BMY, et al. Bioavailable testosterone decreases the
risk of Alzheimer’s disease in older men.. Alzheimer’s Dement. 2010;21(4):1335-45. 33. Tan S, Sohrabi HR, Weinborn M, Tegg M, Bucks RS, Taddei K, et al. Effects of Testosterone
Supplementation on Separate Cognitive Domains in Cognitively Healthy Older Men: A Meta-analysis
of Current Randomized Clinical Trials. Am. J. Geriatr. Psychiatry. 2019;27(11):1232-46. Page 14/20 Page 14/20 34. Cherrier MM, Asthana S, Plymate S, Baker L, Matsumoto AM, Peskind E, et al. Testosterone
supplementation improves spatial and verbal memory in healthy older men. Neurology. 2001;57(1):80-8. 35. Cherrier MM, Matsumoto AM, Amory JK, Asthana S, Bremner W, Peskind ER, et al. Testosterone
improves spatial memory in men with Alzheimer disease and mild cognitive impairment. Neurology. 2005;64(12):2063-8. 36. Resnick SM, Matsumoto AM, Stephens-Shields AJ, Ellenberg SS, Gill TM, Shumaker SA, et al. Testosterone treatment and cognitive function in older men with low testosterone and age-
associated memory impairment. JAMA - J Am Med Assoc. 2017;317(7):717-27. 37. Raber J, Bongers G, LeFevour A, Buttini M, Mucke L. Androgens Protect against Apolipoprotein E4-
Induced Cognitive Deficits. J Neurosci. 2002;22:5204–9. 37. Raber J, Bongers G, LeFevour A, Buttini M, Mucke L. Androgens Protect against Apolipoprotein E4-
Induced Cognitive Deficits. J Neurosci. 2002;22:5204–9. 38. Pfankuch T, Rizk A, Olsen R, Poage C, Raber J. Role of circulating androgen levels in effects of apoE4
on cognitive function. Brain Res. 2005;1053(1-2):88-96. 38. Clin Interv. 2015;1(2):103-10. Pfankuch T, Rizk A, Olsen R, Poage C, Raber J. Role of circulating androgen levels in effects of apoE4
on cognitive function. Brain Res. 2005;1053(1-2):88-96. 39. Panizzon MS, Hauger R, Dale AM, Eaves LJ, Eyler LT, Fischl B, et al. Testosterone modifies the effect
of APOE genotype on hippocampal volume in middle-aged men. Neurology. 2010;75(10):874-80. 39. Panizzon MS, Hauger R, Dale AM, Eaves LJ, Eyler LT, Fischl B, et al. Testosterone modifies the effect
of APOE genotype on hippocampal volume in middle-aged men. Neurology. 2010;75(10):874-80. 40. Panizzon MS, Hauger R, Xian H, Vuoksimaa E, Spoon KM, Mendoza SP, et al. Interaction of APOE
genotype and testosterone on episodic memory in middle-aged men. Neurobiol Aging. 2014;35(7):1778:e1-8. 41. Hardy JA, Higgins GA. Alzheimer’s disease: The amyloid cascade hypothesis. Science. 1992;256(5054):184-5. 42. Petersen RC, Aisen PS, Beckett LA, Donohue MC, Gamst AC, Harvey DJ, et al. Alzheimer’s Disease
Neuroimaging Initiative (ADNI): Clinical characterization. Neurology. 2010;74(3):201-9. 43. Papasozomenos SC, Papasozomenos T. Androgens prevent the heat shock-induced
hyperphosphorylation but not dephosphorylation of τ in female rats. Implications for Alzheimer’s
disease. J Alzheimer’s Dis. 1999;1(3):147-53. 44. Schulz K, Korz V. Hippocampal testosterone relates to reference memory performance and synaptic
plasticity in male rats. Front Behav Neurosci. 2010;4:187. 44. Schulz K, Korz V. Hippocampal testosterone relates to reference memory performance and synaptic
plasticity in male rats. Front Behav Neurosci. 2010;4:187. 45. Hajszan T, MacLusky NJ, Leranth C. Role of androgens and the androgen receptor in remodeling of
spine synapses in limbic brain areas. Horm. Behav. 2008.53(5):638-46. 45. Hajszan T, MacLusky NJ, Leranth C. Role of androgens and the androgen receptor in remodeling of
spine synapses in limbic brain areas. Horm. Behav. 2008.53(5):638-46. 46. Leranth C, Hajszan T, MacLusky NJ. Androgens Increase Spine Synapse Density in the CA1
Hippocampal Subfield of Ovariectomized Female Rats. J Neurosci. 2004;24(2):495-9. 46. Leranth C, Hajszan T, MacLusky NJ. Androgens Increase Spine Synapse Density in the CA1
Hippocampal Subfield of Ovariectomized Female Rats. J Neurosci. 2004;24(2):495-9. 47. Jia J xin, Cui C li, Yan X sheng, Zhang B feng, Song W, Huo D sheng, et al. Effects of testosterone on
synaptic plasticity mediated by androgen receptors in male SAMP8 mice. J Toxicol Environ Heal -
Part A Curr Issues. 2016;79(19):849-55. 48. Hamson DK, Wainwright SR, Taylor JR, Jones BA, Watson N V., Galea LAM. Androgens increase
survival of adult-born neurons in the dentate gyrus by an androgen receptor-dependent mechanism
in male rats. Endocrinology. Clin Interv. 2015;1(2):103-10. 2013;154(9):3294-304. Page 15/20 Page 15/20 49. Leranth C, Petnehazy O, MacLusky NJ. Gonadal hormones affect spine synaptic density in the CA1
hippocampal subfield of male rats. J Neurosci. 2003;23(5):1588-92. 50. Moffat SD, Resnick SM. Long-term measures of free testosterone predict regional cerebral blood flow
patterns in elderly men. Neurobiol Aging. 2007;28(6):914-20. 51. Ahlbom E, Prins GS, Ceccatelli S. Testosterone protects cerebellar granule cells from oxidative stress-
induced cell death through a receptor mediated mechanism. Brain Res. 2001;892(2):255-62. 52. Grimm A, Biliouris EE, Lang UE, Götz J, Mensah-Nyagan AG, Eckert A. Sex hormone-related
neurosteroids differentially rescue bioenergetic deficits induced by amyloid-β or hyperphosphorylated
tau protein. Cell Mol Life Sci. 2016;73(1):201-15. 53. Rosario ER, Pike CJ. Androgen regulation of β-amyloid protein and the risk of Alzheimer’s disease. Brain Res. Rev. 2008.57(2):444-53. 54. Ramsden M, Nyborg AC, Murphy MP, Chang L, Stanczyk FZ, Golde TE, et al. Androgens modulate β-
amyloid levels in male rat brain. J Neurochem. 2003;87(4):1052-5. 55. Ota H, Akishita M, Akiyoshi T, Kahyo T, Setou M, Ogawa S, et al. Testosterone deficiency accelerates
neuronal and vascular aging of samp8 mice: Protective role of enos and sirt1. PLoS One. 2012;7(1):e29598. 56. Cras P, Kawai M, Siedlak S, Perry G. Microglia are associated with the extracellular neurofibrillary
tangles of alzheimer disease. Brain Res. 1991;558(2):312-4. 57. Dipatre PL, Gelman BB. Microglial cell activation in aging and Alzheimer disease: Partial linkage with
neurofibrillary tangle burden in the hippocampus. J Neuropathol Exp Neurol. 1997;56(2):143-9. 58. Probst A, Ulrich J, Heitz PU. Senile dementia of Alzheimer type: Astroglial reaction to extracellular
neurofibrillary tangles in the hippocampus - An immunocytochemical and electron-microscopic
study. Acta Neuropathol. 1982;57(1):75-9. 59. Sheffield LG, Marquis JG, Berman NEJ. Regional distribution of cortical microglia parallels that of
neurofibrillary tangles in Alzheimer’s disease. Neurosci Lett. 2000;285(3):165-8. 60. Ulrich JD, Holtzman DM. TREM2 Function in Alzheimer’s Disease and Neurodegeneration. ACS
Chem. Neurosci. 2016.7(4):420-7. 61. Ohm TG, Kirca M, Bohl J, Scharnagl H, Groß W, März W. Apolipoprotein E polymorphism influences
not only cerebral senile plaque load but also Alzheimer-type neurofibrillary tangle formation. Neuroscience. 1995;66(3):583-7. 61. Ohm TG, Kirca M, Bohl J, Scharnagl H, Groß W, März W. Apolipoprotein E polymorphism influences
not only cerebral senile plaque load but also Alzheimer-type neurofibrillary tangle formation. Neuroscience. 1995;66(3):583-7. 62. McKee AC, Cairns NJ, Dickson DW, Folkerth RD, Dirk Keene C, Litvan I, et al. Clin Interv. 2015;1(2):103-10. The first NINDS/NIBIB
consensus meeting to define neuropathological criteria for the diagnosis of chronic traumatic
encephalopathy. Acta Neuropathol. 2016;131(1):75-86. 62. McKee AC, Cairns NJ, Dickson DW, Folkerth RD, Dirk Keene C, Litvan I, et al. The first NINDS/NIBIB
consensus meeting to define neuropathological criteria for the diagnosis of chronic traumatic
encephalopathy. Acta Neuropathol. 2016;131(1):75-86. 63. Cherry JD, Tripodis Y, Alvarez VE, Huber B, Kiernan PT, Daneshvar DH, et al. Microglial
neuroinflammation contributes to tau accumulation in chronic traumatic encephalopathy. Acta
Neuropathol Commun. 2016;4(1):112. 63. Cherry JD, Tripodis Y, Alvarez VE, Huber B, Kiernan PT, Daneshvar DH, et al. Microglial
neuroinflammation contributes to tau accumulation in chronic traumatic encephalopathy. Acta
Neuropathol Commun. 2016;4(1):112. Page 16/20 64. Cannon JR, Greenamyre JT. The role of environmental exposures in neurodegeneration and
neurodegenerative diseases. Toxicol Sci. 2011;124(2):225-50. 65. Harris SA, Harris EA. Molecular mechanisms for herpes simplex virus type 1 pathogenesis in
Alzheimer’s disease. Front. Aging Neurosci. 2018;10:48. 66. Eikelenboom P, Van Exel E, Hoozemans JJM, Veerhuis R, Rozemuller AJM, Van Gool WA. Neuroinflammation - An early event in both the history and pathogenesis of Alzheimer’s disease. Neurodegener Dis. 2010;7(1-3):38-41. 67. Laurent C, Buée L, Blum D. Tau and neuroinflammation: What impact for Alzheimer’s Disease and
Tauopathies? Biomed. J. 2018;41(1):21-33. 68. Vogels T, Murgoci A-N, Hromádka T. Intersection of pathological tau and microglia at the synapse. Acta Neuropathol Commun. 2019;7(1):109. 69. Wang WY, Tan MS, Yu JT, Tan L. Role of pro-inflammatory cytokines released from microglia in
Alzheimer’s disease. Ann. Transl. Med. 2015;3(10):136. 69. Wang WY, Tan MS, Yu JT, Tan L. Role of pro-inflammatory cytokines released from microglia in
Alzheimer’s disease. Ann. Transl. Med. 2015;3(10):136. 70. Nordøy A, Aakvaag A, Thelle D. Sex hormones and high density lipoproteins in healthy males. Atherosclerosis. 1979;34(4):431-6. 71. Perova N V., Gerasimova EN, Chernysheva NP. Change in the apoproteins of very low density
lipoproteins in the blood in hypertriglyceridemia. Vopr Meditsinskoj Khimii. 1979;25(2):185-92. 72. Neu SC, Pa J, Kukull W, Beekly D, Kuzma A, Gangadharan P, et al. Apolipoprotein E genotype and sex
risk factors for Alzheimer disease: A meta-analysis. JAMA Neurol. 2017;74(10):1178-1189. 73. Toledo JB, Zetterberg H, Van Harten AC, Glodzik L, Martinez-Lage P, Bocchio-Chiavetto L, et al. Alzheimer’s disease cerebrospinal fluid biomarker in cognitively normal subjects. Brain. 2015;138(Pt
9):2701-15. 74. Liu M, Paranjpe MD, Zhou X, Duy PQ, Goyal MS, Benzinger TLS, et al. Clin Interv. 2015;1(2):103-10. Sex modulates the ApoE ε4
effect on brain tau deposition measured by 18F-AV-1451 PET in individuals with mild cognitive
impairment. Theranostics. 2019;9(17):4959-4970. 75. Corder EH, Ghebremedhin E, Taylor MG, Thal DR, Ohm TG, Braak H. The biphasic relationship
between regional brain senile plaque and neurofibrillary tangle distributions: Modification by age,
sex, and APOE polymorphism. Ann N Y Acad Sci. 2004.1019:24-8. 76. Lautner R, Palmqvist S, Mattsson N, Andreasson U, Wallin A, Pålsson E, et al. Apolipoprotein e
genotype and the diagnostic accuracy of cerebrospinal fluid biomarkers for alzheimer disease. JAMA
Psychiatry. 2014;71(10):1183-91. 77. Sunderland T, Mirza N, Putnam KT, Linker G, Bhupali D, Durham R, et al. Cerebrospinal fluid β-amyloid
1-42 and tau in control subjects at risk for Alzheimer’s disease: The effect of APOE ε4 allele. Biol
Psychiatry. 2004;56(9):670-6. 78. Vemuri P, Wiste HJ, Weigand SD, Knopman DS, Shaw LM, Trojanowski JQ, et al. Effect of
apolipoprotein E on biomarkers of amyloid load and neuronal pathology in Alzheimer disease. Ann
Neurol. 2010;67(3):308-16. Page 17/20 Page 17/20 79. Farfel JM, Yu L, De Jager PL, Schneider JA, Bennett DA. Association of APOE with tau-tangle
pathology with and without β-amyloid. Neurobiol Aging. 2016;37:19-25. 80. Liu Y, Tan L, Wang HF, Liu Y, Hao XK, Tan CC, et al. Multiple Effect of APOE Genotype on Clinical and
Neuroimaging Biomarkers Across Alzheimer’s Disease Spectrum. Mol Neurobiol. 2016;53(7):4539-47. 81. Pike CJ. Testosterone attenuates β-amyloid toxicity in cultured hippocampal neurons. Brain Res. 2001;919(1):160-5. 82. Schaeffer V, Meyer L, Patte-Mensah C, Eckert A, Mensah-Nyagan AG. Dose-dependent and sequence-
sensitive effects of amyloid-β peptide on neurosteroidogenesis in human neuroblastoma cells. Neurochem Int. 2008;52(6):948-55. 82. Schaeffer V, Meyer L, Patte-Mensah C, Eckert A, Mensah-Nyagan AG. Dose-dependent and sequence-
sensitive effects of amyloid-β peptide on neurosteroidogenesis in human neuroblastoma cells. Neurochem Int. 2008;52(6):948-55. 83. Schaeffer V, Patte-Mensah C, Eckert A, Mensah-Nyagan AG. Modulation of neurosteroid production in
human neuroblastoma cells by Alzheimer’s disease key proteins. J Neurobiol. 2006;66(8):868-81. 83. Schaeffer V, Patte-Mensah C, Eckert A, Mensah-Nyagan AG. Modulation of neurosteroid production in
human neuroblastoma cells by Alzheimer’s disease key proteins. J Neurobiol. 2006;66(8):868-81. Figure 1 Page 18/20
Sex differences in CSF p-Tau by APOE4 status before and after adjusting for testosterone levels. Using
multiviariable linear regression, we found a significant sex by APOE4 status interaction on p-Tau levels
revealing higher p-Tau levels in women versus men among APOE4 carriers (Women: n=34, Mean=43.16,
SD=2.97 ; Men: n=59, Mean=32.00, SD=2.23) but not among APOE4 non-carriers (Women: n=25,
Mean=22.61, SD=2.65 ; Men: n=54, Mean=28.70, SD=1.76). The significant sex difference in p-Tau levels
among APOE4 carriers was eliminated when adjusting for testosterone levels in addition to relevant covariates. CSF = cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Relevant covariates were age, education, BMI and self-reported history of cardiovascular events. Testosterone represents plasma-based total testosterone levels. covariates. CSF = cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Relevant covariates were age, education, BMI and self-reported history of cardiovascular events. Testosterone represents plasma-based total testosterone levels. Page 19/20
Figure 2
Relationship between plasma testosterone levels and CSF p-Tau levels overall (A) and by APOE4 status
(B)
Using multivariable linear regression, we found a significant total testosterone X APOE4 status
interaction on p-Tau levels that revealed an association between lower total testosterone levels and
higher p-Tau levels among APOE4 carriers (n=93) but not among APOE4 non-carriers (n=79). CSF = Figure 2 Figure 2 Relationship between plasma testosterone levels and CSF p-Tau levels overall (A) and by APOE4 status
(B)
Using multivariable linear regression, we found a significant total testosterone X APOE4 status
interaction on p-Tau levels that revealed an association between lower total testosterone levels and
higher p-Tau levels among APOE4 carriers (n=93) but not among APOE4 non-carriers (n=79). CSF = Relationship between plasma testosterone levels and CSF p-Tau levels overall (A) and by APOE4 status
(B)
Using multivariable linear regression, we found a significant total testosterone X APOE4 status
interaction on p-Tau levels that revealed an association between lower total testosterone levels and
higher p-Tau levels among APOE4 carriers (n=93) but not among APOE4 non-carriers (n=79). CSF = Page 19/20 Page 19/20 cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Analyses covaried
for age, sex, education, BMI and self-reported history of cardiovascular events. cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Analys
for age, sex, education, BMI and self-reported history of cardiovascular events. Figure 3 for age, sex, education, BMI and self-reported h
Figure 3 p
y Figure 3
The sex-stratified relationship between plasma testosterone levels and CSF p-Tau levels overall (A,B) and
by APOE4 status (C,D). Using multivariable linear regression, we found negative associations between
testosterone and p-Tau levels in both women and men. Although the testosterone X APOE4 status
interactions were not significant in either sex, the significant testosterone X APOE4 interaction in the
overall sample appeared to be driven by women. When analyses were stratified by sex, we found that the
testosterone X APOE4 status interaction on p-Tau levels was driven by women. CSF = cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Analyses adjusted for age, education,
BMI and self-reported history of cardiovascular events. Figure 3 The sex-stratified relationship between plasma testosterone levels and CSF p-Tau levels overall (A,B) and
by APOE4 status (C,D). Using multivariable linear regression, we found negative associations between
testosterone and p-Tau levels in both women and men. Although the testosterone X APOE4 status
interactions were not significant in either sex, the significant testosterone X APOE4 interaction in the
overall sample appeared to be driven by women. When analyses were stratified by sex, we found that the
testosterone X APOE4 status interaction on p-Tau levels was driven by women. CSF = cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Analyses adjusted for age, education,
BMI and self-reported history of cardiovascular events. The sex-stratified relationship between plasma testosterone levels and CSF p-Tau levels overall (A,B) and
by APOE4 status (C,D). Using multivariable linear regression, we found negative associations between
testosterone and p-Tau levels in both women and men. Although the testosterone X APOE4 status
interactions were not significant in either sex, the significant testosterone X APOE4 interaction in the
overall sample appeared to be driven by women. When analyses were stratified by sex, we found that the
testosterone X APOE4 status interaction on p-Tau levels was driven by women. CSF = cerebrospinal fluid. p-Tau = phosphorylated Tau. APOE4 = apolipoprotein E ε4 allele. Analyses adjusted for age, education,
BMI and self-reported history of cardiovascular events. Page 20/20 Page 20/20
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How the Abstract Becomes Concrete: Irrational Numbers are Understood Relative to Natural Numbers and Perfect Squares
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Running head: UNDERSTANDING IRRATIONAL NUMBERS Running head: UNDERSTANDING IRRATIONAL NUMBERS 1 How the abstract becomes concrete: How the abstract becomes concrete: How the abstract becomes concrete: Irrational numbers are understood relative to natural numbers and perfect squares
Purav Patel1, Sashank Varma2
1Department of Educational Psychology, University of Wisconsin – Madison, Madison, WI,
USA
2Department of Educational Psychology, University of Minnesota – Twin Cities, Minneapolis,
MN, USA
Corresponding Author:
Purav Patel
Room 859, Educational Sciences Building
Department of Educational Psychology
University of Wisconsin-Madison
1025 West Johnson Street
Madison, WI 53706-1796
Email: patel011393@gmail.com
Keywords: irrational, perfect square, magnitude, number line, strategy, arithmetic, reference,
individual differences rrational numbers are understood relative to natural numbers and perfect squares Purav Patel Purav Patel Email: patel011393@gmail.com Keywords: irrational, perfect square, magnitude, number line, strategy, arithmetic, reference,
individual differences irrational, perfect square, magnitude, number line, strategy, arithmetic, reference, UNDERSTANDING IRRATIONAL NUMBERS 2 2 Abstract Mathematical cognition research has largely emphasized concepts that can be directly
perceived or grounded in visuospatial referents. These include concrete number systems like
natural numbers, integers, and rational numbers. Here, we investigate how a more abstract
number system, the irrationals denoted by radical expressions like √2, is understood across three
tasks. Performance on a magnitude comparison task suggests that people interpret irrational
numbers – specifically, the radicands of radical expressions – as natural numbers. Strategy self-
reports during a number line estimation task reveal that the spatial locations of irrationals are
determined by referencing neighboring perfect squares. Finally, perfect squares facilitate the
evaluation of arithmetic expressions. These converging results align with a constellation of
related phenomena spanning tasks and number systems of varying complexity. Accordingly, we
propose that the task-specific recruitment of more concrete representations to make sense of
more abstract concepts (referential processing) is an important mechanism for teaching and
learning mathematics. UNDERSTANDING IRRATIONAL NUMBERS 3 Introduction The historical development of number systems can be characterized as a gradual
progression from the concrete to the abstract. Natural numbers, which denote the cardinalities of
sets, were understood directly and formalized first. They are concrete in the sense that they map
directly to quantities in the material world such as the number of berries in one’s hand. According to the mathematician Leopold Kronecker, “God created” this relatively concrete
number system, whereas more abstract number systems are “the work of man” (Bell, 1986). In
other words, more abstract number systems were discovered later and constructed hierarchically
upon the natural numbers (Landau, 1966). These systems are still relatively concrete in the sense
that they can be interpreted as corresponding to real-world quantities like basement floors for
integers and pie pieces for rationals (Van de Walle, Karp, & Bay-Williams, 2010). The historical development of number systems can be characterized as a gradual
progression from the concrete to the abstract. Natural numbers, which denote the cardinalities of
sets, were understood directly and formalized first. They are concrete in the sense that they map
directly to quantities in the material world such as the number of berries in one’s hand. It is with the irrational numbers, which include √2 and 𝜋, that mathematicians discovered
a number system lacking material referents or models that build on intuition (Struik, 1987). Such
abstraction is associated with many surprising properties. For instance, there are more irrational
numbers than natural numbers, integers, or rational numbers. The set of all irrationals is
uncountably infinite in cardinality, whereas the latter sets are each countably finite (Struik,
1987). Mathematics teachers, in an attempt to facilitate understanding, encourage students to
think of irrational numbers like 𝜋 by using rational number approximations like 3.14. Unfortunately, this can lead to conceptual confusions (González-Martín, Giraldo, & Souto, 2013;
Sirotic & Zazkis, 2007). Unfortunately, this can lead to conceptual confusions (González-Martín, Giraldo, & Souto, 2013;
Sirotic & Zazkis, 2007). Unfortunately, this can lead to conceptual confusions (González-Martín, Giraldo, & Souto, 2013;
Sirotic & Zazkis, 2007). Cognitive science research has left irrational numbers unexamined, focusing instead on
more concrete number systems. For example, the natural numbers are thought to be grounded in
directly perceptible objects and internally represented as continuous magnitudes on a mental UNDERSTANDING IRRATIONAL NUMBERS 4 number line (Moyer & Landauer, 1967). For multiple number systems, researchers have
acknowledged the necessity of mastering associated symbol systems. However, the focus is often
on how these symbol systems recruit and restructure magnitude representations. Examples
include incorporating the inverse relationship between positive and negative integers into the
mental number line and capturing the ratio relationship between the numerators and
denominators of fractions more precisely (Matthews & Chesney, 2015; Varma & Schwartz,
2011). For more abstract number systems, do magnitude representations continue to be heavily
recruited or does notation-specific strategic processing become more important (Bender,
Schlimm, & Beller, 2015; Zhang & Norman, 1995)? We addressed this question using irrational
numbers as a test case, specifically those denoted by radical expressions like √2 . We
investigated the task demands and stimulus properties that cause adults to rely on magnitude
representations versus strategic processing. Our findings reveal the vital roles that concrete
natural number referents play in understanding abstract irrational number expressions. They have
implications for extending theories of numerical cognition and improving instructional design in
mathematics education. Our approach is grounded in prior studies of how people understand
natural numbers, integers, and rational numbers. Natural numbers The natural numbers are the set of countable numbers {0, 1, 2, … }.1 Their mental
representation has been studied extensively using the magnitude comparison (MC) task. The 1 Mathematicians disagree on whether the natural numbers begin with 0 or 1. The original Peano-
Dedekind axioms begin with 1 (Dedekind, 1963/1888). However, more recent presentations of UNDERSTANDING IRRATIONAL NUMBERS 5 primary finding is that when comparing which number in a pair is greater or lesser, response
time decreases as the difference between the numbers increases (Moyer & Landauer, 1967). For
instance, people can judge the greater or lesser number in the pair (2, 9) more quickly than in the
pair (5, 6). This well-replicated performance pattern is known as the distance effect. It manifests
whether participants compare symbolic numbers or visuospatial numerosities like sets of dots
(Buckley & Gillman, 1974). The distance effect is commonly interpreted as evidence that natural
numbers are represented in part as psychophysically scaled magnitudes. It has been observed as
early as infancy with numerosities (Xu & Spelke, 2000) and kindergarten with symbolic numbers
(Sekuler & Mierkiewicz, 1977). Over development, children’s representation of numerical
magnitude changes such that response times decrease overall and the slope of the distance effect
decreases (Sekuler & Mierkiewicz, 1977). These changes indicate improved precision of
magnitude representations. The magnitude representation of natural numbers and its development have also been
probed using the number line estimation (NLE) task. In the bounded version of this task,
participants are presented with a number line with the left and right endpoints labeled (e.g., as 0
and 100, respectively) and the middle segment left blank (Siegler & Opfer, 2003). Numbers are
presented one at a time and in random order; the goal is to mark the position of each number on these axioms often begin with 0. This reflects the subsequent development of set theory and
reconstruction of the natural numbers on this foundation with 0 mapped to the empty set (e.g.,
Halmos, 1960; Bostock, 2009). In addition, the current ISO standard for mathematical notation
defines the natural numbers as beginning with 0 (ISO, 2009). Our definition of the natural
numbers follows what we take to be the modern consensus. UNDERSTANDING IRRATIONAL NUMBERS 6 6 the number line. Performance is typically measured by average absolute error – the absolute
difference between the correct position of the number and the position selected by the
participant. Higher error values signify worse performance. Over development, children’s
accuracy on the NLE task improves gradually (Siegler, Thompson, & Opfer, 2009). There is a
rich debate in the literature about the representations and processes that underlie performance on
this task and its change over time. Some have proposed that children initially represent natural
numbers in a compressed, logarithmically spaced fashion. Over development, this incorrect
representation is thought to improve by shifting to linear spacing (Ashcraft & Moore, 2012;
Opfer, Thompson, & Kim, 2016; Opfer, Siegler, & Young, 2011; Siegler & Booth, 2004; Siegler
& Opfer, 2003; Thompson & Opfer, 2010). Others have argued that the representation is
proportional between critical landmarks such as the midpoint (Barth & Paladino, 2011; Cohen &
Blanc-Goldhammer, 2011; Slusser, Santiago, & Barth, 2013). Still others have proposed that the
representation is piecewise linear between critical landmarks like place-value boundaries
(Ebersbach, Luwel, Frick, Onghena, & Verschaffel, 2008; Landy, Charlesworth, & Ottmar,
2016; Landy, Silber, & Goldin, 2013; Moeller, Pixner, Kaufmann, & Nuerk, 2009). We return to
these proposals in the Discussion when considering the results of the current study. the number line. Performance is typically measured by average absolute error – the absolute
difference between the correct position of the number and the position selected by the
participant. Higher error values signify worse performance. Over development, children’s
accuracy on the NLE task improves gradually (Siegler, Thompson, & Opfer, 2009). There is a
rich debate in the literature about the representations and processes that underlie performance on
this task and its change over time. Some have proposed that children initially represent natural
numbers in a compressed, logarithmically spaced fashion. Over development, this incorrect
representation is thought to improve by shifting to linear spacing (Ashcraft & Moore, 2012;
Opfer, Thompson, & Kim, 2016; Opfer, Siegler, & Young, 2011; Siegler & Booth, 2004; Siegler
& Opfer, 2003; Thompson & Opfer, 2010). Others have argued that the representation is
proportional between critical landmarks such as the midpoint (Barth & Paladino, 2011; Cohen &
Blanc-Goldhammer, 2011; Slusser, Santiago, & Barth, 2013). UNDERSTANDING IRRATIONAL NUMBERS Still others have proposed that the
representation is piecewise linear between critical landmarks like place-value boundaries
(Ebersbach, Luwel, Frick, Onghena, & Verschaffel, 2008; Landy, Charlesworth, & Ottmar,
2016; Landy, Silber, & Goldin, 2013; Moeller, Pixner, Kaufmann, & Nuerk, 2009). We return to
these proposals in the Discussion when considering the results of the current study. Individual differences in the magnitude representations of natural numbers, as indexed by
the slope of the distance effect in the MC task, predict variation in mathematical achievement for
elementary (De Smedt, Verschaffel, & Ghesquière, 2009) and middle school students (Halberda,
Mazzocco, & Feigenson, 2008). Likewise, NLE performance predicts mathematical achievement
in elementary school students, although not older students learning more advanced topics
(Sasanguie, De Smedt, Defever, & Reynvoet, 2012). Instructional studies support a causal link
between numerical magnitude representations and arithmetic skills. Young children who were UNDERSTANDING IRRATIONAL NUMBERS UNDERSTANDING IRRATIONAL NUMBERS 7 tutored on the magnitudes of small natural numbers via a board game performed better on simple
arithmetic problems than their peers who received a control lesson (Siegler & Ramani, 2009). Integers UNDERSTANDING IRRATIONAL NUMBERS 8 8 distance between the integers increases, so does the response time. Krajcsi and Igacs (2010)
detected this effect too. As with natural numbers, patterns of estimation bias on the NLE task has been used to
suggest a logarithmic-to-linear shift in the mental representation of integers. When estimating the
positions of positive numbers in the range 0 – 1000 and negative numbers in the range -1000 – 0,
second graders exhibit logarithmic magnitude representations. By contrast, fourth and sixth
graders exhibit linear representations for both ranges (Brez, Miller, & Ramirez, 2015). This
logarithmic-to-linear shift extends to larger number ranges and older people. Middle school
students’ estimates of integers in the negative range -10000 – 0 and the combined range -1000 –
1000 are linear, though with lower accuracy for negative numbers (Young & Booth, 2015). Adults’ estimates of integers in the combined range -100 – 100 are linear and show comparable
accuracy for positive and negative numbers (Ganor-Stern & Tzelgov, 2008). Performance on
NLE tasks like these depends partly on recognizing the symmetry of the integers around the zero
point (Saxe, Earnest, Sitabkhan, Haldar, Lewis, & Zheng, 2010). The inverse distance effect for the MC task and symmetry effects on the NLE task led
Tsang, Blair, Bofferding, and Schwartz (2015) to design a manipulative that encourages learners
to incorporate the zero point in their magnitude representation of the integers. Instruction with
the manipulative improved arithmetic problem-solving for elementary school students on
difficult items like 3 + 𝑥= 0. Integers The natural numbers combined with the negative numbers form the integers {…, -2, -1,
0, 1, 2, …}. Comprehending the meaning of this number system requires engaging in additional
symbolic processing. For instance, when judging the greater number in the pair (-3, -9), it is
necessary to inhibit the whole number interpretations of “-3” as “3” and “-9” as “9”. Children
initially compare such integer pairs by using a symbolic strategy. They convert the negative
numbers to natural numbers by ignoring the minus signs, comparing the numerical magnitudes,
and finally reversing this judgment (Varma & Schwartz, 2011). This strategy results in a distance
effect when comparing pairs of negative numbers. However, when comparing mixed integer
pairs like (-4, 9), judgments can be made by noticing that positives are greater than negatives. The result is the absence of a distance effect in elementary school children. With respect to adults’ comparison of mixed integer pairs, the literature is consistent. Ganor-Stern, Tzelgov, and collaborators claimed that adults compare mixed integer pairs like
children; they apply the rule that positives are greater than negatives. Their studies have largely
not found distance effects under standard conditions (Ganor-Stern, Pinhas, Kallai, & Tzelgov,
2010; Tzelgov, Ganor-Stern, & Maymon-Schreiber, 2009). On the contrary, Varma and
Schwartz (2011) found a developmental trend. Strategic processing of integers is eventually
substituted by accessing a restructured magnitude representation that incorporates the symmetry
of positives and negatives around the zero point. Adults represent the negative number line as a
reflection of the positive number line, incorporating the additive inverse property 𝑥+ −𝑥= 0. This shift manifests as an inverse distance effect when comparing mixed integer pairs – as the UNDERSTANDING IRRATIONAL NUMBERS Rational numbers Rational numbers are the set of numbers that can be written as a ratio of two integers
such that the denominator is non-zero. Magnitude comparison with symbolic fractions and
decimals, as well as with non-symbolic ratios, produces the distance effect (DeWolf, Grounds, 2 The failure to find a logarithmic-to-linear shift for rational numbers may be an artifact of the
relatively older children who have been tested to date. It is possible that 3rd and 4th graders, who
have just recently learned about fractions, will exhibit logarithmic representations. Siegler et al.
(2011) argued against the expectation of logarithmic representations even in younger children. UNDERSTANDING IRRATIONAL NUMBERS 10 and Thompson (2014) found that children reported using such anchors to segment the number
line and estimate more accurately. and Thompson (2014) found that children reported using such anchors to segment the number
line and estimate more accurately. The precision of rational number magnitude representations is also associated with
higher-level mathematical skills. Symbolic fraction magnitude representations predict
achievement across a range of measures – fraction arithmetic, algebra, grade school standardized
exams, and high school mathematical achievement (Siegler et al., 2012). Similarly, accuracy on
NLE tasks using decimals predicts mathematical achievement in elementary school students
(Schneider, Grabner, Zurich, & Paetsch, 2009). Finally, nonsymbolic ratio precision predicts
college students’ knowledge of fractions and algebra (Matthews, Lewis, & Hubbard, 2016). Causal support for the link between magnitude knowledge and arithmetic skills comes from
interventions that devote more instructional time to mastering the magnitudes of fractions. These
interventions show that emphasizing magnitude comprehension boosts arithmetic skills for high
and low achievers alike (Fuchs et al., 2013). UNDERSTANDING IRRATIONAL NUMBERS 9 Bassok, & Holyoak, 2014; Matthews & Chesney, 2015; Matthews & Lewis, 2016; Siegler,
Thompson, & Schneider, 2011; Varma & Karl, 2013). Thus, rational numbers are also thought to
be integrated on the mental number line. As children begin to understand fraction magnitudes,
the slope of the distance effect is nearly zero. Over time, fraction magnitude information
becomes more accessible and the slope increases. By adulthood, the slope stabilizes (Gabriel,
Szucs, & Content, 2013). These behavioral changes are paralleled by the discovery and use of
strategies to facilitate performance. For instance, children and young adults often report using
unit fractions like ½ as anchors to perform fraction magnitude comparison (Fazio, Dewolf, &
Siegler, 2016; Siegler & Thompson, 2014) In contrast to natural numbers and integers, studies using the NLE task suggest that the
representation of rational numbers may be linear early on. That is, it may not undergo the
logarithmic-to-linear developmental shift that has been proposed for natural numbers and
integers. Both 10-year-olds and adults exhibit highly linear estimation patterns when performing
NLE with decimal proportions or fractions (Iuculano & Butterworth, 2011). However, the degree
of linearity does improve with development. On average, 8th graders make more accurate
estimates of fractions than 6th graders; at the individual level, a higher percentage of 8th graders
exhibit linear representations than 6th graders (Siegler et al, 2011).2 These developmental gains
may result in part from using unit fractions like ½ as anchors (Spinillo & Bryant, 1991). Siegler 2 The failure to find a logarithmic-to-linear shift for rational numbers may be an artifact of the
relatively older children who have been tested to date. It is possible that 3rd and 4th graders, who
have just recently learned about fractions, will exhibit logarithmic representations. Siegler et al. (2011) argued against the expectation of logarithmic representations even in younger children. UNDERSTANDING IRRATIONAL NUMBERS Irrational numbers Irrational numbers are incommensurable. Unlike rational numbers, they cannot be
expressed as ratios of integers such that the denominator is non-zero. Their decimal expansions
are infinitely long, non-repeating, and ostensibly random. When they were first proposed, the
notion seemed outlandish. According to a famous anecdote, the Greek mathematician who first
proved their existence was drowned at sea for challenging the ratio doctrine of numbers. It was
not until the late 1800s that irrationals were formalized and properly integrated onto the real
number line (Dedekind, 1963/1888). Number theorists distinguished two subclasses of irrationals
– algebraic irrationals and transcendental numbers. Algebraic irrationals, like √20
2
, are the 3 For the curious, √34
10
≈1.422 and √68
15
≈1.325. Hence, √34
10
> √68
15
. UNDERSTANDING IRRATIONAL NUMBERS 11 solutions to polynomial equations and can be denoted by expressions of the form √𝑥
𝑦
. Transcendental numbers, like 𝜋 and 𝑒, are not the solutions to any polynomial equation. solutions to polynomial equations and can be denoted by expressions of the form √𝑥
𝑦
. Transcendental numbers, like 𝜋 and 𝑒, are not the solutions to any polynomial equation. Just one other study has explored whether the same human “number sense” that allows us
to compare the magnitudes of natural numbers, integers, and rational numbers extends to
algebraic irrationals (Obersteiner & Hofreiter, 2017). Participants performed magnitude
comparisons with irrationals of the form √𝑥
𝑦
. Both the root y and the radicand x could vary. The
researchers tested whether participants compared the magnitudes of irrationals by accessing their
holistic magnitudes or by focusing on the root and radicand components. Comparisons were
faster when both numbers contained a common root component, as in the pair (√12
9
, √63
9
). Likewise, comparisons were faster when both numbers contained a common radicand
component, as in the pair ( √34
10
, √34
13
). When both the roots and radicands differed, as in the
pair ( √34
10
, √68
15
), response times were slower.3 Unexpectedly, response times for the common
component pairs were not predicted by the distances between the root or radicand components. These mixed results require explanation. One reason might be that the irrational number stimuli
were unusually complex. They do not occur in typical contexts like solving quadratic equations. Another possibility is the highly expert sample composed of mathematics graduate students and
professors who may have used specialized strategies. It remains unclear how typical adults
understand less complex irrational numbers like √2. Our stimuli are also algebraic irrationals, though we focus on square root expressions of
the form √𝑥. Such expressions are often encountered when solving quadratic equations. They
denote irrational numbers when the radicand x is not a perfect square (e.g., √2) and natural UNDERSTANDING IRRATIONAL NUMBERS UNDERSTANDING IRRATIONAL NUMBERS 12 numbers when the radicand is a perfect square (e.g., √9 ). In the following sections, we will
collectively refer to both cases as radical expressions because both contain the radical sign. Research questions and hypotheses UNDERSTANDING IRRATIONAL NUMBERS prime factors and then shift pairs of common factors outside the radical sign – the prime
factorization strategy. We exemplify it by the solution procedure: prime factors and then shift pairs of common factors outside the radical sign – the prime
factorization strategy. We exemplify it by the solution procedure: √72 = √2 × 36
= √2 × 2 × 18
= √2 × 2 × 2 × 9
= √2 × 2 × 2 × 3 × 3
= 2√2 × 3 × 3
= 2 × 3√2
= 6√2 A more efficient approach is to factor the radicand into its largest perfect square factors and
directly reduce these – the perfect squares factorization strategy: A more efficient approach is to factor the radicand into its largest perfect square factors and
directly reduce these – the perfect squares factorization strategy: Third, we investigated whether individual differences in the mental representation and
processing of irrationals explain variation in conceptual and procedural knowledge of this
number system. Some have proposed that magnitude representations are the core of numerical
and arithmetic performance (Link, Nuerk, & Moeller, 2014; Siegler, 2016). In contrast to this
view, we hypothesize that the influence of magnitude representations on arithmetic problem-
solving attenuates as the abstraction of number systems increases. Arithmetic performance with
irrationals may depend less on magnitude representations and more on symbolic strategies. Research questions and hypotheses First, we asked whether radical expressions are represented as continuous magnitudes
integrated on the mental number line much like natural numbers, integers, and rational numbers. We refer to this proposal as the mental number line hypothesis. An alternative proposal is that
people use processes that capitalize on the discrete structure of radical expressions. For instance,
when judging the greater or lesser number in the pair (√3 , √8 ), people may ignore the radical
signs and only compare the radicand components (3, 8) using their magnitude representations of
natural numbers. This is possible because when x and y are non-negative, judgments of (√𝑥 ,
√𝑦 ) and (x, y) are equivalent. We refer to this as the equivalence strategy hypothesis. Second, we investigated whether people process irrational numbers by strategically
referencing more concrete concepts like natural numbers and perfect squares. Specifically, we
hypothesized the possible use of a multiplication strategy on the MC task whereby perfect square
pairs like (√4, √9 ) are transformed to computationally analogous “tie” multiplication problems
like 2 × 2 and 3 × 3. Such a transformation might facilitate comparison because tie problems
are processed more quickly than non-tie problems of comparable size (Ashcraft, 1992; Parkman,
1972). On the NLE task, irrational numbers might be estimated in relation to perfect squares –
the landmark strategy. For example, people may estimate the positions of irrational numbers like
√3 by referencing the positions of neighboring perfect squares like √1 and √4 . Finally, people
may leverage their knowledge of perfect squares during arithmetic problem-solving. When
simplifying √72 for instance an inefficient strategy would be to decompose the radicand into its simplifying √72, for instance, an inefficient strategy would be to decompose the radicand into its UNDERSTANDING IRRATIONAL NUMBERS 13 Participants Overall, 81 undergraduate students from a large Midwestern university were recruited via
flyers posted on campus. We posted flyers in buildings housing classrooms and in the student
union. Participants’ ages ranged from 18 to 24 years (M = 20.5, SD = 1.7). The sample consisted UNDERSTANDING IRRATIONAL NUMBERS 14 of more females than males (57 vs. 24). This is more skewed than the overall percentage of
female versus male undergraduates at the university (52% vs. 48%). However, it is consistent
with the percentage of females in the College of Education (61% vs. 39%), where our lab is
located. On a questionnaire, 30.3% of participants self-reported that they were enrolled in a
major emphasizing quantitative and analytic skills such as science, technology, engineering,
mathematics, finance, or economics. This percentage is consistent with the distribution of such
majors at the university. Experimental sessions spanned about 60 minutes and all participants
received $12 in compensation. Our protocol was approved by the local Institutional Review
Board. -------------------------------------------Insert Table 1 about here - Design and materials We employed a within-subjects experimental design whereby each participant completed
all levels of the four experimental tasks. See Table 1 for an overview of the design and materials. Experimental materials and data are available via the Open Science Framework
(https://osf.io/6s9pc/#). UNDERSTANDING IRRATIONAL NUMBERS 15 Table 1. Overview of the design and materials used in this study. Note. The stimuli for the strategy questionnaire and the irrationals knowledge test are examples
Task
Condition
Stimuli
Number
of Items
Dependent
Variables
Magnitude
comparison
(MC)
natural numbers
0, 1, 2…, 9
204
accuracy
response time
one-digit radicals
√0 , √1 , √2, …, √9
204
Number line
estimation
(NLE)
natural numbers
1, 2, 3, …, 9
11
absolute error
response time
R2 value
one-digit radicals
√1 , √2, √3, …, √9
11
perfect squares
√1 , √4, √9, …, √81
11
two-digit radicals
√10 , √20, √30, … , √90
11
Strategy
questionnaire
natural numbers
How did you place 7? 2
strategy type
one-digit radicals
How did you place √2? 2
perfect squares
How did you place √9? 2
two-digit radicals
How did you place √40? 2
Irrationals
knowledge
test
number concepts
Is √2 rational or irrational? 8
accuracy
strategy type
density concepts
How many irrationals are
between 0 – 1? 2
operation concepts The sum of a rational and
an irrational is ...? 2
simple arithmetic
Simplify 2√48. 10
complex
arithmetic
Simplify √80 + √18 −
√20. 7 Table 1. Overview of the design and materials used in this study. UNDERSTANDING IRRATIONAL NUMBERS 16 Magnitude comparison task. The first task was magnitude comparison (MC) and its
stimuli were defined by four variables – type, distance, size, and perfect square status. The type
variable refers to whether a number pair consisted of natural numbers or radical expressions. The
natural number pairs were formed from the combinations of 0, 1, 2, …, 9 with same-number
pairs excluded (90 pairs). We were particularly interested in pairs where both numbers were
perfect squares, like (4, 9). Hence, we included an additional copy of each of the 12 perfect
square pairs in the stimulus set. In total, 102 natural number pairs were used in each of blocks 1
and 2. Participants judged the greater of two numbers in the first block and the lesser in the
second block. Natural number pairs were mirrored by 102 pairs of radical expressions formed in
the same way from √0 , √1 , √2, …, √9 . These pairs were used in blocks 3 and 4. Block 3
required greater judgments and block 4 required lesser judgments. Within each block, number
pairs were presented in random order. Overall, there were 408 trials. With respect to the distance and size variables, we used two definitions to evaluate the
equivalence strategy and mental number line hypotheses (research question 1).4 The distance 4 The distance between the numbers being compared and the average size of the numbers being
compared are indices of the precision of the magnitude representations required for successful
task performance. These variables, which originate from the earliest studies of the magnitude
comparison task (Moyer & Landauer, 1967; Parkman, 1971), continue to dominate studies of
adults. By contrast, more recent studies of children have typically used a single variable such as
the ratio of the numbers being compared (Halberda et al., 2008; Xu & Spelke, 2000). Because
the current study is one of the first to investigate how adults understand irrational numbers, it is valuable to document whether the distance and size effects observed for other number classes
extend to the irrationals. Hence, we included the distance and size variables in our analyses. UNDERSTANDING IRRATIONAL NUMBERS 17 variable was the absolute difference between the numbers. The first definition of distance
focused on the radicand components. Thus, the distance of the pair (√4 , √9 ) was |4 −9| = 5. The second definition focused on the holistic magnitude values of the radical expressions. Thus,
the distance of the pair (√4 , √9 ) was |√4 −√9| = 1. The size variable was defined as the
average of the two numbers. The first definition again used the radicand components. Thus, the
size of the pair (√4 , √9 ) was (4 + 9) 2
⁄
= 6.5. The second definition again used the holistic
magnitude values of the radical expressions. Thus, the size of the pair (√4 , √9 ) was
(√4 + √9) 2
⁄
= 2.5. The perfect square variable was defined by whether both natural numbers
or radicands were perfect squares like (4, 9) or (√4 , √9 ) or not. Two dependent variables,
accuracy and response time (RT) in milliseconds, were collected. Number line estimation task. The second task was number line estimation (NLE) and it
included one within-subjects variable (type) with four levels – natural numbers, one-digit
radicals, perfect square radicals, and two-digit radicals. For each type, participants saw 11
stimuli. Overall, there were 44 trials. The data from the smallest stimulus and the largest stimulus
were not analyzed because these mapped to one of the poles of the unmarked number line (0 and
10) in all but one case, noted below. The first block consisted of the natural numbers 0, 1, 2, …,
10. The values 0 and 10 were not analyzed. The second block consisted of the one-digit radicals
√0 , √1 , √2, …, √10 . The values √0 and √10 were not analyzed, meaning all analyzed
stimuli had one-digit radicands. This is the one aforementioned case where the largest stimulus
(√10 ) does not map to the right pole (10). The third block included the perfect squares √0 , √1 , valuable to document whether the distance and size effects observed for other number classes
extend to the irrationals. Hence, we included the distance and size variables in our analyses. UNDERSTANDING IRRATIONAL NUMBERS 18 √4, …, √100. The values √0 and √100 were not analyzed. The fourth block included the two-
digit radicals √0 , √10 , √20, …, √100. The values √0 and √100 were not analyzed, meaning
all analyzed stimuli had two-digit radicands. Note that a confound exists in these stimulus sets. The values √1 , √4 , and √9 are shared across two types – one-digit radicals and perfect square
radicals. This was unavoidable; it was forced by the distribution of perfect squares. The 11
stimuli of each type were presented in random order within a block. Two dependent variables, average absolute error and linearity of estimates, were formed. Average absolute error was the absolute difference between a participant’s selected position and
the target position5. Linearity of estimates was the relationship between participants’ selected
positions and target positions as estimated by linear regression (R2). Strategy questionnaire. The third task was the strategy questionnaire for the NLE task. Participants completed a paper-and-pencil strategy questionnaire composed of two prompts for
each of the four blocks – natural numbers, one-digit radicals, perfect square radicals, and two-
digit radicals. Overall, there were 8 items. All prompts were in the form “How did you decide
where to place x?”, where x was a stimulus from one of the four blocks. See Table 1 for
examples. The independent variable was number type (natural numbers, one-digit radicals, 5 We used average absolute error (AAE) instead of percent average error (PAE). PAE is useful
when participants make estimates over multiple scales (Siegler & Booth, 2004) because it allows
performance to be compared between scales. Participants in the current experiment made
estimates over just one scale (0-10). Therefore, we preferred the simpler AAE measure. Note that
the statistical results are the same regardless of which measure is used because PAE is just a
linear scaling of AAE. UNDERSTANDING IRRATIONAL NUMBERS UNDERSTANDING IRRATIONAL NUMBERS 19 perfect square radicals, and two-digit radicals) and the dependent variable was self-reported
estimation strategy. Irrationals knowledge test. The fourth and final task was the irrationals knowledge test. We constructed this novel paper-and-pencil test to measure conceptual and procedural
knowledge of irrational numbers. Several studies have investigated conceptual and procedural
knowledge of rational numbers and arithmetic equivalence (Alibali, Knuth, Hattikudur, McNeil,
& Stephens, 2007; Booth, Newton, & Twiss-Garrity, 2014; Rittle-Johnson, Siegler, & Alibali,
2001). With these studies in mind, we operationally defined conceptual knowledge of irrational
numbers as the ability to categorize particular numbers as members of this system, reason about
the properties of irrationals, and relate these properties to those of other number systems. We
operationally defined procedural knowledge of irrational numbers as the ability to simplify
radical expressions and perform arithmetic operations on them. Some test items were adapted from a study documenting students’ misconceptions about
irrational numbers (Fischbein, Jehiam, & Cohen, 1995). Conceptual items were distributed
across three subsections. They required participants to classify numbers like 𝜋 as either rational
or irrational (8 items), answer questions about the density of rational and irrational numbers (2
items), and reason conceptually about the results of arithmetic operations on arbitrary rational
and irrational numbers (2 items). Most of these items were in the selected response format. Some test items were adapted from a study documenting students’ misconceptions about
irrational numbers (Fischbein, Jehiam, & Cohen, 1995). Conceptual items were distributed
across three subsections. They required participants to classify numbers like 𝜋 as either rational
or irrational (8 items), answer questions about the density of rational and irrational numbers (2
items), and reason conceptually about the results of arithmetic operations on arbitrary rational
and irrational numbers (2 items). Most of these items were in the selected response format. Procedural items were distributed over two subsections. Subsection 4 required performing simple
arithmetic operations to reduce radical expressions (10 items) and subsection 5 required
evaluating complex arithmetic expressions by performing operations on multiple radical
expressions (7 items). All procedural items were fill-in-the-blank. Overall, there were 29 items. Example items from all five subsections are in Table 1. For the full test, refer to th Procedural items were distributed over two subsections. Subsection 4 required performing simple
arithmetic operations to reduce radical expressions (10 items) and subsection 5 required
evaluating complex arithmetic expressions by performing operations on multiple radical
expressions (7 items). UNDERSTANDING IRRATIONAL NUMBERS All procedural items were fill-in-the-blank. Overall, there were 29 items. Example items from all five subsections are in Table 1. For the full test, refer to th UNDERSTANDING IRRATIONAL NUMBERS 20 Supplementary Materials, section 2. Correct items earned one point each and partial credit was
not awarded. Two dependent variables were constructed – accuracy on each section and
arithmetic problem-solving strategies. Procedure After obtaining informed written consent, participants were seated alone in a quiet
laboratory room in front of a Windows PC with an extended keyboard, a mouse, and a monitor
measuring 55.6 cm diagonally. Participants completed the tasks in a fixed order. Magnitude comparison task. Participants first completed the MC task, implemented in
the program OpenSesame 2.9.5 (Mathôt, Schreij, & Theeuwes, 2012). In blocks 1 and 2 (natural
numbers), they made greater and lesser comparisons, respectively. In blocks 3 and 4 (one-digit
radicals), they made greater and lesser comparisons, respectively. Within each block, stimuli
were presented in random order against a black background. Each trial began with a blank screen for 250 ms, after which a white fixation dot was
shown in the center of the screen for 1000 milliseconds. This was followed by a blank screen for
500 milliseconds. A number pair was presented next, with each number offset about 5 centimeters on either side of the screen’s center. All numbers were displayed in white and in the
font Cambria Math (point 60). Participants indicated the greater or lesser number by pressing the
key below the target number – “Z” for the number on the left and “M” for the number on the
right. The stimuli were visible until participants made a response. Feedback was then provided to
discourage participants from trading accuracy for speed. Correct responses were followed by
Correct in green and incorrect responses by Incorrect in red. This feedback was displayed for
500 milliseconds. Participants required about six minutes to complete each of the four blocks. UNDERSTANDING IRRATIONAL NUMBERS 21 Number line estimation task and strategy questionnaire. Next, participants completed
the NLE task written in JavaScript and hosted online (www.psycholab.org/FreeLab). They
estimated the positions of natural numbers in block 1, one-digit radicals in block 2, perfect
square radicals in block 3, and two-digit radicals in block 4. Within each block, trials were
presented in random order. Participants were instructed to be as accurate as possible and that
speed was irrelevant. On each trial, a natural number or radical expression was shown below a
number line. These stimuli were shown in black against a white background. The number line
was only labeled at the endpoints, zero on the left and ten on the right. The middle area was left
blank. Participants estimated the number’s position on the line by left-clicking with a computer
mouse. To prevent them from rushing through the task, a blank screen was shown for 1.5
seconds between trials and clicks during this interval were ignored. To avoid learning effects,
feedback was not provided. After each trial, the cursor remained where the participant last
clicked. Overall, participants needed about six minutes to complete this task. Afterward, they
were given the strategy questionnaire to complete at their own pace. Irrationals knowledge test. Finally, participants completed the irrationals knowledge
test without the use of electronic devices. They completed the five sections in order: (1) number
concepts, (2) density concepts, (3) operation concepts, (4) simple arithmetic, and (5) complex
arithmetic. To avoid learning effects, no feedback was provided. Approximately 25 minutes were
allotted to respond. Finally, demographic information was collected, participants were debriefed, and
compensated with $12 in cash. Results UNDERSTANDING IRRATIONAL NUMBERS 22 Results Results Magnitude comparison task Average accuracy across magnitude comparison blocks was high (98.2%). To determine
whether there was a speed-accuracy tradeoff, we correlated the average response times and
average accuracy of all participants. These variables were not significantly correlated (r = -.079,
p = .486). Because of the ceiling effect in accuracy and the lack of a speed-accuracy tradeoff,
subsequent analyses concentrated on the response time data by excluding all trials with incorrect
responses. This meant excluding 1.8% of the overall data. Following common practice in the
literature, we also excluded response times outside of the interval 200-2000 ms (Varma & Karl,
2013). This was a further 2.6% of the overall data. Recall that the first research question asks whether the magnitudes of radical expressions
are compared by referencing a mental number line or by using the equivalence strategy. The
second research question, concerning the use of referential strategies, is also relevant here for
answering whether perfect square radicals like (√4 , √9 ) are processed more quickly via the
multiplication strategy. Addressing these questions requires sensitivity to the natural confound
between size and perfect square status in our stimulus set. To understand this confound, consider
all natural number pairs formed by the numbers 0-9. In the range 0-9, the average is 4.5. Three of
the four perfect squares in this range are less than the average (0, 1, and 4), whereas only one
perfect square is greater than the average (9). As a result, the perfect square pairs were on
average of smaller size than the non-perfect-square pairs. To control for this confound, an
uncontrollable consequence of the non-uniform distribution of perfect squares among the natural
numbers, we used a hierarchical linear regression approach. First, we estimated the effect of size. After accounting for that variance, we estimated the effect of perfect square status. After accounting for that variance, we estimated the effect of perfect square status. UNDERSTANDING IRRATIONAL NUMBERS 23 We investigated whether the canonical distance and size effects replicated for natural
number comparisons and extended to radical expression comparisons. The size effect is the
finding that after controlling for distance, response times are slower if the numbers being
compared are larger (Parkman, 1971). For instance, the pair (7, 8) is compared more slowly than
the pair (2, 3). Additionally, we investigated whether the type of a stimulus (natural numbers or
radical expressions) and perfect square status (yes or no) affected RTs. Finally, we included the
interaction between type and perfect square status in the hierarchical regression analysis. This is
because if there is an advantage for comparing perfect squares, then it may only apply to radical
expression pairs like (√1 , √4 ), but not to natural number pairs like (1, 4). The dependent
variable was RT and the five predictor variables were entered sequentially: distance, size, type
(natural numbers or radical expressions), perfect square status (yes or no), and the type by
perfect square interaction. We addressed the first research question in two hierarchical regression analyses. The first
analysis defined the distance and size variables by the radicand components of the radical
expressions (e.g. (√1 , √4 ) was converted to (1, 4)), consistent with the equivalence strategy
hypothesis. The second analysis defined the distance and size variables by the radical
expressions’ holistic magnitude values (e.g. (√1 , √4 ) was not converted), consistent with the
mental number line hypothesis. For the first analysis, the final model is shown in Table 2. Distance was entered during
step 1; it was a significant predictor of RT, R2 = .278, F(1, 88) = 33.9, p < .001. Size was entered
during step 2 and it accounted for significant additional variance, ∆R2 = .183, R2 = .461, F(1, 87)
= 29.6, p < .001. Thus, we replicated the distance and size effects for natural numbers and
extended them to radical expressions (Fig. 1). Number type was entered during step 3; it -------------------------------------------Insert Table 2 about here - -------------------------------------------Insert Table 2 about here ------------------------------------------- --Insert Table 2 about here - -------------------------------------------Insert Figure 1 about here ------------------------------------------ --------------Insert Table 2 about here ------------------------------------------- UNDERSTANDING IRRATIONAL NUMBERS 24 explained the most additional variance in RTs, ∆R2 = .471, R2 = .932, F(1, 86) = 598.5, p < .001. The positive β weight means that radical expressions required more time to compare than natural
numbers. Perfect square status was entered during step 4; it did not explain significant additional
variance in RTs, ∆R2 = .001, R2 = .993, F(1, 85) = 1.07, p = .303. The interaction between
number type and perfect square value was entered during step 5; it was also a nonsignificant
predictor, ∆R2 = .000, R2 = .993, F(1, 84) = .01, p = .935. explained the most additional variance in RTs, ∆R2 = .471, R2 = .932, F(1, 86) = 598.5, p < .001. The positive β weight means that radical expressions required more time to compare than natural
numbers. Perfect square status was entered during step 4; it did not explain significant additional
variance in RTs, ∆R2 = .001, R2 = .993, F(1, 85) = 1.07, p = .303. The interaction between
number type and perfect square value was entered during step 5; it was also a nonsignificant
predictor, ∆R2 = .000, R2 = .993, F(1, 84) = .01, p = .935. number type and perfect square value was entered during step 5; it was also a nonsignificant
predictor, ∆R2 = .000, R2 = .993, F(1, 84) = .01, p = .935. -------------------------------------------Insert Figure 1 about here 25 UNDERSTANDING IRRATIONAL NUMBERS Fig. 1. Distance and size effects, defined by the radicand components and consistent with the
equivalence strategy hypothesis, were found for natural number and radical expression
magnitude comparisons. Shaded regions are 95% confidence envelopes. Fig. 1. Distance and size effects, defined by the radicand components and consistent with the
equivalence strategy hypothesis, were found for natural number and radical expression
magnitude comparisons. Shaded regions are 95% confidence envelopes. magnitude comparisons. Shaded regions are 95% confidence envelopes. UNDERSTANDING IRRATIONAL NUMBERS UNDERSTANDING IRRATIONAL NUMBERS 26 Table 2. Final hierarchical linear regression models predicting RTs on the magnitude
comparison task. The models differed on whether distance and size were defined by the radicand
components (top) or the holistic magnitude values of the radical expressions (bottom). Table 2. Final hierarchical linear regression models predicting RTs on the magnitude
comparison task. The models differed on whether distance and size were defined by the radicand
components (top) or the holistic magnitude values of the radical expressions (bottom). Model
Predictor
Std. β
t
p
R2
Radicand
Components /
Equivalence Strategy
Constant
107.49
.000
.933
Distance
-.535
-18.40
.000
Size
.434
15.06
.000
Type
.687
22.68
.000
Perfect Square
-.033
-.804
.424
Type X Perfect Square
-.003
-.082
.935
Holistic Magnitudes /
Mental Number Line
Constant
43.03
.000
.838
Distance
-.481
-8.99
.000
Size
.199
-3.74
.000
Type
.687
14.56
.000
Perfect Square
.024
.368
.714
Type X Perfect Square
-.003
-.053
.958 UNDERSTANDING IRRATIONAL NUMBERS 27 To summarize, the first regression analysis defined the distance and size variables by the
radicand components of radical expressions. The second regression analysis defined distance and
size by the holistic magnitude values of the radical expressions. Distance, size, and type effects
were again observed (Table 2). Critically, the first analysis explained more of the variance in
RTs than the second analysis (93.3% versus 83.8%). Thus, these findings favor the equivalence
strategy hypothesis over the mental number line hypothesis. Radical expressions like (√8 , √3 )
appear to be converted to natural numbers like (8, 3) and then compared using the mental
number line. Recall that the second research question asked whether people strategically reference the
more concrete natural numbers and perfect squares to process the more abstract irrationals. The
superior fit of the first model (radicand components) over the second model (holistic Recall that the second research question asked whether people strategically reference the
more concrete natural numbers and perfect squares to process the more abstract irrationals. The
superior fit of the first model (radicand components) over the second model (holistic
magnitudes) provides evidence for the proposal that natural numbers are referenced to make
sense of irrational numbers. However, the failure of both perfect square status and the type by
perfect square status interaction to reach significance indicates that perfect squares are not
referenced. That is, people do not appear to speed comparison of natural number or radical
expression pairs composed of perfect squares by automatically activating associated “tie”
multiplication problems. Note that there are two reasons to be cautious when interpreting this
failed prediction. First, the distance, size, and type variables entered during the initial steps
explained most of the variance in RTs. Little variability remained to be explained by the time the
perfect square variables were entered. Second, although perfect squares may not be privileged on
speeded tasks like magnitude comparison, they may benefit from special processing on
unspeeded tasks like number line estimation and arithmetic problem-solving. For these reasons, -------------------------------------------Insert Figure 2 about here -------------------- ---------------------Insert Figure 2 about here ------------------------------------------ UNDERSTANDING IRRATIONAL NUMBERS 30 -------------------------------------------Insert Figure 3 about here --- UNDERSTANDING IRRATIONAL NUMBERS 28 we return to the second question, whether people reference perfect squares when processing
irrationals, when analyzing the NLE and arithmetic problem-solving data. we return to the second question, whether people reference perfect squares when processing
irrationals, when analyzing the NLE and arithmetic problem-solving data. To investigate individual differences, we separately estimated the first model (radicand
components / equivalence strategy) for each participant. There was considerable variation
between participants in the magnitudes of the β weights for the five predictors (Fig. 2), reflecting
the complexity of understanding numerical processing. In later sections, we use these variables
to predict individual differences in conceptual and procedural knowledge of irrational numbers. UNDERSTANDING IRRATIONAL NUMBERS 29 Fig. 2. Distributions of the β weights for the distance, size, type, perfect square, and type by . 2. Distributions of the β weights for the distance, size, type, perfect square, and type by
fect square interaction variables in linear regressions predicting each participant’s magnitu ributions of the β weights for the distance, size, type, perfect square, and type by Fig. 2. Distributions of the β weights for the distance, size, type, perfect square, and type by
perfect square interaction variables in linear regressions predicting each participant’s magnitude
comparison RTs. Fig. 2. Distributions of the β weights for the distance, size, type, perfect square, and type by
perfect square interaction variables in linear regressions predicting each participant’s magnitude
comparison RTs. -------------------------------------------Insert Figure 3 about here ------------------------------------------ 6 Although participants were instructed to focus on accuracy and not speed, a parallel analysis of
response times found the same pattern of results (Supplementary Materials, section 1). Number line estimation task Data from one participant were lost due to computer failure. Thus, the analyses included
responses from 80 participants. Due to a programming error, 5.8% of the natural number trials
were lost. These lost trials were random and did not affect the results. We excluded outlier
responses by discarding trials for which the RT was outside of the interval 1.5 – 15 sec (4.6% of
the overall data). Our analyses focused on the second research question: Do people use
referencing strategies to facilitate performance? Average absolute error and linearity. First, we analyzed average absolute error using a
one-way ANOVA with type (natural numbers, one-digit radicals, perfect square radicals, and
two-digit radicals) as the factor (Fig. 3). There was a main effect of type F(3, 316) = 14.13, p <
.001, η2 = .118. Post hoc comparisons using Tukey’s procedure found that average absolute error
was comparable for natural numbers and perfect squares (p = .836). Error for these two number
types was lower than for the one-digit radicals and two-digit radicals (ps < .001), which were
comparable to each other (p = .706).6 6 Although participants were instructed to focus on accuracy and not speed, a parallel analysis of
response times found the same pattern of results (Supplementary Materials, section 1). 31 UNDERSTANDING IRRATIONAL NUMBERS Fig. 3. Average absolute error on the number line estimation task revealed that compared to
natural numbers and perfect squares, one- and two-digit radicals were more difficult to process. Fig. 3. Average absolute error on the number line estimation task revealed that compared to
natural numbers and perfect squares, one- and two-digit radicals were more difficult to process. rage absolute error on the number line estimation task revealed that compared to Fig. 3. Average absolute error on the number line estimation task revealed that compared to
natural numbers and perfect squares, one- and two-digit radicals were more difficult to process. -------------------------------------------Insert Figure 4 about here ------------------------------------------ -------------------------------------------Insert Figure 4 about here -- UNDERSTANDING IRRATIONAL NUMBERS 32 How linear were participants’ estimates for natural numbers, perfect squares, one-digit
radicals, and two-digit radicals? For each of the four types, best-fitting lines predicting the
selected position from the correct position were plotted (Fig. 4). Estimates were highly linear
across all four blocks. For natural numbers and perfect squares, the R2 values were both 1.00. For
one-digit and two-digit radicals, the R2 values were .97 and 1.00, respectively. 33 UNDERSTANDING IRRATIONAL NUMBERS Fig.4. Number line estimation performance was highly linear on average. The dotted lines are
the best-fitting regression lines. Fig.4. Number line estimation performance was highly linear on average. The dotted lines are
the best-fitting regression lines. -------------------------------------------Insert Figure 5 about here ------------------------------------------ -------------------------------------------Insert Figure 5 about here --- UNDERSTANDING IRRATIONAL NUMBERS 34 To examine whether averaging performance concealed individual differences, we repeated them
separately for each participant, estimating the best-fitting lines for each of the four number types
(Fig. 5). Estimates for natural numbers and perfect squares were highly linear across participants. By contrast, there was greater variation in the linearity of participants’ estimates for one-digit
radicals like √5 and two-digit radicals like √80. 35 UNDERSTANDING IRRATIONAL NUMBERS Fig. 5. Individual differences in the linearity of participants’ estimates were greatest for two-digit
radicals Fig. 5. Individual differences in the linearity of participants’ estimates were greatest for two-digit Fig. 5. Individual differences in the linearity of participants’ estimates were greatest for two-digit
radicals. -------------------------------------------Insert Table 3 about here ------------------------------------------- -------------------------------------------Insert Table 3 about here -- UNDERSTANDING IRRATIONAL NUMBERS 36 Estimation strategies. On the strategy questionnaire, participants self-reported the
strategies they used for each block of the NLE task. After dropping illegible and incoherent
responses, full data were available for 63 of 81 questionnaires. All 63 questionnaires were coded
by the first author and a naïve volunteer. Interrater agreement, measured by Cohen’s kappa,
averaged .74 across the eight prompts. Participants reported using multiple strategies,
summarized in Table 3. Running head: UNDERSTANDING IRRATIONAL NUMBERS 37 Table 3. Strategies self-reported on the number line estimation strategy questionnaire and their frequency of use. ed on the number line estimation strategy questionnaire and their frequency of use. Table 3. Strategies self-reported on the number line estimation strategy questionnaire and their frequency of use. Number Type
Strategy
Stimulus
Sample Response
% Use
Natural numbers
landmark – 0, 5, or 10
4
“It had to be before the halfway mark.”
93.7
other
7
“About ¾ of the line…”
6.3
Perfect squares
simplify & map
√9
“√9 = 3 …”
95.2
other
√81
“Guessed.”
4.8
One-digit radicals
single perfect square
landmark
√8
“√9 = 3 near √9.”
26.2
double perfect square
landmark
√2
“√1 = 1, √4 = 2, between √1 and √4. So between 1-2.”
43.7
other – correct
√2
“√2 is about 1.41… So it’s around 1.5.”
19.0
other – incorrect
√8
“√8 is close to 8. So, estimate slightly to the left of 8.”
7.9
Two-digit radicals
single perfect square
landmark
√60
“I knew √64 was 8, so a little to the left.”
25.4
double perfect square
landmark
√40
“I knew it was between 6 and 7 because √36 = 6 and
√49 = 7. I put it slightly closer to where 6 was.”
60.3
other – correct
√40
“√40 is 2√10. And √10 is about 3.5, so 2(3.5) is about 7.”
2.4
other – incorrect
√60
“√60 is 2√15. So, estimate between 2 and 3.”
8.7 UNDERSTANDING IRRATIONAL NUMBERS 39 (single perfect square landmark, two perfect square landmarks, other – correct, other – incorrect)
as a factor. We began with the first of two strategy prompts (“How did you decide where to place
√2?”) in the one-digit radicals section of the questionnaire. There was a main effect of strategy
(F(3, 58) = 10.75, p < .001, η2 = .357). Post hoc comparisons using Tukey’s procedure revealed
that performance was comparable for the single perfect square landmark, two perfect square
landmarks, and “other – correct” strategies (ps > .05); these strategies yielded more accurate
estimates than “other – correct” strategies (ps < .001). We conducted a similar one-way ANOVA
for the second prompt (“How did you decide where to place √8?”) and found a main effect of
strategy (F(3, 58) = 11.52, p < .001, η2 = .373). Post hoc comparisons again found that utilizing
either of the landmark strategies or an “other – correct” strategy produced equally accurate
estimates (ps > .05). These estimates were more accurate than those produced by “other –
incorrect” strategies (ps < .001). (single perfect square landmark, two perfect square landmarks, other – correct, other – incorrect)
as a factor. We began with the first of two strategy prompts (“How did you decide where to place
√2?”) in the one-digit radicals section of the questionnaire. There was a main effect of strategy
(F(3, 58) = 10.75, p < .001, η2 = .357). Post hoc comparisons using Tukey’s procedure revealed
that performance was comparable for the single perfect square landmark, two perfect square
landmarks, and “other – correct” strategies (ps > .05); these strategies yielded more accurate
estimates than “other – correct” strategies (ps < .001). We conducted a similar one-way ANOVA
for the second prompt (“How did you decide where to place √8?”) and found a main effect of
strategy (F(3, 58) = 11.52, p < .001, η2 = .373). Post hoc comparisons again found that utilizing
either of the landmark strategies or an “other – correct” strategy produced equally accurate
estimates (ps > .05). These estimates were more accurate than those produced by “other –
incorrect” strategies (ps < .001). A parallel series of one-way ANOVAs was conducted for the two-digit radicals prompts. For the first prompt (“How did you decide where to place √40?”), a main effect of strategy was
detected (F(3, 58) = 20.15, p < .001, η2 = .510). Running head: UNDERSTANDING IRRATIONAL NUMBERS 38 For natural numbers, the most frequent strategy was to reference the landmarks 0, 5, and
10. Next, estimates were adjusted slightly to the left or right. This strategy was reported by
93.7% of participants. For example, when estimating the position of the number 3, most
participants found the midpoint (5) and then shifted their estimate slightly to the left. All
additional strategies were categorized as other (6.3%). For perfect squares like √9, most
participants chose to simplify the expression to 3 and map it to the natural number line – the
simplify & map strategy (95.2%). The use of this strategy, which is related to the equivalence
strategy participants used for the MC task, suggests that perfect squares enjoy privileged
processing on the NLE task. All other strategies were labeled other (4.8%). For one-digit and two-digit radicals, participants continued to reference nearby landmarks
during estimation. In this case, however, the landmarks were perfect squares. This finding
informs the second research question concerning whether more concrete referents are used to
understand the more abstract irrationals. Two main strategies were observed; we illustrate them
using √7 as an example. The single perfect square landmark strategy was to reason that √7 <
√9 and √9 = 3, so estimate slightly to the left of 3. The double perfect square landmark strategy
was to bound the estimate from both sides. One might reason that √4 < √7 < √9 , √4 = 2, and
√9 = 3. Thus, one should estimate between 2 and 3. Participants were more likely to use the
double landmark strategy than the single perfect square landmark strategy for two-digit radicals
like √70 (60.3%) than for one-digit radicals like √7 (43.7%). Correct, but rarely used strategies
were categorized as “other – correct.” Vague, incorrect, or guess responses were categorized as
“other – incorrect.” To determine whether strategy use improved accuracy when estimating the locations of
one-digit radicals, a one-way ANOVA of average absolute error was conducted with strategy UNDERSTANDING IRRATIONAL NUMBERS 40 To summarize, participants who used the single or double perfect square landmark
strategies were no more accurate than participants who used “other – correct” strategies. This
was not because participants who used these strategies were at floor, as their estimates were
more accurate than those of participants who used “other – incorrect” strategies. UNDERSTANDING IRRATIONAL NUMBERS Post hoc comparisons revealed that average
absolute error was comparable when using a single perfect square landmark, two perfect square
landmarks, and “other – correct” strategies (ps > .05). Error was worse when using “other –
incorrect” strategies (ps < .001). For the second prompt (“How did you decide where to place
√60?”), a main effect of strategy was detected again F(3, 58) = 6.75, p < .001, η2 = .259) and
post hoc comparisons revealed that the perfect square and “other – correct” strategies were
comparable to each other (ps > .05). Both of these strategies were superior to “other – incorrect”
strategies (ps < .01). UNDERSTANDING IRRATIONAL NUMBERS -------------------------------------------Insert Table 4 about here ----------------------- -------------Insert Table 4 about here ------------------------------------------- Irrationals knowledge test All 81 participants completed a paper-and-pencil irrationals knowledge test composed of
two sections – conceptual knowledge and procedural knowledge. These were in turn composed
of five subsections – number concepts, density concepts, operation concepts, simple arithmetic,
and complex arithmetic. Recall that Table 1 lists example items from each subsection. The full
test is in the supplementary materials (section 2). Table 4 summarizes performance across all
sections and subsections. 41 UNDERSTANDING IRRATIONAL NUMBERS 7 See Figure S2 in the Supplementary Materials for a plot of the two factors. UNDERSTANDING IRRATIONAL NUMBERS Table 4. Performance on all sections and subsections of the irrationals knowledge test. Section
Subsection
Mean
(%)
SD
Conceptual
Number concepts
75.1
20.4
Density concepts
49.0
26.4
Operation concepts
66.9
22.6
average
63.6
17.2
Procedural
Simple arithmetic
61.0
27.0
Complex arithmetic
35.8
35.2
average
48.4
29.3 4. Performance on all sections and subsections of the irrationals knowledge test. -------------------------------------------Insert Table 5 about here --------------------- UNDERSTANDING IRRATIONAL NUMBERS 42 To determine the number of constructs being measured across these subsections, we
conducted a principal components analysis using varimax rotation. The two procedural
subsections loaded onto a single procedural factor (eigenvalue = 2.3, 46.0% of variance
explained) and the three conceptual subsections loaded onto a single conceptual factor
(eigenvalue = 1.1, 22.8% of variance explained).7 Hence, subsequent analyses focused on
average scores on the conceptual section and the procedural section. To address the second research question, which concerns the use of referencing strategies
during arithmetic problem-solving, we coded the strategies used on the arithmetic section of the
irrationals knowledge test. Interrater agreement, measured by Cohen’s kappa, averaged .95. We
focused on whether participants used inefficient or efficient strategies. Some participants used the inefficient prime factorization strategy exclusively (17%). It
involves solving arithmetic problems by decomposing radicands into prime factors and then
shifting pairs of common factors outside the radical sign. See Table 5 for an example. By
contrast, 40% of participants used the perfect squares factorization strategy at least once. It
involves directly identifying the largest perfect square factors of the radicand. This chunking
strategy enabled participants to solve problems using fewer operations (Table 5). UNDERSTANDING IRRATIONAL NUMBERS 43 UNDERSTANDING IRRATIONAL NUMBERS 44 To evaluate whether arithmetic strategy use affected participants’ procedural scores on
the irrationals knowledge test, a one-way ANOVA was conducted. The strategy factor had four
levels: prime factorization, perfect squares factorization, both strategies, and other. The category
“other” refers to participants who used incorrect strategies or guessed. There was a main effect of
strategy on procedural scores (F(3, 77) = 29.71, p < .001, η2 = .537). Post hoc comparisons with
Tukey’s procedure revealed that procedural scores were comparable between participants who
used the prime factorization strategy and those who used the perfect squares factorization To evaluate whether arithmetic strategy use affected participants’ procedural scores on
the irrationals knowledge test, a one-way ANOVA was conducted. The strategy factor had four
levels: prime factorization, perfect squares factorization, both strategies, and other. The category
“other” refers to participants who used incorrect strategies or guessed. There was a main effect of
strategy on procedural scores (F(3, 77) = 29.71, p < .001, η2 = .537). Post hoc comparisons with
Tukey’s procedure revealed that procedural scores were comparable between participants who
used the prime factorization strategy and those who used the perfect squares factorization
strategy (p = .260). The only significant score differences were between participants who used
either of these strategies (or both) and participants who used “other” strategies (ps < .001). This
indicates that participants who used the less efficient prime factorization strategy were not at
floor, as they outperformed those who used “other” strategies (incorrect procedures). The perfect
squares strategy is not associated with higher accuracy on complex arithmetic problems than the
use of the prime factorization strategy. However, it may confer other advantages such as
reducing processing time and working memory demand. We could not test these possibilities
because we did not measure these dependent variables. UNDERSTANDING IRRATIONAL NUMBERS Table 5. Example of applying the two strategies to solve the complex arithmetic problem √48 +
√75 −√27 from the irrationals knowledge test. Using the prime factorization strategy requires
computing and maintaining more partial products than using the perfect squares factorization
strategy. Strategy
Step
Partial Products
Use
Prime
Factorization
0
1
2
3
4
5
6
7
8
9
10
11
12
√48 + √75 −√27
√48 = √2 × 24
√48 = √2 × 2 × 2 × 2 × 3
√48 = 2√2 × 2 × 3
√48 = 4√3
√75 = √3 × 25
√75 = √3 × 5 × 5
√75 = 5√3
√27 = √3 × 9
√27 = √3 × 3 × 3
√27 = 3√3
4√3 + 5√3 −3√3 = 6√3
17%
Perfect
Squares
Factorization
0
1
2
3
4
5
6
7
√48 + √75 −√27
√48 = √16 × 3
√48 = 4√3
√75 = √25 × 3
√75 = 5√3
√27 = √9 × 3
√27 = 3√3
4√3 + 5√3 −3√3 = 6√3
40% Strategy
Step
Partial Products
Use Predicting individual differences in knowledge of irrationals The third research question concerned whether individual differences in the magnitude
representation and strategic processing of radical expressions predicts conceptual and procedural
knowledge of irrationals. To answer this question, we extracted two sets of predictor variables
from each participant, as described above. The first set consisted of the β weights for the three
significant variables (distance, size, and type) when predicting response times on the magnitude
comparison task. The β weights for the distance and size variables index the precision of
magnitude representations and are common predictors of mathematical achievement in children -------------------------------------------Insert Table 6 about here ------------------------------------------- UNDERSTANDING IRRATIONAL NUMBERS 47 For the procedural knowledge measure, the magnitude comparison variables accounted
for significant variance in step 1 (R2 = .140, F(3, 76) = 4.14, p = .009), and the NLE variables for
significant additional variance in step 2 (∆R2 = .182, R2 = .322, F(2, 74) = 9.91, p < .001). In the
final model, only the NLE variable two-digit radicals was significant (Table 6). These findings inform the second and third research questions. With respect to the second
research question, participants’ ability to estimate the spatial locations of two-digit radicals (all
irrational numbers) predicted conceptual and procedural scores. This indicates that strategically
referencing perfect squares is associated with success on higher-level tests of mathematical
knowledge. Concerning the third research question, neither the distance nor the size variables
from the magnitude comparison task predicted knowledge of irrationals in the final models. This
suggests that these variables, which index the precision of magnitude representations, are less
important when predicting performance on unspeeded tasks measuring higher-level These findings inform the second and third research questions. With respect to the second
research question, participants’ ability to estimate the spatial locations of two-digit radicals (all
irrational numbers) predicted conceptual and procedural scores. This indicates that strategically
referencing perfect squares is associated with success on higher-level tests of mathematical
knowledge. Concerning the third research question, neither the distance nor the size variables
from the magnitude comparison task predicted knowledge of irrationals in the final models. This
suggests that these variables, which index the precision of magnitude representations, are less
important when predicting performance on unspeeded tasks measuring higher-level
mathematical knowledge. Further, the significance of the magnitude comparison variable type
for predicting conceptual scores supports the role of the equivalence strategy. Understanding
when judgments of irrational numbers can and cannot be simplified to judgments of natural
numbers may depend on conceptual knowledge of number systems. UNDERSTANDING IRRATIONAL NUMBERS 45 (De Smedt et al., 2009). The β weight for the type variable indicates the additional time required
to compare radical expressions versus natural numbers. In other words, it reflects the time
needed to apply the equivalence strategy. The second set of predictor variables were the average
absolute errors when estimating the positions of one-digit radicals and two-digit radicals on the
NLE task. These variables reflect the efficiency of referencing neighboring perfect squares. The
magnitude comparison variables were entered first and the NLE variables were entered second in
separate hierarchical linear regressions predicting accuracy on the conceptual section and the
procedural section. For the conceptual knowledge measure, the magnitude comparison variables added
during the first step were nonsignificant (R2 = .074, F(3, 76) = 2.02, p = .119). Adding the NLE
variables during the second step accounted for significant additional variance (∆R2 = .115, R2 =
.188, F(2, 74) = 5.23, p = .007). In the final model, shown in Table 6, the magnitude comparison
variable type and the NLE variable two-digit radicals were significant predictors. UNDERSTANDING IRRATIONAL NUMBERS 46 Table 6. Final models predicting conceptual and procedural knowledge of irrationals. Measure
Predictor
Std. β
t
p
R2
Conceptual
Knowledge
Constant
11.87
.000
.188
MC – β Distance
.039
.271
.788
MC – β Size
.053
.370
.712
MC – β Type
.235
2.21
.030
NLE 1D Radicals
-.022
-.184
.855
NLE 2D Radicals
-.355
-2.97
.004
Procedural
Knowledge
Constant
8.28
.000
.322
MC – β Distance
.125
.945
.348
MC – β Size
-.045
-.343
.732
MC – β Type
.151
1.55
.125
NLE 1D Radicals
-.104
-.952
.344
NLE 2D Radicals
-.411
-3.76
.000 6. Final models predicting conceptual and procedural knowledge of irrationals. UNDERSTANDING IRRATIONAL NUMBERS 48 question by fitting two models to the magnitude comparison RT data. The first model, consistent
with the equivalence strategy, defined the distance and size variables by the radicands’
magnitudes. The second model, consistent with the mental number line strategy, defined the
distance and size variables by the holistic magnitudes of the radical expressions. The equivalence
strategy model fit the data best. In addition, the type variable, which indicates whether the
stimuli being compared are natural numbers or radical expressions, was a significant predictor
above and beyond the distance and size variables. Taken together, these results suggest that
people compare the magnitudes of radical expressions by referencing their natural number
components (i.e., radicands). question by fitting two models to the magnitude comparison RT data. The first model, consistent
with the equivalence strategy, defined the distance and size variables by the radicands’
magnitudes. The second model, consistent with the mental number line strategy, defined the
distance and size variables by the holistic magnitudes of the radical expressions. The equivalence
strategy model fit the data best. In addition, the type variable, which indicates whether the
stimuli being compared are natural numbers or radical expressions, was a significant predictor
above and beyond the distance and size variables. Taken together, these results suggest that
people compare the magnitudes of radical expressions by referencing their natural number
components (i.e., radicands). question by fitting two models to the magnitude comparison RT data. The first model, consistent
with the equivalence strategy, defined the distance and size variables by the radicands’ question by fitting two models to the magnitude comparison RT data. The first model, consistent
with the equivalence strategy, defined the distance and size variables by the radicands’ The second research question asked whether people reference perfect squares to make
sense of irrational numbers. Examples of such referencing, besides the equivalence strategy, are
evident on the NLE task. Strategy self-reports suggest that people reference nearby perfect
squares to better estimate the locations of one-digit and two-digit irrationals – the single and
double landmark strategies. Referencing strategies were also observed on the complex arithmetic
subsection of the irrationals knowledge test. When simplifying radical expressions, 40% of
participants factored radicands into perfect squares. This may be a more efficient strategy than
the prime factorization strategy used by 17% of participants. Summary To study how people understand highly abstract mathematical concepts, we used
irrational numbers as a test case. Specifically, we addressed three research questions that tested
multiple hypotheses. The first question asked whether radical expressions are compared by
referencing a mental number line or by using the equivalence strategy. We addressed this UNDERSTANDING IRRATIONAL NUMBERS The third research question asked whether individual differences in the speed and
accuracy with which irrational numbers are processed on the simple MC and NLE tasks predicts
individual differences in higher-level conceptual and procedural knowledge measures
comparable to classroom mathematics tests. The type variable for the magnitude comparison
task, which indicates whether the stimuli are natural numbers or radical expressions, was a
significant predictor of conceptual knowledge. We interpret this as reflecting the importance of UNDERSTANDING IRRATIONAL NUMBERS 49 selectively accessing the natural number components of radical expressions (i.e., radicands and
roots) when reasoning about irrationals. Accuracy with two-digit radicals on the NLE task was
also a significant predictor. It explained both conceptual and procedural knowledge. This may
reflect the cognitive value of referencing perfect squares when processing irrational numbers. Although magnitude representations are necessary for arithmetic competence, they are
not as critical as for natural numbers, integers, and rational numbers. The role of magnitude
representations appears to attenuate in importance as the abstraction of number systems
increases. Hence, alternative mechanisms must be invoked to explain expertise with irrationals. Theoretical implications – a referential processing account Some theories of numerical and arithmetic development emphasize the recruitment,
repurposing, and refinement of perceptuo-motor and visuospatial systems (Blair, Tsang, &
Schwartz, 2013; Landy, Allen, & Zednik, 2014; Siegler, 2016). Based on our findings that
natural numbers and perfect squares support an understanding of the irrationals on a range of
tasks, we hypothesize that abstract mathematical concepts are understood by selectively
recruiting more concrete representations that align with task demands and stimulus properties. We call these representations referents and the recruitment and alignment processes referencing
or referential processing. Mathematical tasks like magnitude comparison, number line estimation, and arithmetic
problem-solving can impose high computational demands on limited cognitive resources. Mathematical tasks like magnitude comparison, number line estimation, and arithmetic
problem-solving can impose high computational demands on limited cognitive resources. Mathematical tasks like magnitude comparison, number line estimation, and arithmetic
problem-solving can impose high computational demands on limited cognitive resources. Referential processing reduces these demands in task- and stimulus-specific ways. Magnitude
comparison with radical expressions, for instance, can be performed using a “guess and check”
algorithm to determine the greater or lesser value in number pairs like (√7 , √4 ). Due to the
substantial computational demands of using this algorithm, people choose to use the more Referential processing reduces these demands in task- and stimulus-specific ways. Magnitude
comparison with radical expressions, for instance, can be performed using a “guess and check”
algorithm to determine the greater or lesser value in number pairs like (√7 , √4 ). Due to the
substantial computational demands of using this algorithm, people choose to use the more UNDERSTANDING IRRATIONAL NUMBERS 50 efficient equivalence strategy instead. Radical expressions are interpreted as natural number
referents like (7, 4) because the judgments are the same in both cases. On the NLE task, the
computational demands of estimating the positions of one-digit and two-digit radicals are also
high. They are circumvented by locating estimates with respect to neighboring perfect square
referents – the single and double perfect square landmark strategies. Likewise, referential
processing supports arithmetic problem-solving on the irrationals knowledge test by enabling
expressions like √48 to be simplified efficiently via perfect squares factorization: √48 = √16 ∗3 = 4√3. √48 = √16 ∗3 = 4√3. This is less computationally demanding as it requires fewer steps and partial products than the
prime factorization strategy: This is less computationally demanding as it requires fewer steps and partial products than the
prime factorization strategy: √48 = √2 ∗24 = √2 ∗2 ∗12 = √2 ∗2 ∗2 ∗6 = √2 ∗2 ∗2 ∗2 ∗3 = 2√2 ∗2 ∗3
= 4√3 = 4√3 Critically, the referential processing account states that referents are task- and stimulus-
specific. On the magnitude comparison task, for instance, the appropriate referents were natural
numbers. In contrast, the appropriate referents on the NLE and arithmetic problem-solving tasks
were perfect squares. To explain why particular concrete mathematical concepts are appropriate
on some tasks but not others, it is useful to focus on the alignment between what a task demands
and what a referent provides. An appropriate referent simplifies a task without altering its
underlying structure. For example, the equivalence strategy aligns well with the magnitude
comparison task because the comparisons (√𝑥, √𝑦) and (x, y) have the same response when x
and y are non-negative. In this regard, the equivalence strategy’s focus on the natural number
components of radical expressions constitutes a virtuous form of the whole number bias (Ni & UNDERSTANDING IRRATIONAL NUMBERS UNDERSTANDING IRRATIONAL NUMBERS 51 Zhou, 2005).8 Referential processing, then, can reduce computational demands and improve
performance while preserving task structure. Zhou, 2005).8 Referential processing, then, can reduce computational demands and improve
performance while preserving task structure. The extent to which referential processing enhances performance relative to default
strategies depends on the task to be performed. On the MC task, referential processing improves
how quickly irrational numbers are processed. During NLE, it improves accuracy compared to
“other-incorrect” strategies. It is important to acknowledge that referential processing does not
always improve accuracy. On the arithmetic problem-solving test, for example, the use of perfect
square referents was not associated with higher accuracy compared to prime number referents. The benefits afforded in this context appear to be more modest and may be restricted to the speed
domain, a prediction that the current study did not test. 8 We thank an anonymous reviewer for suggesting this connection between referential processing
and the whole number bias. and the whole number bias. 8 We thank an anonymous reviewer for suggesting this connection between referent Referential processing across number systems and mathematical tasks Our referential processing account unifies a constellation of seemingly disparate
phenomena in the mathematical cognition literature. The prominence of referents has been
demonstrated using more open-ended prompts, in naturalistic studies, and in formal analyses of
number naming systems. In production studies, where participants must generate numbers in a
specified range like 1 – 100, the frequency with which numbers are produced follows a power
law. Smaller numbers are produced more frequently than larger numbers. Critically, the
exceptions are referents in the base-10 system like 10 and 100 or the larger culture like 12, 15,
and 50. These numbers are produced more frequently than the power law predicts (Noma &
Baird, 1975). Corpora studies reveal the same pattern; referents in the base-10 system like 10 and 9 Evidence exists against the referential processing account and in favor of continuous
performance (whether logarithmic or linear) on the NLE task (Ashcraft & Moore, 2012; Opfer et
al., 2011; Siegler & Booth, 2004; Siegler & Opfer, 2003; Opfer et al. 2016). UNDERSTANDING IRRATIONAL NUMBERS 52 100 are produced more frequently than expected given the otherwise power-law distribution of
numbers (Dehaene & Mehler, 1992). In a corpus study and formal analysis of number words in
the Dutch language, Pollman and Jansen (1996) found that referents in the base-10 system like
the base raised to an integer power (e.g., 101 = 10) are among the “favourite numbers.” This
finding was extended to Swedish by Ericsson, Biley, and Geary (2010). 100 are produced more frequently than expected given the otherwise power-law distribution of
numbers (Dehaene & Mehler, 1992). In a corpus study and formal analysis of number words in
the Dutch language, Pollman and Jansen (1996) found that referents in the base-10 system like
the base raised to an integer power (e.g., 101 = 10) are among the “favourite numbers.” This
finding was extended to Swedish by Ericsson, Biley, and Geary (2010). Studies using the MC and NLE tasks also support the use of referential processing across
a range of number systems (Table 7). For natural numbers, referential processing has been
observed when comparing one-digit numbers, with end-anchoring to zero (Banks, 1977; Pinhas
& Tzelgov, 2012). Comparisons of multi-digit numbers are made with reference to intervening
multiples of 10 (Brysbaert, 1995; Franklin, Jonides, & Smith, 2009). The question of whether
referential processing is used when estimating the position of a natural number on a bounded
number line (and if so, under which conditions) is a contentious one. We focus here on findings
and models consistent with referential processing.9 Ebersbach at al. (2008) proposed that the
largest number familiar to children serves as a referent during NLE. Moeller et al. (2009)
proposed that before children have integrated the ones and tens places in their understanding of
number, 10 serves as a referent when estimating numbers in the range 0 – 100. Landy et al. (2013) proposed that scale words like ‘million’ serve as referents when estimating across very
large ranges like 1 thousand – 1 billion. Across these studies, variants of a bilinear model with a
discontinuity at the proposed referent (the largest familiar number, 10, and 1 million, Studies using the MC and NLE tasks also support the use of referential processing across
a range of number systems (Table 7). For natural numbers, referential processing has been
observed when comparing one-digit numbers, with end-anchoring to zero (Banks, 1977; Pinhas
& Tzelgov, 2012). UNDERSTANDING IRRATIONAL NUMBERS Comparisons of multi-digit numbers are made with reference to intervening
multiples of 10 (Brysbaert, 1995; Franklin, Jonides, & Smith, 2009). The question of whether
referential processing is used when estimating the position of a natural number on a bounded
number line (and if so, under which conditions) is a contentious one. We focus here on findings
and models consistent with referential processing.9 Ebersbach at al. (2008) proposed that the
largest number familiar to children serves as a referent during NLE. Moeller et al. (2009) proposed that before children have integrated the ones and tens places in their understanding of
number, 10 serves as a referent when estimating numbers in the range 0 – 100. Landy et al. (2013) proposed that scale words like ‘million’ serve as referents when estimating across very
large ranges like 1 thousand – 1 billion. Across these studies, variants of a bilinear model with a
discontinuity at the proposed referent (the largest familiar number, 10, and 1 million, 9 Evidence exists against the referential processing account and in favor of continuous
performance (whether logarithmic or linear) on the NLE task (Ashcraft & Moore, 2012; Opfer et
al., 2011; Siegler & Booth, 2004; Siegler & Opfer, 2003; Opfer et al. 2016). -------------------------------------------Insert Table 7 about here ----------------------- ----------------------Insert Table 7 about here ------------------------------------------- UNDERSTANDING IRRATIONAL NUMBERS 53 respectively) fit the data better than a linear or a logarithmic model. Finally, some have applied
cyclical models to account for the NLE performance of children and adults (Barth & Paladino,
2011; Cohen & Blanc-Goldhammer, 2011; Slusser et al., 2013). For our purposes, these models
can be characterized as positing referents at endpoints, midpoints, and quartiles. They also posit
proportional estimation between referents in opposition to the linear estimation of the models
just reviewed. Even natural number arithmetic can be supported by base-10 referents. For instance, one-
digit addition problems such as 9 + 8 can be solved by decomposition to the referent 10: 9 + 8 =
9 + (1 + 7) = (9 + 1) + 7 = 10 + 7 = 17 (Baroody, Purpura, Eiland, Reid, & Paliwal, 2015). For
multi-digit arithmetic, the referents are often multiples of 10, as when 49 + 38 is transformed to
50 + 37 (Torbeyns, de Smedt, Ghesquiere, & Verschaffel, 2009). UNDERSTANDING IRRATIONAL NUMBERS 54 Table 7. Across number systems and tasks, people use many kinds of referents flexibly. Naturals
Integers
Rationals
Irrationals
single-digit
multi-digit
fractions
decimals
Magnitude
Comparison
zero
multiples
of 10n
zero
unit
fractions,
decimals
naturals
naturalsa
Number Line
Estimation
endpoints
midpoints
quartiles
multiples
of 10n,
midpoints,
quartiles
zero
unit
fractions,
decimals
quartiles
tenths
perfect
squaresb
Arithmetic
Computation
10
multiples
of 10n
zero
? ? perfect
squaresc
a Supported by the equivalence strategy on the MC task. 7. Across number systems and tasks, people use many kinds of referents flexibly. b Supported by the single and double perfect square landmark strategies on the NLE task. c Supported by the perfect squares factorization strategy on the irrationals knowledge test. UNDERSTANDING IRRATIONAL NUMBERS 55 Referential processing also extends to more abstract number systems. With integers, zero
can be used as a referent when performing magnitude comparison, number line estimation,
number bisection, and arithmetic computation (Gullick & Wolford, 2013; Tsang et al., 2015;
Tsang & Schwartz, 2009; Varma & Schwartz, 2011). Fractions are often processed by
referencing unit fractions like ½ when making magnitude comparison and number line
estimation judgments (Fazio et al., 2016; Siegler & Thompson, 2014). When rational numbers
are expressed as decimal proportions, their magnitudes can be referenced with respect to natural
numbers (Varma & Karl, 2013). Finally, during number line estimation with decimals, quartiles
like 0.25 and tenths like 0.10 are often referenced (Houseworth, 2016). UNDERSTANDING IRRATIONAL NUMBERS 56 factorization should be taught during formal instruction. Doing so may improve students’
adaptive expertise, or their ability to recognize and apply optimal strategies (Hatano & Oura,
2003). Third, it is worth noting that the correlation between magnitude knowledge and
arithmetic expertise is weaker for irrationals than other number systems. Interventions that
improve the magnitude representations of children result in greater arithmetic expertise for
natural numbers, integers, and rational numbers (Fuchs et al., 2013; Siegler & Ramani, 2009;
Tsang et al., 2015). Our individual differences analyses, however, did not find a relationship
between the precision of magnitude representations as measured by the distance and size effects
and conceptual and procedural knowledge of irrationals. This suggests that training magnitude
representations may not produce similar learning gains for the irrationals. We tentatively suggest
that a better approach for teaching more abstract mathematical concepts like the irrationals is to
focus on strategies for relating them to referents according to stimulus properties and task
demands. Instructional implications Our results have three potential implications for instructional design in mathematics. First, performance patterns on the MC and NLE tasks suggest that our sampled undergraduates
represent the magnitudes of irrationals accurately. Nonetheless, performance on the NLE task
reveals that some people place irrationals, denoted by one-digit expressions (e.g., √2) and two-
digit expressions (e.g., √40), on the number line inaccurately. It might be possible to improve
their performance by giving students explicit strategy instruction. They could be guided to
estimate the values of irrationals by referencing perfect squares via the single and double perfect
square landmark strategies. The second pedagogical implication concerns strategy differences during arithmetic
problem-solving. Participants who used the prime factorization strategy required more steps and
likely spent more time on task. Those who used the perfect squares factorization strategy, in
contrast, could skip steps by directly accessing the perfect square factors under the radical signs. Not all learners discover such strategies on their own, suggesting that perfect squares UNDERSTANDING IRRATIONAL NUMBERS UNDERSTANDING IRRATIONAL NUMBERS 57 A second limitation is that much of the variation in conceptual and procedural knowledge
of irrational numbers was unexplained. Unexplained variance in the conceptual knowledge
measure might reflect differential understanding of the cardinalities of infinite sets such as the
rationals, irrationals, and reals. This knowledge is crucial for defining and reasoning about these
number systems. Unexplained variance in the procedural knowledge measure might reflect
differential fluency in the multiplication and division skills necessary for factoring and
simplifying radical expressions. Future studies should investigate these and other possible
explanations. Limitations This study was constrained in several ways. First, the NLE task involved collecting
strategy prompts after the entire task ended rather than after each trial in a block. This is
potentially problematic because strategies can change on a trial-by-trial basis, as has been shown
for fractions (Fazio et al., 2016). Future studies should collect strategies after every trial. This study was constrained in several ways. First, the NLE task involved collecting
strategy prompts after the entire task ended rather than after each trial in a block. This is
potentially problematic because strategies can change on a trial-by-trial basis, as has been shown
for fractions (Fazio et al., 2016). Future studies should collect strategies after every trial. Relatedly, only two strategy prompts were presented for each block. It is possible that
participants used different strategies for the unprompted items and that these strategies were not
captured in the current study. These limitations could be addressed in a future study that focuses
on the NLE task for irrational numbers and collects strategy prompts after every trial. This study was constrained in several ways. First, the NLE task involved collecting
strategy prompts after the entire task ended rather than after each trial in a block. This is
potentially problematic because strategies can change on a trial-by-trial basis, as has been shown
for fractions (Fazio et al., 2016). Future studies should collect strategies after every trial. Relatedly, only two strategy prompts were presented for each block. It is possible that
participants used different strategies for the unprompted items and that these strategies were not Conclusion Most numerical cognition research focuses on relatively concrete concepts like natural
numbers, integers, and rational numbers. Our study of irrationals elucidates how the mind grasps
abstract mathematical concepts incapable of being directly perceived or fully grounded in
visuospatial referents. We suggest that the numerical magnitudes and symbolic procedures
associated with irrationals are understood by referencing natural numbers and perfect squares. Such referential processing may explain performance across a wide range of tasks and number
systems (Table 7), supporting an intuitive understanding of otherwise alien concepts. Thus far,
we have only learned that experts use referential processing to understand irrationals. Our next
step is to explore the development of referential processing in novices and how it supports the
discovery, comprehension, and instruction of diverse mathematical content. Doing so will
illuminate how the abstract becomes concrete. UNDERSTANDING IRRATIONAL NUMBERS 58 References Alibali, M. W., Knuth, E. J., Hattikudur, S., McNeil, N. M., & Stephens, A. C. (2007). A
longitudinal examination of middle school students' understanding of the equal sign and
equivalent equations. Mathematical Thinking and Learning, 9, 221-247. Alibali, M. W., Knuth, E. J., Hattikudur, S., McNeil, N. M., & Stephens, A. C. (2007). A
longitudinal examination of middle school students' understanding of the equal sign and
equivalent equations. Mathematical Thinking and Learning, 9, 221-247. https://doi.org/10.1080/10986060701360902 Ashcraft, M. H. (1992). Cognitive arithmetic: A review of data and theory. Cognition, 44(1), 75–
106. https://doi.org/10.1016/0010-0277(92)90051-I Banks, W. P. (1977). Encoding and processing of symbolic information in comparative
judgments. In G. H. Bower (Ed.), The psychology of learning and motivation (Vol. 11, pp. 101–159). New York, NY: Academic Press. Baroody, A. J., Purpura, D. J., Eiland, M. D., Reid, E. E., & Paliwal, V. (2015). Does fostering
reasoning strategies for relatively difficult basic combinations promote transfer by K-3
students? Journal of Educational Psychology, 108(4), 576–591. https://doi.org/10.1037/edu0000067 Bender, A., Schlimm, D., & Beller, S. (2015). The Cognitive Advantages of Counting
Specifically: A Representational Analysis of Verbal Numeration Systems in Oceanic
Languages. Topics in Cognitive Science, 7(4), 552–569. https://doi.org/10.1111/tops.12165
Blair, K., Tsang, J., & Schwartz, D. (2013). The bundling hypothesis - How perception and
culture give rise to abstract mathematical concepts in individuals. In S. Vosniadou (Ed.),
International Handbook of Research on Conceptual Change (2nd ed., pp. 322–340). New
York City: Routledge. Booth, J. L., & Siegler, R. S. (2008). Numerical magnitude representations influence arithmetic
learning. Child Development, 79(4), 1016–1031. https://doi.org/10.1111/j.1467- Booth, J. L., & Siegler, R. S. (2008). Numerical magnitude representations influence arithmetic
learning. Child Development, 79(4), 1016–1031. https://doi.org/10.1111/j.1467- UNDERSTANDING IRRATIONAL NUMBERS 59 8624.2008.01173.x Brez, C. C., Miller, A. D., & Ramirez, E. M. (2015). Numerical estimation in children for both
positive and negative numbers. Journal of Cognition and Development, 17(2), 341–358. https://doi.org/10.1080/15248372.2015.1033525 Brez, C. C., Miller, A. D., & Ramirez, E. M. (2015). Numerical estimation in children for both
positive and negative numbers. Journal of Cognition and Development, 17(2), 341–358. https://doi.org/10.1080/15248372.2015.1033525 Brysbaert, M. (1995). Arabic number reading: On the nature of the numerical scale and the
origin of phonological recoding. Journal of Experimental Psychology: General, 124(4),
434–452. https://doi.org/10.1037/0096-3445.124.4.434 Buckley, P. B., & Gillman, C. B. (1974). Comparisons of digits and dot patterns. Journal of
Experimental Psychology, 103(6), 1131–1136. https://doi.org/10.1037/h0037361
Cohen, D., & Blanc-Goldhammer, D. (2012). Numerical bias in bounded and unbounded number
line tasks. Psychonomic Bulletin & Review, 18(2), 331–338. https://doi.org/10.3758/s13423-
011-0059-z. De Smedt, B., Verschaffel, L., & Ghesquière, P. (2009). The predictive value of numerical
magnitude comparison for individual differences in mathematics achievement. Journal of
Experimental Child Psychology, 103(4), 469–479. https://doi.org/10.1016/j.jecp.2009.01.010 Dedekind, J. (1963). Essays on the Theory of Numbers. WW Beman, Open Court, Chicago (1st
ed.). New York City: Dover Publications, Inc. DeWolf, M., Grounds, M. A., Bassok, M., & Holyoak, K. J. (2014). Magnitude comparison with
different types of rational numbers. Journal of Experimental Psychology: Human
Perception and Performance, 40(1), 71–82. https://doi.org/10.1037/a0032916
Fazio, L. K., Bailey, D. H., Thompson, C. A., & Siegler, R. S. (2014). Relations of different
types of numerical magnitude representations to each other and to mathematics UNDERSTANDING IRRATIONAL NUMBERS 60 achievement. Journal of Experimental Child Psychology, 123(1), 53–72. https://doi.org/10.1016/j.jecp.2014.01.013
Fazio, L. K., Dewolf, M., & Siegler, R. S. (2016). Strategy use and strategy choice in fraction
magnitude comparison. Journal of Experimental Psychology : Learning, Memory, and
Cognition, 42(1), 1–16. https://doi.org/10.1037/xlm0000153
Fischbein, E., Jehiam, R., & Cohen, D. (1995). The Concept of Irrational Numbers in High-
School Students and Prospective Teachers. Educational Studies in Mathematics, 29(1), 29–
44. Retrieved from http://www.jstor.org/stable/3482830 achievement. Journal of Experimental Child Psychology, 123(1), 53–72. 44. Retrieved from http://www.jstor.org/stable/3482830
Franklin, M. S., Jonides, J., & Smith, E. E. (2009). Processing of order information for numbers
and months. Memory & Cognition, 37(5), 644–654. https://doi.org/10.3758/MC.37.5.644
Fuchs, L. S., Schumacher, R. F., Long, J., Namkung, J., Hamlett, C. L., Cirino, P. T., …
Changas, P. (2013). Improving at-risk learners’ understanding of fractions. Journal of
Educational Psychology, 105(3), 683–700. https://doi.org/10.1037/a0032446
Gabriel, F. C., Szucs, D., & Content, A. (2013). The development of the mental representations
of the magnitude of fractions. PLoS ONE, 8(11), 1–14. https://doi.org/10.1371/journal.pone.0080016 Ganor-Stern, D., Pinhas, M., Kallai, A., & Tzelgov, J. (2010). Holistic representation of negative
numbers is formed when needed for the task. Quarterly Journal of Experimental
Psychology, 63, 1969–1981. https://dx.doi.org/10.1080/17470211003721667
Ganor-Stern, D., & Tzelgov, J. (2008). Negative numbers are generated in the mind. Experimental Psychology, 55, 157–163. https://dx.doi.org/10.1027/1618-3169.55.3.157
Gullick, M. M., & Wolford, G. (2013). Understanding less than nothing: Children’s neural
response to negative numbers shifts across age and accuracy. Frontiers in Psychology, UNDERSTANDING IRRATIONAL NUMBERS 61 Halberda, J., Mazzocco, M. M. M., & Feigenson, L. (2008). Individual differences in non-verbal
number acuity correlate with maths achievement. Nature, 455(7213), 665–668. https://doi.org/10.1038/nature07246 Hatano, G., & Oura, Y. (2003). Commentary : Reconceptualizing school learning using insight
from expertise research. Educational Researcher, 32(8), 26–29. https://doi.org/10.3102/0013189X032008026 Houseworth, J. (2016). The role of rational numbers in mathematical achievement and decision
making University of Minnesota - Twin Cities Retrieved from Huber, S., Klein, E., Willmes, K., Nuerk, H.-C., & Moeller, K. (2014). Decimal fraction
representations are not distinct from natural number representations - evidence from a
combined eye-tracking and computational modeling approach. Frontiers in Human
N
i
8(A
il) 172 htt
//d i
/10 3389/f h
2014 00172 Krajcsi, A., & Igács, J. (2010). Processing negative numbers by transforming negatives to
positive range and by sign shortcut. European Journal of Cognitive Psychology, 22,
1021–1038. https://dx.doi.org/10.1080/09541440903211113 UNDERSTANDING IRRATIONAL NUMBERS 62 UNDERSTANDING IRRATIONAL NUMBERS
62
1597–613. https://doi.org/10.1080/17470218.2014.892517
Mathôt, S., Schreij, D., & Theeuwes, J. (2012). OpenSesame: an open-source, graphical
experiment builder for the social sciences. Behavior Research Methods, 44(2), 314–24. https://doi.org/10.3758/s13428-011-0168-7
Matthews, P. G., & Chesney, D. L. (2015). Fractions as percepts? Exploring cross-format
distance effects for fractional magnitudes. Cognitive Psychology, 78, 28–56. https://doi.org/10.1016/j.cogpsych.2015.01.006
Matthews, P. G., & Lewis, M. R. (2016). Fractions we cannot ignore: The nonsymbolic ratio
congruity effect. Cognitive Science, 1–19. https://doi.org/10.1111/cogs.12419
Matthews, P. G., Lewis, M. R., & Hubbard, E. M. (2016). Individual differences in nonsymbolic
ratio processing predict symbolic math performance. Psychological Science, 27(2), 191–
202. https://doi.org/10.1177/0956797615617799
Moyer, R. S., & Landauer, T. K. (1967). Time required for judgements of numerical inequality. Nature, 215(5109), 1519–1520. https://doi.org/10.1038/2151519a0
Obersteiner, A., & Hofreiter, V. (2017). Do we have a sense for irrational numbers? Journal of
Numerical Cognition, 2(3), 170–189. https://doi.org/10.5964/jnc.v2i3.43
Opfer, J. E., Thompson, C. A., & Kim, D. (2016). Free versus anchored numerical estimation: A
unified approach. Cognition, 149, 11–17. https://doi.org/10.1016/j.cognition.2015.11.015
Parkman, J. M. (1972). Temporal aspects of simple multiplication and comparison. Journal of
Experimental Psychology, 95(2), 437–444. https://doi.org/10.1037/h0033662
Pinhas, M., & Tzelgov, J. (2012). Expanding on the mental number line: Zero is perceived as the
“smallest”. Journal of Experimental Psychology: Learning, Memory, and Cognition, 38,
1187–1205. https://dx.doi.org/10.1037/a0027390 1597–613. https://doi.org/10.1080/17470218.2014.892517
Mathôt, S., Schreij, D., & Theeuwes, J. (2012). OpenSesame: an open-source, graphical
experiment builder for the social sciences. Behavior Research Methods, 44(2), 314–24. https://doi.org/10.3758/s13428-011-0168-7 1597–613. https://doi.org/10.1080/17470218.2014.892517 Matthews, P. G., & Chesney, D. L. (2015). Fractions as percepts? Exploring cross-format
distance effects for fractional magnitudes. Cognitive Psychology, 78, 28–56. UNDERSTANDING IRRATIONAL NUMBERS 63 Sasanguie, D., De Smedt, B., Defever, E., & Reynvoet, B. (2012). Association between basic
numerical abilities and mathematics achievement. British Journal of Developmental
Psychology, 30(2), 344–357. https://doi.org/10.1111/j.2044-835X.2011.02048.x
Saxe, G. B., Earnest, D., Sitabkhan, Y., Haldar, L. C., Lewis, K. E., & Zheng, Y. (2010). Supporting generative thinking about the integer number line in elementary mathematics. Cognition and Instruction, 28(4), 433–474. https://doi.org/10.1080/07370008.2010.511569
Schneider, M., Grabner, R. H., Zurich, E., & Paetsch, J. (2009). Mental number line, number line
estimation, and mathematical achievement: Their interrelations in grades 5 and 6. Journal of
Educational Psychology, 101(2), 359–372. https://doi.org/10.1037/a0013840
Sekuler, R., & Mierkiewicz, D. (1977). Children’s judgments of numerical inequality. Child
Development, 48(2), 630–633. https://dx.doi.org/10.2307/1128664
Siegler, R. S. (2016). Magnitude knowledge: The common core of numerical development. Developmental Science, 19(3), 341–361. https://doi.org/10.1111/desc.12395
Siegler, R. S., Duncan, G. J., Davis-Kean, P. E., Duckworth, K., Claessens, A., Engel, M., …
Chen, M. (2012). Early predictors of high school mathematics achievement. Psychological
Science, 23(7), 691–697. https://doi.org/10.1177/0956797612440101
Siegler, R. S., & Ramani, G. B. (2009). Playing linear number board games—but not circular
ones—improves low-income preschoolers’ numerical understanding. Journal of
Educational Psychology, 101(3), 545–560. https://doi.org/10.1037/a0014239
Siegler, R. S., & Thompson, C. A. (2014). Numerical landmarks are useful - except when they’re
not. Journal of Experimental Child Psychology, 120(1), 39–58. https://doi.org/10.1016/j.jecp.2013.11.014
Siegler R S Thompson C A & Schneider M (2011) An integrated theory of whole number Siegler, R. S., & Thompson, C. A. (2014). Numerical landmarks are useful - except when they’re
not. Journal of Experimental Child Psychology, 120(1), 39–58. Siegler, R. S., Thompson, C. A., & Schneider, M. (2011). An integrated theory of whole number UNDERSTANDING IRRATIONAL NUMBERS 64 and fractions development. Cognitive Psychology, 62(4), 273–296. https://doi.org/10.1016/j.cogpsych.2011.03.001
Spinillo, A. G., & Bryant, P. (1991). Children’s proportional judgments : The importance of
“Half.” Child Development, 62(3), 427–440. https://dx.doi.org/10.2307/1131121
Thompson, C. A., & Opfer, J. E. (2010). How 15 hundred is like 15 cherries: Effect of
progressive alignment on representational change in numerical cognition. Child
Development, 81, 1768–1786. https://doi.org/10.1111/j.1467-8624.2010.01509.x
Torbeyns, J., de Smedt, B., Ghesquiere, P., & Verschaffel, L. (2009). Jump or compensate? Strategy flexibility in the number domain up to 100. ZDM - International Journal on
Mathematics Education, 41(5), 581–590. https://doi.org/10.1007/s11858-009-0187-3
Tsang, J. M., Blair, K. P., Bofferding, L., & Schwartz, D. L. (2015). Learning to “see” less than
nothing: Putting perceptual skills to work for learning numerical structure. Cognition and
Instruction, 33(2), 154–197. https://doi.org/10.1080/07370008.2015.1038539 Tzelgov, J., Ganor-Stern, D., Maymon-Schreiber, K. (2009). The representation of negative
numbers: Exploring the effects of mode of processing and notation. The Quarterly
Journal of Experimental Psychology, 62, 605-624. Varma, S., & Karl, S. R. (2013). Understanding decimal proportions: Discrete representations,
parallel access, and privileged processing of zero. Cognitive Psychology, 66(3), 283–301. https://doi.org/10.1016/j.cogpsych.2013.01.002 UNDERSTANDING IRRATIONAL NUMBERS 65 Varma, S., & Schwartz, D. L. (2011). The mental representation of integers: An abstract-to-
concrete shift in the understanding of mathematical concepts. Cognition, 121(3), 363–385. https://doi.org/10.1016/j.cognition.2011.08.005 Varma, S., & Schwartz, D. L. (2011). The mental representation of integers: An abstract-to-
concrete shift in the understanding of mathematical concepts. Cognition, 121(3), 363–385. https://doi.org/10.1016/j.cognition.2011.08.005 Verguts, T., & Van Opstal, F. (2005). Dissociation of the distance effect and size effect in one-
digit numbers. Psychonomic Bulletin & Review, 12(5), 925–930. htt
//d i
/10 3758/BF03196787 Xu, F., & Spelke, E. S. (2000). Large number discrimination in 6-month-old infants. Cognition,
74(1), 1–11. https://doi.org/10.1016/S0010-0277(99)00066-9 Young, L. K., & Booth, J. L. (2015). Student magnitude knowledge of negative numbers. Journal of Numerical Cognition, 1(1), 38–55. https://doi.org/10.5964/jnc.v1i1.7
Zhang, J., & Norman, D. A. (1995). A representational analysis of numeration systems. Cognition, 57(3), 271–295. https://doi.org/10.1016/0010-0277(95)00674-3 UNDERSTANDING IRRATIONAL NUMBERS 66 Figure captions Figure captions Fig. 1. Distance and size effects, defined by the radicand components and consistent with the
equivalence strategy hypothesis, were found for natural number and radical expression
magnitude comparisons. Shaded regions are 95% confidence envelopes. Fig. 2. Distributions of the β weights for the distance, size, type, perfect square, and type by
perfect square interaction variables in linear regressions predicting each participant’s magnitude
comparison RTs. Fig. 3. Average absolute error on the number line estimation task revealed that compared to
natural numbers and perfect squares, one- and two-digit radicals were more difficult to process. Fig. 3. Average absolute error on the number line estimation task revealed that compared to
natural numbers and perfect squares, one- and two-digit radicals were more difficult to process. Fig. 4. Number line estimation performance was highly linear on average. The dotted lines are
the best-fitting regression lines. Fig. 4. Number line estimation performance was highly linear on average. The dotted lines are
the best-fitting regression lines. Fig. 5. Individual differences in the linearity of participants’ estimates were greatest for two-digit
radicals.
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Ax-Lindemann-Weierstrass with derivatives and the genus 0 Fuchsian groups
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To Keiji Nishioka on his retirement. ABSTRACT. We prove the Ax-Lindemann-Weierstrass theorem with derivatives for the uni-
formizing functions of genus zero Fuchsian groups of the first kind. Our proof relies on dif-
ferential Galois theory, monodromy of linear differential equations, the study of algebraic
and Liouvillian solutions, differential algebraic work of Nishioka towards the Painlev´e ir-
reducibility of certain Schwarzian equations, and considerable machinery from the model
theory of differentially closed fields. arXiv:1811.06583v3 [math.AG] 19 y
y
Our techniques allow for certain generalizations of the Ax-Lindemann-Weierstrass the-
orem which have interesting consequences. In particular, we apply our results to give a
complete proof of an assertion of Painlev´e (1895). We also answer certain cases of the Andr´e-
Pink conjecture, namely in the case of orbits of commensurators of Fuchsian groups. arXiv:1811.06583v3 [math AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0
FUCHSIAN GROUPS 11.06583v3 [math.AG] 19 Sep 2020 G. Casale is partially supported by Math-AMSUD project “Complex geometry and foliations”. J. Freitag is
partially supported by NSF grant DMS-1700095. J. Nagloo is partially supported by NSF grant DMS-1700336.
1We say that t1, . . . , tn are geodesically independent if ti is nonconstant for i = 1, . . . , n and there are no
relations of the form ti = γtj for i ̸= j, i, j ∈{1, . . . , n} and γ is an element of the commensurator of Γ. 2010 Mathematics Subject Classification. 11F03, 12H05, 03C60. p
y
pp
y
g
g
p
y
pp
y
g
1We say that t1, . . . , tn are geodesically independent if ti is nonconstant for i = 1, . . . , n and there are no
relations of the form ti = γtj for i ̸= j, i, j ∈{1, . . . , n} and γ is an element of the commensurator of Γ. G. Casale is partially supported by Math-AMSUD project “Complex geometry and foliations”. J
partially supported by NSF grant DMS-1700095. J. Nagloo is partially supported by NSF grant DMS
1 2010 Mathematics Subject Classification. 11F03, 12H05, 03C60. 2010 Mathematics Subject Classification. 11F03, 12H05, 03C60.
G. Casale is partially supported by Math-AMSUD project “Complex geometry and foliations”. J. Freitag i
partially supported by NSF grant DMS-1700095. J. Nagloo is partially supported by NSF grant DMS-1700336 1. INTRODUCTION In this paper our central work is to prove a series of functional transcendence results for
the automorphic functions jΓ associated with a Fuchsian group Γ of genus 0. We will also
refer to the automorphic function jΓ as a Hauptmodul or uniformizing function of Γ. Our
general results are most easily expressed in the language of model theory and algebraic
differential equations, but a special case of our functional transcendence results is what has
come to be called the Ax-Lindemann-Weierstrass theorem with derivatives for jΓ: Theorem 1.1. Let C(V) be an algebraic function field, where V ⊂An is an irreducible algebraic
variety defined over C. Let t1, . . . , tn ∈C(V) take values in the upper half complex plane H at some P ∈V and are geodesically independent 1. Then the 3n-functions jΓ(t1), j′
Γ(t1), j′′
Γ(t1) . . . , jΓ(tn), j′
Γ(tn), j′′
Γ(tn) (considered as functions on V(C) locally near P) are algebraically independent over C(V 1 2
G CASALE, J FREITAG, AND J NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 2 One can also describe Theorem 1.1 in more geometric terms. Let W ⊂An(C) be an
algebraic variety which has a nonempty intersection with Hn. Theorem 1.1 precisely char-
acterizes those varieties W whose image under the automorphic function (and derivatives)
applied to each coordinate: ¯jΓ : (t1, . . . , tn) 7→(jΓ(t1), j′
Γ(t1), j′′
Γ(t1) . . . , jΓ(tn), j′
Γ(tn), j′′
Γ(tn)) is contained in a proper algebraic subvariety of C3n. Intuitively, the function jΓ is highly
transcendental, so the varieties obtained in this way should be restricted to a very special
class. Indeed, Theorem 1.1 says that if ¯jΓ(W) is an algebraic variety, then W must have
been defined by instances of relation of the form ti = γtj where γ is an element of the
commensurator of Γ, giving a very restrictive (countable) class of complex varieties coming
from the image of ¯jΓ. As we will explain in additional detail below, our methods also allow for more general
results, which are most naturally stated in the language of model theory. For instance,
statements incorporating other transcendental functions on additional coordinates (such
as Weierstrass ℘-functions and exponential functions on semi-abelian varieties) similar to
Theorem 1.6 of [49] will follow from our general result. 1. INTRODUCTION However, following the Pila-Wilkie theorem,
there has been an explosion of work. In [54], the Pila-Wilkie theorem was employed by
Pila and Zannier to give a new proof of the Manin-Mumford conjecture. The strategy
was immediately taken up by Masser and Zannier [30] to prove a a special case of Pink’s
relative Manin-Mumford conjecture, while Pila [50] gave new proofs of results of a Manin-
Mumford-Andr´e-Oort flavor. The common line of reasoning in the results mentioned in the previous several para-
graphs is to embed the problem in an o-minimal context by proving that the a certain ana-
lytic function (restricted to an appropriate fundamental domain) is interpretable in Ran,exp,
an o-minimal structure in which the definable sets are given by inequalities built from
the algebraic functions, the exponential function, and real analytic functions restricted to
bounded sets. Following this, variants of the Pila-Zannier strategy or definable versions of
results from complex geometry [45] are used to detect and characterize algebraic relations. p
g
y
g
Our approach is completely different, and does not employ the theory of o-minimality at
all. Rather, our proof relies on differential Galois theory, monodromy, the study of alge-
braic and Liouvillian solutions to linear differential equations, differential algebraic work
of Nishioka towards the Painlev´e irreducibility of certain Schwarzian equations, and con-
siderable machinery from the model theory of differentially closed fields. y
y
y
Recently there has been a surge in interest around functional transcendence statements
of the type in Theorem 1.1, in part due to their connection with a class of problems from
number theory called special points conjectures or problems of unlikely intersections; in [49]
the Ax-Lindemann-Weierstrass theorem is central to the proof of the Andr´e-Oort conjec-
ture for Cn. Each of the other functional transcendence results mentioned above can be
applied in certain special points settings. For instance, in [10] Daw and Ren give applica-
tions of the Ax-Schanuel conjecture proved in [34]. Our functional transcendence results
are no exception - we apply them to certain cases of a special points conjecture called the
Andr´e-Pink conjecture, following Orr [41, 42]. Numerous variations on the conjecture are
possible (depending for instance, on the definition of Hecke-orbits one takes), but we will
describe the specific setup next. 1. INTRODUCTION g
Theorem 1.1 is a generalization of Theorem 1.6 of [49] and Theorem 1.1 [48], in which
Pila established the special case with one group Γ = PSL2(Z) (in [49] without derivatives
and later in [48] with derivatives). Theorem 1.1 also overlaps nontrivially with a number
of recent results, which we detail next. Note that most of the following results do not in-
volve the derivatives of the automorphic functions in question and are mainly concerned
with arithmetic groups. Pila and Tsimerman [52] generalized Theorem 1.6 of [49] to the
uniformizing functions associated with the moduli spaces of higher dimensional abelian
varieties (their result specializes to Theorem 1.6 of [49] for purposes of comparing with
Theorem 1.1). In a different direction, Pila and Tsimerman [51] generalized Theorem 1.6 of
[49] to an Ax-Schanuel type statement for the j-function. In [66], Ullmo and Yafaev prove
an Ax-Lindemann-Weierstrass result for the uniformizing functions of cocompact Shimura
varieties (without derivatives), and so a statement of Theorem 1.1 without derivatives in
the case that Γ is arithmetic and cocompact is a consequence of their work. Later, Klinger,
Ullmo, and Yafaev [22] removed the assumption of cocompactness, and Gao [14] general-
ized the result to mixed Shimura varieties. Finally, Mok, Pila, and Tsimerman [34] have
established the (more general) Ax-Schanuel theorem with derivatives for the uniformizing
function of a Shimura variety. The previous Ax-Lindemann-Weiestrass (ALW for short) results discussed above em-
ploy various techniques from group theory, complex variables, and number theory, but
each one also shares a common element in their approach: a tool called o-minimality orig-
inating in model theory. The theory of o-minimality is a natural generalization of real
algebraic geometry to include certain non-oscillatory transcendental functions. It was de-
veloped starting in the 1980s by model theorists [71], but in the early 2000s, o-minimality
was connected with various aspects of number theory in part through the work of Pila
and Wilkie [53] and Peterzil and Starchenko [44, 47, 46]. The counting theorem of Pila-
Wilkie has precursors coming from number theory before the connection to o-minimality
was made. See, for instance, the work of Bombieri and Pila [6] and the related manuscript 3 AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS of Sarnak [61]. Diophantine properties of definable sets in o-minimal structures had also
been previously investigated by Wilkie [74]. 1. INTRODUCTION Let V be a connected Shimura variety with (connected) Shimura datum (G, X+) such
that V = Γ \ X+, for some congruence subgroup Γ ⊂G(Q) that stabilizes X+. The Andr´e-
Pink conjecture predicts that when W is an algebraic subvariety of V and S is the orbit of
the commensurator of Γ, Comm(Γ), on a point ¯a = (a1, . . . , an), if W ∩S is Zariski dense in
W, then W is of a very restrictive form, which we will refer to as Γ-special, which we describe
next. Let jΓ : X+ →V be a uniformisation map. When γ ∈Comm(Γ), it turns out that
(jΓ(t), jΓ(γt)) are algebraically dependent and lie on an irreducible curve given by the
vanishing of a polynomial in two variables which we will refer to as a Γ-special polynomial. The Γ-special varieties are intersections of zero sets of Γ-special polynomials and relations
of the form xi = bi where bi is in the Comm(Γ)-orbit of ai. Orr [41, 42] proved various
special cases of the conjecture (for instance, when W is an algebraic curve). In [12] Freitag
and Scanlon used Pila’s ALW with derivatives theorem from [48] to prove the Andr´e-Pink
conjecture when ¯a is assumed to be a transcendental point and Γ is commensurable with G. CASALE, J. FREITAG, AND J. NAGLOO 4 PSL2(Z). In this paper, we generalize that result to allow for an arbitrary Fuchsian group
Γ. PSL2(Z). In this paper, we generalize that result to allow for an arbitrary Fuchsian group
Γ. The central idea employed is a beautiful technique which has its origins in the work of
Hrushovski [17] and Buium [7]. In order to understand intersections of algebraic varieties
with an arithmetically defined set of points (e.g. torsion points on an algebraic group,
Hecke orbits, etc.), replace the arithmetic set with a more uniformly defined algebraic ob-
ject, the solution set of some algebraic differential differential or difference equation. j
g
q
We replace our arithmetic objects (the orbits of the commensurators of some discrete
groups, Γ) by the solution sets of certain differential equations satisfied by the uniformiz-
ing functions jΓ. An inherent restriction of the technique is that it generally only works for
diophantine problems in function fields, hence the assumption that ¯a is a tuple of transcen-
dentals. 1. INTRODUCTION In pursuing our approach to the Andr´e-Pink conjecture, it becomes necessary to
prove more far reaching functional transcendence results than the ALW theorem as stated
above; our results are most naturally phrased in terms of the model theory of differential fields,
one of the main tools we use to establish our results. One of the chief advantages of this
approach is that it leads to an effective solution of our case of Andr´e-Pink, that is, we are
able to give bounds on the degree of the Zariski closure of the intersection of Comm(Γi)-
orbits with a variety V, which depend on algebro-geometric invariants of the variety V. So, for instance, if the variety V is a non-special curve (or a variety which does not contain
a special curve), we can give a bound on the number of special points contained in the
curve. At the relevant sections of our paper (e.g. 5) we will give equivalent formulations in
algebro-geometric language of the model-theoretic properties we describe next. We prove
that for any Fuchsian group Γ, the set defined by the differential equation satisfied by the
uniformizing function jΓ is strongly minimal and has geometrically trivial forking geome-
try. This result generalizes work of [12] which covers the cases when Γ is commensurable
with PSL2(Z). In particular, our work gives many new examples of geometrically trivial
strongly minimal sets in differentially closed fields. This also establishes an interesting
new connection between two important dividing lines on the logic and group theory: the
differential equation satisfied by jΓ is ℵ0-categorical if and only if the group Γ is not arith-
metic. Further, we characterize all instances of nonorthogonality between these sets (each
such instance comes from commensurability of two groups Γ1 and Γ2). These results also
have various interesting consequences related to determining the isomorphism invariants
of differentially closed fields, which we will not explore further in this article. y
p
We should also mention that this work gives a complete proof of an assertion of Painlev´e
[43, Page 519], concerning the irreducibility of the differential equations satisfied by jΓ for
Γ a Fuchsian group. Irreducibility is closely related to the strong minimality of a differen-
tial equation, a connection pointed out in detail by Nagloo and Pillay [36]. The original
definition of irreducibility applies to nonlinear differential equations and was given by
Painlev´e [43, pages 490-496]. 2. THE BASIC THEORY 2.1. Fuchsian groups and the associated Schwarzian equations. We direct the reader
to [21] and [25] for the basics on Fuchsian groups and the corresponding automorphic
functions. The appendices of [72] also give a very detailed introduction to the associated
Schwarzian equations. q
Let H be the upper half complex plane and let H := H ∪P1(R). Recall that SL2(R) and
PSL (R) acts on H (and H) by linear fractional transformation: for
a
b
∈SL (R) and q
Let H be the upper half complex plane and let H := H ∪P1(R). Recall that SL2(R) and
b
Let H be the upper half complex plane and let H := H ∪P1(R). Recall that SL2(R) and
PSL2(R) acts on H (and H) by linear fractional transformation: for
a
b
c
d
∈SL2(R) and
τ ∈H PSL2(R) acts on H (and H) by linear fractional transformation: for
a
b
c
d
∈SL2(R) and
τ ∈H
a
b
c
d
· τ = aτ + b
cτ + d. This action yields all the orientation preserving isometries of H. This action yields all the orientation preserving isometries of H. Let Γ ⊂PSL2(R) be a Fuchsian group, that is, assume that Γ is a discrete subgroup of
PSL2(R). A point τ ∈H is said to be a cusp if its stabilizer group Γτ = {g ∈Γ : g · τ = τ}
has infinite order. We also assume throughout that Γ is of first kind (i.e., its limit set is
P1(R)) and of genus zero2 (i.e., Γ \ H can be compactified to a compact Riemann surface
of genus 0, cf. paragraph after Example 2.1). For any point τ ∈H, the group Γτ is finite
and cyclic. A point τ ∈H is said to be elliptic of order ℓ≥2 if |Γτ| = ℓ. Our assumptions
on Γ ensure that modulo Γ there are only finitely many orbits under Γ of elliptic points. If
m1, . . . , mr denotes the orders of the elliptic points as well as of those of the cusps (which
would be ∞’s), then Γ is said to have signature (0; m1, . . . , mr). The zero here reflects that
Γ has genus 0. The group then has the following presentation Γ =
g1, . . . , gr : gm1
1
= . . . 1. INTRODUCTION A definition (for functions) using more modern language
was given by Umemura, for instance see [40, pages 754-755]. There have been claims (usu-
ally non-specific) that Painlev´e’s definition is not completely rigorous. For instance, see
the third paragraph of page 755 of [40] and page 772 of [69]. These claims seem to origi-
nate with Umemura [68], however the only specific complaint with Painlev´e’s definitions 5 AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS which we find there is related to some subtleties around algebraic and analytic groups
(for instance, see pages three and eight). Similar points are made also in [67]. These com-
plaints seem mainly to affect some proofs of results from [43], but not directly the definition
of irreducibility. which we find there is related to some subtleties around algebraic and analytic groups
(for instance, see pages three and eight). Similar points are made also in [67]. These com-
plaints seem mainly to affect some proofs of results from [43], but not directly the definition
of irreducibility. y
In [38] and [39], Nishioka proved a weak form of Painlev´e’s assertion; various tech-
niques from Nihsioka’s paper have inspired our work. Acknowledgements. G.C and J.N take this opportunity to thank the organizers of the
CIRM meeting ‘‘Algebra, Arithmetic and Combinatorics of Differential and Difference
Equations” in May 2018, where this research collaboration started. We also thank the
anonymous referees for their comments and suggestions. 2The methods of proof and results of the current article can be generalized with additional effort to the case
of arbitrary genus. This will be tackled in a forthcoming work of the authors along with D. Bl´asquez-Sanz
around Ax-Schanuel Theorems for Fuchsian functions. 2. THE BASIC THEORY = gmr
r
= g1 · · · gr = I When one or more of the mi’s are infinity, one simply remove the relations containing the
infinite mi’s in the above presentation. 2The methods of proof and results of the current article can be generalized with additional effort to the case
of arbitrary genus. This will be tackled in a forthcoming work of the authors along with D. Bl´asquez-Sanz
around Ax-Schanuel Theorems for Fuchsian functions. G. CASALE, J. FREITAG, AND J. NAGLOO 6 Example 2.1. PSL2(Z) is a Fuchsian (triangle) group of type (0; 2, 3, ∞). Recall that tradi-
tionally we might consider the following generators of SL2(Z): T =
1
1
0
1
,
S =
0
−1
1
0
. Nonetheless, by setting g1 = −S, g2 = −T−1S and g3 = T one has that
SL2(Z) =
g1, g2, g3 : g2
1 = g3
2 = g1g2g3 = −I
. PSL2(Z) is obtained from the above using the natural projection π : SL2(R) →PSL2(R). As is well known, Γ acts on the set CΓ of its cusps and the action of Γ on HΓ := H ∪CΓ,
yields a compact Riemann surface Γ \ HΓ or equivalently a projective non-singular curve
X(Γ), which is of genus zero. The group Γ is said to be cocompact if CΓ = ∅. In other
words, if the quotient Γ \ H is already a compact space. By an automorphic function for Γ,
we mean a meromorphic function f on H which is meromorphic at every cusp of Γ and
which is invariant under the action of Γ: f(g · τ) = f(τ)
for all g ∈Γ and τ ∈H. One has that the field of automorphic functions A0(Γ) for Γ (or equivalently the field of
meromorphic functions of Γ \ HΓ) is isomorphic to the field C(X(Γ)) of rational functions
on X(Γ). By an Hauptmodul or uniformizer jΓ(t) for Γ we mean an automorphic function
for Γ which generates A0(Γ) (and so C(jΓ) ≃C(X(Γ))). We will also write jΓ for the
biholomorphism Γ \ HΓ →P1(C). Let us point out that the function jΓ is not unique. This
follows from the existence of nontrivial automorphisms of the curve X(Γ). Moreover, it is
well known that the function jΓ is unique once its values at three points have been specified. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP Γ = PSL2(Z) is an example of a triangle group. In the appendix the case of the Fuchsian
triangle groups is explained in more details. We also direct the reader to [4] where more
examples of uniformizers - beyond those attached to triangle groups - are studied. There is a long tradition of functional transcendence results around automorphic func-
tions. For instance, a very weak form of our results was conjectured by Mahler, and an-
swered by Nishioka: Fact 2.3 ([37]). The Hauptmodul jΓ satisfies no algebraic differential equation of order two or less
over C(t, eut), for any u ∈C. The same is true for all Γ-automorphic functions. Using the Seidenberg’s embedding theorem and the composition rule of the Schwarzian
derivative, we also have Lemma 2.4 (cf. [12]). Let K be an abstract differential field extension of C(t) generated by
y1, . . . , yn solutions of equation (⋆). Here C is a finitely generated subfield of C. Then there are
elements g1, . . . , gn ∈GL2(C) such that K ∼= C⟨t, jΓ(g1t), . . . , jΓ(gnt)⟩. Proof. By Seidenberg’s embedding theorem, we may assume that y1, . . . , yn are meromor-
phic functions on some domain U contained in H. Since the jΓ is a non constant holo-
morphic function from H to C, there are holomorphic functions ψi : U →H, such that
yi(t) = jΓ(ψi(t)). Repeating the arguments in [12] - using the composition rule for S d
dt (y)
and the fact that jΓ(ψi(t)) is a solution of the equation (⋆) - we get that S d
dt (ψi(t)) = 0. Hence ψi(t) = git for some gi ∈GL2(C). □ Remark 2.5. Notice that the g1, . . . , gn are not arbitrary elements of GL2(C). Indeed, since
the yi(t)’s are meromorphic on U ⊂H, it must be that gi : U →H. Also, for each i, from
the inverse g−1
i
of gi we have well defined solutions jΓ(g−1
i
t) and jΓ(gjg−1
i
t) of (⋆). Remark 2.5. Notice that the g1, . . . , gn are not arbitrary elements of GL2(C). Indeed, since
the yi(t)’s are meromorphic on U ⊂H, it must be that gi : U →H. Also, for each i, from
the inverse g−1
i
of gi we have well defined solutions jΓ(g−1
i
t) and jΓ(gjg−1
i
t) of (⋆). 2. THE BASIC THEORY j
q
p
p
The uniformizer jΓ also satisfies a third order ordinary differential equation of Schwarzian
type: (⋆)
S d
dt (y) + (y′)2 · RjΓ(y) = 0 S d
dt (y) + (y′)2 · RjΓ(y) = 0 (⋆) dt
y
y
C(y) depends on the choice of jΓ. Moreover, the ‘shape’ of the function RjΓ, depends on
knowing the fundamental half domain for the Γ-action on H: Let us assume that it is given
by a polygon P with r vertices b1, . . . , br and whose sides are identified by pairs and having
internal angles α1π, . . . , αrπ. Then C(y) depends on the choice of jΓ. Moreover, the ‘shape’ of the function RjΓ, depends on
knowing the fundamental half domain for the Γ-action on H: Let us assume that it is given
by a polygon P with r vertices b1, . . . , br and whose sides are identified by pairs and having
internal angles α1π, . . . , αrπ. Then RjΓ(y) = 1
2
r
∑
i=1
1 −α2
i
(y −ai)2 +
r
∑
i=1
Ai
y −ai where jΓ(bi) = ai and the Ai’s are real numbers that do not depend on jΓ and satisfy
some very specific algebraic relations (cf. [72, page 142]). where jΓ(bi) = ai and the Ai’s are real numbers that do not depend on jΓ and satisfy
some very specific algebraic relations (cf. [72, page 142]). Example 2.2. A well-known example is Γ = PSL2(Z) and jΓ is the classical j-function. In
this case the equation is given with Rj(y) = y2 −1968y + 2654208
y2(y −1728)2 AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 7 AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP In this paper, depending on the context, we will freely alternate between thinking of
solutions of the Schwarzian equation (⋆) as points in an abstract differential field or as
meromorphic functions of the form jΓ(gt). The latter form will always mean that g is an
element of GL2(C) that maps (a subset of) H to H. 2.2. Arithmetic Fuchsian groups. We have already seen one important dividing line among
those Γ, which we consider, namely whether or not Γ is cocompact. Another, perhaps even
more important (for our work) property that Γ might possess is that of arithmeticity. We
will begin by reviewing some key definitions. A standard reference for this subsection is
[73]. Throughout Γ ⊂PSL2(R) is a Fuchsian group of first kind of genus zero. Let F be a field of characteristic zero and let A be a quaternion algebra over F: a cen-
tral simple algebra of dimension 4 over F. Since the characteristic of F is zero, there are
elements i and j in A and a, b ∈F∗such that i2 = a,
j2 = b,
ij = −ji, and A = F + Fi + Fj + Fij. As customary, we use the Hilbert symbol notation A =
a,b
F
. For α = a0 + a1i + a2j + a3ij ∈A, we define its conjugation as α = a0 −a1i −a2j −a3ij ∈A. and A = F + Fi + Fj + Fij. As customary, we use the Hilbert symbol notation A =
a,b
F
. For α = a0 + a1i + a2j + a3ij ∈A, we define its conjugation as α = a0 −a1i −a2j −a3ij ∈A. 8
G CASALE J FREITAG AND J NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 8 Then, the reduced trace tr(α) is defined to be α + α = 2a0 ∈F and the reduced norm n(α)
is defined to be αα = a2
0 −a2
1a −a2
2b + a2
3ab ∈F. Example 2.6. For example, the 2 × 2 matrices over F is given by M2(F) =
1,1
F
and in this
case the norm is simply the determinant. If F = R or a non-Archimedean local field, then up to isomorphism, there are only two
quaternion algebras: M2(F) or a division algebra. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP When F is a number field and v a place
of F, we say that A splits at v if the localization A ⊗F Fv is isomorphic to M2(Fv). Here Fv
denote the completion of F with respect to v. If on the other hand A ⊗F Fv is isomorphic to
a division algebra, we say A ramifies at v. It is known that the number of ramified places
is finite and the discriminant of A is defined as the product of the finite ramified places. p
p
Assume now that F is a totally real number field of degree k + 1 and we denote by OF
its ring of integers. Assume further that A splits at exactly one infinite place, that is, A ⊗Q R ≃M2(R) × Hk A ⊗Q R ≃M2(R) × Hk where H is Hamilton’s quaternion algebra
−1,−1
R
. Then, up to conjugation, there is a
unique embedding ρ of A into M2(R). In particular for any α ∈A, one has that n(α) =
det(ρ(α)). Let O be an order in A, namely a finitely generated OF-module that is also a ring with
unity containing a basis for A, that is O ⊗OF F ≃A. Denote by O1 the norm-one group of
O, that is O1 = {α ∈O
:
n(α) = 1}. Then the image ρ(O1) of O1 under ρ is a discrete
subgroup of SL2(R). We denote by Γ(A, O) the projection in PSL2(R) of the group ρ(O1). Definition 2.7. The group Γ is said to be arithmetic if it is commensurable with a group of
the form Γ(A, O). Perhaps the best known example of an arithmetic group is PSL2(Z). Recall that two
groups Γ1 and Γ2 are commensurable, denoted by Γ1 ∼Γ2, if their intersection Γ1 ∩Γ2 has
finite index in both Γ1 and Γ2. If Γ is arithmetic, then the quotient Γ \ H is called a Shimura curve. In this article, by
abuse of terminology we will refer to Γ \ H as a Shimura curve of genus g if and only if
Γ \HΓ is of genus g, and we are interested solely in the case where g = 0. As is well known,
Shimura curves are generalizations of classical modular curves. We direct the reader to [3]
and [65] where the Schwarzian equations for many examples of these curves are derived
and studied. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP We now look at the connection between arithmeticity of Γ and existence of correspon-
dences on P1(C) × P1(C) whose preimage under jΓ is also algebraic (cf. [33] and [62]). Let
Comm(Γ) be the commensurator of Γ, namely Comm(Γ) = {g ∈PSL2(R) : gΓg−1 ∼Γ}. By a Comm(Γ)-correspondence on P1(C) × P1(C) we mean a subset Comm(Γ) = {g ∈PSL2(R) : gΓg−1 ∼Γ}. Comm(Γ) = {g ∈PSL2(R) : gΓg−1 ∼Γ}. Comm(Γ) = {g ∈PSL2(R) : gΓg
∼Γ}. By a Comm(Γ)-correspondence on P1(C) × P1(C) we mean a subset of the form
X(ΓgΓ) = {jΓ(τ) × jΓ(g · τ) : τ ∈HΓ} By a Comm(Γ)-correspondence on P1(C) × P1(C) we mean a subset of the form
X(ΓgΓ) = {jΓ(τ) × jΓ(g · τ) : τ ∈HΓ} By a Comm(Γ)-correspondence on P1(C) × P1(C) we mean a subset of the form
X(ΓgΓ) = {jΓ(τ) × jΓ(g τ) : τ ∈HΓ} X(ΓgΓ) = {jΓ(τ) × jΓ(g · τ) : τ ∈HΓ} where g ∈Comm(Γ). It turns out that X(ΓgΓ) is an absolutely irreducible curve and that it
depends only on the coset ΓgΓ and not on the choice of g (cf. [62] Chapter 7). We suppose where g ∈Comm(Γ). It turns out that X(ΓgΓ) is an absolutely irreducible curve and that it
depends only on the coset ΓgΓ and not on the choice of g (cf. [62] Chapter 7). We suppose 9 AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS that X(ΓgΓ) is given by the equation Ψ ˜g(X, Y) = 0, so that Ψ ˜g(jΓ, jΓ(gt)) = 0. We write ˜g
to highlight that the equation depends on ΓgΓ and not g. With this notation, for g1, g2 ∈
GL2(C) we more generally say that jΓ(g1t) and jΓ(g2t) are in Comm(Γ)-correspondence if
Ψ ˜g(jΓ(g1t), jΓ(g2t)) = 0 for some ΓgΓ. One has the following result of Margulis:
Fact 2.8 ([27]). The group Γ is arithmetic if and only if Γ has infinite index in Comm(Γ) and as a
result there are infinitely many Comm(Γ)-correspondences Fact 2.8 ([27]). The group Γ is arithmetic if and only if Γ has infinite index in Comm(Γ) and as a
result there are infinitely many Comm(Γ)-correspondences. The modular polynomials (also known as Hecke correspondences) are the classical ex-
amples (when Γ = PSL2(Z)). Returning to the Schwarzian equations we see that arith-
metic Fuchsian groups of genus 0 give examples of ODE’s with rich binary relations. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP 2.3. A touch of Model theory. We end this section by saying a few words about the con-
cepts in model theory and differential algebra that will be required in the next sections. We will then be ready to state the main results in the paper. Throughout we work in a
differentially closed field of characteristic zero. Definition 2.9. A definable set Y is said to be strongly minimal if it is infinite and every
definable subset is finite or co-finite. Remark 2.10. Let Y be defined by an ODE of the form y(n) = f(t, y, y′, . . . , y(n−1)), where
f is rational over C(t) (this is of course the case for the sets defined by the Schwarzian
equations). Then Y is strongly minimal if and only if for any differential field extension K
of C and solution y ∈Y , tr.deg.KK ⟨y⟩= 0 or n. Strong minimality is fundamental to the model theoretic approach to differential algebra
(cf. [36]). It is also closely related to the Painlev´e notion of irreducibility of the ODE with
respect to classical functions [70]. It turns out that there is a very general classification of
strongly minimal sets in differentially closed fields about which we will say a few more
words in Section 5.1. For now, we only mention the kind of strongly minimal set that is
relevant for equation (⋆): Definition 2.11. Let Y be an F-definable strongly minimal set. Then Y is geometrically trivial
if for any differential field extension K of F, and for any distinct solutions y1, . . . , ym, if
the collection consisting of y1, . . . , ym together with all their derivatives y(j)
i
is algebraically
dependent over K then for some i < j, yi, yj together with their derivatives are algebraically
dependent over K. So geometric triviality limits the complexity of the structure of the algebraic relations on
the definable set. However, given such a set, for the results which we pursue, much greater
precision is required. Throughout for simplicity, we will say that an ODE is strongly min-
imal and geometrically trivial just in the case that its solution set is strongly minimal as a
definable set. Our first theorem is the following: Theorem 2.12. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP The Schwarzian equation (⋆) for the Hauptmodul jΓ of a genus 0 Fuchsian
group Γ of first kind is strongly minimal and geometrically trivial. We will give the proof in subsection 5.1. This result was previously only known for
PSL2(Z) (the j-function see Example 2.2) as well as for arithmetic subgroups of PSL2(Z) G. CASALE, J. FREITAG, AND J. NAGLOO 10 (cf. [12]). Our proof, which handles all Schwarzian equations of genus zero Fuchsian
functions at once, also is the first which does not use o-minimality. The first proof for
PSL2(Z) (of [12]) relied on the main result of [48], where Pila employs the same strategy
from [49], relying on o-minimality and counting of points of bounded height. Later, [2]
also gave a proof of the special case of PSL2(Z) which relied on the Ax-Schanuel type
results of [51], where again, an o-minimal strategy was employed. g
gy
p
y
It is worth mentioning that Painlev´e [43, Page 519] claimed that strong minimality (or
irreducibility as he called it) would hold for the equations we consider. In [39], Nishioka
proved a very weak form of that conjecture. Nevertheless, Nishioka’s paper contains tech-
niques that inspired our own proof. We have also obtained a full description of the structure of the definable sets. One
can think of these results as a weak form of the Ax-Lindemann-Weierstrass Theorem with
derivatives for Γ.3 Theorem 2.13. Suppose that Γ is arithmetic and suppose that jΓ(g1t), ..., jΓ(gnt) are distinct
solutions of the Schwarzian equation (⋆) that are pairwise not in Comm(Γ)-correspondence. Then the 3n functions jΓ(g1t), j′
Γ(g1t), j′′
Γ(g1t), . . . , jΓ(gnt), j′
Γ(gnt), j′′
Γ(gnt) are algebraically
independent over C(t). Theorem 2.14. Suppose that Γ is non-arithmetic. Then there is a k ∈N such that if
jΓ(g1t), ..., jΓ(gnt) are distinct solutions of the Schwarzian equation (⋆) satisfying tr.deg.C(t)C ⟨t, jΓ(g1t) . . . , jΓ(gnt)⟩= 3n, then for all other solutions jΓ(gt), except for at most n · k, tr.deg.C(t)C ⟨t, jΓ(g1t) . . . , jΓ(gnt), jΓ(gt)⟩= 3(n + 1). So, by the previous two theorems, we have that the set defined by the Schwarzian equa-
tion (⋆) is ℵ0-categorical if and only if the group Γ is non-arithmetic. 3The ALW statement we are pursuing allows for characterizing algebraic relations between functions which
don’t formally satisfy the same differential equation, but we will use to Theorems 2.13 and 2.14 to prove our
most general results, which imply the pertinent version of ALW.
4 4Later in the paper, it will be clear to model theorists that by “arise from” arithmetic Fuchsian groups,
we mean ”are non-orthogonal to the differential equation (⋆) or one of its other fibers”. An answer to the
question is of interest in part because if there were a strong classification of the geometrically trivial strongly
minimal sets in differential fields, some of the strategy laid out in [18] for certain diophantine problems might
be possible. 3The ALW statement we are pursuing allows for characterizing algebraic relations between functions which
don’t formally satisfy the same differential equation, but we will use to Theorems 2.13 and 2.14 to prove our
most general results, which imply the pertinent version of ALW.
4Later in the paper, it will be clear to model theorists that by “arise from” arithmetic Fuchsian groups,
we mean ”are non-orthogonal to the differential equation (⋆) or one of its other fibers”. An answer to the
question is of interest in part because if there were a strong classification of the geometrically trivial strongly
minimal sets in differential fields, some of the strategy laid out in [18] for certain diophantine problems might
be possible. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP It was a long-standing
open problem in the model theory of differential fields (recently resolved by [12]) to find
a non-ℵ0-categorical geometrically trivial strongly minimal set; the non-existence of such
sets was part of a strategy for certain diophantine problems suggested by Hrushovski [18,
see page 292]. Theorem 2.13 gives many new examples of geometrically trivial non-ℵ0-
categorical equations, and together with Theorem 2.14 also provides an interesting con-
nection between categoricity and arithmetic groups. We view the following question as
the next major challenge in the classification of geometrically trivial strongly minimal sets
in differentially closed fields: Question 2.15. In DCF0, are there non-ℵ0-categorical strongly minimal sets that do not arise from
arithmetic Fuchsian groups?4 3The ALW statement we are pursuing allows for characterizing algebraic relations between functions which
don’t formally satisfy the same differential equation, but we will use to Theorems 2.13 and 2.14 to prove our
most general results, which imply the pertinent version of ALW. 4 4Later in the paper, it will be clear to model theorists that by “arise from” arithmetic Fuchsian groups,
we mean ”are non-orthogonal to the differential equation (⋆) or one of its other fibers”. An answer to the
question is of interest in part because if there were a strong classification of the geometrically trivial strongly
minimal sets in differential fields, some of the strategy laid out in [18] for certain diophantine problems might
be possible. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 11 Finally let us talk about the full Ax-Lindemann-Weierstrass Theorem with derivatives
for Γ. We closely follow the description of the problem as in [48]. Let V ⊂An be an irre-
ducible algebraic variety defined over C such that V(C) ∩Hn ̸= ∅and V projects dom-
inantly to each of its coordinates (each coordinate function is nonconstant). Let t1, . . . , tn
be the functions on V induced by the canonical coordinate functions on An. We say that
t1, . . . , tn are Γ-geodesically independent if there are no relations of the form ti = gtj where i ̸= j and g ∈Comm(Γ) acts by fractional linear transformations. where i ̸= j and g ∈Comm(Γ) acts by fractional linear transformations. Theorem 2.16. With the notation (and assumption V(C) ∩Hn ̸= ∅) as above, suppose
that t1, . . . , tn are Γ-geodesically independent. 5If f is a solution of equation (⋆′) generating a differential field extension of F of transcendence degree one
or two, taking jR to be a realization of a non-forking extension of the type of f over F to the field K = F(t)
gives such a solution jR of (⋆′). AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUP Then the 3n functions jΓ(t1), j′
Γ(t1), j′′
Γ(t1) . . . , jΓ(tn), j′
Γ(tn), j′′
Γ(tn) (defined locally) on V(C) are algebraically independent over C(V). We will prove Theorem 2.16 in section 6. Pila [48] had already proved the result for
PSL2(Z) (see also [12] where the same is established for arithmetic subgroups of PSL2(Z)). 3. A CRITERION FOR STRONG MINIMALITY OF A GENERAL FUCHSIAN EQUATION We now aim to give a criterion that can be used to show that the Schwarzian equation
(⋆) is strongly minimal. This criterion is applicable to Schwarzian equations in the general
sense, namely to any equation of the form (⋆′)
S d
dt (y) + (y′)2 · R(y) = 0. S d
dt (y) + (y′)2 · R(y) = 0. (⋆′) So here we do not assume the rational function R to necessarily correspond to some Haupt-
modul. We only require that R is rational over C. By the Riccati equation attached to (⋆′)
we mean the equation (⋆⋆)
du
dy + u2 + 1
2R(y) = 0. du
dy + u2 + 1
2R(y) = 0. (⋆⋆) Condition 3.1. The Riccati equation (⋆⋆) has no solution in C(y)alg. Condition 3.1. The Riccati equation (⋆⋆) has no solution in C(y)alg. Theorem 3.2. Let (K, ∂) be any differential field extension of C and let us assume that
Condition 3.1 holds. If jR is a solution of the Schwarzian equation (⋆′) we have that tr.deg.KK ⟨jR⟩= 0 or 3. tr.deg.KK ⟨jR⟩= 0 or 3. tr.deg.KK ⟨jR⟩= 0 or 3. In other words, if Condition 3.1 holds, then equation (⋆′) is strongly minimal In other words, if Condition 3.1 holds, then equation (⋆′) is strongly minimal. Proof. For contradiction, assume that there is a finitely generated differential field exten-
sion F of C that witnesses non-strong minimality of the equation (⋆′) (i.e., an order 1 or 2
F-differential subvariety exists). Throughout, we write K = F(t) and let jR be a solution of
the Schwarzian equation (⋆′) such that tr.deg.KK ⟨jR⟩= 1 or 2, respectively.5 5If f is a solution of equation (⋆′) generating a differential field extension of F of transcendence degree one
or two, taking jR to be a realization of a non-forking extension of the type of f over F to the field K = F(t)
gives such a solution jR of (⋆′). G. CASALE, J. FREITAG, AND J. NAGLOO 12 Furthermore, using Seidenberg’s embedding theorem we can assume that K is a subfield
of M (U) the field of meromorphic functions on an open domain U ⊂C and that jR ∈
M (U). (
)
Let P ∈C[y] be a denominator of the rational function R(y). 3. A CRITERION FOR STRONG MINIMALITY OF A GENERAL FUCHSIAN EQUATION Let L = K[y,
1
P(y), y′, 1
y′ , y′′]
be the polynomial ring equipped with the derivation • D = ∂+ y′ ∂
∂y + y′′ ∂
∂y′ +
3
2
y′′2
y′ −(y′)3R(y)
∂
∂y′′ making L a universal (K, ∂)-algebra generated by a non constant solution of the Schwarzian
equation. One also defines an action of psl2(C) by : making L a universal (K, ∂)-algebra generated by a non constant solution of the Schwarzian
equation. One also defines an action of psl2(C) by : • X = ∂ • X = ∂ • X = ∂
• H = t∂−y′ ∂
∂y′ −2y′′ ∂
∂y′′
• Y = t2
2 ∂−ty′ ∂
∂y′ −(2ty′′ + y′) ∂
∂y′′ • H = t∂−y′ ∂
∂y′ −2y′′ ∂
∂y′′ y
y
• Y = t2
2 ∂−ty′ ∂
∂y′ −(2ty′′ + y′) ∂
∂y′′ It is easily verified that [X, H] = X, [H, Y] = Y, [X, Y] = H (the basis ˜X = X, ˜Y = 2Y
and ˜H = 2H is a Chevalley basis, i.e., satisfying [ ˜X, ˜H] = 2 ˜X, [ ˜H, ˜Y] = 2 ˜Y, [ ˜X, ˜Y] = ˜H). Furthermore, the equalities [D, X] = 0, [D, H] = D, [D, Y] = tD can be easily verified. It is easily verified that [X, H] = X, [H, Y] = Y, [X, Y] = H (the basis ˜X = X, ˜Y = 2Y
and ˜H = 2H is a Chevalley basis, i.e., satisfying [ ˜X, ˜H] = 2 ˜X, [ ˜H, ˜Y] = 2 ˜Y, [ ˜X, ˜Y] = ˜H). Furthermore, the equalities [D, X] = 0, [D, H] = D, [D, Y] = tD can be easily verified. It is easily verified that [X, H] = X, [H, Y] = Y, [X, Y] = H (the basis ˜X = X, ˜Y = 2Y
and ˜H = 2H is a Chevalley basis, i.e., satisfying [ ˜X, ˜H] = 2 ˜X, [ ˜H, ˜Y] = 2 ˜Y, [ ˜X, ˜Y] = ˜H). Furthermore, the equalities [D, X] = 0, [D, H] = D, [D, Y] = tD can be easily verified. 3. A CRITERION FOR STRONG MINIMALITY OF A GENERAL FUCHSIAN EQUATION q
[
]
[
]
[
]
When K = C(t), the algebraic group PSL2(C) acts on L by (3.1)
h(t, y, y′, y′′) =
h(t), y,
y′
h′(t),
y′′
(h′(t))2 −y′ h′′(t)
(h′(t))3
(3.1) where h denotes the homography of the projective line associated to an element h of
PSL2(C). For F ∈L, one defines (h)∗D · F = h ◦D ◦h−1(F) . Direct computations give that
(h)∗D =
1
h′(t)D. This equality means that the set of meromorphic solutions of a Schwarzian
equation is stable by the action of PSL2(C) by precomposition. The previously given action
of psl2(C) is the infinitesimal action of PSL2(C). When K ⊂M (U) then a fixed element h ∈PSL2(C) maps L onto an isomorphic subfield
in M (h−1(U)) but the whole group does not act on L. Now let I ⊂L be the annihilator of
the solution jR and Z be the zero locus of I ∩O(U)[y, y′, y′′] in U × C3, where O(U) is the
ring of holomorphic functions on U. We have that Z is an analytic variety, affine over U,
and that its K-fibers are algebraic varieties over K. We have the following lemma Lemma 3.3. The dimension of the subalgebra b of psl2(C) stabilizing I equals the dimension of Z
over K. Lemma 3.3. The dimension of the subalgebra b of psl2(C) stabilizing I equals the dimension of Z
over K. Proof. Let p ∈Z be a smooth point in the graph of (jR, j′
R, j′′
R). Then the evaluation of X,
H, Y and D at p give a basis of Tp(U × C3). If v is in Tp(Z) ⊂Tp(U × C3) then there exists
V ∈psl2 + CD whose value at p is v. Proof. Let p ∈Z be a smooth point in the graph of (jR, j′
R, j′′
R). Then the evaluation of X,
H, Y and D at p give a basis of Tp(U × C3). If v is in Tp(Z) ⊂Tp(U × C3) then there exists
V ∈psl2 + CD whose value at p is v. p
We first show that V · I ⊂I. To see this, notice that for P ∈I we have that D · (V · P) =
V · (D · P) + f D · P, for some f ∈C(t). p
We first show that V · I ⊂I. To see this, notice that for P ∈I we have that D · (V · P) =
V · (D · P) + f D · P, for some f ∈C(t). Here we use the equalities [D, X] = 0, [D, H] = D,
[D, Y] = tD. Since by definition D · P ∈I, we have that the ideal J generated by I and
V · I is stable by D. Moreover all elements of J vanish at p thus on the whole graph of
(jR, j′
R, j′′
R). By maximality V · I ⊂I. (j
jR jR)
y
y
The stabilizer of I in CX + CH + CY + CD has the dimension of TpZ and thus that of Z.
Because D is tangent to Z, the dimension of Z over K is the dimension of the stabilizer of I
in psl
□ Proof. Let p ∈Z be a smooth point in the graph of (jR, j′
R, j′′
R). Then the evaluation of X,
H, Y and D at p give a basis of Tp(U × C3). If v is in Tp(Z) ⊂Tp(U × C3) then there exists
V ∈psl2 + CD whose value at p is v. 3. A CRITERION FOR STRONG MINIMALITY OF A GENERAL FUCHSIAN EQUATION Here we use the equalities [D, X] = 0, [D, H] = D,
[D, Y] = tD. Since by definition D · P ∈I, we have that the ideal J generated by I and
V · I is stable by D. Moreover all elements of J vanish at p thus on the whole graph of
(jR, j′
R, j′′
R). By maximality V · I ⊂I. (j
jR jR)
y
y
The stabilizer of I in CX + CH + CY + CD has the dimension of TpZ and thus that of Z. Because D is tangent to Z, the dimension of Z over K is the dimension of the stabilizer of I
in psl2. □ AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 13 Our assumption tr.degKK ⟨jR⟩= 1 or 2 gives that the stabilizer, denoted by b, is a non-
trivial proper subalgebra of psl2(C). Every such a proper subalgebra is contained in a
2-dimensional Lie subalgebra of psl2 = sl2. Furthermore, the group PSL2(C) acts on psl2
by the adjoint representation and under this action all Lie subagebras of psl2 of dimension
2 are conjugate to one another (cf. [20, Section 16]). j g
Let g ∈PSL2(C) be an element conjugating a dimension two subalgebra containing b to
the algebra generated by X and H. Then g acts as an homography on P1(C) and transforms
K ⊂M (U) to Kg ⊂M (g−1(U)). (
)
(g
(
))
The induced isomorphism of L to Lg = Kg[y,
1
P(y), y′, 1
y′ , y′′] sending y to y, y′ to y′g′(t)
and y′′ to y′′g′(t)2 −y′g′′(t) preserves D up to multiplication by an element of K (see equa-
tion 3.1) and induced the adjoint action on psl2. The transcendence degree of jR over K
is the transcendence degree of jR ◦g over Kg but now we have ensured that the stabiliser
is included in the Lie algebra generated by X and H. Let us forget that we change the
field and assume b is included in the triangular Borel subalgebra, that is in the Lie algebra
generated by X and H. In L, we have that −y′′
y′2 vanishes when we apply the induced X and H. So the image
of −y′′
y′2 in L/I belongs to the kernel of the action of b: namely, the algebraic closure of
C[y,
1
P(y)] in L/I. Let z be this algebraic function. Direct computation shows that in L/I,
−y′′
y′2 satisfies the following re-writing of equation (⋆′) (−y′′
y′2 )′ 1
y′ + 1
2(−y′′
y′2 )2 + R(y) = 0 meaning that z
2 is an algebraic solution of meaning that z
2 is an algebraic solution of du
dy + u2 + 1
2R(y) = 0 du
dy + u2 + 1
2R(y) = 0 in C(y)alg. This contradicts Condition 3.1. in C(y)alg. This contradicts Condition 3.1. □ The next section is devoted to proving that Condition 3.1 holds for Equation (⋆). 4. THE GENERAL PROOF OF STRONG MINIMALITY (4.2) Because the previous transformation only involves scaling by a Liouvillian element, the
Liouvillian solutions of equation 4.2 are in bijective correspondence with the Liouvillian
solutions to equation 4.1, and so without loss of generality, we may now assume that the
order two equation in which we are interested is given in the following normal form: Because the previous transformation only involves scaling by a Liouvillian element, the
Liouvillian solutions of equation 4.2 are in bijective correspondence with the Liouvillian
solutions to equation 4.1, and so without loss of generality, we may now assume that the
order two equation in which we are interested is given in the following normal form: z′′ = r(y)z (4) No solution of 4.3 are Liouvillian. The connection with Riccati equations is as follows. If we define u = z′
z where z is a
solution to equation 4.3, then via direct computation we have that u′ + u2 −r(y) = 0. u′ + u2 −r(y) = 0. u′ + u2 −r(y) = 0. (4.3) where r(y) ∈C(y). Theorem 4.2. [24, page 5] With regard to the Liouvillian solutions of a second order linear differ-
ential equation with coefficients in C(y), there are four mutually exclusive options: The differential equation 4.3 has a solution of the form e
R
w where w ∈C(y). R (1) The differential equation 4.3 has a solution of the form e
R
w where w ∈C(y). R (1) The differential equation 4.3 has a solution of the form e
R
w where w ∈C(y). (2) The differential equation 4.3 has a solution of the form e
R
w where w ∈C(y)alg is an
algebraic function of degree two over C(y). (1) The differential equation 4.3 has a solution of the form e
R
where w ∈C(y). (2) The differential equation 4.3 has a solution of the form e
R
w where w ∈C(y)alg is an
algebraic function of degree two over C(y). (2) The differential equation 4.3 has a solution of the form e
R
w where w ∈C(y)alg is an
algebraic function of degree two over C(y). (3) All of the solutions of 4.3 are algebraic over C(y). (4) No solution of 4.3 are Liouvillian. 4. THE GENERAL PROOF OF STRONG MINIMALITY 4. THE GENERAL PROOF OF STRONG MINIMALITY
4.1. Liouvillian solutions, algebraic solutions, and Picard-Vessiot theory. 4.1. Liouvillian solutions, algebraic solutions, and Picard-Vessiot theory. Definition 4.1. Fix a differential field K extending C(y) such that the derivation on K ex-
tends
d
dy. We say that K is Liouvillian if there is a tower of field extensions C(y) ⊂K0 ⊂
K1 ⊂. . . ⊂Kn = K such that for each i = 1, . . . , n, Ki/Ki−1 is generated by an element ai
such that one of the following holds: (1) a′
i ∈Ki−1. (2)
a′
i
ai ∈Ki−1. (3) ai ∈Kalg
i−1. (2)
a′
i
ai ∈Ki−1. 14
G CASALE J FREITAG AND J NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 14 If K is a field of meromorphic functions, then in case 1, ai = R
f for some f ∈Ki and in
case 2, ai = e
R
f for some f ∈Ki. So, occasionally we will refer to these cases as integrals
or exponentials of integrals. Consider the differential equation z′′ + pz′ + qz = 0 (4.1) where p, q are rational functions in C(y). The classification of its Liouvillian solutions has
been extensively studied, and in [24], an algorithmic solution to determining the Liouvil-
lian solutions was given. Let z be a solution to equation 4.1, and let v = e
1
2
R
pz. It follows by direct computation
that v′′ + (b −1
4a2 −1
2a′)v = 0 v′′ + (b −1
4a2 −1
2a′)v = 0 v′′ + (b −1
4a2 −1
2a′)v = 0 (4.2)
v′′ + (b −1
4a2 −1
2a′)v = 0 (4.4) (4.5) were to have an algebraic solution f ∈C(y)alg, then as in the previous subsection z = e
R
f
is a Liouvillian solution of the linear equation were to have an algebraic solution f ∈C(y)alg, then as in the previous subsection z = e
R
f
is a Liouvillian solution of the linear equation (4.6)
d2z
dy2 +
1
4
r
∑
i=1
1 −α2
i
(y −ai)2 +
r
∑
i=1
Ai/2
y −ai
! z = 0. (4.6) This equation is an example of the most general (normal) form of a Fuchsian equation of
second order: This equation is an example of the most general (normal) form of a Fuchsian equation of
second order: Definition 4.5. Consider the linear equation d2z
dy2 + a1 dz
dy + a2z = 0, where a1, a2 are rational
functions in C(y). (1) A point p ∈C is called regular if the functions ai have no pole at p, otherwise p
is called singular. To determine whether the point y = ∞is regular, one simply
substitutes y = z−1 in the equation and verifies whether z = 0 is regular for the
new equation. q
(2) A point p ∈C (resp. p = ∞) is called regular singular if it is singular and for each
i = 1, 2, the limit limy→p(y −p)iai(y) (resp. limy→∞yiai(y)) exists and is finite. q
(2) A point p ∈C (resp. p = ∞) is called regular singular if it is singular and for each
i = 1, 2, the limit limy→p(y −p)iai(y) (resp. limy→∞yiai(y)) exists and is finite. 1 (3) The equation is called Fuchsian if all points of P1(C) are regular or regular singular. It is well-known (cf. [9, Chapter 7]) that if the equation is Fuchsian then the coefficients
a1 and a2 are of the form
B ( ) ai(y) =
Bi(y)
∏s
j=1(z −βj)i j
where Bi(y) is a polynomial of degree ≤i(s −1). j
where Bi(y) is a polynomial of degree ≤i(s −1). Remark 4.6. We have already seen in the previous section how to obtain the normal form
of the a second order linear equation (see equation 4.2) Remark 4.6. (4.4) Notice that z = ce
R
u for some constant c ∈C and in particular z1 = e
R
u is also a solution
to 4.3. So using Theorem 4.2 we have the following lemma. Notice that z = ce
R
u for some constant c ∈C and in particular z1 = e
R
u is also a solution
to 4.3. So using Theorem 4.2 we have the following lemma. Lemma 4.3. The Riccati equation 4.4 has an algebraic solution over C(y) if and only if the second
order linear differential equation 4.3 has a Liouvillian solution. Lemma 4.3. The Riccati equation 4.4 has an algebraic solution over C(y) if and only if the second
order linear differential equation 4.3 has a Liouvillian solution. Now, the verification of Condition 3.1 follows from showing that equation 4.3 has no
Liouvillian solutions. For this, we will need the following well-known result. Theorem 4.4. [24, page 8, case 4] Let G be the Picard-Vessiot group of 4.3. There are no Liouvil-
lian solutions to equation 4.3 if and only if G = SL2(C). In the next subsection we will prove that, in the special case of a Fuchsian group Γ, the
Picard-Vesiot group of the order two linear equation associated to the Riccati equation (⋆⋆)
is SL2(C). AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 15 4.2. Monodromy and the PV-group. At this point, let us recall that the the Schwarzian
equation (⋆) we focus on is given with 4.2. Monodromy and the PV-group. At this point, let us recall that the the Schwarzian
equation (⋆) we focus on is given with RjΓ(y) = 1
2
r
∑
i=1
1 −α2
i
(y −ai)2 +
r
∑
i=1
Ai
y −ai
, where the αi’s, Ai’s and ai’s are obtained from the fundamental domain for Γ-action on H. As discussed in the previous subsection, if the Riccati equation corresponding to (⋆) where the αi’s, Ai’s and ai’s are obtained from the fundamental domain for Γ-action on H. As discussed in the previous subsection, if the Riccati equation corresponding to (⋆) (4.5)
du
dy + u2 + 1
2RjΓ(y) = 0. (4.5)
du
dy + u2 + 1
2RjΓ(y) = 0. (4.4) We have already seen in the previous section how to obtain the normal form
of the a second order linear equation (see equation 4.2) As it turns out, the problem of existence of Liouvillian solutions for Fuchsian equations
of second order is a classical one. We direct the reader to [16] and [60] for some historical
perspectives. We will only review parts of the theory that is relevant to this paper. Our
focus will be the work of Poincar´e on the relationship between the monodromy group of the
Fuchsian equation 4.6 and ‘its’ Fuchsian group Γ. It is this work - partly rediscovering
Schwarz’s uniformization of P1(C) by the jΓ’s - that lead Poincar´e to introduce the theory
of Fuchsian groups and functions, and to attack the problem of the uniformization of other
Riemman surfaces. 6
G. CASALE, J. FREITAG, AND J. NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 16 From now on, we assume that the equation From now on, we assume that the equation (4.7)
d2z
dy2 = r(y)z d2z
dy2 = r(y)z (4.7) is Fuchsian and denote by S its set of singular points. For z ∈P1(C) \ S, let f1 and f2 be
analytic solutions in a neighborhood of z. We also assume that f1 and f2 are a basis of
solutions, i.e., that they are linearly independent over C. Given any γ ∈π1(P1(C) \ S; z),
we can analytically continue f1 and f2 along γ and obtain new solutions ˜f1 and ˜f2 of 4.7. So there exists a matrix Mγ ∈GL2(C) such that ˜f1
˜f2
= Mγ ·
f1
f2
˜f1
˜f2
= Mγ ·
f1
f2
The mapping ρ : π1(P1(C) \ S; z) →GL2(C), taking γ 7→Mγ is a group homomorphism
called the monodromy representation. Its image M is called the monodromy group of
equation 4.7. From the monodromy group, one can determine the Picard-Vessiot group of
the equation: Fact 4.7. [9, Chapter 7] Let G be the Picard-Vessiot group of the Fuchsian equation 4.7. Then,
(1) G ⊆SL2(C);
(2) if M is its monodromy group, then G is the Zariski closure of M. (1) G ⊆SL2(C); ( )
( )
(2) if M is its monodromy group, then G is the Zariski closure of M. (4.4) Note that in particular from (1), for the Fuchsian equation 4.6, the monodromy group
M is a subgroup of SL2(C). We will now explain how in the case of equation 4.6, the
monodromy group M is related to the Schwarzian equation. The following well-known
fact - which can be easily verified - will be needed. Fact 4.8. Let t(y) = j−1
Γ (y) be a branch of the inverse of y = jΓ(t). Then t(y) satisfies the
following equation S d
dy(t) = RjΓ(y). s
z1 =
t
( dt
dy)
1
2
z2 =
1
( dt
dy)
1
2 (4.8)
S d
dy(t) = RjΓ(y). (4.8)
S d
dy(t) = RjΓ(y). Furthermore, the functions
z1 =
t
( dt
dy)
1
2
z2 =
1
( dt
dy)
1
2 (4.8) Furthermore, the functions
z1 =
t
( dt
dy)
1
2
z2 =
1
( dt
dy)
1
2 z1 =
t
( dt
dy)
1
2
z2 =
1
( dt
dy)
1
2 y
form a basis of solutions of the Fuchsian equation 4.6 form a basis of solutions of the Fuchsian equation 4.6 d2z
dy2 + 1
2RjΓ(y)z = 0. d2z
dy2 + 1
2RjΓ(y)z = 0. Notice that in particular z1(y)
z2(y) = t(y). This allows us to define from M the projective
monodromy of the equation 4.8. Namely, if Mγ =
a
b
c
d
∈SL2(C) is monodromy
matrix (as above), then
b Notice that in particular z1(y)
z2(y) = t(y). This allows us to define from M the projective
monodromy of the equation 4.8. Namely, if Mγ =
a
b
c
d
∈SL2(C) is monodromy
matrix (as above), then t∗= at + b
ct + d AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 17 is again a solution of the equation 4.8. The collection of matrices ˆMγ : t 7→t∗is called the
projective monodromy group ˆM of the equation 4.8. Of course ˆM is the image of M under
the natural projection π : SL2(R) →PSL2(R). The following proposition is attributed
to Poincar´e in various sources but we know of no reference for a proof of it and thus
reproduce it here. Proposition 4.9. The projective monodromy group of the equation 4.8 is Γ. As a consequence, the
monodromy group of the Fuchsian equation 4.6 is π−1(Γ). Proof. (4.4) Throughout t(y) = j−1
Γ (y) is a branch of the inverse of jΓ locally defined on some
small domain U and ˆM is the projective monodromy group. We have We have g ∈ˆM \ {I}
⇐⇒
gt(y) is another branch of the inverse of jΓ (defined on some
larger domain U′). ⇐⇒
y = jΓ(t(y)) = jΓ(gt(y))
⇐⇒
g ∈Γ \ {I}. g ∈ˆM \ {I}
⇐⇒
gt(y) is another branch of the inverse of jΓ (defined on some
larger domain U′). ⇐⇒
y = jΓ(t(y)) = jΓ(gt(y))
⇐⇒
g ∈Γ \ {I}. g ∈ˆM \ {I}
⇐⇒
gt(y) is another branch of the inverse of jΓ (defined on some
larger domain U′). ⇐⇒
y = jΓ(t(y)) = jΓ(gt(y))
⇐⇒
g ∈Γ \ {I}. □ We have used here that jΓ is a globally defined single-valued function. Proposition 4.10. There are no Liouvillian solutions of the Fuchsian equation 4.6. Consequently,
Condition 3.1 holds for the Riccati equation 4.5. Proof. We have that π−1(Γ), the monodromy group of the Fuchsian equation 4.6, is Zariski
dense in SL2(C). Hence by Fact 4.7, the Picard-Vessiot group is G = SL2(C). By Theorem
4.4 there are no Liouvillian solutions for the equation. □ Proof. We have that π−1(Γ), the monodromy group of the Fuchsian equation 4.6, is Zariski
dense in SL2(C). Hence by Fact 4.7, the Picard-Vessiot group is G = SL2(C). By Theorem
4.4 there are no Liouvillian solutions for the equation. □ We thus obtain the first part of Theorem 2.12; namely the Schwarzian equation (⋆) is
strongly minimal. We thus obtain the first part of Theorem 2.12; namely the Schwarzian equation (⋆) is
strongly minimal. 6A complete proof, can be found in [56, Corollary 3.10] and in the arguments in the paragraphs leading up
to Proposition 4.10 of [58]. A good guide/summary of the proof can also be found in [36, Section 2.1]. 5. GEOMETRIC TRIVIALITY AND ALGEBRAIC RELATIONS 5.1. The classification of strongly minimal sets. In this section we will discuss some
general model-theoretic results regarding strongly minimal sets in differentially closed
fields. In particular, we will explain some consequences of the (unpublished6) work of
Hrushovski and Sokolovi´c on the classification of strongly minimal sets. We will, from
these considerations, obtain geometric triviality of the Schwarzian equations satisfied by
the uniformizing functions in the earlier sections. Let us denote by U the differentially
closed field of characteristic zero that we work in. We assume that U is saturated and that
C (defined by y′ = 0) is its field of constants. Notice incidentally that C is itself a strongly
minimal definable set. Indeed, it is the only definable strongly minimal subfield of U. In
what follows strongly minimal sets are understood to be defined over some finitely gener-
ated differential subfield K of U. The zero set of any irreducible order one differential polynomial in a single variable (by
irreducible, we will always mean as a polynomial) is also strongly minimal. Higher order G. CASALE, J. FREITAG, AND J. NAGLOO 18 linear differential equations are never strongly minimal (one can define linear subspaces
using elements of a fundamental set of solutions). For higher order non-linear equations,
it seems that it is in general difficult to establish strong minimality. However, if the strong
minimality of an equation is established, one can often employ a variety of model theoretic
tools to establish even stronger results. g
Other important examples of strongly minimal sets are given by the following Fact 5.1 ([8],[19]). Let A be an abelian variety defined over U. We identify A with its set A(U) of
U-points. Then Fact 5.1 ([8],[19]). Let A be an abelian variety defined over U. We identify A with its set A(U) of
U-points. Then (1) A has a (unique) smallest Zariski-dense definable subgroup, which we denote by A♯. ♯ A has a (unique) smallest Zariski-dense definable subgroup, which we denote by A♯. ♯ (2) If A is a simple abelian variety that does not descend to C, then A♯is strongly minimal. (2) If A is a simple abelian variety that does not descend to C, then A♯is strongly minimal. The subgroup A♯is called the Manin kernel of A (cf. [28]). 5. GEOMETRIC TRIVIALITY AND ALGEBRAIC RELATIONS The trichotomy theorem, gives
a classification of strongly minimal sets up to non-orthogonality, a notion we will explain
following the statement of the theorem. Theorem 5.2 ([19],[56]). Let Y be a strongly minimal set. Then exactly one of the following
holds: Theorem 5.2 ([19],[56]). Let Y be a strongly minimal set. Then exactly one of the following
holds: (1) Y is nonorthogonal to the strongly minimal set C,
♯ 2) Y is nonorthogonal to A♯for some simple abelian variety A over U which does n
descend to C, Y is nonorthogonal to A♯for some simple abelian variety A over U which does not
descend to C, (3) Y is geometrically trivial. (3) Y is geometrically trivial. Definition 5.3. Let Y and Z be strongly minimal sets. Denote by π1 : Y × Z →Y and π2 :
Y × Z →Z the projections to Y and Z respectively. We say that Y and Z are nonorthogonal if
there is some infinite definable relation R ⊂Y × Z such that π1|R and π2|R are finite-to-one
functions. Definition 5.3. Let Y and Z be strongly minimal sets. Denote by π1 : Y × Z →Y and π2 :
Y × Z →Z the projections to Y and Z respectively. We say that Y and Z are nonorthogonal if
there is some infinite definable relation R ⊂Y × Z such that π1|R and π2|R are finite-to-one
functions. The sets Y and Z are defined over some finitely generated differential subfield K of U,
and so for any differential field F containing K, it makes sense to ask whether a relation R
as above can be defined over F. Definition 5.4. We say that Y is weakly orthogonal to Z over F if no such relation R can be
defined over F. Definition 5.4. We say that Y is weakly orthogonal to Z over F if no such relation R can be
defined over F. The following facts from the model theory of differential fields are well-known (see for
instance, [29]). Fact 5.5. Let Y and Z be strongly minimal sets. (1) Nonorthogonality is an equivalence rela (1) Nonorthogonality is an equivalence relation on strongly minimal sets. (2) Nonorthogonality classes of strongly minimal differential equations refine various basic
invariants of the equations. For instance, if Y, Z are nonorthogonal then order(Y) =
order(Z). 7We thank Dave Marker for a sketch of this proof. Nonorthogonality of Manin Kernels has been further classified in terms of isogeny classes
of abelian varieties. Nonorthogonality of Manin Kernels has been further classified in terms of isogeny classes
of abelian varieties. Fact 5.6. If A and B are two simple abelian varieties which do not descend to C, then A♯and B♯
are non-orthogonal if and only if A and B are isogenous. For relations R which witness nonorthogonality between trivial strongly minimal sets,
there is an important and very general descent result: Fact 5.7. [55, Corollary 2.5.5] Two geometrically trivial strongly minimal sets are nonorthogonal
if and only if they are non weakly orthogonal. That is, the relation R witnessing nonorthogonality of
X and Y can be defined over the differential field generated by the parameters used in the equations
defining X and Y. Proposition 5.8. Let Y be a strongly minimal set of order > 1 and suppose that Y is defined over
C. Then Y is geometrically trivial. Proof. 7 First note that since order(Y) ̸= 1, Y is necessarily orthogonal to the constants C. So by Theorem 5.2, to show that Y is geometrically trivial, we only need to show that it is
orthogonal to all Manin kernels. We argue by contradiction. g
g
y
Suppose that Y is nonorthogonal to A♯for some simple abelian variety A over U which
does not descend to C. Let (A, λ) be a principal polarization of A. We can use the fact that
moduli spaces of principally polarized abelian varieties exist over any base field (cf. [35,
Chapter 7]). So let (V, ϕ) be a moduli space for (A, λ) over C. For some b in (V, ϕ), we
have that (A, λ) = (Vb, ϕb). Using uniform definability of Manin kernels [36, Lemma 2.25], we have a formula φ(x)
over C asserting that Y is non-orthogonal to V♯
x and such that φ(b) is true in U. If φ(c)
holds, then, by Fact 5.6, it must be the case that Vb and Vc are isogenous. But there are
only countably many abelian varieties isogenous to Vb. Hence the definable set {a ∈U :
φ(a) is true in U} is countable and so must be finite. In other words c is algebraic over (and
so in) C. But this contradicts the assumption that A does not descend to C. □ Corollary 5.9. For Γ a Fuchsian group, equation (⋆) defines a geometrically trivial strongly mini-
mal set. 5. GEOMETRIC TRIVIALITY AND ALGEBRAIC RELATIONS Recall that the order of a definable set Y is given by order(Y) = sup{tr.deg.KK ⟨y⟩
y ∈Y}, where K is any countable differential field over which Y is defined. y
}
y
ff
fi
fi
(3) If Y and Z are nonorthogonal, then they fall into the same category of Theorem 5.2. ( )
f
g
y f
g
y f
(4) Strongly minimal sets that fall in cases (2) and (3) of Theorem 5.2 are said to be locally
modular (and in case (1) the sets are non-locally modular). AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 19 (5) Orthogonality has a natural interpretation in terms of transcendence. Suppose that Y and
Z are orthogonal strongly minimal sets defined over K. Let a, b be solutions of Y, Z, respec-
tively. Let F be any differential field extending K. Then (5) Orthogonality has a natural interpretation in terms of transcendence. Suppose that Y and
Z are orthogonal strongly minimal sets defined over K. Let a, b be solutions of Y, Z, respec-
tively. Let F be any differential field extending K. Then (5) Orthogonality has a natural interpretation in terms of transcendence. Suppose that Y and
Z are orthogonal strongly minimal sets defined over K. Let a, b be solutions of Y, Z, respec-
tively. Let F be any differential field extending K. Then
tr.deg.F(F⟨a, b⟩) = tr.deg.F(F⟨a⟩) + tr.deg.F(F⟨b⟩). Conversely, if the inequality does not hold for some a ∈Y and b ∈Z over F, then Y is not
weakly orthogonal to Z over F. tr.deg.F(F⟨a, b⟩) = tr.deg.F(F⟨a⟩) + tr.deg.F(F⟨b⟩). tr.deg.F(F⟨a, b⟩) = tr.deg.F(F⟨a⟩) + tr.deg.F(F⟨b⟩). Conversely, if the inequality does not hold for some a ∈Y and b ∈Z over F, then Y is not
weakly orthogonal to Z over F. Conversely, if the inequality does not hold for some a ∈Y and b ∈Z over F, then Y is not
weakly orthogonal to Z over F. tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) < 6 For i = 1, 2 consider K(yi, y′
i, y′′
i ), equipped
with the derivation • Di = ∂+ y′
i
∂
∂yi + y′′
i
∂
∂y′
i +
3
2
y′′2
i
y′
i −(y′
i)3RΓ(yi)
∂
∂y′′
i One defines an action of psl2(C) by : One defines an action of psl2(C) by : • Xi = ∂ • Xi = ∂ i
• Hi = t∂−y′
i
∂
∂y′
i −2y′′
i
∂
∂y′′
i
• Yi = t2
2 ∂−ty′
i
∂
∂y′
i −(2ty′′
i + y′
i) ∂
∂y′′
i • Hi = t∂−y′
i
∂
∂y′
i −2y′′
i
∂
∂y′′
i
• Y = t2 ∂
ty′ ∂
(2ty′′ + y′) ∂ • Hi = t∂−y′
i
∂
∂y′
i −2y′′
i
∂
∂y′′
i • Hi
t∂
yi ∂y′
i
2yi ∂y′′
i
• Yi = t2
2 ∂−ty′
i
∂
∂y′
i −(2ty′′
i + y′
i) ∂
∂y′′
i i
i
• Yi = t2
2 ∂−ty′
i
∂
∂y′
i −(2ty′′
i + y′
i) ∂
∂y′′
i Yi
2 ∂
tyi ∂y′
i
(2tyi + yi) ∂y′′
i
We have that [Xi, Hi] = Xi, [Hi, Yi] = Yi, [Xi, Yi] = Hi, and [Di, Xi] = 0, [Di, Hi] = Di,
Di Yi] = tDi yi
yi
We have that [Xi, Hi] = Xi, [Hi, Yi] = Yi, [Xi, Yi] = Hi, and [Di, Xi] = 0, [Di, Hi] = Di,
[Di, Yi] = tDi. yi
yi
We have that [Xi, Hi] = Xi, [Hi, Yi] = Yi, [Xi, Yi] = Hi, and [Di, Xi] = 0, [Di, Hi] = Di,
[Di, Yi] = tDi. ( ) i
i
We have that [Xi, Hi] = Xi, [Hi, Yi] = Yi, [Xi, Yi] = Hi, and [Di, Xi] = 0, [Di, Hi] = Di,
[Di, Yi] = tDi. As explained in the proof of Theorem 3.2, the above action of psl2(C) is the infinitesimal
action of PSL2(C) on C(t, yi, y′
i, y′′
i ). We “verticalize” this action by considering Xv
i = Xi −
Di, Hv
i = Hi −tDi and Yv
i = Yi −t2
2 Di. Now CXv
i + CHv
i + CYv
i is a realization of psl2(C)
acting K-linearly and commuting with Di. Nonorthogonality of Manin Kernels has been further classified in terms of isogeny classes
of abelian varieties. We have hence established the entirety of Theorem 2.12. We have hence established the entirety of Theorem 2.12. G. CASALE, J. FREITAG, AND J. NAGLOO 20 Theorem 5.10. Let (K, ∂) be a differential extension of (C(t), ∂
∂t) with no new constants.
Let Γ be a Fuchsian group and j1, j2 be two solutions of the equation S d
dt (y) + (y′)2 · RΓ(y) = 0. If tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) < 6 tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) < 6 tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) < 6 then j1 or j2 is algebraic over K or there is a nonzero polynomial P(y1, y2) over C such that
P(j1, j2) = 0. then j1 or j2 is algebraic over K or there is a nonzero polynomial P(y1, y2) over C such that
P(j1, j2) = 0. The group PSL2(C) acts on pairs of solutions by precomposition. We will prove that the
ideal of differential relations between (j1, j2) is stable under this action. Proof. From Theorem 3.2, it follows that if tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) < 6 then it is either
0 or 3. But it follows from Fact 2.3 and Lemma 2.4 that if both j1 and j2 are not algebraic
over K then tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) = 3. By Fact 5.7, we can assume that K = C(t) and
so throughout K = C(t) and ∂= ∂
∂t. g
( )
∂t
We proceed as in the proof of Theorem 3.2. 5.2. Transcendence and orbits of the commensurator of Γ. Theorem 5.10. Let (K, ∂) be a differential extension of (C(t), ∂
∂t) with no new constants. Let Γ be a Fuchsian group and j1, j2 be two solutions of the equation We claim that I is stable under the diagonal action of psl2. The algebra L/I is an algebraic extension of K(y1, y′
1, y′′
1) and of K(y2, y′
2, y′′
2), and as
usual, D1, X1, H1, Y1, D2, X2, H2, Y2 and their ”verticalization” will also denote their unique
extensions to L/I. Lemma 5.11. On L/I we have D1 = D(2) = D2. Lemma 5.11. On L/I we have D1 = D(2) = D2. Lemma 5.11. On L/I we have D1 = D(2) = D2. Proof. Restrict the derivation D(2) of L/I to its subalgebra L1. The definition of D(2) gives
that this restriction is D1. Now, the extension to the algebraic extension L/I of L1 is unique
then D(2) = D1. Same argument gives D(2) = D2. □ So we will just write this derivation as D. Lemma 5.12. There exists a ∈C such that, on L/I, X1 = X2, H1 = H2 + a(X2 −D) and
Y1 = Y2 + a(H2 −tD) + a2
2 (X2 −D). Proof. Using Fact 5.7, we have that any algebraic relations between j1 and j2 (together with
derivatives) can be defined over C. Hence I is generated by I ∩C(y1, y′
1, y′′
1) ⊗C(y2, y′
2, y′′
2). Then, on L/I, both X1 and X2 coincide with ∂
∂t, this proves X1 = X2. Then, on L/I, both X1 and X2 coincide with ∂
∂t, this proves X1 = X2. ∂t
The two triples Xv
1, Hv
1, Yv
1 and Xv
2, Hv
2, Yv
2 are two bases of the derivations of F =
Frac(L/I) over K. Let A be the matrix with coefficient in F such that (Xv
1, Hv
1, Yv
1 ) =
(Xv
2, Hv
2, Yv
2 )A. From the bracket with D one gets 0 = [D, (Xv
1, Hv
1, Yv
1 )] = (Xv
2, Hv
2, Yv
2 )D(A). So the coefficients of A are constant. Now the two triples are basis of two realisations of psl2(C) with the same structure
constants, then A is an automorphism of the Lie algebra psl2(C). All automorphisms of
psl2(C) are inner (see [59, Proposition 14.21]), thus there exists a g ∈PSL2(C) such that
Ad(g) = A. This automorphism fixes X1, hence there exists a ∈C such that g =
1
a
0
1
. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 21 The ideal I is the kernel of the evaluation in (j1, j2) with values in a field of mero-
morphic function thus it is prime. From geometric triviality, the subfield of constants of
F = Frac(L/I) with respect to the derivation D(2) is C. We claim that I is stable under the diagonal action of psl2. tr.deg.KK(j1, j′
1, j′′
1 , j2, j′
2, j′′
2 ) < 6 g
y
g
The ideal of the polynomial differential relations between j1 and j2 over K is an ideal
in K[y1, y′
1, . . . , y2, y′
2, . . .]. Let J be the differential ideal generated by the third order dif-
ferential equations satisfied by j1 and by j2 and K[y1, y′
1, . . . , y2, y′
2, . . .] →K(y1, y′
1, y′′
1) ⊗K
K(y2, y′
2, y′′
2) be the quotient by J followed by localizations. (y
y2 y2)
q
y
y
As j1 and j2 do not satisfy any lower order differential equations this ideal is the preim-
age of an ideal I of L = K(y1, y′
1, y′′
1) ⊗K K(y2, y′
2, y′′
2) stable by (5.1)
D(2) = ∂+ y′
1
∂
∂y1
+ y′
2
∂
∂y2
+ y′′
1
∂
∂y′
1
+ y′′
2
∂
∂y′
2
+
3
2
y′′2
1
y′
1
−(y′
1)3RΓ(y1)
∂
∂y′′
1
+
3
2
y′′2
2
y′
2
−(y′
2)3RΓ(y2)
∂
∂y′′
2
. + y′
2
∂
∂y2
+ y′′
1
∂
∂y′
1
+ y′′
2
∂
∂y′
2
+
3
2
y′′2
1
y′
1
−(y′
1)3RΓ(y1)
∂
∂y′′
1
+
3
2
y′′2
2
y′
2
−(y′
2)3RΓ(y2)
∂
∂y′′
2
. We claim that I is stable under the diagonal action of psl2. Then Now the two triples are basis of two realisations of psl2(C) with the same structure
constants, then A is an automorphism of the Lie algebra psl2(C). All automorphisms of
psl2(C) are inner (see [59, Proposition 14.21]), thus there exists a g ∈PSL2(C) such that
Ad(g) = A. This automorphism fixes X1, hence there exists a ∈C such that g =
1
a
0
1
. Then Then (Xv
1, Hv
1, Yv
1 ) = (Xv
2, Hv
2, Yv
2 )
1
a
a2
2
0
1
a
0
0
1
□ This proves the lemma. In F, y2 is an algebraic function over C(t, y1, y′
1, y′′
1) satisfying X2(y2) = H2(y2) =
Y2(y2) = 0. Hence, using Lemma 5.12, one easily computes that (5.2)
X1(y2) = 0,
(5.3)
H1(y2) = −aD(y2),
(5.4)
Y1(y2) = (−at −a2
2 )D(y2) = (t + a
2)H1(y2). X1(y2) = 0,
H1(y2) = −aD(y2), (5.2)
X1(y2) = 0,
(5.3)
H1(y2) = −aD(y2), H1(y2) = −aD(y2), (5.3) (5.4)
Y1(y2) = (−at −a2
2 )D(y2) = (t + a
2)H1(y2). (5.4) 22
G CASALE J FREITAG AND J NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 22 We will prove that this system of partial differential equations over C(t, y1, y′
1, y′′
1) has
an algebraic solution if and only if a = 0. For contradiction, assume not. We expand
y2 as a Puiseux series in 1/z with z =
y′′
1
y′2
1 , that is we think of y2 as being an element of
C(t, y1, y′
1)alg
1
z
: y2 = ∑
λ≤n
Aλ(t, y1, y′
1)zλ. In the coordinates t, y1, y′
1, z, one has In the coordinates t, y1, y′
1, z, one has
∂ • X1 = ∂
∂t,
• H1 = t ∂
∂t −y′
1
∂
∂y′
1 ,
• Y1 = t2
2
∂
∂t −ty′
1
∂
∂y′
1 −1
y′
1
∂
∂z,
• D = ∂
∂t −y′
1
∂
∂y1 + z(y′
1)2 ∂
∂y′
1 −
1
2z2y′
1 + RΓ(y1)y′
1
∂
∂z. y1
y1
• D = ∂
∂t −y′
1
∂
∂y1 + z(y′
1)2 ∂
∂y′
1 −
1
2z2y′
1 + RΓ(y1)y′
1
∂
∂z. We claim that I is stable under the diagonal action of psl2. The induced continuous action of X1 on C(t, y1, y′
1)alg
1
z
gives The induced continuous action of X1 on C(t, y1, y′
1)alg
1
z
gives (5.5)
X1(y2) = ∑
λ≤n
∂Aλ
∂t zλ, (5.5) The equations 5.2 and 5.5 give for all λ, ∂Aλ
∂t = 0. Then by direct computation one gets The equations 5.2 and 5.5 give for all λ, ∂Aλ
∂t = 0. Then by direct computation one gets The equations 5.2 and 5.5 give for all λ, ∂Aλ
∂t = 0. Then by direct computation one gets
(5.6)
H1(y2) = ∑
λ≤n
−y′
1
∂Aλ
∂y′
1
zλ, (5.6)
H1(y2) = ∑
λ≤n
−y′
1
∂Aλ
∂y′
1
zλ, (5.6) (5.7)
Y1(y2) = ∑
λ≤n
−ty′
1
∂Aλ
∂y′
1
(z)λ −λAλ
1
y′
1
zλ−1, (5.7) (5.8)
D(y2) = ∑
λ≤n
RΓ(y1)y′
1λAλzλ−1 + y′
1
∂Aλ
∂y1
zλ +
(y′
1)2 ∂Aλ
∂y′
1
−1
2y′
1λAλ
zλ+1. (5.8)
D(y2) = ∑
λ≤n
RΓ(y1)y′
1λAλzλ−1 + y′
1
∂Aλ
∂y1
zλ +
(y′
1)2 ∂Aλ
∂y′
1
−1
2y′
1λAλ
zλ+1. (5.8) Lemma 5.13. If y2 is an algebraic solution of 5.2, 5.3, 5.4 then H1(y2) = 0. Lemma 5.13. If y2 is an algebraic solution of 5.2, 5.3, 5.4 then H1(y2) = 0. Proof. If a = 0 there is nothing to prove. Assume it is not. We have already seen that
∂Aλ
∂t
= 0. Let q ∈Q be such that Aq ̸= 0. One can assume that q is maximal among the
elements q′ ∈q + Z such that Aq′ ̸= 0. From 5.4, one gets −ty′
1
∂Aq
∂y′
1 = (t + a
2)
−y′
1
∂Aq
∂y′
1
and then ∂Aq
∂y′
1 = 0. Now 5.3 gives (y′
1)2 ∂Aq
∂y′
1 −1
2y′
1qAq = 0, this implies q = 0 so that n = 0
and the range of λ is −N. g
The equation 5.4 can be written as: ∀k ∈N,
∂A
A g
The equation 5.4 can be written as: ∀k ∈N,
(5.4 (k))
a
2
∂A−k−1
∂y′
1
= k A−k
y′
1 g
The equation 5.4 can be written as: ∀k ∈N, (5.4 (k))
a
2
∂A−k−1
∂y′
1
= k A−k
y′
1 (5.4 (k)) Lemma 5.15. For g1 /∈Comm(Γ), jΓ(t) is algebraically independent from jΓ(gt) over C. Proof. Let g /∈Comm(Γ). For a contradiction, assume first that P is an algebraic relation
over C holding between jΓ(t) and jΓ(gt). Then for all a ∈H, we have that P(jΓ(a), jΓ(ga)) =
0. For γ ∈Γ, consider the point bγ = γ · a. Letting a = bγ, we have that P(jΓ(bγ), jΓ(gbγ)) =
0. But, since jΓ(bγ) = jΓ(a), we have that P(jΓ(a), jΓ(gbγ)) = 0. Now, by the Γ-invariance
of jΓ, we have that for any γ1 ∈Γ, P(jΓ(γ1a), jΓ(γ1gγa)) = 0. But jΓ(γ1a) = jΓ(a), we have
that P(jΓ(a), jΓ(γ1gγa)) = 0 (5.4 (k)) Let k0 be the maximal integer such that for all strictly positive k smaller than k0, A−k =
0. The equality 5.4 (0) gives that A−1 does not depend on y′
1. Then 5.4 (1) is an equality
between a derivative of an algebraic function in y′
1 and and rational function with a simple
pole at 0. This implies that the latter is identically zero: k0 is greater than 2. S AND THE GENUS 0 FUCHSIAN
= 0 and 5.4 (k0) is
∂A−k0−1
∂y′
1
simple pole, A−k0 = 0 whi
how that D(y2) = 0. But t
This contradicts the assump
Y2. These three derivation
ormulas for these derivation
ch that tr.deg.CN ≥1, tr.de
N over C is 1. This proves
ee that P generates I as a D
.10 also holds for all gener
minimal (and so geometrica
chsian groups are involved
corresponding Riccati equ AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 23 Now if k0 is finite then 5.4 (k0 −1) is
∂A−k0
∂y′
1
= 0 and 5.4 (k0) is
∂A−k0−1
∂y′
1
=
A−k0
y′
1 . As a
derivative of an algebraic function can not have simple pole, A−k0 = 0 which contradicts
the existence of k0. Then 5.6 proves the lemma. If a ̸= 0 Lemma 5.13 and the equation 5.3 show that D(y2) = 0. But the subfield of
constants of D in F is C and y2 is not contant. This contradicts the assumption on a and
one gets a = 0. g
Now, on F, X1 = X2, H1 = H2 and Y1 = Y2. These three derivations are linearly
independent and their kernel is denoted by N. Formulas for these derivations give y1 ∈N
and y2 ∈N. y
The sequence of extensions C ⊂N ⊂F is such that tr.deg.CN ≥1, tr.deg.NF ≥3 and
tr.deg.CF = 4 then the transcendence degree of N over C is 1. This proves that I contains
some nonzero P ∈C[y1, y2]. It is not difficult to see that P generates I as a D-ideal. □ Remark 5.14. It is not hard to see that Theorem 5.10 also holds for all general Schwarzian
equations (⋆′) provided that they are strongly minimal (and so geometrically trivial). In-
deed the above proof did not use the fact that Fuchsian groups are involved. In particular,
Theorem 5.10 holds if Condition 3.1 is true of the corresponding Riccati equations. It now remains to understand the kind of polynomials P ∈C[y1, y2] that can occur. Notice that if P(jΓ(g1t), jΓ(g2t)) = 0 gives an algebraic relation between two solutions
jΓ(g1t) and jΓ(g2t), then there trivially is an algebraic relation between jΓ(t) and jΓ(g2g−1
1 t),
namely P(jΓ(t), jΓ(g2g−1
1 t)) = 0. So it suffices to characterize interalgebraicity with jΓ(t). Lemma 5.15. For g1 /∈Comm(Γ), jΓ(t) is algebraically independent from jΓ(gt) over C. emma 5.15. For g1 /∈Comm(Γ), jΓ(t) is algebraically independent from jΓ(gt) over C. are algebraically independent over K. Proof. For contradiction, assume that the 3n functions Proof. For contradiction, assume that the 3n functions jΓ(g1t), j′
Γ(g1t), j′′
Γ(g1t), . . . , jΓ(gnt), j′
Γ(gnt), j′′
Γ(gnt) are algebraically dependent over K. Define the field ˜K as ˜K
=
K
jΓ(g2t), j′
Γ(g2t), j′′
Γ(g2t) . . . , jΓ(gnt), j′
Γ(gnt), j′′
Γ(gnt)
=
K ⟨jΓ(g2t), . . . , jΓ(gnt)⟩. By strong minimality of equation (⋆), it must be that jΓ(g1t) ∈
˜Kalg and by geometric
triviality of (⋆), we have that jΓ(g1t) ∈K ⟨jΓ(git)⟩alg
for some i = 2, . . . , n. Using Theorem 5.10 we get that
jΓ(g1t) ∈C(jΓ(git))alg
d jΓ(g1t) ∈K ⟨jΓ(git)⟩alg
for some i = 2, . . . , n. Using Theorem 5.10 we get that
jΓ(g1t) ∈C(jΓ(git))alg jΓ(g1t) ∈C(jΓ(git))alg and so jΓ(t) ∈C(jΓ(gig−1
1 t))alg
Now using Lemma 5.15, it must be the case that g = gig−1
1
∈Comm(Γ). So for the Γ-special
polynomial Ψ ˜g, we get
Ψ ˜g(jΓ(t), jΓ(gig−1
1 t)) = 0
and hence jΓ(t) ∈C(jΓ(gig
1
1 t))alg
Now using Lemma 5.15, it must be the case that g = gig−1
1
∈Comm(Γ). So for the Γ-special
polynomial Ψ ˜g, we get
Ψ (j (t) j (g g−1t))
0 Now using Lemma 5.15, it must be the case that g = gig−1
1
∈Comm(Γ). So for the Γ-special
polynomial Ψ ˜g, we get Now using Lemma 5.15, it must be the case that g = gig−1
1
∈Comm(Γ). So for the Γ-special
polynomial Ψ ˜g, we get Ψ ˜g(jΓ(t), jΓ(gig−1
1 t)) = 0 Ψ ˜g(jΓ(t), jΓ(gig−1
1 t)) = 0
Ψ ˜g(jΓ(g1t), jΓ(git)) = 0. P(jΓ(a), jΓ(γ1gγa)) = 0 f or all γ1, γ ∈Γ. However, jΓ is precisely Γ-invariant, and for g /∈Comm(Γ), there are
infinitely many left coset representatives of Γ among the double coset ΓgΓ. Then there are
infinitely many distinct points y for which P(jΓ(a), y) = 0 holds, contradicting the fact that
P = 0 gives an algebraic relation. □ Lemma 5.16. [62, Section 7.2] For g ∈Comm(Γ), jΓ(t) is algebraically dependent with jΓ(gt)
over C. Definition 5.17. By Lemma 5.16, when g ∈Comm(Γ), there is an irreducible polynomial
Ψ ˜g(x, y) ∈C[x, y] such that Ψ ˜g(jΓ(t), jΓ(gt)) = 0. We call Ψ ˜g a Γ-special polynomial, and the
zero set of such a polynomial a Γ-special curve. G. CASALE, J. FREITAG, AND J. NAGLOO 24 Now from Theorems 2.12 and 5.10 and Lemmas 5.15 and 5.16, one gets the weak form
of the Ax-Lindemann-Weierstrass Theorems 2.13 and 2.14. Theorem 5.18. Let K be a differential extension of (C(t), ∂
∂t) and jΓ(g1t), ..., jΓ(gnt) be dis-
tinct solutions of the Schwarzian equation (⋆) that are not algebraic over K nor pairwise
related by Γ-special polynomials. Then the 3n functions jΓ(g1t), j′
Γ(g1t), j′′
Γ(g1t), . . . , jΓ(gnt), j′
Γ(gnt), j′′
Γ(gnt) jΓ(g1t), j′
Γ(g1t), j′′
Γ(g1t), . . . , jΓ(gnt), j′
Γ(gnt), j′′
Γ(gnt) are algebraically independent over K. and hence g
This contradicts our assumption that jΓ(g1t) and jΓ(git) are not related by any Γ-special
polynomials. □ 6. ORTHOGONALITY AND THE AX-LINDEMANN-WEIERSTRASS THEOREM
In the previous sections, we have understood the structure of the solution set of
S d
dt (y) + (y′)2 · RjΓ(y) = 0. Define χΓ, d
dt (y) = S d
dt (y) + (y′)2 · RjΓ(y). (6.1) (6.1) In this section, we consider equations of the form χΓ, d
dt (y) = a for a an element in some
differential field extension of Q, and produce a similar analysis. In this section, we consider equations of the form χΓ, d
dt (y) = a for a an element in some
differential field extension of Q, and produce a similar analysis. dt
differential field extension of Q, and produce a similar analysis. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 25 6.1. Strong minimality and algebraic relations on other fibers. First, we prove the so-
lution set of the equation χΓ, d
dt (y) = a is strongly minimal and characterize the algebraic
relations between solutions. Essentially, the analysis from [12, Section 5.1] adapts to this
case, but for the sake of completeness, we will provide a brief explanation here. p
p
p
Let a ∈K be an element in some differential field extension of Q. By Seidenberg’s em-
bedding theorem, we can, without loss of generality, assume a = a(t) is given by a mero-
morphic function over some domain U, and the derivation is given by d
dt. After sufficently
shrinking the domain, there is some meromorphic function ˜a(t) satisfying S d
dt (˜a) = a such
that χΓ, d
dt (jΓ(˜a(t))) = a(t). The following Lemma follows by the Schwarzian chain rule and is nearly identical to
[12, Lemma 5.1]: Lemma 6.1. Let K be a differentially closed d
dt-field containing a. There exists ∂∈K d
dt such that
χΓ,∂(y) = 0. Proof. The equation S d
dt (˜a) = a, with unknown ˜a, can be considered as a differential equa-
tion over C⟨a⟩. By Seidenberg’s theorem this field can be assumed to be a field of mero-
morphic functions on some domain U ⊂C and by the usual Cauchy theorem, one can
build a solution, holomorphic on some domain U′ ⊂U. By the differential Nullstellensatz there exists ˜a ∈K a solution of S d
dt (˜a) = a. and hence Then
∂= 1
˜a′ d
dt. □ Theorem 6.2. The sets defined by χΓ, d
dt (y) = a are strongly minimal and geometrically trivial. If a1, . . . , an satisfy χΓ, d
dt (ai) = a and are dependent, then there exist i, j ≤n and a Γ-special
polynomial P such that P(ai, aj) = 0. The proof of Theorem 6.2 is quite similar to that of [12] Proposition 5.2, but we include
it here for completeness. Proof. We first explain why χΓ, d
dt (y) = a is strongly minimal; it suffices to show that over
some differentially closed field which contains the coefficients of the equation, that every
differentially constructible set is finite or cofinite. Using properties of differentially closed
field, one can find in K ˜a as above. By Lemma 6.1, K is a ∂-differential field and the sets χΓ, d
dt (y) = a and χΓ,∂(y) = 0
coincide. Now strong minimality follows by Theorem 3.2 and the fact that d
dt-differentially
constructible sets are ∂-differentially constructible (over K). By Lemma 6.1, K is a ∂-differential field and the sets χΓ, d
dt (y) = a and χΓ,∂(y) = 0
coincide. Now strong minimality follows by Theorem 3.2 and the fact that d
dt-differentially
constructible sets are ∂-differentially constructible (over K). Algebraic dependencies among elements of the set χΓ, d
dt (y) = a give algebraic depen-
dencies among elements of the set χΓ,∂(y) = 0, and thus by Theorem 5.18 must be given
by Γ-special polynomials. □ Algebraic dependencies among elements of the set χΓ, d
dt (y) = a give algebraic depen-
dencies among elements of the set χΓ,∂(y) = 0, and thus by Theorem 5.18 must be given
by Γ-special polynomials. □ The final piece of our analysis of the fibers of χ shows that there are no algebraic relations
between different fibers. 26
G CASALE J FREITAG AND J NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 26 Theorem 6.3. For a ̸= b, the strongly minimal sets defined by χΓ, d
dt (y) = a and by χΓ, d
dt (y) = b
are orthogonal. Theorem 6.3. For a ̸= b, the strongly minimal sets defined by χΓ, d
dt (y) = a and by χΓ, d
dt (y) = b
are orthogonal. and hence Theorem 6.3 is more general than [12] Theorem 5.4, but the proof there cannot be adapted
to the case of non-arithmetic fuchsian groups. Proof. Throughout, we respectively use M (U) and D(p, r) for the field of meromorphic
functions on a domain U ⊂C, and the open complex disk centered at p ∈C with ra-
dius r. As both χ−1
Γ, d
dt (a) and χ−1
Γ, d
dt (b) are strongly minimal and geometrically trivial, if d
d
χ−1
Γ, d
dt (a) ̸⊥χ−1
Γ, d
dt (b), then there is a finite-to-finite correspondence between the sets, de-
fined over Q⟨a, b⟩. Using Seidenberg’s embedding theorem, we regard a, b as meromor-
phic functions on a domain U ⊂C. Recall that ˜a denotes a meromorphic function such
that S d
dt (˜a) = a. The function ˜b is defined similarly. χ−1
Γ, d
dt (a) ̸⊥χ−1
Γ, d
dt (b), then there is a finite-to-finite correspondence between the sets, de-
fined over Q⟨a, b⟩. Using Seidenberg’s embedding theorem, we regard a, b as meromor-
phic functions on a domain U ⊂C. Recall that ˜a denotes a meromorphic function such
that S d
dt (˜a) = a. The function ˜b is defined similarly. dt
Using the holomorphic inverse function theorem, we claim that without loss of general-
ity, it is enough to prove the result for the case a = 0. Indeed, since jΓ(˜a(t)) is interalgebraic
with jΓ(g˜b(t)) for some g ∈GL2(C), we have that jΓ(t) is interalgebraic with jΓ(g˜b(˜a−1(t))
(since ˜b is defined up to composition with linear fractional transformations, we can assume
that there is a common regular point for ˜a and ˜b and work locally around this point). Let-
ting ˜c = ˜b ◦˜a−1 and c = S d
dt (˜c), we see that χ−1
Γ, d
dt (0) ̸⊥χ−1
Γ, d
dt (c) and by geometric triviality
this occurs over Q⟨c⟩. ⟨⟩
So we assume that a = 0. Let p be a regular point for ˜b(t) and let D1 = D(p, ǫ) be
a disc of regular points of ˜b(t). Also let γ be a linear fractional transformation sending
D2 = D(p, 1
2ǫ) to H. 2
Since χ−1
Γ, d
dt (0) ̸⊥χ−1
Γ, d
dt (b), we have that for some g ∈GL2(C), the solution jΓ(g˜b(t)) is
algebraic over Q⟨b, jΓ(γt)⟩⊂M (D1)(jΓ ◦γ, j′
Γ ◦γ, j′′
Γ ◦γ) ⊂M (D2). and hence But notice that for
any domain U such that D2 ⊆U ⊆D1, if jΓ(g˜b(t)) is algebraic over M (U), then jΓ(γt)
will also be algebraic over M (U). This follows from the fact that M (D1) ⊆M (U), and
jΓ(g˜b(t)) is interalgebraic with jΓ(γt) over Q ⟨b⟩⊂M (D1). But jΓ(t) cannot be extended
algebraically on a neighborhood of H, hence U = D2. Since χ−1
Γ, d
dt (0) ̸⊥χ−1
Γ, d
dt (b), we have that for some g ∈GL2(C), the solution jΓ(g˜b(t)) is
algebraic over Q⟨b, jΓ(γt)⟩⊂M (D1)(jΓ ◦γ, j′
Γ ◦γ, j′′
Γ ◦γ) ⊂M (D2). But notice that for
any domain U such that D2 ⊆U ⊆D1, if jΓ(g˜b(t)) is algebraic over M (U), then jΓ(γt)
will also be algebraic over M (U). This follows from the fact that M (D1) ⊆M (U), and
jΓ(g˜b(t)) is interalgebraic with jΓ(γt) over Q ⟨b⟩⊂M (D1). But jΓ(t) cannot be extended
algebraically on a neighborhood of H, hence U = D2. The disc D2 is thus the maximal among domains U such that jΓ(g˜b(t)) is algebraic over
M (U). But such a domain satisfies g˜b(D2) = H, that is the image of D2 by the reg-
ular holomorphic map ˜b is the disc g−1H. A corollary of Schwarz’s lemma gives that
biholomorphisms from a disc to a disc are restrictions of homographies. Hence ˜b is an
homography h ∈PSL2(C) and so b = 0. □ 8Fix a subset of the coordinates such that there is an algebraic dependence as described above. Then there
is some minimal such set. Picking i, j to be any two coordinates of this minimal set, the subset is the collection
of coordinates in the remainder of the minimal set. We can finally turn to the proof of the Ax-Lindemann-Weierstrass Theorem 2.16. We can finally turn to the proof of the Ax-Lindemann-Weierstrass Theorem 2.16 Proof of Theorem 2.16. Recall that V ⊂An and for each i = 1, . . . , n, the variety V is as-
sumed to project dominantly onto A1 under projection to the ith coordinate. Thus, the ith
coordinate function is nonconstant, and it is possible to equip the field generated by the
ith coordinate functions with various differential structures, which will be essential to the
technique in our proof. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 27 Lemma 6.4. There is a derivation δ on C(V) such that for each of the coordinate functions ti for
i = 1, . . . , n, δ(ti) ̸= 0. Lemma 6.4. There is a derivation δ on C(V) such that for each of the coordinate functions ti for
i = 1, . . . , n, δ(ti) ̸= 0. Proof. Let z1, . . . , zk be a transcendence basis of C(V) over C and α1, . . . , αk be Q-linearly
independent complex numbers. As C(V) is an algebraic extension of C(z1, . . . , zk) the
derivation δ = ∑i αizi ∂
∂zi extends a derivation of C(V) and the field of constants in C(V)
is an algebraic extension of the field of constant in C(z1, . . . , zk). The latter is C. As the
projection of V on the ith coordinate is dominant, δ(ti) ̸= 0. □ The transcendence degree over C(V) of the 3n functions The transcendence degree over C(V) of the 3n functions jΓ(t1), j′
Γ(t1), j′′
Γ(t1) . . . , jΓ(tn), j′
Γ(tn), j′′
Γ(tn) jΓ(t1), j′
Γ(t1), j′′
Γ(t1) . . . , jΓ(tn), j′
Γ(tn), j′′
Γ(tn) is identical to that of the 3n functions is identical to that of the 3n functions jΓ(t1), δ(jΓ(t1)), δ2(jΓ(t1)), . . . , jΓ(tn), δ(jΓ(tn)), δ2(jΓ(tn).) Now, for any ti, since jΓ(ti) is not an algebraic function, it follows by strong minimality
that jΓ(ti) is a generic solution to a δ-differential equation of the form χΓ,δ(y) = ai with
ai = Sδ(ti) ∈C(V). We can finally turn to the proof of the Ax-Lindemann-Weierstrass Theorem 2.16. If the 3n functions are not algebraically independent, then there exist i, j such that the
functions If the 3n functions are not algebraically independent, then there exist i, j such that the
functions
2
2 j(ti), δ(j(ti)), δ2(j(ti)), j(tj), δ(j(tj)), δ2(j(tj)) are algebraically dependent over K, the δ-field extension of C(V) generated by j(tk) for
those k in some subset of {1, . . . , n} \ {i, j}. Moreover one can choose8 K such that j(ti) and
j(tj) are not algebraic over K. j
But then by strong minimality of the equations χΓ,δ(y) = ai and χΓ,δ(y) = aj (Theorem
6.2), there is a finite-to-finite correspondence between χΓ,δ(y) = ai and χΓ,δ(y) = aj defined
over K. By Theorem 6.3, it must be that ai = aj and ti and tj are Γ-geodesically dependent. A contradiction. □ 6.2. Orthogonality and commutators. In this section, we analyze the algebraic relations
between solutions of S d
dt (y) + (y′)2 · RjΓ1(y) = 0
(6.2)
S d
dt (y) + (y′)2 · RjΓ2(y) = 0
(6.3) S d
dt (y) + (y′)2 · RjΓ1(y) = 0
S d
dt (y) + (y′)2 · RjΓ2(y) = 0 (6.2) (6.3) when Γ1 is not necessarily commensurable with Γ2. If Γ1 is commensurable with Γ2, then
it is well known that jΓ1 is interalgebraic with jΓ2 over C. Moreover this is not the whole
story: we say that Γ1 is commensurable with Γ2 in the wide sense if Γ1 is commensurable to
some conjugate of Γ2. When such is the case and Γ1 is commensurable with g−1Γ2g then
again one has that jΓ1 is interalgebraic with jΓ2 ◦g over C. Notice that if Γ1 is commensurable with Γ2 in the wide sense, then Comm(Γ1) is conju-
gate to Comm(Γ2). G. CASALE, J. FREITAG, AND J. NAGLOO 28 Theorem 6.5. Suppose that Γ1 is not commensurable with Γ2 in the wide sense. Then the sets
defined by equations 6.2 and 6.3 are orthogonal. In particular, for any differential field K tr.deg.KK
jΓ1(t1), j′
Γ1(t1), j′′
Γ1(t1), jΓ2(t2), j′
Γ2(t2), j′′
Γ2(t2)
=
tr.deg.KK
jΓ1(t1), j′
Γ1(t1), j′′
Γ1(t1)
+ tr.deg.KK
jΓ2(t2), j′
Γ2(t2), j′′
Γ2(t2)
. Proof. Let XΓ1 and XΓ2 be the set defined by equations 6.2 and 6.3 respectively. Assume for
contradiction that XΓ1 ̸⊥XΓ2. Since XΓ1 and XΓ2 are trivial strongly minimal sets, we have
that nonorthogonality is witnessed over C (i.e., the sets are non weakly orthogonal). So for
any solution y1 ∈XΓ1 there is a solution y2 ∈XΓ2 such that y1 ∈C ⟨y2⟩alg. By invoking
Fact 2.3, we have that jΓ1(t) ∈C ⟨jΓ2(gt)⟩alg for some g ∈GL2(C). Let us write P(jΓ1(t), jΓ2(gt), j′
Γ2(gt), j′′
Γ2(gt), t) = 0 for this algebraic relation over C. For any γ1 ∈Γ1, using the fact that jΓ1(γ1t) = jΓ1(t), we
have that for this algebraic relation over C. For any γ1 ∈Γ1, using the fact that jΓ1(γ1t) = jΓ1(t), we
have that P(jΓ1(t), jΓ2(gγ1t), j′
Γ2(gγ1t), j′′
Γ2(gγ1t), γ1t) = 0. So this implies that for any γ1 ∈Γ1, we get that jΓ1(t) ∈C ⟨jΓ2(gγ1t)⟩alg. In particular
C ⟨jΓ2(gt)⟩alg = C ⟨jΓ2(gγ1t)⟩alg for all γ1 ∈Γ1. By Theorem 5.18, it must be the case that
gγ1g−1 ∈Comm(Γ2) for all γ1 ∈Γ1, that is it must be that gΓ1g−1 ⊆Comm(Γ2). So this implies that for any γ1 ∈Γ1, we get that jΓ1(t) ∈C ⟨jΓ2(gγ1t)⟩alg. In particular
C ⟨jΓ2(gt)⟩alg = C ⟨jΓ2(gγ1t)⟩alg for all γ1 ∈Γ1. By Theorem 5.18, it must be the case that
gγ1g−1 ∈Comm(Γ2) for all γ1 ∈Γ1, that is it must be that gΓ1g−1 ⊆Comm(Γ2). Now, to get our contradiction, we consider three cases (without loss of generality) (1) Assume Γ1 is arithmetic and Γ2 is nonarithmetic. In this case, χΓ1 is not ℵ0-categorical
while χΓ2 is ℵ0-categorical (this follows from Theorem 5.18). This case could also
be handled in a more elementary manner similar to our technique in the third case. y
q
(2) Assume that both Γ1, Γ2 are arithmetic groups. We have, by the above arguments,
that gΓ1g−1 is contained in Comm(Γ2). We will be done if we show that gΓ1g−1
and Γ2 are commensurable in the strict sense. This follows by arguments of [32,
see page 4], where the following fact is shown: for any two arithmetic Fuchsian
groups G1 and G2, if G1 is contained in the commensurator of G2 then G1 and G2
are commensurable in the strict sense. (3) Assume that both Γ1 and Γ2 are non-arithmetic. By the above argument, we have
that gΓ1g−1 ≤Comm(Γ2) for some g ∈GL2(C). By a symmetric argument, we
have some h ∈GL2(C) such that hΓ2h−1 ≤Comm(Γ1). Replacing one of Γi with
a suitable conjugate, we may assume that Γ1 ≤Comm(Γ2) and Γ2 ≤Comm(Γ1). From this, we will show that Γ1 and Γ2 are commensurable. By Margulis’ Theo-
rem, Γi is finite index in Comm(Γi). We need only show that Γ2 is finite index in
Comm(Γ1). We have that Γ1 is contained in Comm(Γ2), Γ1 contains only finitely many left
coset representatives of Γ2. Since Γ1 is finite index in its own commensurator, the
conclusion follows. (3) Assume that both Γ1 and Γ2 are non-arithmetic. By the above argument, we have
that gΓ1g−1 ≤Comm(Γ2) for some g ∈GL2(C). By a symmetric argument, we
have some h ∈GL2(C) such that hΓ2h−1 ≤Comm(Γ1). Remark 6.6. The following stronger result should hold: The sets defined by χΓ1, d
dt (y) = a1
and by χΓ2, d
dt (y) = a2 are orthogonal if Γ1 is not commensurable with Γ2 in the wide sense.
However, we have not been able to prove it yet. 7. EFFECTIVE FINITENESS RESULTS AROUND THE ANDR´E-PINK CONJECTURE The Andr´e-Pink conjecture predicts that when W is an algebraic subvariety of a Shimura
variety and S is a Hecke orbit, if W ∩S is Zariski dense in W, then W is weakly special. For
details, definitions, and proofs of certain special cases of the conjecture see [41, 42, 13]. p
p
j
In the setting of the present paper the conjecture concerns the intersection of an algebraic
variety W ⊂An with the image, under jΓ applied to each coordinate, of the orbit under
Comm(Γ)n of some point in ¯a ∈H. ( )
p
Given a Fuchsian group Γ and a point a ∈C, we denote, by IsoΓ(a), the collection of
points b ∈C such that P(a, b) = 0 for some Γ-special polynomial P. Equivalently, for some
(all) ˜a, ˜b ∈H such that jΓ(˜a) = a and jΓ(˜b) = b, there is γ ∈Comm(Γ) such that γ˜a = ˜b. j ( )
j ( )
( )
Given a Fuchsian group Γ and a point ¯a = (a1, . . . , an) ∈An(C), let IsoΓ(¯a) denote the
product of the orbits of the points a1, . . . , an under Γ-special polynomials, that is IsoΓ(¯a) =
n
∏
i=1
IsoΓ(ai). We call a polynomial p(x1, . . . , xn) (Γ)-(a1, . . . , an)-special if We call a polynomial p(x1, . . . , xn) (Γ)-(a1, . . . , an)-special if (1) p( ¯x) = xi −bi where bi ∈IsoΓ(a), or (1) p( ¯x) = xi −bi where bi ∈IsoΓ(a), or ( ) p( )
i
i
i
( )
(2) For some i, j, IsoΓ(ai) = IsoΓ(aj), and p( ¯x) is a Comm(Γ)-special polynomial in
xi, xj. (2) For some i, j, IsoΓ(ai) = IsoΓ(aj), and p( ¯x) is a Comm(Γ)-special polynomial in
xi, xj. An irreducible subvariety of Cn will be called (Γ)-(a1, . . . , an)-special if it is given by a
finite conjunction of (Γ)-(a1, . . . , an)-special polynomials. If an irreducible variety V is (Γ)-
(a1, . . . , an)-special, then it follows that V has a Zariski dense set of points from IsoΓ(¯a). Our first result of this section shows that the converse holds, at least when ¯a is a tuple of
transcendental numbers (perhaps with algebraic relations between them). Theorem 7.1. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 29 P(jΓ1(t), jΓ2(gγ1t), j′
Γ2(gγ1t), j′′
Γ2(gγ1t), γ1t) = 0. Replacing one of Γi with
a suitable conjugate, we may assume that Γ1 ≤Comm(Γ2) and Γ2 ≤Comm(Γ1). From this, we will show that Γ1 and Γ2 are commensurable. By Margulis’ Theo-
rem, Γi is finite index in Comm(Γi). We need only show that Γ2 is finite index in
Comm(Γ1). We have that Γ1 is contained in Comm(Γ2), Γ1 contains only finitely many left
coset representatives of Γ2. Since Γ1 is finite index in its own commensurator, the
conclusion follows. □ Remark 6.6. The following stronger result should hold: The sets defined by χΓ1, d
dt (y) = a1
and by χΓ2, d
dt (y) = a2 are orthogonal if Γ1 is not commensurable with Γ2 in the wide sense. However, we have not been able to prove it yet. Remark 6.6. The following stronger result should hold: The sets defined by χΓ1, d
dt (y) = a1
and by χΓ2, d
dt (y) = a2 are orthogonal if Γ1 is not commensurable with Γ2 in the wide sense. However, we have not been able to prove it yet. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 7. EFFECTIVE FINITENESS RESULTS AROUND THE ANDR´E-PINK CONJECTURE Fix a complex algebraic variety V ⊂An(C), a genus zero Fuchsian group Γ of the
first kind, and a point ¯a = (a1, . . . , an) ∈An(C) such that for all but at most one i ∈{1, . . . , n},
ai /∈Qalg. Then V ∩IsoΓ(¯a)
Zar is a finite union of (Γ)-(a1, . . . , an)-special varieties. Proof. The (perhaps reducible) variety V ∩IsoΓ(¯a)
Zar consists of finitely many components
W1, . . . , Wk, and so we need only show that the varieties Wi are (Γ)-(a1, . . . , an)-special. Working component by component, it suffices to show that for an arbitrary irreducible
variety V, if IsoΓ(¯a) is Zariski dense in V, then V is (Γ)-(a1, . . . , an)-special. y
p
Without loss of generality, assume that all of the coordinates of ¯a, except perhaps a1, are
transcendental over Q. We also assume a1 ∈Qalg without loss of generality - otherwise
just ignore arguments about this coordinate in the proof. j
g
g
Embed Q(a2, . . . , an) into the field of meromorphic functions on some connected subset
of H such that a2, . . . , an are non-constant. Let ˜a2, . . . , ˜an be as in the proof of Theorem 6.2 - that is, jΓi(˜ai) = ai for i = 2, . . . , n. In the
differential closure K of the field generated by the ai over Q we have, by Theorem 6.2, that {x ∈K | χΓ(x) = χΓ(ai)} = IsoΓ(ai), so χΓ(ai) = χΓ(aj) if and only if IsoΓ(ai) = IsoΓ(aj). so χΓ(ai) = χΓ(aj) if and only if IsoΓ(ai) = IsoΓ(aj). G. CASALE, J. FREITAG, AND J. NAGLOO 30 Consider the collection of i ∈{1, . . . , n} such that V projects dominantly onto the coordi-
nate corresponding to xi. Then if IsoΓ(¯a) is dense in V, and we let b2, . . . , bn be a collection
of generic solutions of χΓ(bi) = χΓ(ai) and let b1 be a generic constant, we have that the
tuple ¯b is dependent over C, but as b2, . . . , bn satisfy equations which are strongly mini-
mal and trivial, it must be that two of the coordinates are nonorthogonal. 7. EFFECTIVE FINITENESS RESULTS AROUND THE ANDR´E-PINK CONJECTURE But now we are
done, since all instances of nonorthogonality are given by Theorem 6.2, since none of the
coordinates 2, . . . , n can be nonorthogonal to b1, a constant. □ Remark 7.2. The assumption in Theorem 7.1 that all but at most one of the elements in
the tuple ¯a are transcendental is an inherent restriction of the method we employ, which
is similar to the technique employed in various applications of differential algebra to dio-
phantine problems. We replace an arithmetic (discrete) object by the solution to a system of
differential equations, then reduce the general case to an analytic statement using a strong
version of Seidenberg’s embedding theorem. Generally speaking, the technique works
when the discrete set satisfies some interesting differential equation, which one is able to
understand. But the only derivation on Qalg is the trivial one, and so such a coordinate can
not . For other instances of applications of this general idea, see [15, 17, 57, 7]. It would be interesting to see if the methods here might be combined with methods solv-
ing other special cases of the conjecture (e.g. [41]) to remove the transcendence restrictions
of Theorem 7.1. Remark 7.3. The technique by which we prove Theorem 7.1 has natural limitations de-
scribed in Remark 7.2, but it also has an interesting natural advantage over other tech-
niques. Because we replace an arithmetic object, whose definition is very non-uniform, with
a differential algebraic variety, results from differential algebraic geometry can be used to
give effective bounds the degree of the Zariski-closure of the solutions set. A general purpose Bezout-type theorem for algebraic differential equations (generaliz-
ing a theorem of Hrushovski and Pillay) was established in [11]. In what follows, τℓAn
denotes the ℓth-prolongation space of An and for a differential field K, we define (X, S \ T)♯(K) = {a ∈X(K) : (a, a′, . . . , a(ℓ)) ∈S \ T(K)}. Theorem 7.4. Let X be a closed subvariety of An, with dim(X) = m, and let S, T be closed
subvarieties (not necessarily irreducible) of τℓAn for some ℓ∈N. Then the degree of the Zariski
closure of (X, S \ T)♯(C) is at most deg(X)ℓ2mℓdeg(S)2mℓ−1. In particular, if (X, S \ T)♯(C) is a
finite set, this expression bounds the number of points in that set. 7. EFFECTIVE FINITENESS RESULTS AROUND THE ANDR´E-PINK CONJECTURE Next, we aim to put our differential relations in a form such that we may apply Theorem
7.4. Recall our Schwarzian differential equation: S d
dt (y) + (y′)2 · RjΓ(y) = 0 (⋆)
S d
dt (y) + (y′)2 · RjΓ(y) = 0 (⋆) dt (y)
y
2
y
(
dt)
jΓ
C(y) depends on the choice of jΓ. For the purposes of this section, all that matters is the
degree of the rational function RjΓ (the coefficients, which are complex numbers, will not AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 31 be important in stating or proving our results). If the Γ-action on H has a fundamental half
domain given by a r-sided polygon P (note that this is the case for any Fuchsian group of
the first kind as r is equal to the number of generators of Γ [21]), then RjΓ(y) = 1
2
r
∑
i=1
1 −α2
i
(y −ai)2 +
r
∑
i=1
Ai
y −ai
, RjΓ(y) = 1
2
r
∑
i=1
1 −α2
i
(y −ai)2 +
r
∑
i=1
Ai
y −ai
, where the coefficients are complex numbers depending on specific characteristics of the
domain. The crucial point for our results is that the degree of RjΓ (by which we mean the
maximum of the degree of the numerator and the denominator) is given by 2r where r is
the number of generators of Γ. Clearing the denominator of the rational function and the Schwarzian in equation (⋆),
we obtain: (Q(⋆))
0 = (y′′′y′ −3
2(y′′)2)
r
∏
i=1
(y −αi)2 +
(y′)4
1
2
r
∑
i=1
(1 −αi) ∏
j∈[r], j̸=i
(y −ai)2
+
r
∑
i=1
Ai(y −ai) ∏
j∈[r],j̸=i
(y −aj)2
As a polynomial, the previous equation has degree 2r + 2. As a polynomial, the previous equation has degree 2r + 2. Theorem 7.5. Fix a complex algebraic variety V ⊂An(C), a genus zero Fuchsian group Γ of the
first kind, and a point ¯a = (a1, . . . , an) ∈An(C) such that for all i ∈{1, . . . , n}, ai /∈Qalg. Then
V ∩IsoΓ(¯a)
Zar is a finite union of (Γ)-(a1, . . . 7. EFFECTIVE FINITENESS RESULTS AROUND THE ANDR´E-PINK CONJECTURE , an)-special varieties, and the sum of the degrees of
the varieties in this union is at most ((2r + 2)n · deg(V))23n−1. Proof. We need only put the equations appearing in Theorem 7.1 in a form suitable to
apply Theorem 7.4. We can write the Schwarzian differential equations as ∇−1
3 (S) on each
coordinate, where S is the locus of (Q(⋆)) in τ3(A1). On each coordinate, this equation has
degree 2r, so the intersection of these relations with V is a variety in τ3(An) of degree at
most (2r + 2)n deg(V). Now the degree bound follows from Theorem 7.4 with X = An,
l = 3, and V as given above. □ Remark 7.6. One can also establish (by the same means as in the previous proof) a version
of Theorem 7.5 with one coordinate algebraic rather than transcendental (the bound is
slightly better in this case). The bounds of Theorem 7.5 can also be improved (using more
elaborate arguments) by applying the results of [5], a process carried out in [5] in the case
that Γ is the modular group. g
y
g
Aslanyan, Ax-Schanuel type theorems and geometry of strongly minimal sets in differentially closed
ds, arXiv preprint arXiv:1606.01778 (2016). [1] M. Ablowitz and A. Fokas, Complex Variables: Introduction and Applications, Cambridge Texts in Applied
Mathematics. Cambridge University Press, Cambridge, second edition, 2003.
[2] V. Aslanyan, Ax-Schanuel type theorems and geometry of strongly minimal sets in differentially closed
fields, arXiv preprint arXiv:1606.01778 (2016). G. CASALE, J. FREITAG, AND J. NAGLOO 32 32 [3] P. Bayer and A. Travesa, Uniformization of Triangle Modular Curves, Proceedings of the Primeras Jor-
nadas de Teoria de N´umeros, Publ. Mat (2007), 43-106. [4] P. Bayer and A. Travesa, Uniformizing functions for certain Shimura curves, in the case D = 6, Acta
Arith. 126 no. 4, (2007) 315-339. (
)
[5] G. Binyamini, Bezout-type theorems for differential fields, Compos. Math. 153 no. 4, (2017) 867-888. [6] Bombieri, E and Pila, J, The number of integral points on arcs and ovals, Duke Mathematical J
no. 2. (1989) 337-357. [7] A. Buium, Geometry of differential polynomial functions, III: moduli spaces, Amer. J. Math. 117 no. 1,
(1995) 1-73. (
)
[8] A. Buium, Differential Algebraic Groups of Finite Dimension, Lecture Notes in Mathematics 1506, Springer
1992. [9] T. Crespo, Z. Hajto, Algebraic Groups and Differential Galois Theory, Graduate Studies in Mathematics 122,
AMS, 2011. [10] C. Daw and J. Ren, Applications of the hyperbolic Ax-Schanuel conjecture, Compos. Math. 154 no. 9,
(2018) 1843-1888. (
)
[11] J. Freitag and O. L´eon S´anchez, Effective uniform bounding in partial differential fields, Adv. (2016) 308-336. (
)
2] J. Freitag and T. Scanlon, Strong minimality and the j-function, J. Eur. Math. Soc. 20 (2018) 119-136 [13] Z. Gao, A special point problem of Andr´e-Pink-Zannier in the universal family of abelian varieties, Ann. Sc. Norm. Super. Pisa Cl. Sci. Vol. 17 no. 1, (2017) 231-266. p
[14] Z. Gao, Towards the Andre-Oort conjecture for mixed Shimura varieties: The Ax-Lindemann theorem
and lower bounds for Galois orbits of special points, J. Reine Angew. Math. (Crelle’s Journal) 732 (2017)
85-146. [15] D. Ghioca, F. Hu, T. Scanlon, and U. Zannier, A variant of the Mordell-Lang conjecture, arXiv preprint
arXiv:1804.10561, 2018. [16] J. Gray, Linear differential equations and group theory from Riemann to Poincar´e, Modern Birkh¨auser Classics. Birkh¨auser Boston, Inc., Boston, MA, second edition, 2008. [17] E. Hrushovski, The Mordell-Lang conjecture for function fields, J. Amer. Math. Soc. 9 no. 3 (1996) 667-690. [18] E. Hrushovski, Geometric model theory, Proceedings of the International Congress of Mathematicians,
Berlin, 1998 , Volume I, 281-302. [18] E. Hrushovski, Geometric model theory, Proceedings of the International Congress of Mathematicians,
Berlin, 1998 , Volume I, 281-302. [19] E. Hrushovski and Z. Sokolovi´c, Strongly minimal sets in differentially closed fields, unpublished manu-
script, 1994. [20] J. Humphreys, Introduction to Lie algebras and representation theory, Springer-Verlag, New York-Berlin,
1972. REFERENCES Ablowitz and A. Fokas, Complex Variables: Introduction and Applications, Cambridge Texts in Applied
hematics. Cambridge University Press, Cambridge, second edition, 2003. Ablowitz and A. Fokas, Complex Variables: Introduction and Applications, Cambridge Texts in Applied
hematics. Cambridge University Press, Cambridge, second edition, 2003. G. CASALE, J. FREITAG, AND J. NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO Mcshane, Geodesic intersections and isoxial Fuchsian groups, arXiv preprint arXiv:1709.089 hane, Geodesic intersections and isoxial Fuchsian groups, arXiv preprint arXiv:1709.08958 (2017). hizuki, Correspondences on hyperbolic curves, J. Pure Appl. Algebra, 131 (1998) 227-244. [33] S. Mochizuki, Correspondences on hyperbolic curves, J. Pure Appl. Algebra, 131 (1998) 227-244 [34] N. Mok, J. Pila, J. Tsimerman, Ax-Schanuel for Shimura varieties, arXiv preprint arXiv:1711.021 [34] N. Mok, J. Pila, J. Tsimerman, Ax-Schanuel for Shimura varieties, arXiv preprint arXiv:1711.02189 (2017). [35] D. Mumford. Geometric invariant theory. Ergebnisse der Mathematik und ihrer Grenzgebiete, Neue Folge,
Band 34. Springer-Verlag, Berlin, 1965. p
p
[35] D. Mumford. Geometric invariant theory. Ergebnisse der Mathematik und ihrer Grenzgebiete, Neue Folge,
Band 34. Springer-Verlag, Berlin, 1965. [36] J. Nagloo and A. Pillay, On Algebraic relations between solutions of a generic Painlev´e equation, J. Reine
Angew. Math. (Crelle’s Journal) 726 (2017) 1-27. g
7] K. Nishioka, A conjecture of Mahler on automorphic functions, Arch. Math. (Basel) 53 (1989) 46-51 8] K. Nishioka, Painlev´e’s Theorem on Automorphic Functions, Manuscripta Math. 66 no. 4, (1990) 34 9] K. Nishioka, Painlev´e’s Theorem on Automorphic Functions II, Funkcial. Ekvac., 35 (1992) 597-602 p
[40] K. Okamoto, The Hamiltonians associated to the Painlev´e equations, In The Painlev´e property, one century
later (pp. 735-787), 1999. Springer, New York, NY. [40] K. Okamoto, The Hamiltonians associated to the Painl
later (pp. 735-787), 1999. Springer, New York, NY. (pp
)
p
g
[41] M. Orr, The Andr´e-Pink conjecture : Hecke orbits and weakly special subvarieties, Ph. D thesis, Universit´e
Paris Sud - Paris XI, 2013. [42] M. Orr, Families of abelian varieties with many isogenous fibers, J. Reine Angew. Math. (Crelle’s Journal)
705 (2015) 211-231. [43] P. Painlev´e, Le¸cons sur la th´eorie analytique des ´equations diff´erentielles profess´ees `a Stockholm (1895) in Oeuvres
de Paul Painlev´e. Tome I, ´Editions du Centre National de la Recherche Scientifique, Paris, 1973, 825 pp. [
]
¸
y q
q
ff
p
f
(
)
de Paul Painlev´e. Tome I, ´Editions du Centre National de la Recherche Scientifique, Paris, 1973, 825 pp. [44] Y. Peterzil and S. Starchenko, Uniform definability of the Weierstrass functions and generaliz
dimension one, Sel. math., New ser. 10 no. 4 (2005) 525-550. [45] Y. Peterzil and S. Starchenko, Complex analytic geometry and analytic-geometric categories, J. Reine
Angew. Math. (Crelle’s Journal) 626 (2009) 39-74. g
[46] Y. Peterzil and S. G. CASALE, J. FREITAG, AND J. NAGLOO Graduate Texts in Mathematics, Vol. 9. [21] S. Katok, Fuchsian groups, Chicago Lect. in Math., U. of Chicago Press, Chicago, 1992. [22] B. Klingler, E. Ullmo, and A. Yafaev, The hyperbolic Ax-Lindemann-Weierstrass conjecture, Publ. Math. Inst. Hautes ´Etudes Sci. 123 no. 1 (2016) 333-360. [23] E. Kolchin, Algebraic groups and algebraic dependence, American Journal of Mathematics, (1968) 1151-
1164. [24] J. Kovacic, An algorithm for solving second order linear homogeneous differential equations, J. Comput., 2 (1986) 3-43. [24] J. Kovacic, An algorithm for solving second order linear homogeneous differential equations, J. Symbolic
Comput., 2 (1986) 3-43. [25] J Lehner Discontinuous groups and automorphic functions in: Mathematical Surveys no VIII Ameri [25] J. Lehner, Discontinuous groups and automorphic functions, in: Mathematical Surveys, no. V
can Mathematical Society. Providence, R.I., 1964. y
[26] O. Le´on S´anchez and R. Moosa, Isolated types of finite rank: an abstract Dixmier-Moeglin equivalence,
arXiv preprint arXiv:1712.00933 (2017). p
p
[27] G. Margulis, Discrete Subgroups of Semisimple Lie Groups, Ergebnisse der Mathematik under ihrer Gren-
zgebiete 17, Springer (1990). g
p
g
[28] D. Marker, Manin kernels, in Connections between Model Theory and Algebraic and Analytic Geometry, edited
by A. Macintyre, Quaderni Matematica vol. 6, Naples II, 2000. y
g
y
y
A. Macintyre, Quaderni Matematica vol. 6, Naples II, 2000. [29] D. Marker, Model theory of differential fields, in Model Theory of Fields, second edition, (Marker, Messmer,
Pillay) Lecture Notes in Logic 5, ASL-CUP, 2006. 33 AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS [30] Masser, David and Zannier, Umberto, Torsion anomalous points and families of elliptic curves, American
journal of mathematics 123, no. 6 (2010) 1677-1691. [30] Masser, David and Zannier, Umberto, Torsion anomalous points and families of elliptic curves, American
journal of mathematics 123, no. 6 (2010) 1677-1691. j
(
)
[31] M. Matsuda, Lectures on algebraic solutions of hypergeometric differential equations, Lecture notes in Math. 15,
Kinokuniya, 1985. y
[32] G. Mcshane, Geodesic intersections and isoxial Fuchsian groups, arXiv preprint arXiv:1709.08958 (2017). [33] S. Mochizuki, Correspondences on hyperbolic curves, J. Pure Appl. Algebra, 131 (1998) 227-244. y
[32] G. Mcshane, Geodesic intersections and isoxial Fuchsian groups, arXiv preprint arXiv:1709.08958 (2017). [33] S M
hi
ki C
d
h
b li
J P
A
l Al
b
131 (1998) 227 244 y
[32] G. G. CASALE, J. FREITAG, AND J. NAGLOO Shimura, Introduction to the Arithmetic Theory of Automorphic Functions, Bull. Amer. Math. Soc. 79
(1973) 514-516. [63] K. Takeuchi, Arithmetic triangle groups, J. Math. Soc. Japan. 29 (1977) 91-106. [64] K. Takeuchi, Commensurability classes of arithmetic triangle groups : Dedicated to Professor Y. Kawada
on his 60th birthday, J. Fac. Sci. Univ. Tokyo Sect. IA Math. Vol.24 (1977) 201-212. [65] F. Tu, Schwarzian differential equations associated to Shimura curves of genus zero, Pacific J. no. 2 (2014) 453-489. [66] E. Ullmo and A. Yafaev, Hyperbolic Ax-Lindemann theorem in the cocompact case, Duke Math. J. 163 no. 2 (2014) 433-463. [67] H. Umemura, Algebro-geometric problems arising from Painlev´e’s work Algebraic and Topological The-
ories, Kinokuniya Tokyo (1985): 467-495. [68] H. Umemura, Birational automorphism groups and differential equations, Nagoya Mathematical Journal
119 (1990): 1-80. [69] H. Umemura, On the irreducibility of the first differential equation of Painlev´e Algebraic geometry and
commutative algebra. Academic Press, 1988. 771-789 g
[70] H. Umemura, Second proof of the irreducibility of the first differential equation of Painlev´e
Math. J. 117 (1990) 125-171. Math. J. 117 (1990) 125 171. [71] L. Van den Dries, Tame topology and o-minimal structures, Vol. 248. Cambridge university press, 1998. (
)
1] L. Van den Dries, Tame topology and o-minimal structures, Vol. 248. Cambridge university press, 1998 [72] A. Venkov, Spectral Theory of Automorphic Functions and its Applications, Kluwer Academic Publishers,
Dordrecht, 1990. [73] M. Vign´eras, Arithm´etique des alg´ebres de quaternions, Lecture Notes in Mathematics, vol. 800, Springer,
Berlin, 1980. kie, Alex J., Diophantine properties of sets definable in o-minimal structures, The Journal of Symbolic
ic 69.3 (2004): 851-861. G. CASALE, J. FREITAG, AND J. NAGLOO Starchenko, Tame complex analysis and o-minimality, Proceedings of the International
Congress of Mathematicians 2010 (ICM 2010) (In 4 Volumes) Vol. I: Plenary Lectures and Ceremonies
Vols. II-IV: Invited Lectures. 2010. eterzil and S. Starchenko, Definability of restricted theta functions and families of abelian varieties,
ke Math. J. 162 no. 4 (2013) 731-765. J. Pila, Modular Ax-Lindemann-Weierstrass with d [48] J. Pila, Modular Ax-Lindemann-Weierstrass with derivatives, Notre Dame J. Form. Log. 54 (2013) 553-565. [48] J. Pila, Modular Ax-Lindemann-Weierstrass with derivatives, Notre Dame J. Form. Log. 54 (2013) 553-565. [49] J. Pila, O-minimality and the Andr´e-Oort conjecture for Cn, Ann. of Math. (2) 173 no. 3 (2011) 1779-1840. [49] J. Pila, O-minimality and the Andr´e-Oort conjecture for Cn, Ann. of Math. (2) 173 no. 3 (2011) 1779-1840. [50] J. Pila, Rational points on definable sets and results of Andr´e-Oort-Manin-Mumford type, International
Mathematics Research Notices, 13 (2009): 2476-2507. [50] J. Pila, Rational points on definable sets and results of Andr´e-Oort-Manin-Mumford type, International
Mathematics Research Notices, 13 (2009): 2476-2507. (
)
1] J. Pila and J. Tsimerman, Ax-Schanuel for the j-function, Duke Math. J. 165, no. 13 (2016) 2587-2605 2] J. Pila and J. Tsimerman, Ax-Lindemann for Ag, Ann. of Math. (2) 179 no. 2 (2014) 659-681. g
3] J. Pila and A. Wilkie, The rational points of a definable set, Duke Math. J. 133 no. 3 (2006) 591-616. [54] Pila J. and Zannier U., Rational points in analytic sets and the Manin-Mumford conjecture, Rendiconti
Lincei-Matematica e Applicazioni. 19(2):149-62, 2008. pp
[55] A. Pillay, Geometric stability theory, No. 32. Oxford University Press, 1996. [56] A. Pillay and M. Ziegler, Jet spaces of varieties over differential and difference fields, Sel. math. 9 no. 4 (2003) 579-599 [57] A. Pillay, Mordell-Lang conjecture for function fields in characteristic zero, revisited, Compos. Math. 140
no. 1 (2004) 64-68. [58] A. Pillay Differential algebraic groups and the number of countable differentially closed fields, in Model
Theory of Fields, second edition, (Marker, Messmer, Pillay) Lecture Notes in Logic 5, ASL-CUP, 2006. 9] A. Sagle and R. Walde, Introduction to Lie algebras and Lie groups, Academic Press, New York, 19 [60] H. Saint Gervais, Uniformisation des surfaces de Riemann: retour sur un th´eoreme centenaire, ENS Editions,
Lyon, 2010. [61] P. Sarnak, Torsion points on varieties and homology of abelian covers, unpublished manuscript, 1988. G. CASALE, J. FREITAG, AND J. NAGLOO 34 [62] G. APPENDIX A. STRONG MINIMALITY FOR THE SPECIAL CASE OF TRIANGLE GROU In this appendix, we discuss an alternate method of proving strong minimality of the
Schwarzian equation in the special case of triangle groups. As before, we assume that Γ
is a Fuchsian group of first kind and of genus zero. The group Γ is said to be a Fuchsian
triangle group of type (k, l, m) if its signature is (0; k, l, m) (see Section 2). We will without
loss of generality always assume that 2 ≤k ≤l ≤m ≤∞. We write Γ(k,l,m) for the Fuchsian
triangle group of type (k, l, m). The fundamental domain in H of Γ(k,l,m) is the union of a hyperbolic triangle with angles
π
k , π
l and π
m at the vertices vk, vl and vm respectively, together with its image via hyperbolic
reflection of one side connecting the vertices. Notice that since k, l, m relates to the angle of
an hyperbolic triangle, if Γ(k,l,m) is a triangle group then 1
k + 1
l + 1
m < 1. 1
k + 1
l + 1
m < 1. Also, the vertices vk, vl and vm are the fixed points of the generators g1, g2 and g3 respec-
tively. Definition A.1. The function j(k,l,m) will denote the (unique) Hauptmodul Γ(k,l,m) \HΓ(k,l,m) →
P1(C) sending vk, vl, vm to 1, 0, ∞respectively. AX-LINDEMANN-WEIERSTRASS WITH DERIVATIVES AND THE GENUS 0 FUCHSIAN GROUPS 35 With this definition (cf. [1, Chapter 5]) we have that j(k,l,m) satisfies the Schwarzian
equation (⋆) with With this definition (cf. [1, Chapter 5]) we have that j(k,l,m) satisfies the Schwarzian
equation (⋆) with Rj(k,l,m)(y) = 1 −l−2
y2
+ 1 −k−2
(y −1)2 + k−2 + l−2 −m−2 −1
y(y −1)
. (A.1) Notice that with Definition A.1, the Hauptmodul j(2,3,∞) for PSL2(Z) is not the classical
j-funtion. Rather, one has that j = 1728j(2,3,∞) (see Example 2.2). Notice that with Definition A.1, the Hauptmodul j(2,3,∞) for PSL2(Z) is not the classical
j-funtion. Rather, one has that j = 1728j(2,3,∞) (see Example 2.2). ( , ,
)
Finally let us mention that there is a full classification, up to PSL2(R)-conjugation, of
the arithmetic triangle groups Fact A.2. Up to PSL2(R)-conjugation, there are finitely many arithmetic triangle groups; 76
cocompact and 9 non-cocompact [63]. Among these, there are 19 distinct commensurability classes
represented [64]. JAMES FREITAG, UNIVERSITY OF ILLINOIS CHICAGO, DEPARTMENT OF MATHEMATICS, STATISTICS, AND
COMPUTER SCIENCE, 851 S. MORGAN STREET, CHICAGO, IL, USA, 60607-7045.
E-mail address: freitag@math.uic.edu APPENDIX A. STRONG MINIMALITY FOR THE SPECIAL CASE OF TRIANGLE GROU In the special case of triangle groups, proving that the Riccati equation 4.4 has no alge-
braic solutions (and thus establishing the strong minimality of the associated order three
nonlinear Schwarzian differential equations) can be accomplished without any appeal to
Picard-Vesiot theory but instead by using classical work around the hypergeometric equa-
tion. Already, in [39, see page 601], Nishioka shows that equation 4.5 has no algebraic
solutions in the case the Γ is a cocompact triangle group (which corresponds to the case
that none of k, l, m are ∞). Hence Condition 3.1 and thus Theorem 3.2 holds in the case
of cocompact triangle groups. We will, via a very similar argument, show the same result
holds in the case that Γ is not cocompact. To emphasize, these results are a special case
of our general result on Fuchsian groups, but we feel their inclusion is worthwhile in part
because the method, which deals more directly with the order two linear equation 4.1 and
Riccati equation 4.5, might generalize to Schwarzian equations of the form of equation (⋆’)
which do not necessarily come from a group action of Γ on H. This restriction appears to
be more inherent in our main approach of the previous section. L λ = 1
l
(A.2)
µ = 1
k
(A.3)
ν = 1
m
(A.4) (A.2) (A.3) (A.4) m where the integers 2 ≤k ≤l ≤m ≤∞are as above. We have already seen λ + µ + ν < 1. Now let α, β and γ be any complex numbers such that, λ = 1 −γ, µ = γ −α −β, and
ν = α −β. Now, we know that the second order equation 4.1 corresponding to equation (⋆) with ra-
tional function A.1 (equation (5) of [39]) is reducible if and only if one of α, β, γ −α, γ −β is
an integer. Since [39] covers the cocompact case, we can assume without loss of generality
that m = ∞, equivalently ν = 0. Thus, in the above notation, α = β. Now, α = 1 −1
l −1
k
2
. α = 1 −1
l −1
k
2
. 6
G CASALE J FREITAG AND J NAGLOO G. CASALE, J. FREITAG, AND J. NAGLOO 36 In this case, by the triangle requirement, 1
l + 1
k < 1, so α is never an integer. JOEL NAGLOO, DEPARTMENT OF MATHEMATICS AND COMPUTER SCIENCE, BRONX COMMUNITY COL-
LEGE CUNY, BRONX, NY 10453, USA.
E-mail address: joel.nagloo@bcc.cuny.edu GUY CASALE, UNIV RENNES, CNRS, IRMAR-UMR 6625, F-35000 RENNES, FRANCE
E-mail address: guy.casale@univ-rennes1.fr APPENDIX A. STRONG MINIMALITY FOR THE SPECIAL CASE OF TRIANGLE GROU Further we have Further, we have γ −α = 1 −1
l + 1
k
2
. γ −α = 1 −1
l + 1
k
2
. This quantity is never an integer, since 1
l + 1
k < 1. Thus, in the non-cocompact case, we
have that the corresponding equation 4.1 is always irreducible, which, by the correspon-
dence explained in 4 implies that there are no rational solutions to equation 4.4 in this
case. Now, under the assumption of irreducibility of equation 4.1, we have that there is an
algebraic (but irrational) solution of 4.4 if and only if two of λ −1
2, µ −1
2, ν −1
2 are integers
[31, pages 96-100]. This is impossible for any triangle group as at most one of these is an
integers as long as λ + µ + ν < 1. g
g
µ
Thus, we have shown, in a more direct way, that Condition 3.1 and thus Theorem 3.2
also holds in the case of non-cocompact triangle groups. Remark A.3. At first glance the above arguments only seem to show that the differential
equations for the unformizers j(k,l,m) are strongly minimal. However, all other uniformizers
are rational functions (over C) of the j(k,l,m)’s. From this, strong minimality follows for the
other equations as well. GUY CASALE, UNIV RENNES, CNRS, IRMAR-UMR 6625, F-35000 RENNES, FRANCE
E-mail address: guy.casale@univ-rennes1.fr GUY CASALE, UNIV RENNES, CNRS, IRMAR-UMR 6625, F-35000 RENNES, FRANCE
E-mail address: guy.casale@univ-rennes1.fr
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https://openalex.org/W1983565785
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https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1000623&type=printable
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English
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A Stochastic Model for Microtubule Motors Describes the In Vivo Cytoplasmic Transport of Human Adenovirus
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PLOS computational biology/PLoS computational biology
| 2,009
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cc-by
| 7,229
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Introduction The small number of motor proteins involved in microtubule
transport implies a system where the fluctuations in the behavior of
motors and the randomness of molecular reactions are essential
characteristics [13] suggesting a stochastic modeling of the
governing processes. Here we propose a stochastic representation
of the main events involved in motor transport, namely stepping
along microtubules and binding and unbinding of molecular
motors to the cargo. The function of eukaryotic cells relies on the transport of
macromolecules and organelles throughout the cytoplasm. Path-
ogenic viruses can exploit a cell’s cytoplasmic transport mecha-
nisms [1,2] in order to reach their site of replication. Cytoplasmic
transport involves three types of molecular motors. Kinesin and
dynein motors use microtubule tracks to move cargo throughout
the cytoplasm, while myosin motors interact with actin filaments to
move their cargoes [3,4]. Microtubule based transport is usually
bidirectional and its mechanism can be explained by the exclusive
binding of dynein and kinesin motors to the cargo, motor
cooperation and regulation, or a stochastic tug-of-war [5–8]. Exclusive binding of motors has not been reported in cells, while in
systems with cooperating motors, additional factors such as on/off
switches or coordinators between motors have been postulated for
bidirectional transport of large cargo, such as vesicles [7]. The
mechanism of bidirectional motor transport by non-coordinated
motors of opposite polarity has been the basis of tug-of-war models
[7,9]. The proposed model has six parameters, namely the binding,
unbinding and stepping rates of plus-end and minus-end motors
(herein presumed to be dynein and kinesin, respectively). The step
sizes of the motors were set to 28/+8 nm for dynein/kinesin as
suggested by the results of single molecule experiments [14,15]. We note that we do not impose any geometrical information on
the motors and their binding sites on the virus capsid. The motor
protein binding sites on the adenovirus capsid are not known even
though a recent cryo-EM image of the structure of the human
adenovirus type 2 temperature sensitive mutant revealed the
organization of the surface of the virus capsid [16]. In this work we propose a stochastic model for motor transport
on microtubules and we systematically identify its parameters
using virus trajectories obtained by in vivo imaging (Fig. 1). Trajectories are obtained by live cell microscopy of fluorescently
labelled human adenovirus type 2 (Ad2) using confocal microsco-
py. Abstract Cytoplasmic transport of organelles, nucleic acids and proteins on microtubules is usually bidirectional with dynein and
kinesin motors mediating the delivery of cargoes in the cytoplasm. Here we combine live cell microscopy, single virus
tracking and trajectory segmentation to systematically identify the parameters of a stochastic computational model of
cargo transport by molecular motors on microtubules. The model parameters are identified using an evolutionary
optimization algorithm to minimize the Kullback-Leibler divergence between the in silico and the in vivo run length and
velocity distributions of the viruses on microtubules. The present stochastic model suggests that bidirectional transport of
human adenoviruses can be explained without explicit motor coordination. The model enables the prediction of the
number of motors active on the viral cargo during microtubule-dependent motions as well as the number of motor binding
sites, with the protein hexon as the binding site for the motors. Editor: Herbert M. Sauro, University of Washington, United States of America Received June 22, 2009; Accepted November 19, 2009; Published December 24, 2009 Received June 22, 2009; Accepted November 19, 2009; Published December 24, 2009 Gazzola et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which pe
ribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2009 Gazzola et al. This is an open-access article distributed under the terms of the Creative Commons Attr
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This work was supported by grants from the SNSF and the ETH Zurich Research Foundation, and SNSF, Novartis and Kanton Zurich. The funders had no
role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. Competing Interests: The authors have declared that no competing interests exist. * E-mail: ufgreber@zool.uzh.ch (UFG); petros@ethz.ch (PK) * E-mail: ufgreber@zool.uzh.ch (UFG); petros@ethz.ch (PK) PLoS Computational Biology | www.ploscompbiol.org Mattia Gazzola1, Christoph J. Burckhardt2, Basil Bayati1, Martin Engelke2, Urs F. Greber2*, Petros
Koumoutsakos1* 1 Chair of Computational Science, ETH Zurich, Zurich, Switzerland, 2 Institute of Zoology, University of Zurich, Zurich, Switzerland December 2009 | Volume 5 | Issue 12 | e1000623 Author Summary The stochastic model
reproduces directed motion length and velocity distributions of
human adenovirus, and predicts the optimal number of either
common or separate binding sites for dynein and kinesin motors on
the capsid. (A) Dynein (D, blue) and kinesin (K, orange) bind to, and
unbind from the capsid and transport it along a microtubule (green). Equations [1]–[6] describe the dynamics of the model: [3]/[4] dynein
binding/unbinding and decrease/increase of the number (r) of the
available motor binding sites on the virus capsid with da/dd binding/
unbinding rates, [5]/[6] kinesin binding/unbinding and decrease/
increase of the number(r) of the available motor binding sites on the
virus capsid with ka/kd binding/unbinding rates, and [1]/[2] dynein/
kinesin motor stepping with dm/km stepping rates. Cost function (B)
and parameter values (C) (blue = dm, green = km, red = da, cyan = ka,
yellow = dd, magenta = kd) versus number of evaluations during the
optimization of the 14 common binding sites model. Probability
distribution of directed motion length (D) and velocity (E) for the in
vivo and in silico (black/red) trajectories. (F) Plot of the cost function
versus the number of motor binding sites for the common (red) and
the separate binding sites model (blue, grey, dark blue, black
colours). The separate binding sites have a total number of 8 (blue),
10 (grey), 12 (dark blue) and 14 (black) binding sites for dynein plus
kinesin motors. The central dot in each curve represents 50% dynein
and 50% kinesin occupancy (e.g. black curve: 7+7). The remaining
dots denote permutations with decreasing/increasing dynein binding
sites (e.g. 6 dynein + 8 kinesin on the right and 8 dynein +6 kinesin
on the left of the central dot of the black curve). (G, H) examples of
segmented in silico 1D trajectories for the 14 common (G) or 7+7
separate (H) binding sites models. The distance (mm) traveled along
the 1D microtubule is plotted against the time in seconds, and the
directed motions are depicted in red. doi:10.1371/journal.pcbi.1000623.g002 Figure 1. Imaging, tracking and trajectory segmentations of
single adenoviruses. (A) HeLa cells were infected with fluorescent
adenovirus type 2 for 30 min, and imaged by spinning disc confocal
fluorescence microscopy [42]. Virus tracks (black lines) recorded by a
single particle tracking algorithm [10] using the nucleus (red square) as
a reference point are displayed over a phase contrast image of the
infected cell. Author Summary It has also been reported for drosophila lipid
droplets, that multiple processive motors do not move cargoes
faster [24]. It is likely that yet unknown mechanisms account for
the high velocities measured in in vivo biological systems. These
mechanisms may involve motors which are able to increase their Figure 2. A stochastic model for microtubule-dependent
movements of human adenovirus. The stochastic model
reproduces directed motion length and velocity distributions of
human adenovirus, and predicts the optimal number of either
common or separate binding sites for dynein and kinesin motors on
the capsid. (A) Dynein (D, blue) and kinesin (K, orange) bind to, and
unbind from the capsid and transport it along a microtubule (green). Equations [1]–[6] describe the dynamics of the model: [3]/[4] dynein
binding/unbinding and decrease/increase of the number (r) of the
available motor binding sites on the virus capsid with da/dd binding/
unbinding rates, [5]/[6] kinesin binding/unbinding and decrease/
increase of the number(r) of the available motor binding sites on the
virus capsid with ka/kd binding/unbinding rates, and [1]/[2] dynein/
kinesin motor stepping with dm/km stepping rates. Cost function (B)
and parameter values (C) (blue = dm, green = km, red = da, cyan = ka,
yellow = dd, magenta = kd) versus number of evaluations during the
optimization of the 14 common binding sites model. Probability
distribution of directed motion length (D) and velocity (E) for the in
vivo and in silico (black/red) trajectories. (F) Plot of the cost function
versus the number of motor binding sites for the common (red) and
the separate binding sites model (blue, grey, dark blue, black
colours). The separate binding sites have a total number of 8 (blue),
10 (grey), 12 (dark blue) and 14 (black) binding sites for dynein plus
kinesin motors. The central dot in each curve represents 50% dynein
and 50% kinesin occupancy (e.g. black curve: 7+7). The remaining
dots denote permutations with decreasing/increasing dynein binding
sites (e.g. 6 dynein + 8 kinesin on the right and 8 dynein +6 kinesin
on the left of the central dot of the black curve). (G, H) examples of
segmented in silico 1D trajectories for the 14 common (G) or 7+7
separate (H) binding sites models. The distance (mm) traveled along
the 1D microtubule is plotted against the time in seconds, and the
directed motions are depicted in red. doi:10.1371/journal.pcbi.1000623.g002 Figure 2. A stochastic model for microtubule-dependent
movements of human adenovirus. Introduction The central dot in each curve represents 50% dynein
and 50% kinesin occupancy (e.g. black curve: 7+7). The remaining
dots denote permutations with decreasing/increasing dynein binding
sites (e.g. 6 dynein + 8 kinesin on the right and 8 dynein +6 kinesin
on the left of the central dot of the black curve). (G, H) examples of
segmented in silico 1D trajectories for the 14 common (G) or 7+7
separate (H) binding sites models. The distance (mm) traveled along
the 1D microtubule is plotted against the time in seconds, and the
directed motions are depicted in red. doi:10.1371/journal.pcbi.1000623.g002 Introduction Motility information extracted through single virus tracking
[10], and trajectory segmentation [11] are implemented in order
to study the properties of virus transport by employing a systems
identification process [12] for a stochastic model of cargo transport
on microtubules. The six model parameters are inferred through a system
identification
process
using
the
velocity
and
displacement
distributions of segmented trajectories as the cost function of our
optimization. An evolutionary algorithm, capable of handling
noisy cost functions, is used to obtain the rates that minimize the
distance between the velocity and displacement distributions of the
in silico and in vivo trajectories. The velocity distribution in virus trajectories has led to several
suggestions regarding the cooperation or lack thereof between
molecular motors. High velocities, in the order of a few microns 1 December 2009 | Volume 5 | Issue 12 | e1000623 December 2009 | Volume 5 | Issue 12 | e1000623 A Stochastic Model for Adenovirus Transport Figure 2. A stochastic model for microtubule-dependent
movements of human adenovirus. The stochastic model
reproduces directed motion length and velocity distributions of
human adenovirus, and predicts the optimal number of either
common or separate binding sites for dynein and kinesin motors on
the capsid. (A) Dynein (D, blue) and kinesin (K, orange) bind to, and
unbind from the capsid and transport it along a microtubule (green). Equations [1]–[6] describe the dynamics of the model: [3]/[4] dynein
binding/unbinding and decrease/increase of the number (r) of the
available motor binding sites on the virus capsid with da/dd binding/
unbinding rates, [5]/[6] kinesin binding/unbinding and decrease/
increase of the number(r) of the available motor binding sites on the
virus capsid with ka/kd binding/unbinding rates, and [1]/[2] dynein/
kinesin motor stepping with dm/km stepping rates. Cost function (B)
and parameter values (C) (blue = dm, green = km, red = da, cyan = ka,
yellow = dd, magenta = kd) versus number of evaluations during the
optimization of the 14 common binding sites model. Probability
distribution of directed motion length (D) and velocity (E) for the in
vivo and in silico (black/red) trajectories. (F) Plot of the cost function
versus the number of motor binding sites for the common (red) and
the separate binding sites model (blue, grey, dark blue, black
colours). The separate binding sites have a total number of 8 (blue),
10 (grey), 12 (dark blue) and 14 (black) binding sites for dynein plus
kinesin motors. Author Summary Molecular motors, due to their transportation function, are
essential to the cell, but they are often hijacked by viruses
to reach their replication site. Imaging of virus trajectories
provides information about the patterns of virus transport
in the cytoplasm, leading to improved understanding of
the underlying mechanisms. In turn improved understand-
ing may suggest actions that can be taken to interfere with
the transport of pathogens in the cell. In this work we use
in
vivo
imaging
of
virus
trajectories
to
develop
a
computational model of virus transport in the cell. The
model parameters are identified by an optimization
procedure to minimize the discrepancy between in vivo
and in silico trajectories. The model explains the in vivo
trajectories as the result of a stochastic interaction
between motors. Furthermore it enables predictions on
the number of motors and binding sites on pathogens,
quantities that are difficult to obtain experimentally. Beyond the understanding of mechanisms involved in
pathogen transport, the present paper introduces a
systematic parameter identification algorithm for stochas-
tic models using in vivo imaging. The discrete and noisy
characteristics of biological systems have led to increased
attention in stochastic models and this work provides a
methodology for their systematic development. per second, were observed for intracellular viruses (Fig. 2E) [17]. Similar high speeds have been observed for vesicles moving along
microtubules such as peroxisomes [18] and endosomes [19]. These
velocities are above the maximum velocities measured for single
motors without load (3 mm/s for dynein, [14]; 0.4 mm/s for
kinesin-1, [20]; 3 mm/s for kinesin-1, [21]; 0.8 mm/s for kinesin-1,
[22]; 0.8 mm/s kinesin-1 and 0.5 mm/s kinesin-2, [23] in in vitro
experiments. It has also been reported for drosophila lipid
droplets, that multiple processive motors do not move cargoes
faster [24]. It is likely that yet unknown mechanisms account for
the high velocities measured in in vivo biological systems. These
mechanisms may involve motors which are able to increase their per second, were observed for intracellular viruses (Fig. 2E) [17]. Similar high speeds have been observed for vesicles moving along
microtubules such as peroxisomes [18] and endosomes [19]. These
velocities are above the maximum velocities measured for single
motors without load (3 mm/s for dynein, [14]; 0.4 mm/s for
kinesin-1, [20]; 3 mm/s for kinesin-1, [21]; 0.8 mm/s for kinesin-1,
[22]; 0.8 mm/s kinesin-1 and 0.5 mm/s kinesin-2, [23] in in vitro
experiments. A Stochastic Model for Adenovirus Transport parameters and at the same time provides a sensitivity analysis of
the model. The standard deviations of the six principal axes are
shown to converge (Fig. 3), thus yielding a minimum (Text S1). velocities up to few microns per second or motors are able to act
additively to achieve higher speeds. Both assumptions have not
been experimentally validated or discarded in in vivo experiments. Additive behaviour of motors is an underlying assumption in our
model (Fig. 2A). The additive behaviour is inherent to the
Stochastic Simulation Algorithm [25] used herein to simulate the
model, since the time step to the next event depends on the total
propensity (numbers and event rates). The proposed stochastic
model does not impose any explicit coordination between motor
proteins, e.g. a switching mechanism that selects a certain motor
protein type to be active. After the convergence of the optimization process (Fig. 3) we
found that the directed motion length and velocity distributions of
the in silico trajectories, under the optimal set of parameters,
matched with high accuracy the experimental data (Fig. 2D, E). The maximum number of motors attached to the viral cargo is
limited by the number of binding sites on the virus. The present
model enables predictions on the number of motor binding sites
on the viral capsid, a quantity that is difficult to determine
experimentally but important for understanding the mechanisms
of transport. We first estimated the number (between 2 and 20) of
motor binding sites on the virus by an optimization procedure
(Fig. 2F). In models with 6–16 binding sites, the cost function
values were almost constant around the minimum value obtained
for 14 binding sites (Text S1). For less than 6 motor binding sites,
the optimization process did not converge to the experimentally
observed directed motion length and velocity distributions. Above
16 binding sites, an unbalanced configuration of motors was
feasible only at low binding and unbinding rates, and yielded
largely unidirectional trajectories due to infrequent motor binding
to the virus. We concluded that 14 common binding sites for
dynein and kinesin correspond optimally to the experimental data. We emphasize that our model does not aim at a mechanistic
description at the motor level. Forces are known to affect motor
properties, but it is not clear how they are distributed among
multiple motors [26]. A Stochastic Model for Adenovirus Transport Furthermore while it is possible to obtain
data relating forces for certain motors in vitro, there is no such data
for in vivo experiments. In the present model the forces between
molecular motors and cargo are implicitly taken into account
through the binding/unbinding/stepping rates of the stochastic
models. Results The model
contains no a-priori assumptions on the existence of either a tug-
of-war or coordination between molecular motors. In turn, the
model parameters are systematically identified with a derando-
mized evolution strategy that minimizes the difference between the
length
and
velocity
distributions
of
directed
motions
(fast
microtubule dependent runs [11]) produced by the model and
those of fluorescently labelled human adenovirus type 2 (Ad2) as
measured by confocal microscopy at 25 Hz temporal resolution. The two-dimensional virus trajectories are extracted by a single
particle tracking algorithm [10] (Fig. 1A, B). Directed motions
along microtubules are classified by trajectory segmentation [11]
and the distance travelled along the microtubule is determined as a
function of time (1D trajectory shown in Fig. 1C). The same
analysis is applied to trajectories obtained by the simulation of our
model using the Stochastic Simulation Algorithm (SSA) [27]. These trajectories are also subsequently segmented to classify
directed motions [11]. In turn an optimization algorithm is
employed to identify the parameters of the stochastic model [28]. Since it is not possible to differentiate between common and
separate binding sites, we additionally investigated the possibility
that the experimental data support separate binding sites for the
different motors. We optimized a model where dynein and kinesin
have distinct binding sites, namely 4+4, 5+5, 6+6, 7+7 binding
sites, and various permutations thereof (Fig. 2F, Text S1), and
found that an equal number of motor binding sites was optimal in
all cases. This is consistent with the observation that center and
periphery directed length and velocity distributions were almost
symmetric (Fig. 2D, E). We note that the optimal number of
binding sites, i.e., 14, is the same for the models with common and
separate binding sites (Fig. 2F, black curve). Molecular motors carrying cargo on microtubules operate as
individuals or as an ensemble. We found that, on average, during
virus directed motions, 1.5660.56 dynein or kinesin (for minus-
end and plus-end directed motions, respectively) motors, and
0.1560.22 motors of opposite polarity were bound to the virus
(Fig. 4A). The probability of binding more than four motors to one Here the six model parameters (binding, unbinding and
stepping for both kinesin and dynein, Fig. 2A) were identified by
minimizing the Symmetric Kullback-Leibler divergence between
the in silico and in vivo length and velocity distributions using an
Evolution Strategy with Covariance Matrix Adaptation (CMA-ES)
[29] (Fig. 2B,C). Results The
simulation of the stochastic
model produces cargo
trajectories that depend on the parameter settings. The model
contains no a-priori assumptions on the existence of either a tug-
of-war or coordination between molecular motors. In turn, the
model parameters are systematically identified with a derando-
mized evolution strategy that minimizes the difference between the
length
and
velocity
distributions
of
directed
motions
(fast
microtubule dependent runs [11]) produced by the model and
those of fluorescently labelled human adenovirus type 2 (Ad2) as
measured by confocal microscopy at 25 Hz temporal resolution. The two-dimensional virus trajectories are extracted by a single
particle tracking algorithm [10] (Fig. 1A, B). Directed motions
along microtubules are classified by trajectory segmentation [11]
and the distance travelled along the microtubule is determined as a
function of time (1D trajectory shown in Fig. 1C). The same
analysis is applied to trajectories obtained by the simulation of our
model using the Stochastic Simulation Algorithm (SSA) [27]. These trajectories are also subsequently segmented to classify
directed motions [11]. In turn an optimization algorithm is
employed to identify the parameters of the stochastic model [28]. Here the six model parameters (binding, unbinding and
stepping for both kinesin and dynein, Fig. 2A) were identified by
minimizing the Symmetric Kullback-Leibler divergence between
the in silico and in vivo length and velocity distributions using an
Evolution Strategy with Covariance Matrix Adaptation (CMA-ES)
[29] (Fig. 2B,C). The proposed de-randomized optimization
algorithm is an essential aspect of our method. CMA-ES samples
the six-dimensional multivariate normal distribution involving the
parameters of this problem at each iteration and it encodes
relations between the parameters of the model and the objective
that is being optimized without requiring explicitly the gradients of
the cost function [29]. The CMA-ES is a method capable of
optimizing noisy cost functions (such as those from the present
stochastic model) and its efficiency, reliability and robustness were
demonstrated over a number of benchmark problems [30,31]. The
CMA-ES is particularly suitable to this optimization problem as it
is know to perform best [29] in problems that are low dimensional
(here six parameters), inherently noisy (here a stochastic model),
multimodal and computationally expensive (for each parameter set
thousands of trajectories are generated and segmented to collect
reliable statistics). The algorithm identifies an optimal set of The
simulation of the stochastic
model produces cargo
trajectories that depend on the parameter settings. Author Summary (B) Two-dimensional projection of a single virus trajectory
with directed motion segments in red. (C) Distance travelled along the
trajectory shown in Fig. 1B plotted as a function of time. Reduction to
1D is justified, since in cultured cells microtubules are largely flat and
straight over distances of many micrometers [43]. Negative/positive
values indicate displacements towards the cell centre/periphery. doi:10.1371/journal.pcbi.1000623.g001 Figure 1. Imaging, tracking and trajectory segmentations of
single adenoviruses. (A) HeLa cells were infected with fluorescent
adenovirus type 2 for 30 min, and imaged by spinning disc confocal
fluorescence microscopy [42]. Virus tracks (black lines) recorded by a
single particle tracking algorithm [10] using the nucleus (red square) as
a reference point are displayed over a phase contrast image of the
infected cell. (B) Two-dimensional projection of a single virus trajectory
with directed motion segments in red. (C) Distance travelled along the
trajectory shown in Fig. 1B plotted as a function of time. Reduction to
1D is justified, since in cultured cells microtubules are largely flat and
straight over distances of many micrometers [43]. Negative/positive
values indicate displacements towards the cell centre/periphery. doi:10.1371/journal.pcbi.1000623.g001 December 2009 | Volume 5 | Issue 12 | e1000623 2 PLoS Computational Biology | www.ploscompbiol.org A Stochastic Model for Adenovirus Transport PLoS Computational Biology | www.ploscompbiol.org Results By considering the size (90 nm in diameter) and
icosahedral geometry of the virus and the cylindrical microtu-
bule (25 nm in diameter), we can postulate that the maximum
number of microtubule motor-capsid interactions occurs along
the edge of a capsid facet, in this case on hexon (Fig. 5A, B). This arrangement implies that 9 hexon trimers are aligned with
the microtubule, giving a maximum of 27 hexon binding sites
for the motors. This is above the value of 14 binding sites
predicted from the simulations. If we assume, however, that the
motor protein binding sites are located at the interface of two
trimeric hexons, one microtubule filament could cover 1–15
sites (Fig. 5B, red lines), which is within the predicted range of
6–16. In addition to hexon, 6 to 8 binding sites were available
for pIX, and less than 5 for penton base which detaches to a
significant extent from the incoming virions before reaching the
cytosol [34]. We analyzed trajectories of pIX-deficient adeno-
viruses to distinguish between hexon and pIX binding sites for
motor proteins [35]. The directed motion length and velocity
distributions of pIX-deleted adenovirus were similar to those
from wild-type viruses without significant deviations or asym-
metries, indicating that pIX may not provide a binding site for
microtubule dependent motors during cytoplasmic transport
(Fig. 5C, D). Therefore, we predict that hexon harbours the
binding sites for dynein and kinesin motors. Figure 4. A low number of dynein and kinesin motors mediate
directed motions of adenovirus. (A) In silico probabilities of the
number of bound dynein (black) and kinesin (red) motors during
periphery directed motions. Similar results were observed for center
directed motions with dynein prevalence. Phase diagrams of the length
(B) of directed motions versus the average number of bound dynein
(black) and kinesin (red). Positive (negative) lengths correspond to
periphery (center) directed motions. The results were obtained with the
optimized model with 14 common binding sites. doi:10.1371/journal.pcbi.1000623.g004 virus particle was below 1023, and most often only one type of
motor was bound (Fig. 4A, B). These data are in agreement with
low number of motors estimated on vesicular cargo in squid
axoplasm by cryo-EM [7]. For other organelles, the estimates for
motor
numbers
range
from
a
few
to
dozens
based
on
immunological detections in chemically fixed cells. Results In order to quantify the correlation between the number of
bound motors and the directed motion length, the Sample Pearson
Product Moment correlation coefficient (with a range of 0 to 1,
where 1 is maximal correlation) between motor numbers and
directed motion length was computed to be 0.51 for dynein and
0.49 for kinesin for minus-end and plus-end directed motions,
respectively. This implies a weak correlation between the number
of bound motors and the directed motion length, showing that
long runs do not necessarily require many motors, as two or three
already account for lengths in the order of micrometers (Fig. 4B). This result is consistent with the recent in vitro observation that two
motors are sufficient to move a cargo over several micrometers
[32]. Figure 5. Hexon not protein IX is the predicted to be motor
binding site on the adenovirus capsid. (A) Schematic model of the
icosahedral adenovirus capsid with the major capsid protein hexon
(blue hexagonal structures representing trimers), and pIX (yellow lines
representing trimers). An icosahedral facette is enlarged in (B), where
hexon-hexon trimer interfaces are depicted in red and in light green the
microtubule orientation that maximizes the overlap with one facet. Note that the fourth trimer of pIX is covered by the red lines depicting
hexon-hexon interfaces. (C, D) Directed motion length and velocity
distributions for protein IX deficient adenovirus recorded in HeLa cells
30 to 90 min post infection. doi:10.1371/journal.pcbi.1000623.g005 The velocities, derived from optimized stepping rates, for single
dynein and kinesin motors were 866 nm/s and 833 nm/s,
respectively, consistent with values reported for dynein and
conventional kinesin-1 or kinesin-2 [21–23,33]. Although kinesins
are currently not known to be involved in cytoplasmic transport of
adenovirus [1], the model makes a clear prediction for a plus end
directed motor in cytoplasmic transport of adenovirus. Our findings indicate that microtubule-based motility of
adenovirus requires a low number of bound motors compared to
the
number
of
binding
sites
on
the
capsid. This
allows
configurations where only one motor type is bound, and thereby
produce directed motions. Low numbers of motors allow fast
switches between directions and therefore, bidirectional motion. Importantly, the binding and unbinding rates were much smaller
than the stepping rates, which is key for directed motion runs
(Fig. 2C). Small perturbations of binding and unbinding rates
greatly affect the model dynamics (Text S1). PLoS Computational Biology | www.ploscompbiol.org Results The proposed de-randomized optimization
algorithm is an essential aspect of our method. CMA-ES samples
the six-dimensional multivariate normal distribution involving the
parameters of this problem at each iteration and it encodes
relations between the parameters of the model and the objective
that is being optimized without requiring explicitly the gradients of
the cost function [29]. The CMA-ES is a method capable of
optimizing noisy cost functions (such as those from the present
stochastic model) and its efficiency, reliability and robustness were
demonstrated over a number of benchmark problems [30,31]. The
CMA-ES is particularly suitable to this optimization problem as it
is know to perform best [29] in problems that are low dimensional
(here six parameters), inherently noisy (here a stochastic model),
multimodal and computationally expensive (for each parameter set
thousands of trajectories are generated and segmented to collect
reliable statistics). The algorithm identifies an optimal set of Figure 3. Convergence of the standard deviation of the
principal axes. Convergence is shown for the six axes of the
distribution which CMA-ES samples from. The evolution of the standard
deviations during the optimization procedure is shown for the non-
competing binding sites model with 14 receptors. doi:10.1371/journal.pcbi.1000623.g003 Figure 3. Convergence of the standard deviation of the
principal axes. Convergence is shown for the six axes of the
distribution which CMA-ES samples from. The evolution of the standard
deviations during the optimization procedure is shown for the non-
competing binding sites model with 14 receptors. doi:10.1371/journal.pcbi.1000623.g003 PLoS Computational Biology | www.ploscompbiol.org December 2009 | Volume 5 | Issue 12 | e1000623 3 A Stochastic Model for Adenovirus Transport Figure 4. A low number of dynein and kinesin motors mediate
directed motions of adenovirus. (A) In silico probabilities of the
number of bound dynein (black) and kinesin (red) motors during
periphery directed motions. Similar results were observed for center
directed motions with dynein prevalence. Phase diagrams of the length
(B) of directed motions versus the average number of bound dynein
(black) and kinesin (red). Positive (negative) lengths correspond to
periphery (center) directed motions. The results were obtained with the
optimized model with 14 common binding sites. doi:10.1371/journal.pcbi.1000623.g004 present on cytosolic viruses that have undergone stepwise
disassembly [34]. Cytosolic particles contain the major protein
hexon, a large fraction of the pentameric penton base at the
icosahedral vertex, and protein IX (pIX), which stabilizes
hexon. Materials and Methods HeLa cells were grown to 30% confluency on 18 mm glass
cover slips (Menzel Glaser) and kept in Hanks buffered salt
solution containing 0.5% BSA (Sigma) and 1 mg/ml ascorbic acid
(Sigma). Adenovirus
serotype
2
and
protein
IX
deficient
adenoviruses were grown, isolated, and labeled with atto565
(Atto-tec, Germany) as described by Nakano and Greber in [41]
and Suomalainen et al. in [17]. In our work kinetic rates of a stochastic model are determined
via an evolutionary optimization approach using experimental
data. The identified model enables a number of predictions. First,
it shows that one to four motors are active on virus particles during
microtubule-dependent motions, although the number of motor
binding sites is estimated to be 6–16. The observation that the cost
function value is constant within this range suggests that the virus
may align with the microtubule in different orientations (Fig. 5B)
and still preserve its motility. This range is consistent with the
maximum of 15 hexon trimer-trimer interfaces along the edge of a
capsid facet. The low number of motors involved in directed
motions supports an emerging concept from wet lab experiments
and in silico simulations, that key events of cell functions are in
many cases executed by only a few polypeptides [36]. HeLa cells were infected with Ad-atto565 and imaged
between 30 and 90 minutes post infection at 25 Hz. Flat
regions of the cell were chosen for imaging in order to
minimize the cytoplasmic volume above the imaging plane. The center of the cell was detected by differential interference
contrast imaging to assign directionality to the virus motions. Images were recorded using a spinning disc confocal micro-
scope (Olympus IX81) fitted with an UplanApo100x objective
of N.A. 1.35 on a back-illuminated monochrome Cascade 512
EM-CCD camera (Photometrics) containing a 5126512 pixel
chip (with 16616 micrometer large pixels). For the computational methods see Text S1. Second, if equal numbers of opposite motors are attached, the
cargo oscillates and eventually stops, or remains confined to small
areas. This may be an important mechanism for fine-tuning the
subcellular velocity to achieve localized delivery of the cargo. We
anticipate that viral transport is tuned by the binding and
unbinding rates of motors to microtubules or the cargo, rather
than by additional regulatory factors. Acknowledgments We thank Diego Rossinelli for his support during the code parallelization
and Jort Vellinga for Figure 4A. Results The susceptibility of
motor based cargo transport to these parameters has been
reported in other theoretical studies [26] and hints to a possible
mechanism to regulate the run length of the motors [32]. Figure 5. Hexon not protein IX is the predicted to be motor
binding site on the adenovirus capsid. (A) Schematic model of the
icosahedral adenovirus capsid with the major capsid protein hexon
(blue hexagonal structures representing trimers), and pIX (yellow lines
representing trimers). An icosahedral facette is enlarged in (B), where
hexon-hexon trimer interfaces are depicted in red and in light green the
microtubule orientation that maximizes the overlap with one facet. Note that the fourth trimer of pIX is covered by the red lines depicting
hexon-hexon interfaces. (C, D) Directed motion length and velocity
distributions for protein IX deficient adenovirus recorded in HeLa cells
30 to 90 min post infection. doi:10.1371/journal.pcbi.1000623.g005 The present results enabled an assessment on the virus
binding sites for motor proteins. The outer surface of adenovirus
particles is composed of five polypeptides, three of which are still December 2009 | Volume 5 | Issue 12 | e1000623 4 A Stochastic Model for Adenovirus Transport Supporting Information Text S1
Supplementary information includes details on the
computational methods used. In particular it describes the
trajectory segmentation process, the models studied, the stochastic
simulation algorithm and the definition of the cost function used in
the optimization procedure. Found at: doi:10.1371/journal.pcbi.1000623.s001 (1.05 MB PDF) Author Contributions Conceived and designed the experiments: MG CJB BB UFG PK. Performed the experiments: CJB ME. Analyzed the data: MG CJB BB. Conceived and designed the experiments: MG CJB BB UFG PK. Performed the experiments: CJB ME. Analyzed the data: MG CJB BB. We close by noting that besides the results on motor transport
on microtubules, the algorithm taken here is in line with reverse
engineering and systems identification approaches [28,38–40] Contributed reagents/materials/analysis tools: PK. Wrote the paper: MG
CJB BB UFG PK. Contributed reagents/materials/analysis tools: PK. Wrote the paper: MG
CJB BB UFG PK. Contributed reagents/materials/analysis tools: PK. Wrote the paper: MG
CJB BB UFG PK. Discussion which are gaining significance as discovery and model validation
tools in systems biology. The CMA-ES algorithm is capable of
handling noisy and multimodal cost functions that are inherently
associated with stochastic models. The CMA-ES optimization
algorithm along with image analysis of in vivo systems can be a
robust process to help identify parameters of stochastic models
employed in several areas of systems biology. In this study, we use in vivo imaging to identify a stochastic
model of cargo transport by molecular motors on microtu-
bules. The model parameters were systematically identified
using live imaging data of virus trajectories and a de-
randomized optimization algorithm to minimize the Kull-
back-Leibler divergence between the length and velocity
distributions of adenovirus directed motions on microtubules
with the in silico trajectories produced by the model. The model
accounts for directed motions at mm/s speeds, processive
stepping
over
hundreds
of
nanometres,
and
periods
of
stationary behaviour. The results show that the stochastic
model can result in bidirectional support without an explicit
coordination mechanism. Materials and Methods Such tuning could be cell-
type specific [17], and could control the number of engaged
motors and motor configuration, and also provide specific
segregation or guidance cues for traffic. In support of this, it has
been suggested that the microtubule binding protein Tau can fine-
tune the distance that the cargo travels by reducing microtubule
binding of kinesin in distal parts of neuronal axons [7,37]. In
addition, motor properties can be tuned by post-translational
modifications, such as phosphorylation of dynein or kinesin
binding partners, which could affect their enzymatic functions
and hence their stepping rates [7]. 2. Brandenburg B, Zhuang XW (2007) Virus trafficking-learning from single-virus
tracking. Nature Reviews Microbiology 5: 97–208. 12. Astrom KJ, Eykhoff P (1971) System Identification – Survey. Automatica 7:
123–162. 1. Greber UF, Way M (2006) A superhighway to virus infection. Cell 124:
741–754. 3. Schliwa M, Woehlke G (2003) Molecular motors. Nature 422: 759–765. 14. Gennerich A, Carter AP, Reck-Peterson SL, Vale RD (2007) Force-induced
bidirectional stepping of cytoplasmic dynein. Cell 131: 952–965. PLoS Computational Biology | www.ploscompbiol.org 13. Fedoroff N, Fontana W (2002) Genetic networks: Small numbers of big
molecules. Science 297: 1129–1131. 4. Vale RD (2003) The molecular motor toolbox for intracellular transport. Cell
112: 467–480. References 9. Muller MJI, Klumpp S, Lipowsky R (2008) Tug-of-war as a cooperative
mechanism for bidirectional cargo transport by molecular motors. Proceedings
of the National Academy of Sciences of the United States of America 105:
4609–4614. 2. Brandenburg B, Zhuang XW (2007) Virus trafficking-learning from single-virus
tracking. Nature Reviews Microbiology 5: 97–208. 10. Sbalzarini IF, Koumoutsakos P (2005) Feature point tracking and trajectory
analysis for video imaging in cell biology. Journal of Structural Biology 151:
182–195. 3. Schliwa M, Woehlke G (2003) Molecular motors. Nature 422: 759–765. 4. Vale RD (2003) The molecular motor toolbox for intracellular transport. Cell
112: 467–480. 11. Helmuth JA, Burckhardt CJ, Koumoutsakos P, Greber UF, Sbalzarini IF (2007) A
novel supervised trajectory segmentation algorithm identifies distinct types of human
adenovirus motion in host cells. Journal of Structural Biology 159: 347–358. 5. Welte MA (2004) Bidirectional transport along microtubules. Current Biology
14: 525–537. 6. Gross SP (2204) Hither and yon: a review of bi-directional microtubule-based
transport. Physical Biology 1: 1–11. 12. Astrom KJ, Eykhoff P (1971) System Identification – Survey. Automatica 7:
123–162. transport. Physical Biology 1: 1–11. p
y
gy
7. Gross SP, Vershinin M, Shubeita GT (2007) Cargo transport: Two motors are
sometimes better than one. Current Biology 17: 478–486. 13. Fedoroff N, Fontana W (2002) Genetic networks: Small numbers of big
molecules. Science 297: 1129–1131. 8. Brown A, Wang L, Jung P (2005) Stochastic simulation of neurofilament
transport in axons: The ‘‘stop-and-go’’ hypothesis. Molecular Biology of the Cell
16: 4243–4255. 14. Gennerich A, Carter AP, Reck-Peterson SL, Vale RD (2007) Force-induced
bidirectional stepping of cytoplasmic dynein. Cell 131: 952–965. PLoS Computational Biology | www.ploscompbiol.org December 2009 | Volume 5 | Issue 12 | e1000623 December 2009 | Volume 5 | Issue 12 | e1000623 5 A Stochastic Model for Adenovirus Transport 15. Svoboda K, Schmidt CF, Schnapp BJ, Block SM (1993) Direct observation of
kinesin stepping by optical trapping interferometry. Nature 365: 721–727. 29. Hansen N, Muller SD, Koumoutsakos P (2003) Reducing the time complexity of
the derandomized evolution strategy with covariance matrix adaptation (CMA-
ES). Evolutionary Computation 11: 1–18. 16. Silvestry M, Lindert S, Smith JG, Maier O, Wiethoff CM, et al. (2009) Cryo-
Electron Microscopy Structure of Adenovirus Type 2 Temperature-Sensitive
Mutant 1 Reveals Insight into the Cell Entry Defect. Journal of Virology 83:
7375–7383. )
y
p
30. Kern S, Koumoutsakos P (2006) Simulations of optimized anguilliform
swimming. Journal of Experimental Biology 209: 4841–4857. 31. Hansen N, Niederberger ASP, Guzzella L, Koumoutsakos P (2009) A Method
for Handling Uncertainty in Evolutionary Optimization With an Application to
Feedback Control of Combustion. IEEE Transactions on Evolutionary
Computation 13: 180–197. 17. Suomalainen M, Nakano MY, Keller S, Boucke K, Stidwill RP, et al. (1999)
Microtubule-dependent plus- and minus end-directed motilities are competing
processes for nuclear targeting of adenovirus. Journal of Cell Biology 144:
657–672. 32. Vershinin M, Carter BC, Razafsky DS, King SJ, Gross SP (2007) Multiple-
motor based transport and its regulation by Tau. Proceedings of the National
Academy of Sciences of the United States of America 104: 87–92. 18. Rapp S, Saffrich R, Anton M, Jakle U, Ansorge W, et al. (1996) Microtubule-
based peroxisome movement. Journal of Cell Science 109: 837–849. 33. Mallik R, Petrov D, Lex SA, King SJ, Gross SP (2005) Building complexity: An
in vitro study of cytoplasmic dynein with in vivo implications. Current Biology
15: 2075–2085. 19. Lakadamyali M, Rust MJ, Zhuang XW (2006) Ligands for clathrin-mediated
endocytosis are differentially sorted into distinct populations of early endosomes. Cell 124: 997–1009. 34. Greber UF, Willetts M, Webster P, Helenius A (1993) Stepwise dismantling of
Adenovirus-2 during entry into cells. Cell 75: 477–486. 20. Yildiz A, Tomishige M, Gennerich A, Vale RD (2008) Intramolecular strain
coordinates kinesin stepping behavior along microtubules. Cell 134: 1030–1041. g
y
35. Vellinga J, Van der Heijdt S, Hoeben RC (2005) The adenovirus capsid: major
progress in minor proteins. Journal of General Virology 86: 1581–1588. 21. Visscher K, Schnitzer MJ, Block SM (1999) Single kinesin molecules studied
with a molecular force clamp. Nature 400: 184–189. p
g
p
J
gy
36. Cai L, Friedman N, Xie XS (2006) Stochastic protein e
cells at the single molecule level. Nature 440: 358–362. 36. PLoS Computational Biology | www.ploscompbiol.org A Stochastic Model for Adenovirus Transport Cai L, Friedman N, Xie XS (2006) Stochastic protein expression in individual
cells at the single molecule level. Nature 440: 358–362. 22. Carter NJ, Cross RA (2005) Mechanics of the kinesin step. Nature 435: 308–312. cells at the single molecule level. Nature 440: 358–362. 23. Berezuk MA, Schroer TA (2007) Dynactin enhances the processivity of kinesin-
2, Traffic 8: 124–129. 37. Dixit R, Ross JL, Goldman YE, Holzbaur ELF (2008) Differential regulation of
dynein and kinesin motor proteins by tau. Science 319: 1086–1089. 24. Shubeita GT, Tran SL, Xu J, Vershinin M, Cermelli S, et al. (2008)
Consequences of Motor Copy Number on the Intracellular Transport of
Kinesin-1-Driven Lipid Droplets. Cell 135: 1098–1107. 38. Jaqaman K, Danuser G (2006) Linking data to models: data regression. Nature
Reviews Molecular Cell Biology 7: 813–819. gy
39. Sontag ED (2008) Network reconstruction based on steady-state data. Essays in
Biochemistry 45: 161–176. 25. Gillespie DT (1977) Exact stochastic simulation of coupled chemical reactions. Journal of Physical Chemistry 81: 2340–2361. 40. Ingolia NT, Weissman JS (2008) Systems biology - Reverse engineering the cell. Nature 454: 1119–1122. 26. Kunwar A, Vershinin M, Xu J, Gross SP (2008) Stepping, strain gating, and an
unexpected force-velocity curve for multiple-motor-based transport. Current
Biology 18: 1173–1183. 41. Nakano MY, Greber UF (2000) Quantitative microscopy of fluorescent
adenovirus entry. Journal of Structural Biology 129: 57–68. gy
27. Gillespie DT (1976) General method for numerically simulating stochastic time
evolution of coupled chemical reactions. Journal of Computational Physics 22:
403–434. 42. Gastaldelli M, Imelli N, Boucke K, Amstutz B, Meier O, et al. (2008) Infectious
Adenovirus Type 2 Transport Through Early but not Late Endosomes. Traffic
9: 2265–2278. 43. Scales SJ, Pepperkok R, Kreis TE (1997) Visualization of ER-to-Golgi transport
in living cells reveals a sequential mode of action for COPII and COPI. Cell 90:
1137–1148. 28. Banga JR (2008) Optimization in computational systems biology. BMC Systems
Biology 2: 47. PLoS Computational Biology | www.ploscompbiol.org December 2009 | Volume 5 | Issue 12 | e1000623 6
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https://openalex.org/W4311304169
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https://tmfv.com.ua/journal/article/download/1880/1530
|
English
| null |
Assessment of Training Loads of Highly Qualified Basketball Players
|
Teorìâ ta metodika fìzičnogo vihovannâ
| 2,022
|
cc-by
| 4,509
|
©
Koryahin, V., 2022. Abstract h The purpose of the study is: 1) development and unification of a system of training loads monitoring by the nature
of the physiological impact on the basketball players’ body; 2) study of the strategy of preparing a highly qualified
basketball team for important international competitions, namely: to find out the nature of the distribution of means
of different physiological, as well as technical-tactical and game orientation at different stages of preparation; 3) test
basketball players before and after training. t
Materials and methods. A team of highly qualified basketball players (masters of sports and masters of sports of
international class) in the number of 15 people participated in the research. The assessment of physical load by the
nature of the physiological impact on the body of basketball players during 18 microcycles using 4 – 1 system, that is,
4 working days and 1 day off, was carried out. Athletes were tested before and after training.h ft
Results. The dynamics of the means of training by the nature of the physiological impact on the athletes’ body
have been established. The nature of the distribution of means at different stages of preparation has been
established. The test results before and after training are shown. ht
Conclusions. The research results showed that a certain accounting system based on assessments of the nature
of the tasks to be solved and the degree of compliance with the specifics of their game activities has developed in
basketball. At the same time, research have indicated the need for accounting and analyzing of the training loads by
the nature of physiological impact on the body of athletes.i Keywords: basketball, training loads, highly qualified basketball players. ТМФВ
ТОВ ОВС Viktor Koryahin1ABCDE 1Lviv Polytechnic National University Authors’ Contribution: A – Study design; B – Data collection; C – Statistical analysis; D – Manuscript Preparation; E – Funds Collection Authors’ Contribution: A – Study design; B – Data collection; C – Statistical analysis; D – Manuscript Preparation; E – Funds Collection Corresponding Author: Viktor Koryahin, E-mail: koryahinv@meta.ua
Accepted for Publication: Oсtober 25, 2022
Published: November 30, 2022 Corresponding Author: Viktor Koryahin, E-mail: koryahinv@meta.ua
Accepted for Publication: Oсtober 25, 2022
Published: November 30, 2022 DOI: 10.17309/tmfv.2022.3s.19 ISSN 1993-7989 (print)
ISSN 1993-7997 (online)
ISSN-L 1993-7989 Introduction stages of training; 4) development and unification of the sys
tem of control over the level of training of basketball players.hii In the theory and practice of basketball, the issues of
planning and managing the training process are resolved,
as a rule, based on the experience and intuition of coach
es (Kondrashin & Koryahin, 1978; Koryahin, 2018; Anas
tasiadis, 2006).f The first step towards creating a unified system of ac
counting and analysis of the training loads can be the clas
sification of exercises used as training tools according to
certain characteristics (Altberg, 1971; Poplavsky, 2004;
Semashko, 1976).h Effective management of the training of basketball play
ers is possible only when solving the following tasks (Kon
drashin & Koryahin, 1978; Koryahin, 1998): 1) creation of
a unified system of accounting and analysis of the train
ing loads; 2) determination of the most effective means and
methods of training; 3) optimization of the construction of
the training process, i.e. finding ways of the most rational
distribution of means and methods of training at different The systems developed earlier were built on the basis of
assessments of the nature of the technical-tactical tasks being
solved and the system of their compliance with the specifics
of the game activity of basketball players (Raiola, Altavilla,
Tafuri, & Lipoma, 2016; Ben Abdelkrim, Castagna, El Fazaa,
& El Ati, 2010; Gonzalo-Skok, Sánchez-Sabaté, Izquierdo-
Lupón, & Sáez de Villarreal, 2019). Another approach to
systematization is based on accounting of the physiological
impact of loads on the body of athletes (Hoare, 2000; Mont
gomery, Pyne, & Minahan, 2010; Ciuti, Marcello, Macis,
Onnis, Solinas, & Lai, 2009). S137 S137 SN 1993-7997. ISSN-L 1993-7989. Physical Education Theory and Methodology. Vol. 22, Num. 3 Supplement ISSN 1993-7989. eISSN 1993-7997. ISSN-L 1993-7989. Physical Education Theory and Methodology. Vol. 22, N the amount of 15 people took part in the research during
the period of preparation for important international
competitions. During the training period, a 4–1 microcycle
was used, that is, 4 working days and 1 day off. A total of
18 microcycles were performed. During the training period,
basketball players were tested in order to determine the level
of their physical and technical preparedness before and after
training. Introduction The following tests were used: 6 m and 20 m run,
jumping height, shots from the spot (the number of hits out
of 40 shots and the time of operation were determined),
free throws out of 30 (number of hits), running across the
court from one front line to another 3 times for 40 seconds
after 1 minute of rest (number of meters covered), Cooper
test (Koryahin, 1998; Koryahin, Hrebinka, Prystynskyi,
& Prystynska, 2022). When establishing the gradations of training loads in
basketball, two fundamental approaches can be used (Kon
drashin & Koryahin, 1978): y
1. Systematization of exercises, taking into account the
characteristics of physical loads. y
1. Systematization of exercises, taking into account the
characteristics of physical loads. p y
2. Gradation of loads on the base of accounting of physi
ological changes in the body of athletes that occur when
performing exercises. g
However, in basketball, such a determination of the pa
rameters of physical exertion is not always possible and a
greater priority should be given to the accounting of the
physiological reactions of the body that occur during physi
cal loads. Based on the established ratios between the indi
cators of physical load and physical shifts in the body, all
exercises used in the training of highly qualified basketball
players were divided into 4 types of training loads: y
1. Aerobic exercises. 1. Aerobic exercises. Results The results on the distribution of means of different
physiological orientation are presented in Fig. 1 As can be seen from Fig. 1, the volume of means of aero
bic impact gradually increased from stage to stage, but de
creased noticeably during the period of the team’s participa
tion in international tournaments (8–9, 13–16 microcycles,
see Fig. 2). At the same time, the volume of aerobic-anaero
bic exercises increased significantly. With the main interna Statistical analysis 2. Exercises of mixed aerobic-anaerobic orientation. To maintain a laboratory journal, to perform operations
on sorting the results obtained and their storage, and to cal
culate statistical data, the MS Excel program was used. The
choice of mathematical statistics methods was an adequate
to the goals and objectives of our study and included the
use of the following methods: the arithmetic mean of the
primary data, the error of the average value, the standard
deviation and the reliability of the difference between the
data obtained. 3. Exercises of anaerobic-alactate orientation. 4. Exercises of anaerobic glycolytic orientation. It should be noted that the determination of the im
mediate training effect of special exercises and their system
atization by the nature of the physiological impact do not
yet determine how rationally it will be built as a whole. The
main question in this problem is: which and in what volume
the exercises should be used? Therefore, it is important to
find out what is the strategy of training in basketball, what
means are given more attention, what are the dynamics of
these means at different stages of training? Clarifying these
issues allows us to summarize previous experience and sub
sequently make adjustments to the training process. Participants and research organization A team of highly qualified basketball players (masters
of sports and masters of sports of international class) in
Fig. 1. Dynamics of the volume of training means of different physiological orientation, which were used
during the preparation of a highly qualified basketball team for important international competitions:
Ordinate axis – the volume of training load, min; Abscissa axis – microcycles, number; a – volume of training load,
mainly aerobic orientation; b – aerobic-anaerobic orientation; c – anaerobic alactate and anabolic orientation; d –
anaerobic glycolytic orientation.
Fig. 1. Dynamics of the volume of training means of different physiological orientation, which were used
during the preparation of a highly qualified basketball team for important international competitions:
Ordinate axis – the volume of training load, min; Abscissa axis – microcycles, number; a – volume of training load,
mainly aerobic orientation; b – aerobic-anaerobic orientation; c – anaerobic alactate and anabolic orientation; d –
anaerobic glycolytic orientation. S138 Koryahin, V. (2022). Assessment of Training Loads of Highly Qualified Basketball Players Table 1. Results of control tests of basketball players before
and after the preparation for important international
competitions (n = 15) tional competitions approaching, the volume of aerobic and
mixed aerobic-anaerobic means decreased. At this stage, the
volume of speed-power means (alactate anaerobic impact)
increased and for the first time during the entire training pe
riod, exercises aimed at developing the speed endurance of
basketball players (anaerobic-glycolytic effects) were used.h Table 1. Results of control tests of basketball players before
and after the preparation for important international
competitions (n = 15)
Indicators
Examination
Difference
reliability
1st
2nd
Running at 6 m, sec. 1.61±0.67
0.107
1.36±0.067
0.107
>0.99
Running at 20 m, sec. Participants and research organization 3.55±0,079
0.125
3.06±0.168
0.267
>0.99
Jumping height, cm
48.8±4.25
6.75
49.0±4.44
7.05
<0.95
Throws
out of 40
number
of hits
time of
work, sec. 20.5±2.7
4.29
4.21±0.1
0.159
24.0±2.12
3.37
4.04±0.173
0.276
>0.95
<0.95
Free throws out of 30,
number of hits
20.1±2,51
3.99
23.5±1.73
2.76
>0.95
Running 3×40 sec., m
563±16.6
26.4
572±17.0
27.0
<0.95
Cooper Test, m
2939±87
138
3057±96
153
>0.95 y
g y
yf
The results of the distribution of means of technical,
tactical, technical- tactical and game training are presented
in Fig. 2. Fig. 2. Dynamics of distribution of means of technical,
technical-tactical, tactical and game training at different
stages of preparation of basketball players for important
international competitions:
Ordinate axis – amount of time, min. Abscissa axis – microcycles, number. Columns in Fig. 1, 2, 3 – participation in international
tournaments. Technical training
Technical–tactical training
Tactical training
Game training
1 2 3 1 2 3
400
300
200
100
0
0 2 4 6 8 10 12 14 16 18
400
300
200
100
0
0 2 4 6 8 10 12 14 16 18
0 2 4 6 8 10 12 14 16 18 0 2 4 6 8 10 12 14 16 18
1 2 3 1 2 3
400
300
200
100
0
400
300
200
100
0 Technical training
Technical–tactical training
1 2 3 1 2 3
400
300
200
100
0
0 2 4 6 8 10 12 14 16 18
400
300
200
100
0
0 2 4 6 8 10 12 14 16 18 Technical training
1 2 3
400
300
200
100
0
0 2 4 6 8 10 12 14 16 18 Tactical training
Game training
0 2 4 6 8 10 12 14 16 18 0 2 4 6 8 10 12 14 16 18
1 2 3 1 2 3
400
300
200
100
0
400
300
200
100
0 ball, “scoring” the ball into the basket from top to bottom,
etc.), helps to maintain the level of jumping ability. However,
strength training cannot be ignored. As shown by a study by
Jim Hanley, 1973, qualified athletes have fewer opportunities
to increase results in jumping ability. The most effective for
the strength developing, strength increasing and jumping
ability in qualified athletes are exercises with large and maxi
mum weights, which includes jumping on a bench, lifting a
barbell, half-squats and deep squats. Participants and research organization Our experiment with
qualified basketball players confirms this. Physical train
ing, which was allotted 31.9% of the time, included crosses,
fartlek, gymnastic exercises, acceleration, jumping with one
or both legs pushing up and moving forward, stairs, over
barriers, etc. Exercises with weights were not used, which
affected the results in the jumping test. Fig. 2. Dynamics of distribution of means of technical, As can be seen from Fig. 2, there is a certain pattern
in the distribution of means aimed at improving technical,
tactical and game training. The volume of technical training
gradually decreases as official responsible international com
petitions approach, the volume of tactical and game training
increases.ht f
Studies have shown that it is necessary to carry out the
gradation of loads based not only on traditional assessments
of the nature of the technical-tactical tasks being solved, but
also on the basis of accounting of the physiological impact
of loads on the body of athletes. A significant contribution
here can be the establishment of an urgent training effect of
special exercises of basketball players and, on this basis, the
creation of a unified system of accounting of the training
loads, their systematization by the nature of the physiologi
cal changes that they cause in the body of basketball players. The results of testing basketball players before and after
the preparation for important international competitions are
shown in Table 1. As can be seen from the table, basketball players in
creased their performance in all tests, with the exception
of jumping height. It should be noted that in such tests as
the time of work in throws from spots, running 3×40 sec
onds, the differences are not reliable (p < 0.95), but, in any
case, there is no decrease in indicators. There are practi
cally no differences in the average values of jumping height
indicators (1st examination – 48.8 cm, 2nd examination –
49.0 cm). Therefore, coaches should not ignore the thesis
that qualified basketball players can develop jumping ability
without using exercises with weights. This, of course, does
not mean that you do not need to use jumping exercises in
training. In addition, jumping exercises develop “explosive”
strength, coordination of movements, specific skills (for ex
ample, during a jump shot, fighting for the rebound of the Discussion The question of the importance of planning and manag
ing the training process was considered by many scientists
and coaches at different stages of basketball development
(Semashko, 1976; Yukhno, & Preobrazhensky, 1967; Sha
blinsky, 1989; Koryahin, 2018).h The results of our research coincide with a number of
scientific studies (Ben Abdelkrim, Castagna, El Fazaa, & El
Ati, 2010; Poplavskyi, 2004; Ferreira, Volossovitch, & Sam S139 S139 SN 1993-7997. ISSN-L 1993-7989. Physical Education Theory and Methodology. Vol. 22, Num. 3 Supplement SSN 1993-7989. eISSN 1993-7997. ISSN-L 1993-7989. Physical Education Theory and Methodology. Vol. 22, Num. paio, 2014) on the need to develop a system for planning and
managing the training load, creating a unified system for
accounting and analysis of training load.h Koryahin, V. (2018). Effectiveness of basketball players
training process. Journal of Physical Education and Sport,
16(2), 163, 1029-1030h Anastasiadis, M. (2006). The basketball training. Athens: IN. Elvekalt EPE. The results of our studies showed a certain accounting
system has developed in basketball based on assessments
of the nature of the tasks to be solved and the degree of
compliance with the specifics of their game activities (Su
shko & Mustafa, 2015; Mitova & Ivchenko, 2014). At the
same time, studies have indicated the need of accounting
and analysis of training loads by the nature of the physiologi
cal impact on athletes’ bodies (Koryahin, Blavt, Doroshenko,
Prystynskyi & Stadnyk, 2020; Anastasiadis, 2006). Koryahin, V. (1998). Training of the highly skilled basketball
players. Textbook for the correct physical education. Lviv:
Publishing house «Krai», 192. Altberg, O. (1971). Study of the process of training and
competitive loads intensification for basketball players of
the highest ranks. Author’s abstract. Dis. cand. Tartu. Poplavsky, L. Y. (2004). Basketball. Kyiv:Publishing House
“Olympic literature”, 446. y y
y
y
Based on the study results, it can be stated that in order to
effectively manage the training process, a certain accounting
system is needed. Suchlike at this stage of scientific research
is the gradation of special exercises of basketball players ac
cording to 4 groups, namely: exercises of aerobic, mixed aer
obic-anaerobic, anaerobic alactate and anaerobic glycolytic
orientation (Koryahin, Hrebinka, Prystynskyi, & Prystynska,
2022; Koryahin, Blavt, Prystynskyi, & Stadnyk, 2021).h Semashko, N. (1976). Basketball. Moscow: Physical culture
and sport. 264 Raiola, G., Altavilla, G., Tafuri, D., & Lipoma, M. (2016). Analysis of learning a basketball shot. Journal of
Physical Education and Sport, 16(1), 1, 3-7. Discussion https://doi.org/10.7752/jpes.2016.01001 Ben Abdelkrim, N., Castagna, C., El Fazaa, S., & El Ati, J. (2010). The effect of players’ standard and tactical strategy
on game demands in men’s basketball. Journal Strength
and Conditioning Research, 24, 2652-62. https://doi.org/10.1519/jsc.0b013e3181e2e0a3 y
y y
y
y
The proposed system of accounting for training loads
in basketball opens up new opportunities for improving the
management system of training processes. Further research
should be aimed at finding the nature of the interaction of
urgent training effects of special exercises of basketball play
ers and on this basis improve the system of accounting for
loads by the nature of the physiological impact of the exer
cises used in the training of basketball players. Gonzalo-Skok, O., Sánchez-Sabaté, J., Izquierdo-Lupón, L.,
& Sáez de Villarreal, E. (2019). Influence of force-vector
and force application plyometric training in young elite
basketball players. European Journal of Sport Science,
19(3), 305-314. https://doi.org/10.1080/17461391.2018.1502357 Conclusions Studies have shown that the dynamics of the volume
of training means of different physiological orientation dur
ing the preparation of a highly qualified team for important
international competitions is uneven, which affects the re
sults of control examinations in special tests (see Table 1). Therefore, the distribution of training means at different
stages of training should take into account not only techni
cal, technical-tactical, tactical and game training, but also
without fail, taking into account the nature of the physiologi
cal impact of exercises on the body of athletes. Koryahin, V., Hrebinka, H., Prystynskyi, V., & Prystynska, T. (2022). Methodology for Determining the SpeedPower
Capabilities of Basketball Players. Physical Education
Theory and Methodology, 22(1), 14-18. https://doi.org/10.17309/tmfv.2022.1.02 Hanley, B. J. (1973). Strength training for jumping ability. Scholastic Coach, 43(3). Yukhno, M., & Preobrazhensky, I. (1967). Control exercises for
special physical and technical training for basketball players
of «A» class teams, national teams of the republics and the
USSR. Methodical development. Moscow. 14. The author declares no conflict of interest. The author declares no conflict of interest. Ferreira, A. P, Volossovitch, A., & Sampaio, J. (2014). Towards
the game critical moments in basketball: a grounded
theory approach. International Journal of Performance
Analysis in Sport, 14(2), 428-442. https://doi.org/10.1080/24748668.2014.11868732 Conclusions Hoare, D.G. (2000). Predicting success in junior elite
basketball players–the contribution of anthropometic and
physiological attributes. Journal Sci Med Sport, 3(4): 391-
405. https://doi.org/10.1016/s1440-2440(00)80006-7h 1. Studies have shown that effective management of the
training process of highly qualified basketball players is pos
sible not only on the basis of assessing the nature of the tech
nical and tactical tasks to be solved and the degree of their
compliance with the game activity of basketball players, but
also, which is very important, by accounting the physiologi
cal impact of loads on the body of athletes.h 1. Studies have shown that effective management of the
training process of highly qualified basketball players is pos
sible not only on the basis of assessing the nature of the tech
nical and tactical tasks to be solved and the degree of their
compliance with the game activity of basketball players, but
also, which is very important, by accounting the physiologi
cal impact of loads on the body of athletes.h Montgomery, P. G., Pyne, D. B., & Minahan, C. L. (2010). The
physical and physiological demands of basketball
training and competition. International Journal of Sports
Physiology and Performance, 5, 75-86. https://doi.org/10.1123/ijspp.5.1.75 p
y
2. The proposed gradation of the loads of highly quali
fied basketball players based on the accounting of physi
ological changes caused by the performance of exercises,
allows effectively manage the training process. Ciuti, S., Marcello, S., Macis, A., Onnis, E., Solinas, R., &
Lai, S. (2009). Improved aerobic power by detraining in
basketball players mainly trained for strength. Journal
Sports Medicine, Training and Rehabilitation, 6(4), 325-
335. https://doi.org/10.1080/15438629609512063 f
y
g
g p
3. Studies have shown that the dynamics of the volume
of training means of different physiological orientation dur
ing the preparation of a highly qualified team for important
international competitions is uneven, which affects the re
sults of control examinations in special tests (see Table 1). Therefore, the distribution of training means at different
stages of training should take into account not only techni
cal, technical-tactical, tactical and game training, but also
without fail, taking into account the nature of the physiologi
cal impact of exercises on the body of athletes. f
y
g
g p
3. Kondrashin, V., & Koryahin, V. (1978). Training of the
basketball players of high grade. Kyiv: Publishing house
“Zdorov’ya”, 93. Conflict of interest Shablinsky, V. (1989). Basketball. What do I know about it? Kyiv: Publishing house “Molod’”, 141. Реферат. Стаття: 5 с., 1 табл., 2 рис., 22 джерела. Мета дослідження: 1. Розробка і уніфікація системи контролю за тренувальними навантаженнями за характером
фізіологічного впливу на організм баскетболістів. 2. Дослідити стратегію підготовки баскетбольної команди високої
кваліфікації до відповідальних міжнародних змагань, а саме: з’ясувати характер розподілу засобів різної фізіологічної,
а також техніко-тактичної і ігрової спрямованості на різних етапах підготовки. Матеріали і методи. В дослідженнях брала участь команда баскетболістів високої кваліфікації (майстри спорту
і майстри спорту міжнародного класу) у кількості 15 осіб у період підготовки до відповідальних міжнародних змагань. У період підготовки використовувався мікроцикл 4-1, тобто 4 робочих дні і 1 вихідний. Усього було проведено 18 мікро
циклів. У період підготовки проводилося тестування баскетболістів з метою визначення рівня їх фізичної і технічної під
готовленості до початку і після закінчення підготовки. Використовувались такі тести: біг на 6 м і 20 м; висота вистрибу
вання; кидки з точок (визначалась кількість попадань з 40 кидків і час роботи); штрафні кидки з 30 (кількість попадань);
біг майданчиком від одної лицьової лінії до іншої 3 рази по 40 секунд через 1 хвилину відпочинку (кількість подоланих
метрів); тест Купера (Koryahin, 1998; Koryahin, Hrebinka, Prystynskyi, & Prystynska, 2022). у
y
y
y y
y
y y
Результати. Проведені дослідження показали, що ефективне керування тренувальним процесом баскетболістів висо
кої кваліфікації можливе не тільки на основі оцінок характеру вирішуваних техніко-тактичних і ігрових задач, але й при
обліку характеру фізіологічного впливу навантажень на організм спортсменів. Результати тестування баскетболістів до
початку проведення й після закінчення показали, що в цілому система підготовки позитивно відобразилась на результа
тах у всіх тестах, окрім висоти вистрибування (перше обстеження 48,8±4.25 см, друге обстеження – 49,0±4.44 см, Р<0.95),
часу роботи у кидковому тесті (перше обстеження – 4,21±0.1 сек., друге обстеження – 4,04±0.173 сек., Р<0.95), у тесті з бігу
3×40 сек. (перше обстеження – 563±16.6 сек., друге обстеження – 572,04±17.0 сек., Р<0.95). Це свідчить про необхідність
більш ефективного, науково обґрунтованого розподілу засобів на різних етапах підготовки. Висновки. Дослідження показали, що ефективне керування тренувальним процесом баскетболістів високої кваліфі
кації можливе не тільки на основі оцінок характеру вирішуваних технічних, тактичних задач й ступеня їх відповідності
ігровій активності баскетболістів, але й, що є досить важливим, обліку фізіологічного впливу навантажень на організм
спортсменів. Запропонована градація навантажень баскетболістів високої кваліфікації на основі обліку фізіологічних
змін, що викликані виконанням вправ, дозволяє ефективно керувати тренувальним процесом. Динаміка об’ємів тре
нувальних засобів різної фізичної спрямованості у період підготовки висококваліфікованої команди до відповідальних
міжнародних змагань, носить нерівномірний характер, що відображається на результатах контрольних випробувань у
спеціальних тестах. References Kondrashin, V., & Koryahin, V. (1978). Training of the
basketball players of high grade. Kyiv: Publishing house
“Zdorov’ya”, 93. Kondrashin, V., & Koryahin, V. (1978). Training of the
basketball players of high grade. Kyiv: Publishing house
“Zdorov’ya”, 93. S140 S140 Koryahin, V. (2022). Assessment of Training Loads of Highly Qualified Basketball Players Sushko, R., & Mustafa, A. (2015). Evaluation of technical and
tactical activities of basketball players with taking into
account the differences of the periods of play activity. Kyiv:
Publishing house “Olympic literature”, 177.h Koryahin, V., Blavt, O., Prystynskyi, V., & Stadnyk, V. (2021). Research of training loads of basketball players. Physical
education theory and methodology, 21(2), 107-112. https://doi.org/10.17309/tmfv.2021.2.02 Mitova, O., & Ivchenko, O. (2014). The current state of control
over the level of integrated training of basketball players
at the stage of preliminary basic training. Sports Herald,
Prydniprovya, 3, 72-76. Mitova, O., & Ivchenko, O. (2014). The current state of control
over the level of integrated training of basketball players
at the stage of preliminary basic training. Sports Herald,
Prydniprovya, 3, 72-76. Koryahin, V., Blavt, O., Doroshenko, E., Prystynskyi, V., &
Stadnyk, V. (2020). Training effect of special basketball
exercises. Physical education theory and methodology,
20(3), 137-141. https://doi.org/10.17309/tmfv.2020.3.02
Koryahin, V., Blavt, O., Prystynskyi, V., & Stadnyk, V. (2021).
Research of training loads of basketball players. Physical
education theory and methodology, 21(2), 107-112.
https://doi.org/10.17309/tmfv.2021.2.02 Віктор Корягін1АВCDE 1Національний університет «Львівська політехніка» 1Національний університет «Львівська політехніка» Реферат. Стаття: 5 с., 1 табл., 2 рис., 22 джерела. Koryahin, V., Blavt, O., Doroshenko, E., Prystynskyi, V., &
Stadnyk, V. (2020). Training effect of special basketball
exercises. Physical education theory and methodology,
20(3), 137-141. https://doi.org/10.17309/tmfv.2020.3.02 Koryahin, V., Blavt, O., Prystynskyi, V., & Stadnyk, V. (2021).
Research of training loads of basketball players. Physical
education theory and methodology, 21(2), 107-112.
https://doi.org/10.17309/tmfv.2021.2.02 Information about the authors:
Koryahin V.: viktor.m.koryahin@lpnu.ua; https://orcid.org/0000-0003-1472-4846; Department of Physical Education, Lviv
Polytechnic National University, Bandera St, 12, Lviv, 79013, Ukraine.
Cite this article as: Koryahin, V. (2022). Assessment of Training Loads of Highly Qualified Basketball Players. Physical Education
Theory and Methodology, 22(3s), S137-S141. https://doi.org/10.17309/tmfv.2022.3s.19
Received: 02.09.2022. Accepted: 25.10.2022. Published: 30.11.2022
This work is licensed under a Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0). Реферат. Стаття: 5 с., 1 табл., 2 рис., 22 джерела. Тому розподіл засобів тренування на різних етапах підготовки повинен здійснюватися із врахуван
ням не тільки технічної, техніко-тактичної і ігрової підготовки, але й у обов’язковому порядку з урахуванням характеру
фізіологічного впливу вправ на організм спортсменів. б
б
б
б
ф ф
у
р
р
р
Ключові слова: баскетбол, тренувальні навантаження, баскетболісти високої кваліфікації. Information about the authors:
Koryahin V.: viktor.m.koryahin@lpnu.ua; https://orcid.org/0000-0003-1472-4846; Department of Physical Education, Lviv
Polytechnic National University, Bandera St, 12, Lviv, 79013, Ukraine. Cite this article as: Koryahin, V. (2022). Assessment of Training Loads of Highly Qualified Basketball Players. Physical Education
Theory and Methodology, 22(3s), S137-S141. https://doi.org/10.17309/tmfv.2022.3s.19
Received: 02.09.2022. Accepted: 25.10.2022. Published: 30.11.2022
This work is licensed under a Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0). Information about the authors: d under a Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0). This work is licensed under a Creative Commons Attribution 4.0 International License (http://creativecommons S141
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English
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Deep transcriptome-sequencing and proteome analysis of the hydrothermal vent annelid Alvinella pompejana identifies the CvP-bias as a robust measure of eukaryotic thermostability
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Biology direct
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cc-by
| 13,577
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* Correspondence: gaspar.jekely@tuebingen.mpg.de; fulvia.bono@tuebingen.
mpg.de
1Max-Planck-Institute for Developmental Biology, Spemannstr. 35, Tübingen
D-72076, Germany
Full list of author information is available at the end of the article Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Deep transcriptome-sequencing and proteome
analysis of the hydrothermal vent annelid
Alvinella pompejana identifies the CvP-bias as a
robust measure of eukaryotic thermostability Deep transcriptome-sequencing and proteome
analysis of the hydrothermal vent annelid
Alvinella pompejana identifies the CvP-bias as a
robust measure of eukaryotic thermostability Thomas Holder1, Claire Basquin3, Judith Ebert3, Nadine Randel1, Didier Jollivet2, Elena Conti3, Gáspár Jékely1*
and Fulvia Bono1* Abstract Background: Alvinella pompejana is an annelid worm that inhabits deep-sea hydrothermal vent sites in the Pacific
Ocean. Living at a depth of approximately 2500 meters, these worms experience extreme environmental conditions,
including high temperature and pressure as well as high levels of sulfide and heavy metals. A. pompejana is one of
the most thermotolerant metazoans, making this animal a subject of great interest for studies of eukaryotic
thermoadaptation. Results: In order to complement existing EST resources we performed deep sequencing of the A. pompejana
transcriptome. We identified several thousand novel protein-coding transcripts, nearly doubling the sequence data
for this annelid. We then performed an extensive survey of previously established prokaryotic thermoadaptation
measures to search for global signals of thermoadaptation in A. pompejana in comparison with mesophilic eukaryotes. In an orthologous set of 457 proteins, we found that the best indicator of thermoadaptation was the
difference in frequency of charged versus polar residues (CvP-bias), which was highest in A. pompejana. CvP-bias
robustly distinguished prokaryotic thermophiles from prokaryotic mesophiles, as well as the thermophilic fungus
Chaetomium thermophilum from mesophilic eukaryotes. Experimental values for thermophilic proteins supported
higher CvP-bias as a measure of thermal stability when compared to their mesophilic orthologs. Proteome-wide
mean CvP-bias also correlated with the body temperatures of homeothermic birds and mammals. Conclusions: Our work extends the transcriptome resources for A. pompejana and identifies the CvP-bias as a
robust and widely applicable measure of eukaryotic thermoadaptation. Reviewer: This article was reviewed by Sándor Pongor, L. Aravind and Anthony M. Poole. © 2013 Holder et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. © 2013 Holder et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. RESEARCH Open Access Open Access Background temperatures of approximately 68°C, compared to tem-
peratures of approximately 20°C in the surrounding water
[3]. Given the steep temperature gradient inside the tubes
and the difficulty of carrying out such in situ measure-
ments, the maximum body temperature A. pompejana
can tolerate is unclear [1]. Direct temperature preference
and tolerance experiments using a high-pressure aquar-
ium with a thermal gradient have not yet been carried out
on adult A. pompejana. However, such experiments have
shown that a North-Pacific relative of A. pompejana,
Paralvinella sulfincola, prefers temperatures between 40°C
and 50°C and tolerates temperatures up to 55°C [4]. The Alvinella pompejana is one of the most heat tolerant of all
animals known to date [1]. This annelid worm inhabits
deep-sea hydrothermal vent chimney walls in self-made
glycoprotein tubes [2], where it is exposed to extreme en-
vironmental conditions (high pressure, high temperature,
low pH, anoxia, heavy metals). In situ measurements in-
side occupied tubes, near the animals’ tails, revealed Page 2 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 habitat of A. pompejana is similar to that of P. sulfincola,
and it is likely that adult A. pompejana have a similar ther-
mal preference. Given its high temperature tolerance,
there has been considerable interest in studying the
mechanisms of thermoadaptation in A. pompejana, and in
establishing sequence-resources for this organism [5]. stability for A. pompejana proteins [14], or measured
parameters (e.g. optimal temperatures for enzyme acti-
vity) that only allowed an indirect assessment of thermal
stability. For example, the extracellular giant hemoglobin
of A. pompejana showed higher oxygen affinity than that
of other annelids, and exhibited other functional proper-
ties related to the vent environment [15], but its macro-
molecular assembly was unstable at 50°C, and it was not
more thermostable than earthworm hemoglobin [14]. A thermoadapted metazoan proteome could greatly
benefit structural biology research. The advantage of
using thermostable proteins for structural studies has
been well documented. In general, proteins from ther-
mophiles are more stable and less flexible than their
mesophilic counterparts. Consequently, these proteins
are more amenable for expression, purification and
crystallization experiments, and have often been used to
solve the structure of large macromolecular complexes. Well-known examples include the ribosome, whose
complete atomic structure was first determined from
the thermophilic eubacterium Thermus thermophilus [6],
and the exosome, first purified and crystallized from the
archaebacterium Sulfolobus solfataricus [7]. Background Among the
eukaryotes, the fungus Chaetomium thermophilum has re-
cently been shown to have a thermoadapted proteome,
and this facilitated the structural study of nuclear pore
components [8]. Among the metazoans, A. pompejana po-
tentially represents a promising source of thermostable
proteins and complexes. Given the small number of biochemical studies and
the uncertainties about the thermotolerance of the ani-
mals, the general degree of thermoadaptation of the A. pompejana proteome is still unclear. Sequence analysis
of a large number of proteins could reveal general features
of thermoadaptation. There have been many attempts to
correlate protein thermal stability with sequence or struc-
ture derived features [16]. When comparing sequence
composition of thermophiles and mesophiles, the most
apparent difference is an enrichment of charged residues
in combination with a decrease in the number of polar
residues in the thermophilic proteins. Both the (E + K)/(Q +
H) ratio and the CvP-bias (difference in the frequency
between charged and polar residues) can discriminate
hyperthermophiles from mesophiles [17] as well as baro-
philes [18]. Another study identified a universal set of
residues, I,V,Y,W,R,E,L (IVYWREL measure), enriched in
thermophiles [19]. More complex discrimination func-
tions have also been proposed, such as the function
employed by THERMORANK [20]. This method uses a
linear combination of 10 sequence-based features to rank
a set of input sequences by relative thermostability. Ano-
ther method, the Tm-Index tool, uses dipeptide compo-
sition to predict a melting point index for a single
protein sequence [21]. These measures have not yet been
systematically tested on the Alvinella proteome. Although A. pompejana was first described more than
30 years ago, biochemical data have only been published
for a small subset of its proteins. Melting temperature
(Tm) values, the most direct measure of thermal stability,
have only been published for cuticular and interstitial
collagen [9,10]. These proteins have melting tempera-
tures of 45–46°C, 17 degrees higher than that of col-
lagens from shallow seawater annelids [9,10]. The activity
of A. pompejana and human recombinant DNA polymer-
ase η (Pol η) following high temperature incubation has
also been tested. A. pompejana Pol η maintained high
activity following incubation at temperatures up to 49°C,
whereas human Pol η maintained high activity only until
43°C. At 52°C the activity of Pol η from both species
dropped below 20% [11]. A. Background large orthologous dataset with a taxon sampling that
included other annelids, as well as the thermostable fungus,
Chaetomium thermophilum [8]. To investigate the extent
of thermoadaptation of A. pompejana we then performed a
systematic survey of the available sequence-based thermo-
stability measures previously established for prokaryotes on
its proteome. Testing the THERMORANK, IVYWREL,
Tm-Index, (E + K)/(Q + H), and loop-length gave conflict-
ing results. Our analyses identified the CvP-bias as the best
measure to discriminate A. pompejana from mesophilic
eukaryotes. The CvP-bias also discriminated the thermo-
philic fungus C. thermophilum from mesophilic eukaryotes. The correlation of the CvP-bias with thermostability was
also supported by experimentally-determined thermostabi-
lity data. into a reference transcriptome dataset. Large-scale EST
sequencing projects have also been carried out by the
Joint Genome Institute (JGI) and Genoscope [5], yielding
a total of 218,458 publicly available ESTs (as of Feb 2011). We also assembled these sequences with our resource,
creating a combined MPI + JGI + Genoscope dataset. To estimate the number of novel sequences in our
resource (MPI dataset, Additional file 1) we compared it
with the already available ESTs (JGI + Genoscope dataset,
Additional file 2), as well as the combined dataset (MPI +
JGI + Genoscope dataset, Additional file 3). First, we com-
pared the length distribution of contigs and singletons in
the three assemblies (Figure 1A). The final combined assem-
bly nearly doubled the available transcriptome resources
for A. pompejana, with 60,475 contigs longer than 500 bp,
compared to 34,860 in the JGI + Genoscope dataset. Due to
the small size of the 454 and Illumina reads, the MPI and
the MPI + JGI + Genoscope datasets were dominated by
short contigs (Figure 1A). However, they also contained a
larger number of long contigs (>1,500 bp) than the JGI +
Genoscope dataset (7,269 in MPI and 9,639 in MPI + JGI +
Genoscope compared to 3,634 in JGI + Genoscope). Background pompejana superoxide dismu-
tase (SOD) was also shown to have enhanced chemical
stability relative to its human counterpart by guanidine de-
naturation, a measure thought to correlate with thermal
stability. In this study the structure of A. pompejana SOD
was also solved at high resolution and for the first time in
complex with H2O2 [12]. The A. pompejana splicing
factor U2AF65 in complex with RNA has also been shown
to have a slightly increased thermal stability (using RNA-
binding as a readout) relative to the human protein
(6°C higher) [13]. Recently, a large A. pompejana cDNA resource, pre-
pared from three different tissues and whole animals
was published [5]. Analysis of this dataset in comparison
with various metazoan homologs showed that A. pompe-
jana protein sequences have the highest proportion of
charged amino acids. This bias was interpreted as a sign
of protein thermostability [5]. Another EST resource,
generated by the Joint Genome Institute (JGI, http://
www.jgi.doe.gov/),
is
also
publicly
available. These
A. pompejana EST resources could form the basis for re-
constituting and determining structures of metazoan
proteins and multiprotein complexes. However, in order
for structural biologists to identify all components of
large multiprotein complexes, where the lack of a single
component will impede reconstitution, more extensive
sequence coverage is essential. To increase the available dataset, we first carried out deep
sequencing of the A. pompejana transcriptome. Using this
resource and the published sequences, we established a The aforementioned studies showed increased thermo-
stability of some A. pompejana proteins. In contrast,
other studies either did not reveal higher thermal Page 3 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 large orthologous dataset with a taxon sampling that
included other annelids, as well as the thermostable fungus,
Chaetomium thermophilum [8]. To investigate the extent
of thermoadaptation of A. pompejana we then performed a
systematic survey of the available sequence-based thermo-
stability measures previously established for prokaryotes on
its proteome. Testing the THERMORANK, IVYWREL,
Tm-Index, (E + K)/(Q + H), and loop-length gave conflict-
ing results. Our analyses identified the CvP-bias as the best
measure to discriminate A. pompejana from mesophilic
eukaryotes. The CvP-bias also discriminated the thermo-
philic fungus C. thermophilum from mesophilic eukaryotes. The correlation of the CvP-bias with thermostability was
also supported by experimentally-determined thermostabi-
lity data. Results Deep sequencing of the A. pompejana transcriptome
To gain insights into the mechanisms of thermoadaptation
of A. pompejana, we first performed deep sequencing of
its transcriptome. We used a combination of the Sanger,
Roche/454 and Illumina technologies. With the 454 tech-
nology we obtained 2,717,445 reads of an average length
of 220 bp. Using Illumina paired-end sequencing (~300 bp
fragments) we obtained 87 million reads of an average
length of 76 bp. These resources, and an additional
10,063 novel Sanger ESTs we generated, were assembled Annotation of predicted A. pompejana proteins Next we searched the nucleotide datasets for potential
open reading frames and analyzed the predicted protein
sequences (Additional file 4, 5 and 6). We identified B
Length of predicted proteins (aa)
0
2,000
4,000
6,000
8,000
60-80
100-120
140-160
180-200
220-240
260-280
300-320
340-360
380-400
420-440
460-480
>500
Number of predicted proteins
MPI
MPI+JGI+Genoscope
JGI+Genoscope
equences in three A. pompejana datasets. (A) Histograms representing
PI
JGI
G
( d)
d JGI
G
(
)
bli 0
5,000
10,000
15,000
20,000
200-300
400-500
600-700
800-900
1000-1100
1200-1300
1400-1500
>1500
MPI
MPI+JGI+Genoscope
JGI+Genoscope
Length of contigs (bp)
Number of contigs
A
B
Length of predicted proteins (aa)
0
2,000
4,000
6,000
8,000
60-80
100-120
140-160
180-200
220-240
260-280
300-320
340-360
380-400
420-440
460-480
>500
Number of predicted proteins
MPI
MPI+JGI+Genoscope
JGI+Genoscope
Figure 1 Size distribution of cDNA contigs and predicted protein sequences in three A. pompejana datasets. (A) Histograms representing
the number of contigs in the different size-ranges for the MPI (black), MPI + JGI + Genoscope (red) and JGI + Genoscope (cyan) assemblies. (B) Histograms representing the number of predicted proteins in the different size-ranges for the MPI (black), MPI + JGI + Genoscope (red) and
JGI + Genoscope (cyan) datasets. 0
5,000
10,000
15,000
20,000
200-300
400-500
600-700
800-900
1000-1100
1200-1300
1400-1500
>1500
MPI
MPI+JGI+Genoscope
JGI+Genoscope
Length of contigs (bp)
Number of contigs
A A B MPI
MPI+JGI+Genoscope
JGI+Genoscope Number of predicted proteins Number of contigs Length of predicted proteins (aa) Figure 1 Size distribution of cDNA contigs and predicted protein sequences in three A. pompejana datasets. (A) Histograms representing
the number of contigs in the different size-ranges for the MPI (black), MPI + JGI + Genoscope (red) and JGI + Genoscope (cyan) assemblies. (B) Histograms representing the number of predicted proteins in the different size-ranges for the MPI (black), MPI + JGI + Genoscope (red) and
JGI + Genoscope (cyan) datasets. Page 4 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 datasets, including the A. pompejana datasets. We then
counted the number of C. teleta proteins that had a sig-
nificant hit (e-value 1e-5) in all animals, but not outside
animals, or all eukaryotes. These two subsets of proteins
(general animal and general eukaryotic) are also expected
to be present in A. pompejana. We therefore counted
how many of these two subsets had a BLAST hit in the
A. pompejana datasets (Table 2). Annotation of predicted A. pompejana proteins We found that the com-
bined A. pompejana resource is about 74-99% complete,
depending on the subset of proteins examined. Animal-
specific proteins were highly covered, between 74-94%,
depending on whether we considered all sequences or
only full-length sequences. Proteins present in all eukar-
yotes had even higher percent coverage (87-99%). This is
probably due to the higher expression levels of genes
with general eukaryotic cellular functions. When we con-
sidered only full-length A. pompejana proteins, the MPI +
JGI + Genoscope dataset was 74% complete for animal-
specific proteins, compared to the 55% completion of the
JGI + Genoscope dataset. These searches show that the
A. pompejana resource is about 74-99% complete at the
level
of
eukaryotic
paralogous
families
and
protein
domains. Overall, our sequencing efforts greatly extended
the known A. pompejana transcriptome and proteome. many novel full-length and partial sequences (Figure 1B
and Table 1), and also extended the length of already
known partial proteins. We then compared the A. pompejana predicted proteins
in the MPI + JGI + Genoscope dataset to those already
available in the JGI + Genoscope dataset. We found 13,301
sequences (>100 aa) in the MPI + JGI + Genoscope dataset
with no identical BLAST hit (fraction identical <90%) to
the JGI + Genoscope dataset. We then performed BLASTP
searches with these sequences in the predicted proteome
of the annelid Capitella teleta, the closest relatives of A. pompejana with complete genome information (phylogen-
etic tree in Additional file 7). We found that 3,897 C. teleta
sequences had one or more significant hits (e-value 1e-5)
among the novel A. pompejana proteins. These represent
newly identified, conserved A. pompejana proteins. In addition, our data also extended the length of many
truncated protein sequences in the JGI + Genoscope dataset. In a BLASTP comparison of the predicted protein datasets,
2,776 query sequences from the MPI + JGI + Genoscope
dataset were at least 40 amino acids longer than their corre-
sponding fragments in the JGI + Genoscope dataset. Next, we annotated the combined predicted A. pompe-
jana proteome using BLASTP (Additional file 8). We
defined the sequences based on their first hit in the
SwissProt database, and further annotated them with the
first hit in the C. teleta, human, Danio rerio and Drosophila
melanogaster proteomes. Annotation of predicted A. pompejana proteins We also identified 775 sequences
with no BLASTP hit in 26 eukaryotic genomes (including
18 animals) but significant hits in prokaryotes (in the
UniRef90 database). These were annotated as potential
contaminants or genes that originated by recent lateral
gene transfer. A future A. pompejana genome sequencing
project could distinguish between these two possibilities. th start and stop codon), partial (with stop codon), and total number of predicted protein sequences in the three datasets clustered at
tity. Generation of an orthologous set of protein sequences Generation of an orthologous set of protein sequences
As a prerequisite for a thorough assessment of the thermo-
adaptation of the A. pompejana proteome we generated a
large set of orthologous protein sequences from A. pompe-
jana and nine other eukaryotic species. Importantly, our
orthologous set also included three other lophotrochozoan
species, the annelids C. teleta and Helobdella robusta and
the mollusk Lottia gigantea. To be able to identify general
features
of
thermoadaptation
in
eukaryotes,
we
also
included the thermotolerant fungus, Chaetomium thermo-
philum, and a mesophilic yeast, Saccharomyces cerevisiae in
the orthologous set. In order to estimate the completion of the A. pompe-
jana datasets, we performed extensive BLASTP searches
in the proteome of 15 animal and 8 additional eukaryotic
species. We used C. teleta protein sequences as query
and performed BLASTP searches in the 23 eukaryotic The orthologous set was generated using an all-against-
all BLASTP search and the reciprocal best-hit approach, Table 1 Size of A. pompejana protein datasets Table 1 Size of A. pompejana protein datasets
Dataset
% identity
#full-length
#partial with stop
#total
MPI (New data)
100
6 272
15 886
28 169
98
5 778
14 893
26 992
90
5 667
14 502
26 433
JGI + Genoscope (Existing data)
100
6 233
15 539
23 962
98
5 360
13 365
19 890
90
5 008
12 341
18 155
MPI + JGI + Genoscope (Combined data)
100
10 778
26 068
42 665
98
9 359
23 131
38 185
90
8 722
21 288
35 235
Number of full-length (with start and stop codon), partial (with stop codon), and total number of predicted protein sequences in the three datasets clustered at
100%, 98% and 90% identity. Table 1 Size of A. pompejana protein datasets Number of full-length (with start and stop codon), partial (with stop codon), and total number of predicted protein sequences in the three datasets clustered at
100%, 98% and 90% identity. Page 5 of 16 Page 5 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Table 2 Estimated completion of the A. pompejana proteome Table 2 Estimated completion of the A. pompejana proteome
C. teleta
A. Sequence based thermostability ranking Protein sequence composition of thermophilic prokaryotes
differs significantly from mesophilic protein sequences. The
general trend of an increased number of charged residues
and a decreased number of polar residues was reported sev-
eral times [16,17,22]. We next performed sequence-based thermostability
ranking calculations using a variety of other computa-
tional methods. All measures were used to rank the
whole orthologous set of 457 proteins. We found that
THERMORANK [20], “Tm Predictor” [21], the IVY-
WREL measure [19] and the (E + K)/(Q + H) ratio [23],
all failed to rank A. pompejana or C. thermophilum as
the most thermostable species (Figure 3A-D). In the
THERMORANK analysis, for example, A. pompejana ranks
behind H. robusta and L. gigantea, also highlighting the im-
portance of broad taxon-sampling when performing these
comparisons. Additionally,
the
length
of
the
protein
sequences in the trimmed multiple alignments (an indica-
tion of the length of surface loops) [24] did not identify A. pompejana proteins as thermostable, and ranked the two
fungi as the species with the most compact proteins It was previously reported that A. pompejana proteins
were enriched in charged amino acids [5]. This was inter-
preted as a sign for enhanced thermostability. Our set of
orthologous sequences only partly supports this observa-
tion. Compared to the protein sequences from Drosophila
melanogaster, Danio rerio and Homo sapiens, A. pompe-
jana is strongly enriched in Lys, and slightly enriched in
Asp, but not in Glu or Arg. However, the enrichment in
Lys and Asp is shared with H. robusta and L. gigantea, two
other lophotrochozoan species that do not live at high
temperatures. These two species also have fewer Ala than
A. pompejana, a sequence feature that has previously been
proposed to be associated with thermostability [20]. Figure 2 Amino acid compositions in the orthologous protein datasets of the analysed species. Percent of amino acid content calculated
from the orthologous set of 457 protein sequences in the 10 species: Alvinella pompejana (Apo), Capitella teleta (Cap), Helobdella robusta (Hel),
Lottia gigantea (Lot), Homo sapiens (Hum), Drosophila melanogaster (Dro), Danio rerio (Dan), Caenorhabditis elegans (Cae), Saccharomyces cerevisiae
(Sac), Chaetomium thermophilum (Cha). Figure 2 Amino acid compositions in the orthologous protein datasets of the analysed species. Generation of an orthologous set of protein sequences pompejana
JGI +
Genoscope
(Existing data)
MPI
(New data)
MPI + JGI +
Genoscope
(Combined data)
JGI + Genoscope
full length
(Existing data)
MPI full
length
(New data)
MPI + JGI + Genoscope
full length
(Combined data)
Hits to all 14
animals
1164
(100%)
932 (80%)
1017 (87%)
1074 (92%)
639 (55%)
708 (61%)
859 (74%)
Hits to all 22
eukaryotes
3958
(100%)
3862 (98%)
3849 (97%)
3922 (99%)
3036 (77%)
3179 (80%)
3454 (87%)
Number of BLAST hits in the different A. pompejana datasets using two subsets of the Capitella proteome: sequences that only give hits in all of the 14 animals
included, but not outside metazoa (hits to all 14 animals only), and sequences that have hits in all 14 animals included and 8 other non-metazoan eukaryotes. Total number of hits is given as well as the percentage of a hit relative to the total number of Capitella queries (100%). Number of BLAST hits in the different A. pompejana datasets using two subsets of the Capitella proteome: sequences that only give hits in all of the 14 animals
included, but not outside metazoa (hits to all 14 animals only), and sequences that have hits in all 14 animals included and 8 other non-metazoan eukaryotes. Total number of hits is given as well as the percentage of a hit relative to the total number of Capitella queries (100%). and contained 457 members (Additional file 9). We used
this dataset to search for signals of thermoadaptation
using a broad range of sequence-based methods that have
been proposed in the thermostability literature. The fungus C. thermophilum is strongly enriched in Ala,
Gly, Pro, and Arg. This reflects the high GC-content of this
species (see below). However, the enrichment in Arg is
compensated by a reduction in Lys content, resulting in no
global enrichment in charged residues in C. thermophilum. We conclude that the number of charged residues alone
does not distinguish A. pompejana and C. thermophilum
from mesophilic species (Figure 2). Sequence based thermostability ranking Percent of amino acid content calculated
from the orthologous set of 457 protein sequences in the 10 species: Alvinella pompejana (Apo), Capitella teleta (Cap), Helobdella robusta (Hel),
Lottia gigantea (Lot), Homo sapiens (Hum), Drosophila melanogaster (Dro), Danio rerio (Dan), Caenorhabditis elegans (Cae), Saccharomyces cerevisiae
(Sac), Chaetomium thermophilum (Cha). Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Page 6 of 16 Lot
Alv
Sac
Cap
Dan
Cae
Dro
Cha
Hel
Alv
Cha
Alv
Cha
Alv
Cha
Alv
Cha
Alv
Cha
Alv
Cha
Alv
Cha
Alv
A
B
C
D
E
F
G
H
0
100
200
300
400
0
Number of Sequences
Cumulative ranks
Intrinsic disorder
Cha
I
Figure 3 Cumulative ranking of the orthologous protein set from the analyzed species based on various thermostability measures. (A-E) Cumulative ranks for the orthologus set based on (A) THERMORANK, (B) IVYWREL, (C) Tm-index, (D) (E + K)/(Q + H), (E) length of trimmed
sequence in alignment. (F) Average hydrophobicity versus charged residue content for the orthologous set. (G-I) Cumulative ranks for the
orthologus set based on (G) Serine content, (H) CvP-bias, and (I) intrinsic disorder (IUPred score [25]). The species are as in Figure 2. Alv
Cha
A Alv
Cha
C Alv
Cha
B C A B Alv
Cha
D D F E Alv
Cha
E Lot
Alv
Sac
Cap
Dan
Cae
Dro
Cha
Hel
F G Alv
Cha
G I Alv
Cha
H I Alv
0
100
200
300
400
0
Number of Sequences
Cumulative ranks
Intrinsic disorder
Cha
I H Intrinsic disorder Intrinsic disorder Figure 3 Cumulative ranking of the orthologous protein set from the analyzed species based on various thermostability measures. (A-E) Cumulative ranks for the orthologus set based on (A) THERMORANK, (B) IVYWREL, (C) Tm-index, (D) (E + K)/(Q + H), (E) length of trimmed
sequence in alignment. (F) Average hydrophobicity versus charged residue content for the orthologous set. (G-I) Cumulative ranks for the
orthologus set based on (G) Serine content, (H) CvP-bias, and (I) intrinsic disorder (IUPred score [25]). The species are as in Figure 2. (Figure 3E). The average hydrophobicity versus charged
residues, a measure that showed A. pompejana as an outlier
[5], clustered A. pompejana with mesophilic L. gigantea
(Figure 3F). A reduction in intrinsic protein disorder may
also correlate with thermoadaptation. However, when we
performed protein disorder predictions [25] on the ortholo-
gous set, A. pompejana ranked as average. C. Close correlation of the CvP value with experimentally
determined thermal stabilities Out of all the sequence-based thermostability measures
used, only the CvP-bias ranked both A. pompejana and
C. thermophilum highest. To test how well this measure
correlates with thermal stability, we calculated the CvP-
bias for proteins with experimentally determined protein
stabilities (Table 4). Despite limited sample size, the
CvP-bias values correlated well with experimentally
determined stabilities for A. pompejana Pol η [11],
collagen [9,10] and U2AF65 [13], and for C. thermophi-
lum Nup170, Nup192 [8], and xylanase [30], when com-
pared to mesophilic proteins. We also calculated the GC-content for the nucleotide
sequences corresponding to the protein sequences in
our trimmed orthologous set (Table 3). We found that C. thermophilum had the highest GC-content, A. pompejana
had a GC-content below the average of the dataset, and L. gigantea, H. robusta and S. cerevisiae had the lowest GC-
content values. We plotted the ratio of GC-rich codons
(GARP residues) against the ratio of AT-rich codons
(FYMINK residues; Figure 5A) [29] across the ortologous
set and found a very strong correlation, indicating that
GC-content strongly influences amino acid composition. We also tested how individual amino acids are influenced
by GC-content and found that the frequency of GARP
residues as well as of Trp, Ile and Lys correlates with GC-
content (Additional file 10). The thermostability measures
we applied, however, do not correlate with GC-content To further test the reliability of the CvP-bias measure,
we searched for A. pompejana proteins with the lowest
CvP-bias ranking among metazoans. We identified 26
proteins where A. pompejana ranked lowest, including
the exosome component Rrp4. We expressed and puri-
fied recombinant Rrp4 proteins from A. pompejana, False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Dataset 1
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
IVYWREL
0.991
Tm-index
0.754
(E+K)/(Q+H)
0.966
CvP
0.996
Serine (neg.)
0.925
THERMORANK
0.961
IUPred (short, neg.) 0.933
Thermus vs. Sequence based thermostability ranking thermophilum
ranked highest (Figure 3I), probably due to the high content
of Pro, Ala, Gly and Arg, residues that strongly contribute
to structural disorder [25]. We found only two thermostability measures that weakly
discriminated A. pompejana and C. thermophilum from the
other species. Low serine content [26] ranks A. pompejana
and C. thermophilum first and second in cumulative rank-
ings, although C. thermophilum receives very similar scores
to human (Figure 3G). The CvP-bias [17] was the only
measure that ranked A. pompejana and C. thermophilum
as the two most thermostable species (Figure 3H). (Figure 3E). The average hydrophobicity versus charged
residues, a measure that showed A. pompejana as an outlier
[5], clustered A. pompejana with mesophilic L. gigantea
(Figure 3F). A reduction in intrinsic protein disorder may
also correlate with thermoadaptation. However, when we
performed protein disorder predictions [25] on the ortholo-
gous set, A. pompejana ranked as average. C. thermophilum
ranked highest (Figure 3I), probably due to the high content
of Pro, Ala, Gly and Arg, residues that strongly contribute
to structural disorder [25]. (Figure 3E). The average hydrophobicity versus charged
residues, a measure that showed A. pompejana as an outlier
[5], clustered A. pompejana with mesophilic L. gigantea
(Figure 3F). A reduction in intrinsic protein disorder may
also correlate with thermoadaptation. However, when we
performed protein disorder predictions [25] on the ortholo-
gous set, A. pompejana ranked as average. C. thermophilum
ranked highest (Figure 3I), probably due to the high content
of Pro, Ala, Gly and Arg, residues that strongly contribute
to structural disorder [25]. We validated all the measures used on prokaryotic
thermophile-mesophile test datasets. All measures robustly Page 7 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 (Figure 5B-F), indicating that the observed ranking is not
influenced by GC-content. discriminated a self-compiled Thermus thermophilus
(a thermophilic bacterium) vs. Deinococcus radiodurans
(an extremophilic but not thermophilic bacterium) data-
set. Other published datasets were also tested, and most
measures distinguished thermophiles from mesophiles
[20,27,28] (Figure 4). Close correlation of the CvP value with experimentally
determined thermal stabilities Deinococcus
Dataset 3
Dataset 4
A
B
C
D
E
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
IVYWREL
ex
(E+K)/(Q+H)
CvP
Ser
r
THERMORANK
Dataset 2
IVYWREL
0.898
Tm-index
0.605
(E+K)/(Q+H)
0.965
CvP
0.925
Serine (neg.)
0.728
THERMORANK
0.984
IUPred (short, neg.) 0.593
IVYWREL
0.860
Tm-index
0.566
(E+K)/(Q+H)
0.728
CvP
0.880
Serine (neg.)
0.777
THERMORANK
0.731
IUPred (short, neg.) 0.650
IVYWREL
0.956
Tm-index
0.579
(E+K)/(Q+H)
0.945
CvP
0.959
Serine (neg.)
0.776
THERMORANK
0.959
IUPred (short, neg.) 0.758
IVYWREL
0.909
Tm-index
0.533
(E+K)/(Q+H)
0.649
CvP
0.890
Serine (neg.)
0.894
THERMORANK
0.504
IUPred (short, neg.) 0.588
Figure 4 Thermostability measures in prokaryotic thermophile-mesophile ortologous protein datasets. (A-E) Receiver operating characteristic
(ROC) curves for (hyper-)thermophile-mesophile homologous protein pairs from (A) one self-compiled dataset (Thermus thermophilus vs. Deinococcus
radiodurans) and (B-E) four published datasets were tested with the different thermostability measures to discriminate thermophiles from mesophiles. Dataset 1 (B) is from ref. [20], dataset 2 (C) is from ref. [27], dataset 3 and 4 (D, E) are from ref. [28] (containing hyperthermophiles versus mesophiles
and thermophiles versus mesophiles respectively). True positive rate
0.0
0.0
0.2
0.4
0.6
0.8
1.0
Dataset 1
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
IVYWREL
0.991
Tm-index
0.754
(E+K)/(Q+H)
0.966
CvP
0.996
Serine (neg.)
0.925
THERMORANK
0.961
IUPred (short, neg.) 0.933
Thermus vs. Deinococcus
A
B
C
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
IVYWREL
0.898
Tm-index
0.605
(E+K)/(Q+H)
0.965
CvP
0.925
Serine (neg.)
0.728
THERMORANK
0.984
IUPred (short, neg.) 0.593 False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
C
Dataset 2
IVYWREL
0.860
Tm-index
0.566
(E+K)/(Q+H)
0.728
CvP
0.880
Serine (neg.)
0.777
THERMORANK
0.731
IUPred (short, neg.) 0.650 IVYWREL
0.991
Tm-index
0.754
(E+K)/(Q+H)
0.966
CvP
0.996
Serine (neg.)
0.925
THERMORANK
0.961
IUPred (short, neg.) 0.933
Thermus vs. -content (total and at different codon positions) in the orthologous set and GC-content enrichment, relative to the mean of each speci
ch position. l and at different codon positions) in the orthologous set and GC-content enrichment, relative to the mean of each species studied at Close correlation of the CvP value with experimentally
determined thermal stabilities Deinococcus
A
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0 Dataset 1
False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
B
IVYWREL
0.898
Tm-index
0.605
(E+K)/(Q+H)
0.965
CvP
0.925
Serine (neg.)
0.728
THERMORANK
0.984
IUPred (short, neg.) 0.593 A B C D E False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Dataset 3
D
IVYWREL
0.956
Tm-index
0.579
(E+K)/(Q+H)
0.945
CvP
0.959
Serine (neg.)
0.776
THERMORANK
0.959
IUPred (short, neg.) 0.758 False positive rate
True positive rate
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Dataset 4
E
IVYWREL
0.909
Tm-index
0.533
(E+K)/(Q+H)
0.649
CvP
0.890
Serine (neg.)
0.894
THERMORANK
0.504
IUPred (short, neg.) 0.588 Figure 4 Thermostability measures in prokaryotic thermophile-mesophile ortologous protein datasets. (A-E) Receiver operating characteristic
(ROC) curves for (hyper-)thermophile-mesophile homologous protein pairs from (A) one self-compiled dataset (Thermus thermophilus vs. Deinococcus
radiodurans) and (B-E) four published datasets were tested with the different thermostability measures to discriminate thermophiles from mesophiles. Dataset 1 (B) is from ref. [20], dataset 2 (C) is from ref. [27], dataset 3 and 4 (D, E) are from ref. [28] (containing hyperthermophiles versus mesophiles
and thermophiles versus mesophiles respectively). Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Page 8 of 16 Table 3 GC-content of nucleotide sequences corresponding to the trimmed orthologous protein set
Species
GC (%)
GC enrichment relative to mean
GC total (%)
#1
#2
#3
#1
#2
#3
H. sapiens
56.23
38.06
54.67
1.05
1.02
1.09
49.65
S. cerevisiae
46.54
35.51
38.25
0.87
0.95
0.76
40.1
C. elegans
54.83
37.63
42.69
1.03
1.01
0.85
45.05
C. teleta
54.46
37.32
55.46
1.02
1
1.11
49.08
H. robusta
49.2
35.62
46.4
0.92
0.96
0.93
43.74
D. melanogaster
56.98
37.57
69.85
1.07
1.01
1.39
54.8
A. pompejana
52.2
36.42
41.08
0.98
0.98
0.82
43.23
C. thermophilum
59.75
41.02
70.83
1.12
1.1
1.41
57.2
D. rerio
55.62
37.68
57.52
1.04
1.01
1.15
50.27
L. Close correlation of the CvP value with experimentally
determined thermal stabilities gigantea
47.59
35.77
24.82
0.89
0.96
0.49
36.06
mean
53.34
37.26
50.16
46.919
GC-content (total and at different codon positions) in the orthologous set and GC-content enrichment, relative to the mean of each species studied at
each position Table 3 GC-content of nucleotide sequences corresponding to the trimmed orthologous protein set
Species
GC (%)
GC enrichment relative to mean
GC total (% t of nucleotide sequences corresponding to the trimmed orthologous protein set Table 3 GC-content of nucleotide sequences corresponding to the trimmed orthologous protein set Figure 5 Influence of GC-content on amino acid composition and thermostability measures. (A) Plot of the frequency of GC-rich codons
(GARP) against the frequency of AT-rich codons (FYMINK) in the species of the orthologous set. (B) Average IVYWREL, (C) (E + K)/(Q + H),
(D) average hydrophobicity, (E) CvP-bias, (F) and IUPred values plotted as a function of GC3-content (GC-content at the third codon position)
in the species of the orthologous set. The regression lines with 95% confidence intervals and correlation coefficients with p-values are shown. Figure 5 Influence of GC-content on amino acid composition and thermostability measures. (A) Plot of the frequency of GC-rich codons
(GARP) against the frequency of AT-rich codons (FYMINK) in the species of the orthologous set. (B) Average IVYWREL, (C) (E + K)/(Q + H),
(D) average hydrophobicity, (E) CvP-bias, (F) and IUPred values plotted as a function of GC3-content (GC-content at the third codon position)
in the species of the orthologous set. The regression lines with 95% confidence intervals and correlation coefficients with p-values are shown. Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Page 9 of 16 Table 4 Correlation of CvP-bias differences with experimentally determined Tm value differences for various
orthologous protein pairs
Protein
Thermophilic
(A. pompejana
or C. thermophilum)
Mesophilic
(human, S. cerevisiae
or T. reesei)
Difference
Rrp4 (A. pompejana vs. human)
CvP-bias
0.408
6.122
5.714
Tm
38°C
43.1°C
5.1
Pol η (A. pompejana vs. human)
CvP-bias
5.71
3.67
−2.04
Tm
49°C
43°C
−6
Collagen (A. pompejana vs. human)
CvP-bias
8.696
5.804
−2.892
Tm
45-46°C
38-42°C
−3 to −8
U2AF65 (A. pompejana vs. human)
CvP-bias
11.90
5.68
−6.22
Tm
47°C
43°C
−4
Nup170 (C. thermophilum vs. S. cerevisiae)
CvP-bias
−1.13
−4.86
−3.73
Tm
57°C
36°C
−21
Nup192 (C. thermophilum vs. S. cerevisiae)
CvP-bias
3.47
−3.33
−6.8
Tm
57°C
36°C
−21
Xylanase (C. thermophilum vs. Close correlation of the CvP value with experimentally
determined thermal stabilities Trichoderma reesei)
CvP-bias
−20.276
−22.523
−2.24
Tm
60°C
50°C
−10
Validation of CvP-bias with experimentally determined thermal stabilities for orthologous protein pairs from refs. [8,30]. Table 4 Correlation of CvP-bias differences with experimentally determined Tm value differences for various
orthologous protein pairs
h
h l
h l Table 4 Correlation of CvP-bias differences with experimentally determined Tm value differences for various
orthologous protein pairs CvP-bias differences with experimentally determined Tm value differences for various d thermal stabilities for orthologous protein pairs from refs. [8,30]. show such a trend. These results suggest that the CvP-
bias, in comparison to mesophilic orthologs, is a good
predictor of the thermal stability of eukaryotic proteins. human, and yeast and performed thermal denaturation
experiments. As predicted, we found that human Rrp4
was more thermoresistant than the A. pompejana pro-
tein (Figure 6A and Table 4). Close correlation of the CvP value with the body
temperatures of homeothermic vertebrates Overall, the difference in the thermal stability values
between the thermophilic and mesophilic orthologous
pairs and the difference in the CvP-bias showed a con-
sistent trend. The proteins that showed higher thermal
stability than their ortholog consistently showed a higher
CvP-bias (Figure 6B and Table 4). Three other measures
(Tm-Index, IVYWREL, and (E + K)/(Q + H)) did not The thermal stability experiments performed to date in-
dicate that A. pompejana proteins have approximately
4–8°C higher thermal denaturation values than their
mesophilic counterparts. Nevertheless the CvP-bias was
able to discriminate A. pompejana from mesophilic 0
10,000
20,000
30,000
40,000
50,000
60,000
70,000
20 25 30 35 40 45 50 55 60 65 70 75
Fluorescence Unit
Temperature°C
Tm
Apo
Spo
Hum
Sce
38°C
38.2°C
43.1°C
46.9°C
80
A
B
Figure 6 Experimental validation of the CvP-bias as a predictor of thermal stability. (A) Thermal denaturation curves for A. pompejana
(Apo), human (Hum), Saccharomyces cerevisiae (Sce) and Schisosaccharomyces pombe (Spo) recombinant Rrp4 proteins. (B) Correlation between
CvP-bias difference and Tm difference in orthologous protein pairs with experimentally determined Tm values from A. pompejana and
C. thermophilum. Shading indicates the areas where the values are expected, if the predictors work. Related to Table 4. B
or of thermal stability. (A) Thermal denaturation curves for A. pompejana
h
b (S
)
bi
t R
4
t i
(B) C
l ti
b t B 0
10,000
20,000
30,000
40,000
50,000
60,000
70,000
20 25 30 35 40 45 50 55 60 65 70 75
Fluorescence Unit
Temperature°C
Tm
Apo
Spo
Hum
Sce
38°C
38.2°C
43.1°C
46.9°C
80
A A B Temperature°C Figure 6 Experimental validation of the CvP-bias as a predictor of thermal stability. (A) Thermal denaturation curves for A. pompejana
(Apo), human (Hum), Saccharomyces cerevisiae (Sce) and Schisosaccharomyces pombe (Spo) recombinant Rrp4 proteins. (B) Correlation between
CvP-bias difference and Tm difference in orthologous protein pairs with experimentally determined Tm values from A. pompejana and
C. thermophilum. Shading indicates the areas where the values are expected, if the predictors work. Related to Table 4. Page 10 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 will clarify this. In our orthologous set the proportion of
Ala residues in A. pompejana is not higher than in most
metazoans. The thermophilic C. thermophilum is highly
enriched in Ala, but this is probably due to the high GC-
content of this species. Validation of CvP-bias with body temperatures of homeothermic vertebrates. The number of sequences as well as the mean values of the indicated measures are
shown for 10 vertebrate species. Pearson’s correlation coefficients of thermostability measures to body temperature are shown. Close correlation of the CvP value with the body
temperatures of homeothermic vertebrates animals, indicating that it is a sensitive measure of ther-
moadaptation. Different homeothermic vertebrates can
also show up to 5°C difference in body temperature, with
dolphins and whales having a body temperature of 36°C
and birds 41°C. To test whether the CvP-bias also corre-
lated with body temperatures among the homeothermic
vertebrates we analysed the mean CvP-bias of the pro-
teomes of 10 mammalian and bird species. We found a
significant correlation between body temperature of a
species and the mean CvP-bias of its proteins (Pearson’s
r = 0.71, p = 0.02). In contrast, the Tm-Index, IVYWREL,
and intrinsic disorder did not show significant correl-
ation (Table 5). Our approach compared A. pompejana to a broad se-
lection of taxa, including other annelids, as well as very
distantly related eukaryotes (fungi). This global compari-
son indicated that the CvP-bias may be a robust measure
of thermostability across eukaryotes. CvP-bias ranked both
A. pompejana and the thermophilic fungus C. thermophi-
lum with the highest score among 10 eukaryotic species. Importantly, these ranking results cannot be explained by
differences in GC-content, given that GC-content and
CvP-bias are not correlated. Discussion We also tested the CvP-bias against the limited bio-
chemical data available, and found a good correlation
between thermal stability and CvP-bias, when comparing
orthologous protein pairs. For a thorough validation or
for the development of other, more sensitive measures,
more biochemical and genomic data will be needed. Taking advantage of an extended sequence dataset, we
searched for global signals of thermoadaptation in the
proteome of the hydrothermal vent annelid A. pompejana. We used a broad phylogenetic framework, comparing
orthologous eukaryotic proteins across vast evolutionary
distances. For a detailed understanding of thermoadapta-
tion, one would ideally focus on several closely related
thermophilic and mesophilic species. However, there are
no similar large-scale sequence resources available from
other alvinellids, and such analyses are also confounded
by the uncertain evolutionary history of thermoadapta-
tion within the group. A recent analysis compared A. pompejana to a closely related mesophilic species, Para-
lvinella grasslei [29]. This study revealed a higher propor-
tion of Ala residues in A. pompejana than in P. grasslei. Given the possibility that P. grasslei may only recently
have become a mesophile, evolving from a thermophilic
common ancestor with A. pompejana, the direction of
change and the role of Ala in thermoadaptation in alvi-
nellids are unclear. Only an increased taxon sampling
and further analyses within and outside the alvinellids One surprising finding was that the CvP-bias could also
predict whether an A. pompejana protein would be less
thermostable than its human ortholog, as shown for Rrp4. This suggests that not all A. pompejana protein are ther-
moadapted. The thermoadaptation of a subset of proteins
with certain functions (e.g. collagen, a major component of
the cuticle), together with the up-regulation of heat-shock
proteins [5], may be sufficient to enable A. pompejana to
cope with higher temperatures. idation of CvP-bias with body temperatures of homeothermic vertebrates. The number of sequences as well as the mean values
own for 10 vertebrate species. Pearson’s correlation coefficients of thermostability measures to body temperature are shown. Alvinella pompejana samples Transcript sequences were translated with ESTScan
[33] and trimmed to the longest stop codon-free protein
fragment. If a 5’ stop-codon was present, the sequence
was scanned to the next methionine and that was con-
sidered as the protein start. Fragments shorter than 60
amino acids were discarded. The sequence assemblies
can be queried by BLAST at http://jekely-lab.tuebingen. mpg.de/blast/. Samples were collected from the hydrothermal vent
chimney sites Julie and Parigo at 13N°/EPR (East Pacific
Rise) during the cruises HOT 1996 and PHARE 2002 in
the Pacific Ocean using the telemanipulated arms of the
submersible Nautile and the ROV Victor. The samples
were brought back to the surface into an insulated bas-
ket and snap-frozen in liquid nitrogen and stored at
−80°C until RNA extraction. Amino acid composition of protein sequences and
measures derived from amino acid composition were
calculated with custom scripts in Python. The CvP bias
was calculated as (C - P)/length × 100, where C and P
represents the number of charged (EDKR) and polar
residues (STNQ) respectively. Conclusions Our deep-sequencing efforts greatly enhance the existing
transcriptome data for A. pompejana, nearly doubling the
number of full-length cDNAs. This extended resource will
be valuable for further comparative genomic studies of Table 5 Correlation of CvP-bias with the body temperature of homeothermic vertebrates
Species
Number of sequences
CvP-bias
Tm-Index
IUPred
IVYWRE ble 5 Correlation of CvP-bias with the body temperature of homeothermic vertebrates Table 5 Correlation of CvP-bias with the body temperature of homeothermic vertebrates
Species
Number of sequences
CvP-bias
Tm-Index
IUPred
IVYWREL
Body temperature °C
HUMAN
50 006
0.93
0.9
0.31
36.87
37°C
MOUSE
36 368
0.97
0.93
0.29
37.16
37°C
TURTR (bottle-nosed dolphin)
307
0.99
0.79
0.28
38.8
36.8°C
RAT
30 926
1.02
0.97
0.28
37.17
37°C
BOVIN
23 358
1.34
0.96
0.27
37.6
37°C
CHICK
19 671
1.42
0.94
0.28
37.3
41°C
CANFA (dog)
24 002
1.43
0.96
0.28
37.5
37°C
PIG
24 692
1.61
0.98
0.28
37.43
37°C
MELGA (turkey)
15 899
1.72
0.94
0.27
37.66
41°C
TAEGU (zebra finch)
16 717
2.32
0.97
0.27
37.72
41°C
Pearson’s r
0.71
0.23
−0.44
0.02
Validation of CvP-bias with body temperatures of homeothermic vertebrates. The number of sequences as well as the mean values of the indicated measures are
shown for 10 vertebrate species Pearson’s correlation coefficients of thermostability measures to body temperature are shown Page 11 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 sequences, and passed to the CAP3 assembler with de-
fault parameters [32]. To assess the amount of newly
obtained transcripts from our own sequencing effort,
our sequencing data and the JGI + Genoscope ESTs
(218,458) were also assembled separately with CAP3. Contigs and singletons were joined for each assembly to
compose the final set of transcript sequences. metazoans and extremophiles. The correlation of the CvP-
bias with thermal stability may be used to identify the
most thermoadapted proteins from A. pompejana and
other thermophilic eukaryotes, potentially facilitating pro-
tein structure determination studies. A. pompejana transcriptome sequencing, assembly
and analysis For the sequencing of the A. pompejana transcriptome we
used a combination of techniques. We generated a custom,
normalized, full-length cDNA library (with m7Gppp affinity
purification to limit bacterial RNA contamination; Invitro-
gen), cloned into the pENTR222.1 vector from two adult
worms. After plating, we sequenced 10,063 randomly
picked clones using the Sanger technology (ABI 3730) and
the M13-FP primer. The programs Phred and Cross-match
were used for base calling and vector trimming. For the multi-species BLAST comparisons Capitella tel-
eta, Helobdella robusta, Lottia gigantea, and Daphnia
pulex protein sequences were downloaded from JGI
(http://www.jgi.doe.gov/, Filtered Models). Protein se-
quences for Caenorhabditis elegans, Drosophila melanoga-
ster, Anopheles gambiae, Strongylocentrotus purpuratus,
Branchiostoma floridae, Ciona intestinalis, Danio rerio,
Gallus gallus, Homo sapiens, Hydra magnipapillata,
Nematostella vectensis, Trichoplax adhaerens, Monosiga
brevicollis, Neurospora crassa, Schizosaccharomyces pombe,
Dictyostelium discoideum, Naegleria gruberi, Chlamydomo-
nas reinhardtii, Paramecium tetraurelia, and Arabidopsis
thaliana were downloaded from the NCBI RefSeq database
(http://www.ncbi.nlm.nih.gov/RefSeq/). We also performed 454 sequencing (GS FLX, Roche/454)
on the PCR-amplified cDNA library, following concaten-
ation and fragmentation. After adaptor trimming (pDONR),
quality (0.05), and length filtering (50 bp cutoff) with the
software package CLC Genomics Workbench 4.5.1, we
obtained 2,717,445 reads of an average length of 220 bp. For Illumina sequencing we used total RNA isolated
from a third animal, a frozen A. pompejana male using
the RNaesy Kit (Qiagen), following the breaking up of
the tissue (pieces of 20–30 mg). We performed paired-
end sequencing following reverse transcription of total
RNA using the Smart cDNA Construction Kit (Clontech),
m7cap-primed second strand synthesis, co-ligation and
nebulization of cDNA, gel fractionation (approximately
350 bp) and adapter ligation. Samples were run on a
HiSeq 2000 sequencer obtaining 91,670,518 paired reads. After adaptor trimming (pDONR222, Illumina PCR Pri-
mer, Illumina Paired End PCR Primer 2.0), quality (0.05)
and length (30 bp cutoff) filtering, using the CLC Genom-
ics Workbench 4.5.1, we obtained 87,799,426 high-quality
reads of an average length of 76 bp. Thermorank analysis Thermorank analysis
For local usage, the THERMORANK tool was re-
implemented according to ref. [20], using the Python
programming language. Tripeptide residue accessible
surface area values were used as described in ref. [38]. The 8 protein sequences in each orthologous set were
ranked and the cumulative rank sums over the 457 sets
calculated to assess the overall trend of ranking. Ranking
calculations for all measures were performed using the R
software environment (http://www.r-project.org/). I recommend the following points to the attention of the
authors: At the first sight, the title and abstract does not make
it clear whether or not the CvP index is defined here, or
is it already known. I suggest to clarify this, for instance
by adding a restrictive adjective, something like “…iden-
tifies the CvP-bias as a (reliable, robust) measure of
eukaryotic thermostability”. CvP-bias was described in
several articles including PMID: 16494505. Since CvP-
bias is part of the main message, these papers could be
cited in the introduction. Cloning, expression and purification of A. pompejana
proteins A. pompejana Rrp4 was cloned and expressed as a His-
tagged fusion together with Rrp4 orthologues from Schiso-
saccharomyces pombe, Homo sapiens and Saccharomyces
cerevisiae. DNA was transformed in BL21Gold pLysS
(Stratagene), grown overnight at 18°C and induced with
0.5 mM IPTG. Cells were resuspended and lysed by sonic-
ation in a buffer containing Tris pH 7.5, 500 mM NaCl, 20
mM Imidazole, 5 mM beta-mercaptoethanol and 10% gly-
cerol. All proteins were purified using affinity chromatog-
raphy on Talon resin (Clontech) (elution with 250 mM
imidazole), followed by size exclusion chromatography on
a GF200 column. We have now changed the title to “..identifies the CvP-
bias as a robust measure…”. We also changed one sen-
tence in the abstract to clearly state that we looked at
already known measures “We then performed an exten-
sive survey of previously established prokaryotic thermo-
adaptation measures” We also included a reference to
PMID: 16494505 (ref. 18). Reviewers’ comments Reviewers’ comments Thermophile-mesophile benchmark datasets Thermophile-mesophile benchmark datasets
Protein sequences for Thermus thermophilus and Deinococ-
cus radiodurans were downloaded from UniProtKB by fil-
tering on taxonomy ids 262724 and 1299. The Li et al. [20]
dataset (Dataset 1, THERMORANK) was downloaded from
http://www.abl.ku.edu/thermorank/suppl.html. The Monta-
nucci et al. [27] dataset (Dataset 2) was downloaded from
http://lipid.biocomp.unibo.it/~ludovica/thermo-meso-
MUT/ and only the first pair was considered from each
cluster. The Taylor and Vaisman datasets (Datasets 3 and 4)
were obtained from the supplementary material of ref. [28]. The authors present transcriptome sequencing studies
on the Alvinella pompejana worm that lives in high
temperature environments. A. pompejana is an attractive
eukaryotic model organism both for studying thermoa-
daptation and also because thermophylic proteins hold
promise for structural studies. The paper presents a sig-
nificant advance in the sequencing of this organism, a
large number of potential ORFs were discovered which
warrants publication in itself. The manuscript also pre-
sents a variety of data coming from and evaluated by
different techniques. The authors also conducted bio-
physical tests that showed that not all A. pompejana
proteins are thermotolerant, indicating that the thermo-
tolerance of this species may not be as outstanding as
previously thought. Orthologous sets
d
l
d d We downloaded the Swissprot and TrEMBL sequences
for Homo sapiens, Drosophila melanogaster, Caenorhabdi-
tis elegans, Danio rerio, and Saccharomyces cerevisiae from
UniprotKB. For Capitella teleta, Helobdella robusta and
Lottia gigantea protein sequences were downloaded from
JGI (http://www.jgi.doe.gov/, Filtered Models). The pre-
dicted Chaetomium thermophilum proteins were down-
loaded from http://ct.bork.embl.de. Each proteome was
clustered by 98% sequence identity and arbitrary length
difference, using CD-HIT [34]. A total of 45 pairwise
BLASTP searches were performed, best hits that were
consistent in all searches were considered as an ortholo-
gous set, yielding 457 sets. For each orthologous set, a
multiple sequence alignment was created using MUSCLE
[35]. Because many of the protein sequences were not full
length, the alignments were trimmed from both ends to
the first column without a gap symbol, so that each All quality trimmed and vector screened 454 and Illu-
mina reads were assembled using Velvet version 1.1. and
Oases [31]. The k-mer length used was 25. The resulting
contigs and singletons were joined with all published A. pompejana ESTs from NCBI dbEST, and with our EST Page 12 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 nm, respectively. To obtain the temperature midpoint for
the protein unfolding transition (Tm), a Boltzmann model
was used to fit the fluorescence data [39]. protein is represented with the same fragment. The
sequences from the trimmed alignments were used for all
further analyses (Additional file 9). The tree, based on the
recently published phylogeny of annelids [36] and the con-
sensus animal phylogeny [37], in Additional file 7 repre-
sents the relationships of the species in the orthologous
set. Reviewer’s reports Reviewer 1: Sándor Pongor, International Centre for
Genetic Engineering and Biotechnology, Trieste, Italy Thermal shift assay A key point made by this study is that the earlier
analysis of Alvinella sequences might not have necessarily
identified the actual basis for thermostability of proteins in
this organism. In particular, the reported features are
shared with mesophilic lophotrochozoans, suggesting that
they might not be genuine discriminants of thermophily. In this regard, the extended proteome generated from se-
quence data obtained by the authors is a useful resource. Further, the study shows that the metrics for thermophily
that were found to be successful in discriminating pro-
karyotic thermophily cannot be uncritically applied to
eukaryotes. While the data is currently very limited, are there any pos-
sible explanations for the CvP being more successful as a
discriminant than other measures in eukaryotes? One possible explanation is that some of the other mea-
sures are over-fitted to a training dataset (e.g. the Tm-
Index uses dipeptide composition). The CvP-bias is a
simple measure with few parameters combining infor-
mation from two classes of amino acids, the changes of
which have previously been linked to thermoadaptation. CvP-bias also performs best on the prokaryotic datasets. A larger number of Alvinella and Chaetomium protein
structures and their comparison to mesophilic ortolo-
gues will help to clarify the role of charged and polar
residues in thermoadaptation. The authors might want to consider a few points: Reviewer 3: Anthony M. Poole, School of Biological
Sciences, University of Canterbury, Christchurch,
New Zealand While they used length of the trimmed sequence in the
alignment as a possible discriminant, it might be better to
directly measure intrinsic disorder or sequence entropy
and use them as potential discriminants. This is of interest
because in general eukaryotes have much great amount of
low complexity sequence in their proteins than prokar-
yotes (especially low complexity sequence enriched in
charge or polar residues or both). While other factors
affect the amount of low complexity in eukaryotes does
thermophily have a negative effect on it. Using transcriptomics data, this paper examines whether
there is a signal of thermoadaptation in proteins from the
thermotolerant annelid worm, Alvinella pompejana. As
well as significantly increasing the available sequence data
for this species, which is a worthy effort in itself, the
authors examine whether there is a compositional signa-
ture for thermoadaptation in proteins from this species
and from the thermotolerant yeast Chaetomium thermo-
philum. Thermal shift assay Even though the technical parts are well separated from
the main text of the paper, at times the manuscript is
still difficult to read, simply because many techniques
are used in the project. This could be helped by empha-
sizing the main messages clarifying the details. For in-
stance, ROC curves presented in Figure 4 could be
complemented by a tabular comparison of AUC values. The panels of Figure 4 are too tiny and crowded in my Solutions containing 5 μl of 2 mg/ml protein with 35x of
Sypro Orange (Invitrogen) and 45 μl of buffer screen were
added to the wells of a 96-well PCR plate (Eppendorf). The
plate was sealed and heated in a real-time PCR system
(Eppendorf) from 20°C to 80°C in increments of 0.2°C. Fluorescence changes were monitored simultaneously. The
wavelengths for excitation and emission were 470 and 550 Page 13 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Page 13 of 16 higher body temperatures (Gallus/Zebra Finch ~41 C). Would they show a higher rank in the CvP measure than
other species in the current figure? opinion. Also, more details in the Figure legends would
improve readability. We have included the AUC values in Figure 4 and give
more details in the figure legends. We thank the reviewer for this insightful comment. In-
deed, among the homeothermic metazoans temperature
differences can be quite large (36 to 41 C), and this could
be reflected in their proteomes. Although a full analysis
in homeothermic metazoans is beyond the scope of this
paper, we determined the average CvP values of the pro-
teomes of several homeothermic vertebrates and found a
strong correlation between body temperature and the
CvP values, as shown in Table 5. This question can be
addressed in more detail in the future when more bird
genomes and genomes from vertebrates with low body
temperature (e.g. dolphins, whales) become available. Reviwer 2: L. Aravind, National Center for Biotech-
nology Information, National Library of Medicine,
National Institutes 702 of Health, Bethesda, USA Since its discovery, A. pompejana has been of great
interest in regard to the question of how a metazoan
might tolerate environmental extremes such as those it
faces. Holder et al. use deep transcriptome sequence
combined with bioinformatics analysis to attempt to ex-
plain the unusual thermotolerance of Alvinella pompe-
jana. Competing interests
Th
h
h Competing interests
The authors have no competing interests. Thermal shift assay In contrast to a comparison of two prokaryote
species (here there is a large literature on thermotoler-
ant proteins), one a thermophile, and the other not, the
authors find only a relatively faint indication of thermo-
tolerance for these two eukaryotes. Of the nine ther-
mostability measures presented, only one discriminates
the two thermotolerant eukaryotes, whereas all were
sufficient for discriminating between Thermus thermo-
philus (thermophilic) and Deinococcus radiodurans
(dessication/radioresistant but not thermophilic). We have performed calculations of intrinsic protein dis-
order and included a new panel in Figure 3 showing the
results. Using this measure (IUPred), Chaetomium ranks
the highest. This is likely due to the high GC content of
this species. Alvinella ranks average, indicating that in-
trinsic disorder is not a general discriminator of thermo-
philic and mesophilic eukaryotes. Most homeothermic metazoans tend to maintain higher
body temperatures than the rest. In their analysis of CvP
Homo, a homeothermic metazoan is ranked next after
the thermophilic species. However, a species with a
much lower preferred temperature is also close. Is there
any significance to this? Would it be possible to use
some bird species in the comparison as they have much This result is interesting in that it indicates that ther-
moadaptation of A. pompejana (and C. thermophilum) Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Page 14 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Additional files Additional file 1: Transcriptome dataset 1 MPI transcriptome
dataset generated by the clustering of all new A. pompejana
sequence data in this study. The file was compressed with tar -jcvf
archive_name.tar.bz2 file_to_compress, use tar –jxvf to uncompress it. Contains 74762 sequences. Additional file 2: Transcriptome dataset 2 JGI + Genoscope
transcriptome dataset generated by the clustering of all publicly
available A. pompejana ESTs (as of Feb 2011). The file was
compressed with tar -jcvf archive_name.tar.bz2 file_to_compress, use tar
–jxvf to uncompress it. Contains 39155 sequences. In the case of the two eukaryotes, the degree to which
proteins
may
be
subject
to
high
temperature
is
debated, particularly for A. pompejana. It is a pity that
the authors did not include the thermotolerant red alga
Cyanidioschyzon merolae, which was isolated from hot
springs (45°C) for which there is also sequence data
(Matsuzaki et al. 2004 Nature 428:653). Including this
species would be fascinating from the point of view of
the general question of understanding thermoadapta-
tion at the protein level in eukaryotes, but is not likely
to change the primary conclusions drawn about A. pompejana. Additional file 3: Transcriptome dataset 3 MPI + JGI + Genoscope
transcriptome dataset generated by the clustering of all publicly
available A. pompejana ESTs (as of Feb 2011) and all new A. pompejana sequence data in this study. The file was split into two
and compressed with tar -jcvf archive_name.tar.bz2 file_to_compress, use
tar –jxvf to uncompress it. Contains 97285 sequences. Additional file 3: Transcriptome dataset 3 MPI + JGI + Genoscope
transcriptome dataset generated by the clustering of all publicly
available A. pompejana ESTs (as of Feb 2011) and all new A. pompejana sequence data in this study. The file was split into two
and compressed with tar -jcvf archive_name.tar.bz2 file_to_compress, use
tar –jxvf to uncompress it. Contains 97285 sequences. Additional file 4: Predicted protein dataset 1 MPI predicted protein
dataset generated by ORF prediction on all new clustered A. pompejana sequence data in this study. Potential full-length protein
sequences are indicated as ‘closed = (1/1)’. The file was compressed with
tar -jcvf archive_name.tar.bz2 file_to_compress, use tar –jxvf to
uncompress it. Contains 29013 sequences. Additional file 5: Predicted protein dataset 2 JGI + Genoscope
predicted protein dataset generated by ORF prediction on the
clustered transcripts derived from all publicly available
A. pompejana ESTs (as of Feb 2011). Potential full-length protein
sequences are indicated as ‘closed (1/1)’. Additional files melano-
gaster, 41.80; S. cerevisiae, 46.39; C. elegans, 47.42; C. thermophilum, 49.24; A. pompejana, 52.89; H. sapiens,
60.63. Since we do not see a trend and Alvinella and
Chaetomium rank average, we did not include this ana-
lysis in the paper. Given that the signal for proteins is so subtle, it would
be interesting to look at non-coding RNAs - I suspect
at least some will be present in the raw read data. This
could be worthwhile in that GC-content of rRNA cor-
relates with optimal growth temperature, whereas the
GC content of genomic DNA, protein-coding genes or
3rd codon position of such genes does not (Hurst &
Merchant 2001 Proc Roy Soc Lond B 268:493). If the
signal in proteins is weak, as the present authors show,
perhaps an analysis of RNA can help shed light on
whether there is a molecular signature of thermoadap-
tation. This would be helpful in establishing whether
the subtle difference observed here is an indicator that,
of the various attributes that contribute to thermoa-
daptation, CvP is the most sensitive, and thus the first
to show a signal under moderate thermoadaptation. ll
h
’
h
l
k d Additional file 7: Phylogenetic tree of the 10 species used in the
orthologous set. The tree is based on the recently published phylogeny
of annelids [36] and the consensus animal phylogeny [37]. Additional file 7: Phylogenetic tree of the 10 species used in the
orthologous set. The tree is based on the recently published phylogeny
of annelids [36] and the consensus animal phylogeny [37]. Additional file 8: Annotated predicted A. pompejana proteins
42665 predicted A. pompejana protein sequences, defined by their
first BLASTP hit in the SwissProt database and annotated with the
first BLASTP hits in the Capitella teleta, Homo sapiens, Danio rerio
and Drosophila melanogaster proteomes. The file was compressed
with tar -jcvf archive_name.tar.bz2 file_to_compress, use tar –jxvf to
uncompress it. Contains 42665 sequences. Additional file 9: Orthologous set. Trimmed multiple sequence
alignments of the orthologous set of 457 proteins from the 10 species
used in the study. Additional file 10: Frequency of individual amino acids as a
function of GC-content. The frequency of amino acids is plotted as a
function of GC3-content (GC-content at the third codon position) in the Additional file 10: Frequency of individual amino acids as a
function of GC-content. Additional files is not reflected in strong changes in the composition of
individual proteins themselves. Of the nine measures
employed here (Figures 2 & 3), only one (CvP) suggests
a signature of thermoadapation in the two thermotoler-
ant eukaryote species. It is worth pointing out that the
two bacterial cases examined show much greater differ-
ences in their optimal growth temperature, whereas, as
discussed in the text, this may not be particularly high
for A. pompejana. is not reflected in strong changes in the composition of
individual proteins themselves. Of the nine measures
employed here (Figures 2 & 3), only one (CvP) suggests
a signature of thermoadapation in the two thermotoler-
ant eukaryote species. It is worth pointing out that the
two bacterial cases examined show much greater differ-
ences in their optimal growth temperature, whereas, as
discussed in the text, this may not be particularly high
for A. pompejana. Additional file 1: Transcriptome dataset 1 MPI transcriptome
dataset generated by the clustering of all new A. pompejana
sequence data in this study. The file was compressed with tar -jcvf
archive_name.tar.bz2 file_to_compress, use tar –jxvf to uncompress it. Contains 74762 sequences. Additional file 2: Transcriptome dataset 2 JGI + Genoscope
transcriptome dataset generated by the clustering of all publicly
available A. pompejana ESTs (as of Feb 2011). The file was
compressed with tar -jcvf archive_name.tar.bz2 file_to_compress, use tar
–jxvf to uncompress it. Contains 39155 sequences. Additional file 3: Transcriptome dataset 3 MPI + JGI + Genoscope
transcriptome dataset generated by the clustering of all publicly
available A. pompejana ESTs (as of Feb 2011) and all new A. pompejana sequence data in this study. The file was split into two
and compressed with tar -jcvf archive_name.tar.bz2 file_to_compress, use
tar –jxvf to uncompress it. Contains 97285 sequences. Additional file 4: Predicted protein dataset 1 MPI predicted protein
dataset generated by ORF prediction on all new clustered A. pompejana sequence data in this study. Potential full-length protein
sequences are indicated as ‘closed = (1/1)’. The file was compressed with
tar -jcvf archive_name.tar.bz2 file_to_compress, use tar –jxvf to
uncompress it. Contains 29013 sequences. Additional file 1: Transcriptome dataset 1 MPI transcriptome
dataset generated by the clustering of all new A. pompejana
sequence data in this study. The file was compressed with tar -jcvf
archive_name.tar.bz2 file_to_compress, use tar –jxvf to uncompress it. Contains 74762 sequences. Additional files The frequency of amino acids is plotted as a
function of GC3-content (GC-content at the third codon position) in the
species of the orthologous set. The regression lines with 90% confidence
intervals are shown. Additional file 10: Frequency of individual amino acids as a
function of GC-content. The frequency of amino acids is plotted as a
function of GC3-content (GC-content at the third codon position) in the
species of the orthologous set. The regression lines with 90% confidence
intervals are shown. Following the reviewer’s suggestion we have looked at
28S rRNA and obtained GC-content from the trimmed
alignment (1200 nucleotides) for six species: D. melano-
gaster, 41.80; S. cerevisiae, 46.39; C. elegans, 47.42; C. thermophilum, 49.24; A. pompejana, 52.89; H. sapiens,
60.63. Since we do not see a trend and Alvinella and
Chaetomium rank average, we did not include this ana-
lysis in the paper. Additional files The file was compressed with
tar -jcvf archive_name.tar.bz2 file_to_compress, use tar –jxvf to
uncompress it. Contains 36328 sequences. Additional file 5: Predicted protein dataset 2 JGI + Genoscope
predicted protein dataset generated by ORF prediction on the
clustered transcripts derived from all publicly available
A. pompejana ESTs (as of Feb 2011). Potential full-length protein
sequences are indicated as ‘closed (1/1)’. The file was compressed with
tar -jcvf archive_name.tar.bz2 file_to_compress, use tar –jxvf to
uncompress it. Contains 36328 sequences. We thank the reviewer for this suggestion. We had a
look at the Cyanidioschyzon merolae proteome, but
could only identify 16 proteins that give reciprocal best
blast hits to our orthologous set. Given that this red alga
is phylogenetically very far from yeasts + metazoans, we
could not include it in the comparisons. However, it
would certainly be worth comparing Cyanidioschyzon
merolae to mesophilic red algae in the future, once
more sequence data will become available. Additional file 6: Predicted protein dataset 3 MPI + JGI +
Genoscope predicted protein dataset generated by ORF prediction
on the clustered transcripts derived from all publicly available A. pompejana ESTs (as of April 2011) and all new A. pompejana
sequence data in this study. Potential full-length protein sequences are
indicated as ‘closed = (1/1)’. The file was compressed with tar -jcvf
archive_name.tar.bz2 file_to_compress, use tar –jxvf to uncompress it. Contains 42665 sequences. q
Given that the signal for proteins is so subtle, it would
be interesting to look at non-coding RNAs - I suspect
at least some will be present in the raw read data. This
could be worthwhile in that GC-content of rRNA cor-
relates with optimal growth temperature, whereas the
GC content of genomic DNA, protein-coding genes or
3rd codon position of such genes does not (Hurst &
Merchant 2001 Proc Roy Soc Lond B 268:493). If the
signal in proteins is weak, as the present authors show,
perhaps an analysis of RNA can help shed light on
whether there is a molecular signature of thermoadap-
tation. This would be helpful in establishing whether
the subtle difference observed here is an indicator that,
of the various attributes that contribute to thermoa-
daptation, CvP is the most sensitive, and thus the first
to show a signal under moderate thermoadaptation. Following the reviewer’s suggestion we have looked at
28S rRNA and obtained GC-content from the trimmed
alignment (1200 nucleotides) for six species: D. References 1. Chevaldonne P, Fisher C, Childress J, Desbruyeres D, Jollivet D, Zal F, 1. Chevaldonne P, Fisher C, Childress J, Desbruyeres D, Jollivet D, Zal F,
Toulmond A: Thermotolerance and the ‘Pompeii worms’. Mar Ecol Prog
Ser 2000, 208:293–295. 23. Chakravarty S, Varadarajan R: Elucidation of factors responsible for
enhanced thermal stability of proteins: a structural genomics based
study. Biochemistry 2002, 41:8152–8161. %U http://www.ncbi.nlm.nih.gov/
pubmed/12069608. Toulmond A: Thermotolerance and the ‘Pompeii worms’. Mar Ecol Prog
Ser 2000, 208:293–295. 2. Gaill F, Hunt S: Tubes of deep-sea hydrothermal vent worms riftia-
pachyptila (Vestimentifera) and Alvinella-Pompejana (Annelida). Mar Ecol
Prog Ser 1986, 34:267–274. 24. Kumar S, Nussinov R: How do thermophilic proteins deal with heat? CMLS
2001, 58:1216–1233. %U http://www.ncbi.nlm.nih.gov/pubmed/11577980. 3. Cary SC, Shank T, Stein J: Worms bask in extreme temperatures. Nature
1998, 391:545–546. 25. Dosztányi Z, Csizmók V, Tompa P, Simon I: The pairwise energy content
estimated from amino acid composition discriminates between folded
and intrinsically unstructured proteins. J Mol Biol 2005, 347:827–839. 4. Girguis PR, Lee RW: Thermal preference and tolerance of alvinellids. Science (New York, NY) 2006, 312:231 %U http://www.ncbi.nlm.nih.gov/
pubmed/16614212. 4. Girguis PR, Lee RW: Thermal preference and tolerance of alvinellids. Science (New York, NY) 2006, 312:231 %U http://www.ncbi.nlm.nih.gov/
pubmed/16614212. 26. Kumar S, Tsai C-J, Nussinov R: Factors enhancing protein thermostability. Protein
Eng 2000, 13:179–191. %U http://www.ncbi.nlm.nih.gov/pubmed/10775659. 5. Gagniere N, Jollivet D, Boutet I, Brelivet Y, Busso D, Da Silva C, Gaill F, Higuet
D, Hourdez S, Knoops B, et al: Insights into metazoan evolution from
Alvinella pompejana cDNAs. BMC Genomics 2010, 11:634 %U http://www. ncbi.nlm.nih.gov/pubmed/21080938. 5. Gagniere N, Jollivet D, Boutet I, Brelivet Y, Busso D, Da Silva C, Gaill F, Higuet
D, Hourdez S, Knoops B, et al: Insights into metazoan evolution from
Alvinella pompejana cDNAs. BMC Genomics 2010, 11:634 %U http://www. ncbi.nlm.nih.gov/pubmed/21080938. 27. Montanucci L, Fariselli P, Martelli PL, Casadio R: Predicting protein
thermostability changes from sequence upon multiple mutations. Bioinformatics (Oxford, England) 2008, 24:i190–195. %U http://www.ncbi.nlm. nih.gov/pubmed/18586713. 6. Selmer M, Dunham CM, Murphy FVT, Weixlbaumer A, Petry S, Kelley AC,
Weir JR, Ramakrishnan V: Structure of the 70S ribosome complexed with
mRNA and tRNA. Science 2006, 313:1935–1942. 6. Selmer M, Dunham CM, Murphy FVT, Weixlbaumer A, Petry S, Kelley AC,
Weir JR, Ramakrishnan V: Structure of the 70S ribosome complexed with
mRNA and tRNA. Science 2006, 313:1935–1942. 28. Taylor TJ, Vaisman II: Discrimination of thermophilic and mesophilic
proteins. Authors’ contributions TH performed bioinformatics and thermostability calculations, CB performed
thermal shift assays, JE purified proteins, NR extracted A. pompejana mRNA, DJ
collected the A. pompejana specimens and wrote the paper, EC designed the
project, GJ performed bioinformatics, gene annotation and assembly, supervised Page 15 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 the project and wrote the paper, FB designed and supervised the project and
wrote the paper. All authors read and approved the final manuscript. insights into amyotrophic lateral sclerosis. J Mol Biol 2009, 385:1534–1555. %U http://www.ncbi.nlm.nih.gov/pubmed/19063897. 13. Henscheid KL, Shin DS, Cary SC, Berglund JA: The splicing factor U2AF65 is
functionally conserved in the thermotolerant deep-sea worm Alvinella
pompejana. Biochim Biophys Acta 2005, 1727:197–207. Received: 13 September 2012 Accepted: 11 January 2013
Published: 16 January 2013 22. Cambillau C, Claverie JM: Structural and genomic correlates of
hyperthermostability. J Biol Chem 2000, 275:32383–32386. %U http://www. ncbi.nlm.nih.gov/pubmed/10940293. Acknowledgements We are thankful to Elizabeth Williams and Steffen Schmidt for the critical
reading of the manuscript. We thank also Yunqi Li and Jianwen Fang for
providing scripts. Capitella, Helobdella, Lottia and A. pompejana sequence
data were produced by the US Department of Energy Joint Genome
Institute http://www.jgi.doe.gov/ in collaboration with the user community. We gratefully acknowledge the captains and crew of the R/V‘L’Atalante’, and
the pilots and co-pilots of the ROV Victor6000 and ‘Nautile’ groups for
collecting material, and are particularly grateful to F. Gaill and N. LeBris, chief
scientists of the HOT96 and PHARE02 cruises, who allowed us to conduct
this work. This work was supported by a Sequencing Grant (M.IF.A. ENTW8050) from the Max Planck Society. The research leading to these
results has received funding from the European Research Council under the
European Union’s Seventh Framework Programme (FP7/2007-2013)/ERC grant
agreement n° 260821. 14. Terwilliger N, Terwilliger R: Hemoglobin from the Pompeii worm, Alvinella
pompejana, an annelid from a deep sea hot hydrothermal vent
environment. Marine Biology Letters 1984, 5:191–201. 15. Toulmond A, Slitine FE, Defrescheville J, Jouin C: Extracellular hemoglobins
of hydrothermal vent annelids - structural and functional-characteristics
in 3 alvinellid species. Biol Bull 1990, 179:366–373. 16. Berezovsky IN, Shakhnovich EI: Physics and evolution of thermophilic
adaptation. Proc Nat Acad Sci USA 2005, 102:12742–12747. %U http://www. ncbi.nlm.nih.gov/pubmed/16120678. 17. Suhre K, Claverie J-M: Genomic correlates of hyperthermostability, an
update. J Biol Chem 2003, 278:17198–17202. %U http://www.ncbi.nlm.nih. gov/pubmed/12600994. European Union’s Seventh Framework Programme (FP7/2007-2013)/ERC grant
agreement n° 260821. 18. Ma BG, Song Q, Zhang HY: CvP-bias as an index to predict the life style of
last common ancestor. J Biomol Struct Dyn 2006, 23:555–558. 19. Zeldovich KB, Berezovsky IN, Shakhnovich EI: Protein and DNA sequence
determinants of thermophilic adaptation. PLoS Comput Biol 2007, 3:e5. %U http://www.ncbi.nlm.nih.gov/pubmed/17222055. References BMC Struct Biol 2010, 10(Suppl 1):S5. %U http://www.ncbi.nlm.nih. gov/pubmed/20487512. 7. Lorentzen E, Walter P, Fribourg S, Evguenieva-Hackenberg E, Klug G, Conti E:
The archaeal exosome core is a hexameric ring structure with three
catalytic subunits. Nat Struct Mol Biol 2005, 12:575–581. 29. Jollivet D, Mary J, Gagniere N, Tanguy A, Fontanillas E, Boutet I, Hourdez S,
Segurens B, Weissenbach J, Poch O, Lecompte O: Proteome adaptation to
high temperatures in the ectothermic hydrothermal vent Pompeii worm. PLoS One 2012, 7:e31150. ,
,
g ,
g
g ,
g
,
The archaeal exosome core is a hexameric ring structure with three
catalytic subunits. Nat Struct Mol Biol 2005, 12:575–581. 8. Amlacher S, Sarges P, Flemming D, Van Noort V, Kunze R, Devos DP,
Arumugam M, Bork P, Hurt E: Insight into structure and assembly of the
nuclear pore complex by utilizing the genome of a eukaryotic
thermophile. Cell 2011, 146:277–289. 30. Hakulinen N, Turunen O, Janis J, Leisola M, Rouvinen J: Three-dimensional
structures of thermophilic beta-1,4-xylanases from Chaetomium
thermophilum and Nonomuraea flexuosa. Comparison of twelve
xylanases in relation to their thermal stability. Eur J Biochem 2003,
270:1399–1412. 9. Gaill F, Mann K, Wiedemann H, Engel J, Timpl R: Structural comparison of
cuticle and interstitial collagens from annelids living in shallow sea-
water and at deep-sea hydrothermal vents. J Mol Biol 1995, 246:284–294. %U http://www.ncbi.nlm.nih.gov/pubmed/7869380. 31. Zerbino DR, Birney E: Velvet: algorithms for de novo short read assembly
using de Bruijn graphs. Genome Res 2008, 18:821–829. 10. Gaill F, Wiedemann H, Mann K, Kühn K, Timpl R, Engel J: Molecular
characterization of cuticle and interstitial collagens from worms
collected at deep sea hydrothermal vents. J Mol Biol 1991, 221:209–223. %U http://www.ncbi.nlm.nih.gov/pubmed/1920405. 32. Huang X, Madan A: CAP3: A DNA sequence assembly program. Genome Res
1999, 9:868–877. %U http://genome.cshlp.org/content/869/869/868.abstract. 33. Iseli C, Jongeneel CV, Bucher P: ESTScan: a program for detecting,
evaluating, and reconstructing potential coding regions in EST
sequences. Proc Int Conf Intell Syst Mol Biol 1999, :138–148. 11. Kashiwagi S, Kuraoka I, Fujiwara Y, Hitomi K, Cheng QJ, Fuss JO, Shin DS,
Masutani C, Tainer JA, Hanaoka F, Iwai S: Characterization of a Y-Family DNA
Polymerase eta from the Eukaryotic Thermophile Alvinella pompejana. J Nucleic Acids 2010, 2010 %U http://www.ncbi.nlm.nih.gov/pubmed/20936172. 34. Li W, Godzik A: Cd-hit: a fast program for clustering and comparing large
sets of protein or nucleotide sequences. Bioinformatics 2006, 22:1658–1659. p
g
p
12. Author details
1 1Max-Planck-Institute for Developmental Biology, Spemannstr. 35, Tübingen
D-72076, Germany. 2Equipe GAME, UMR 7144 CNRS-UPMC, Station
Biologique, Place Georges Teissier, Roscoff 29680, France. 1Max-Planck-Institute for Developmental Biology, Spemannstr. 35, Tübingen
D-72076, Germany. 2Equipe GAME, UMR 7144 CNRS-UPMC, Station
Biologique, Place Georges Teissier, Roscoff 29680, France. 20. Li Y, Middaugh CR, Fang J: A novel scoring function for discriminating
hyperthermophilic and mesophilic proteins with application to
predicting relative thermostability of protein mutants. BMC Bioinformatics
2010, 11:62. %U http://www.ncbi.nlm.nih.gov/pubmed/20109199. 3Max-Planck-Institute of Biochemistry, Department of Structural Cell Biology,
Am Klopferspitz 18, Martinsried D-82152, Germany. 21. Ku T, Lu P, Chan C, Wang T, Lai S, Lyu P, Hsiao N: Predicting melting
temperature directly from protein sequences. Comput Biol Chem 2009,
33:445–450. %U http://www.ncbi.nlm.nih.gov/pubmed/19896904. Received: 13 September 2012 Accepted: 11 January 2013
Published: 16 January 2013 References Shin DS, Didonato M, Barondeau DP, Hura GL, Hitomi C, Berglund JA,
Getzoff ED, Cary SC, Tainer JA: Superoxide dismutase from the eukaryotic
thermophile Alvinella pompejana: structures, stability, mechanism, and 35. Edgar RC: MUSCLE: multiple sequence alignment with high accuracy and
high throughput. Nucl Acids Res 2004, 32:1792–1797. %U http://nar. oxfordjournals.org/cgi/content/abstract/1732/1795/1792. Page 16 of 16 Holder et al. Biology Direct 2013, 8:2
http://www.biology-direct.com/content/8/1/2 36. Struck TH, Paul C, Hill N, Hartmann S, Hosel C, Kube M, Lieb B, Meyer A,
Tiedemann R, Purschke G, Bleidorn C: Phylogenomic analyses unravel
annelid evolution. Nature 2011, 471:95–98. 37. Telford MJ, Copley RR: Improving animal phylogenies with genomic data. Trends Genet 2011, 27:186–195. 38. Chothia C: The nature of the accessible and buried surfaces in proteins. J Mol Biol 1976, 105:1–12. %U http://www.ncbi.nlm.nih.gov/pubmed/
994183. 39. Ericsson UB, Hallberg BM, Detitta GT, Dekker N, Nordlund P: Thermofluor-
based high-throughput stability optimization of proteins for structural
studies. Anal Biochem 2006, 357:289–298. doi:10.1186/1745-6150-8-2
Cite this article as: Holder et al.: Deep transcriptome-sequencing and
proteome analysis of the hydrothermal vent annelid Alvinella
pompejana identifies the CvP-bias as a robust measure of eukaryotic
thermostability. Biology Direct 2013 8:2. 36. Struck TH, Paul C, Hill N, Hartmann S, Hosel C, Kube M, Lieb B, Meyer A,
Tiedemann R, Purschke G, Bleidorn C: Phylogenomic analyses unravel
annelid evolution. Nature 2011, 471:95–98. 37. Telford MJ, Copley RR: Improving animal phylogenies with genomic data. Trends Genet 2011, 27:186–195. 38. Chothia C: The nature of the accessible and buried surfaces in proteins. J Mol Biol 1976, 105:1–12. %U http://www.ncbi.nlm.nih.gov/pubmed/
994183. 39. Ericsson UB, Hallberg BM, Detitta GT, Dekker N, Nordlund P: Thermofluor-
based high-throughput stability optimization of proteins for structural
studies. Anal Biochem 2006, 357:289–298. doi:10.1186/1745-6150-8-2
Cite this article as: Holder et al.: Deep transcriptome-sequencing and
proteome analysis of the hydrothermal vent annelid Alvinella
pompejana identifies the CvP-bias as a robust measure of eukaryotic
thermostability. Biology Direct 2013 8:2. References Submit your next manuscript to BioMed Central
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